cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14998552
title: Energy demand model (FAIRiCUBE Use Case "Stock modeling of buildings")

description: Result of a role-based energy demand model (EPISCOPE)

Energy demand for space heating and domestic hot water was estimated based on key building characteristics—such as height, adjacent wall area, age, residential type, and location—along with annual average daily temperature. The analysis considered two scenarios: "as built" and "medium renovation", with assumptions derived from the EPISCOPE project. These assumptions were informed by expert insights and survey data, defining parameters such as the thermal transmittance of materials, internal heat sources, ventilation systems, and solar irradiation. Additionally, the number of heating days was determined based on the annual average daily temperature.

The energy demand estimates account for heat transfer losses through walls, roofs, windows, and floors, using U-values and material-specific transmission coefficients. Ventilation losses were also factored in by considering air exchange rates and conditioned air volume. In contrast, solar and internal heat gains helped offset heating demand, where solar gains were influenced by building orientation, shading, and window properties, while internal gains stemmed from occupant activities and household appliances. The model was applied to Oslo, Barcelona, and Rennes, and the results were validated against observed energy performance.

The scatter plots in the following figures illustrate the model’s ability to estimate residential energy demand across Oslo, Rennes, and Barcelona. The predictive performance was assessed using Root Mean Square Error (RMSE) and R², offering insights into its reliability across different years.

Oslo: The model achieved moderate accuracy, with an average RMSE of 78.87 and an R² of 0.63. However, the prediction quality varied across years, with R² values ranging from 0.47 to 0.70, suggesting potential inconsistencies in data representation or modeling assumptions. Notably, 2015 showed weaker performance (R² = 0.47, RMSE = 92.19), but overall, the model remained reasonably reliable.

 

Rennes: A similar level of performance was observed, with an average RMSE of 65.72 and R² of 0.60. The France OpenGov dataset showed a strong correlation with FAIRiCUBE predictions, with R² values consistently between 0.58 and 0.63. While the RMSE values indicate some prediction errors, the consistency in R² suggests the model effectively captures energy demand trends.

 

Barcelona: The model struggled to establish a meaningful relationship between Energia Barcelona data and FAIRiCUBE predictions. Despite a relatively low RMSE (55.48), the average R² was just 0.06, indicating a poor fit. In some years, R² values were near zero or even negative, suggesting that the model failed to explain variations in energy consumption.
DOI: 10.5281/zenodo.14998553
title: Energy demand model (FAIRiCUBE Use Case "Stock modeling of buildings")

description: Result of a role-based energy demand model (EPISCOPE)

Energy demand for space heating and domestic hot water was estimated based on key building characteristics—such as height, adjacent wall area, age, residential type, and location—along with annual average daily temperature. The analysis considered two scenarios: "as built" and "medium renovation", with assumptions derived from the EPISCOPE project. These assumptions were informed by expert insights and survey data, defining parameters such as the thermal transmittance of materials, internal heat sources, ventilation systems, and solar irradiation. Additionally, the number of heating days was determined based on the annual average daily temperature.

The energy demand estimates account for heat transfer losses through walls, roofs, windows, and floors, using U-values and material-specific transmission coefficients. Ventilation losses were also factored in by considering air exchange rates and conditioned air volume. In contrast, solar and internal heat gains helped offset heating demand, where solar gains were influenced by building orientation, shading, and window properties, while internal gains stemmed from occupant activities and household appliances. The model was applied to Oslo, Barcelona, and Rennes, and the results were validated against observed energy performance.

The scatter plots in the following figures illustrate the model’s ability to estimate residential energy demand across Oslo, Rennes, and Barcelona. The predictive performance was assessed using Root Mean Square Error (RMSE) and R², offering insights into its reliability across different years.

Oslo: The model achieved moderate accuracy, with an average RMSE of 78.87 and an R² of 0.63. However, the prediction quality varied across years, with R² values ranging from 0.47 to 0.70, suggesting potential inconsistencies in data representation or modeling assumptions. Notably, 2015 showed weaker performance (R² = 0.47, RMSE = 92.19), but overall, the model remained reasonably reliable.

 

Rennes: A similar level of performance was observed, with an average RMSE of 65.72 and R² of 0.60. The France OpenGov dataset showed a strong correlation with FAIRiCUBE predictions, with R² values consistently between 0.58 and 0.63. While the RMSE values indicate some prediction errors, the consistency in R² suggests the model effectively captures energy demand trends.

 

Barcelona: The model struggled to establish a meaningful relationship between Energia Barcelona data and FAIRiCUBE predictions. Despite a relatively low RMSE (55.48), the average R² was just 0.06, indicating a poor fit. In some years, R² values were near zero or even negative, suggesting that the model failed to explain variations in energy consumption.
DOI: 10.18150/rnjxpz
title: Remote control of anion binding by CH-based receptors

description: We show that the substitution of tetra(benzimidazole)resorcin[4]arenes with electron withdrawing groups on the upper rim enhances anion binding at the opposite edge by more than three orders of magnitude. Moreover, selective anion binding at either the OH/NH or CH binding sites is demonstrated.
DOI: 10.15468/dl.hwpw73
title: Occurrence Download

description: A dataset containing 6022034 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is Continent derived from coordinates",
 "OccurrenceStatus is Present",
 "TaxonKey is Orchidaceae"
 ]
}

