cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.zn99vh
title: Occurrence Download

description: A dataset containing 1165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Quassia L."
 ]
}

 The dataset includes 1165 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000660-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hwazw
title: Occurrence Download

description: A dataset containing 1265722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Homoneura extera Czerny, 1932, Megachile dinura Cockerell, 1911, Rhinodia rostraria Guenée, 1857, Thricops sudeticus (Schnabl, 1888), Delia longicauda (Strobl, 1898), Machimus rusticus (Meigen, 1820), Agrotis puta (Hübner, 1803), Eupithecia linariata (Denis & Schiffermüller), 1775, Hypericum perforatum L., Sphecodes nomioidis Pesenko, 1979, Eoanthidium clypeare (Morawitz, 1874), Halictus tectus Radoszkowski, 1875, Paravespula germanica (F.), Nomioides facilis (Smith, 1853), Halictus asperulus Pérez, 1895, Polistes associus Kohl, 1898, Meliturgula flavida (Friese, 1913), Scaptomyza australis Malloch, 1923, Musca vetustissima Walker, 1849, Pelecorhynchus rubidus Mackerras & Fuller, 1942, Sericomyia slossonae Curran, 1934, Lycaena boldenarum White, 1862, Rhamphomyia crassirostris (Fallén, 1816), Atherix ibis (Fabricius, 1798), Gastrancistrus affinis Graham, 1969, Epeolus americanus (Cresson, 1878), Palpada ruficeps (Macquart, 1842), Psylliodes napi (Fabricius, 1792), Stelis labiata (Provancher, 1888), Andrena carolina Viereck, 1909, Brachypalpoides bicolor (Loew, 1864), Eucerceris zonata (Say, 1823), Eristalis horticola, Crematogaster steinheili Forel, 1881, Rhingia mecyana Speiser, 1910, Ancyluris aulestes (Cramer, 1777), Megachile fulva Smith, 1853, Samba atra (Michener, 1981), Megachile subalbuta Yasumatsu, 1936, Megachile kobensis Cockerell, 1918, Orancistrocerus drewseni drewseni, Colletes rufitarsis Friese, 1909, Riodina lycisca Doubleday, 1847, Anania crocealis (Hübner, 1796), Sphecodes scabricollis Wesmael, 1835, Chondrocera laticornis Laporte, 1832, Svastra albocollaris (Cockerell, 1918), Lipotriches aurifrons (Smith, 1853), Lithurgus sparganotes (Schletterer, 1891), Eulampis jugularis (Linnaeus, 1766))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1265722 records from 4507 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000656-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmtrge
title: Occurrence Download

description: A dataset containing 250 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Noccaea jankae"
 ]
}

 The dataset includes 250 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014129-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rfyvz8
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Imperata cylindrica",
 "Country is Chad",
 "HasCoordinate is true"
 ]
}

 The dataset includes 28 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014130-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15889043
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Sethrick Frank Kajewski, http://www.wikidata.org/entity/Q106707390. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q106707390
DOI: 10.5281/zenodo.8166409
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Sethrick Frank Kajewski, http://www.wikidata.org/entity/Q106707390. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q106707390
DOI: 10.5281/zenodo.15889042
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Wilfred Borden Schofield, http://www.wikidata.org/entity/Q21340086. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q21340086
DOI: 10.5281/zenodo.8103338
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Wilfred Borden Schofield, http://www.wikidata.org/entity/Q21340086. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q21340086
DOI: 10.5281/zenodo.15848204
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Albert Sherbourne Le Souef, http://www.wikidata.org/entity/Q590769. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q590769
DOI: 10.5281/zenodo.15889044
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Albert Sherbourne Le Souef, http://www.wikidata.org/entity/Q590769. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q590769
DOI: 10.5281/zenodo.15889045
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Maximilian I of Mexico, http://www.wikidata.org/entity/Q84192. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q84192
DOI: 10.5281/zenodo.15889039
title: 2025 Competition on Electric Energy Consumption Forecast Adopting Multi-criteria Performance Metrics

description:  

This dataset is the second release of data for the 2025 Competition on Electric Energy Consumption Forecast Adopting Multi-criteria Performance Metrics

The competition is open and welcomes everyone who wishes to participate and to anyone who can benefit from these data.

Competition Outline

Forecasting of electric energy consumption can be a very difficult tasks when handling building-level data. However, an accurate forecast is needed to boost the potential of energy management systems. The need to forecast energy consumption grows as our reliance on renewable energy sources, such as solar and wind power, grows. This means that to meet consumer demand with renewable energy generation, energy management systems must operate based on accurate energy forecasting models for both short and long-term periods. Energy consumption forecasting techniques that can manage a variety of scenarios, including varying prediction timeframes, accessible data, data frequency, and even data quality, have been the subject of intense research. There is no one-size-fits-all approach, where certain situations call for different approaches. The goal of this competition is to compile and evaluate the most recent advances in energy consumption forecasting techniques.

 

Releases Details



v1.0: one year of data from a smart building with readings taken every 5 minutes.

v2.0: 40 days of data from a smart building with readings taken every 5 minutes.

v3.x: a single day of data from a smart building with readings taken every hour. These releases will become available during the first competition period (from 06/01/2025 to 10/01/2025).

v4.x: a single day of data from a smart building with readings taken every hour. These releases will become available during the second competition period (from 14/07/2025 to 18/07/2025).


 

Dataset Description

All releases are composed of the following data:



Time: in hours and minutes

Power: in Watts

Voltage: in Volts

Current: in Ampers

Generation power: in Watts

Temperature: in ºC
description: The authors acknowledge the work facilities and equipment provided by GECAD research center (UIDB/00760/2020), DOI:10.54499/UIDB/00760/2020.
DOI: 10.5281/zenodo.15848212
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by George Taylor Porritt, http://www.wikidata.org/entity/Q110486842. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q110486842
DOI: 10.5281/zenodo.15889047
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by George Taylor Porritt, http://www.wikidata.org/entity/Q110486842. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q110486842
DOI: 10.5281/zenodo.15889046
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Percival Hildebrand Gentle, http://www.wikidata.org/entity/Q106742450. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q106742450
DOI: 10.15468/dl.aks823
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tropidocarpum lanatum"
 ]
}

 The dataset includes 23 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014132-250711103210423/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.29565185
title: Supplemental data and scripts for "Detergent-based separation of microbes from marine particles"

description: This research investigated the use of mild, dilute detergent treatments to dissociate microbes from marine particles.
DOI: 10.5281/zenodo.15889048
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Jürke Grau, http://www.wikidata.org/entity/Q92335. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q92335
DOI: 10.6084/m9.figshare.29565185.v2
title: Supplemental data and scripts for "Detergent-based separation of microbes from marine particles"

description: This research investigated the use of mild, dilute detergent treatments to dissociate microbes from marine particles.
DOI: 10.6084/m9.figshare.29565185.v1
title: Supplemental data and scripts for "<b>Detergent-based separation of microbes from marine particles</b>"

description: This research investigated the use of mild, dilute detergent treatments to dissociate microbes from marine particles.
DOI: 10.15468/dl.zf2tj6
title: Occurrence Download

description: A dataset containing 2476079 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Geometry POLYGON((-144.82 47.96,-108.49 47.96,-108.49 60.27,-144.82 60.27,-144.82 47.96))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 2476079 records from 436 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014028-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spzb4p
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Knodus smithi"
 ]
}

 The dataset includes 125 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014133-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15889049
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Elmer George Worthley, http://www.wikidata.org/entity/Q121031803. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q121031803
DOI: 10.5281/zenodo.8197640
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Elmer George Worthley, http://www.wikidata.org/entity/Q121031803. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q121031803
DOI: 10.5281/zenodo.11093353
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by G.G.E. Scudder, http://www.wikidata.org/entity/Q22109622. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q22109622
DOI: 10.5281/zenodo.15889054
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by G.G.E. Scudder, http://www.wikidata.org/entity/Q22109622. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q22109622
DOI: 10.5281/zenodo.15889055
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Christian A. Alcantar, https://orcid.org/0009-0002-6768-8826. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.15468/dl.6dnf4c
title: Occurrence Download

description: A dataset containing 1391 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Dryophytes avivoca)"
 ]
}

 The dataset includes 1391 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014137-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvnjtg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia stricta",
 "Country is Viet Nam",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014136-250711103210423/datasets/export for details.
DOI: 10.15468/dl.swsvd3
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Imperata cylindrica",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014135-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n85vxv
title: Occurrence Download

description: A dataset containing 2215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Spartina maritima)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2215 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014134-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14630982
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Cluff E. Hopla, http://www.wikidata.org/entity/Q128381906. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q128381906
DOI: 10.5281/zenodo.15889058
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Cluff E. Hopla, http://www.wikidata.org/entity/Q128381906. Claims or attributions were made on Bionomia, https://bionomia.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
description: http://www.wikidata.org/entity/Q128381906
DOI: 10.15468/dl.5hcen8
title: Occurrence Download

description: A dataset containing 1176 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum perenne"
 ]
}

 The dataset includes 1176 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014139-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qr48ru
title: Occurrence Download

description: A dataset containing 7834 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dryopteris dilatata",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7834 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014138-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnku2j
title: Occurrence Download

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

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014140-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j479we
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Imperata cylindrica",
 "Country is Comoros",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014141-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dubnn9
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cathartes burrovianus",
 "Year 2023-2025"
 ]
}

 The dataset includes 22 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014143-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y63q7d
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia stricta",
 "Country is Zambia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014142-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x33hh4
title: Occurrence Download

description: A dataset listing the 131 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-73.30584 -36.82774,-72.99060 -36.82774,-72.99060 -36.70170,-73.30584 -36.70170,-73.30584 -36.82774))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset's 131 records were derived from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014117-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eafb6v
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Imperata cylindrica",
 "Country is Congo",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014145-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2djxsk
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AEH7376"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014144-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.