 The dataset includes 6022034 records from 4969 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018293-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x1opas
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abacetus olivaceus Tschitscherine, 1900"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063319-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxqonz
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "Year 2001-2017",
 "Geometry POLYGON ((46.377410888671875 38.01228608167874, 46.31561279296875 38.03067754878772, 46.248321533203125 38.04473849713312, 46.220855712890625 38.06528425740672, 46.207122802734375 38.11176125672556, 46.26068115234375 38.14200946157744, 46.34033203125 38.109600191095176, 46.404876708984375 38.05230865877123, 46.399383544921875 38.015531970102984, 46.377410888671875 38.01228608167874))",
 "HasCoordinate is true",
 "TaxonKey is Aves",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 65 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000403-171109162308116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111322468
title: Cuneiform Tablet 000244, CUN.000244

description: [Text Description:] Cuneiform Tablet, Letter, 000244 ❧ [Text or Publication Number Note:] CUN.000244 ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Clay tablet with cuneiform script
DOI: 10.15468/dl.exupz6
title: Occurrence Download

description: A dataset containing 45375 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Liriodendron tulipifera L."
 ]
}

 The dataset includes 45375 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063982-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8w0qt1
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trichechus manatus bakerorum Domning, 2005"
 ]
}

 The dataset includes 31 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063327-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rkc8os
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Lupinus",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074043-160910150852091/datasets/export for details.
DOI: 10.25549/inscriptifact-ouc111322406
title: Cuneiform Tablet 000244, CUN.000244

description: [Text Description:] Cuneiform Tablet, Letter, 000244 ❧ [Text or Publication Number Note:] CUN.000244 ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Clay tablet with cuneiform script
DOI: 10.15468/dl.sum2k9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Lupinus",
 "HasCoordinate is TRUE",
 {
 "or" : [
 "Continent is Africa",
 "Continent is Europe",
 "Continent is Asia"
 ]
 },
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Literature Occurrence"
 ]
 },
 "DecimalLatitude is greater than or equal to -1.50750278",
 "DecimalLatitude is less than or equal to 47.62390556",
 "DecimalLongitude is greater than or equal to -18.75250000",
 "DecimalLongitude is less than or equal to 52.85138889"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074033-160910150852091/datasets/export for details.
DOI: 10.15468/dl.vyvli8
title: Occurrence Download

description: A dataset containing 219593 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Luzula campestris (L.) DC."
 ]
}

 The dataset includes 219593 records from 437 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005786-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.git54z
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abacetus optimus Péringuey, 1904"
 ]
}

 The dataset includes 29 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063320-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111322433
title: Cuneiform Tablet 000244, CUN.000244

description: [Text Description:] Cuneiform Tablet, Letter, 000244 ❧ [Text or Publication Number Note:] CUN.000244 ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Clay tablet with cuneiform script
DOI: 10.15468/dl.bzbafj
title: Occurrence Download

description: A dataset containing 422 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Uromyces silphii (Syd. & P.Syd.) Arthur)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 422 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063984-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.90dphn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-97.5351 19.537,-97.5351 19.3519,-97.331 19.3519,-97.331 19.537,-97.5351 19.537))",
 "HasGeospatialIssue is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074248-160910150852091/datasets/export for details.
DOI: 10.15468/dl.yjfyvd
title: Occurrence Download

description: A dataset containing 118980 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Humulus lupulus L."
 ]
}

 The dataset includes 118980 records from 493 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005739-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111322408
title: Cuneiform Tablet 000244, CUN.000244

description: [Text Description:] Cuneiform Tablet, Letter, 000244 ❧ [Text or Publication Number Note:] CUN.000244 ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Clay tablet with cuneiform script
DOI: 10.15468/dl.0dnjxa
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Elevation 3018.0-9606.0m",
 "Country is Peru",
 {
 "or" : [
 "DatasetKey is The vascular plants collection (P) at the Herbarium of the Muséum national d'Histoire Naturelle (MNHN - Paris)",
 "DatasetKey is INPN - Données flore des CBN agrégées par la FCBN",
 "DatasetKey is National Herbarium of Victoria (MEL) AVH data",
 "DatasetKey is Tropicos MO Specimen Data",
 "DatasetKey is NSW BioNet Atlas",
 "DatasetKey is Artportalen (Swedish Species Observation System)",
 "DatasetKey is Flora von Deutschland (Phanerogamen)",
 "DatasetKey is Flora Atlas N.T.",
 "DatasetKey is Observations du Conservatoire botanique national du Bassin parisien.",
 "DatasetKey is PRECIS",
 "DatasetKey is Naturalis Biodiversity Center (NL) - Botany"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Malvaceae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 126 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000404-171109162308116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.l25uqp
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abacetus pygmaeus (Boheman, 1848)"
 ]
}

 The dataset includes 59 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063328-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rzmlmg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON((149.06 46.80,149.06 76.72,-100.72 76.72,-100.72 46.80,149.06 46.80))",
 "StateProvince is alaska"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084923-160910150852091/datasets/export for details.
DOI: 10.25549/inscriptifact-ouc111322407
title: Cuneiform Tablet 000244, CUN.000244

description: [Text Description:] Cuneiform Tablet, Letter, 000244 ❧ [Text or Publication Number Note:] CUN.000244 ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Clay tablet with cuneiform script
DOI: 10.15468/dl.3hwh8t
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "Year 1991-2017",
 "Geometry POLYGON ((46.377410888671875 38.01228608167874, 46.31561279296875 38.03067754878772, 46.248321533203125 38.04473849713312, 46.220855712890625 38.06528425740672, 46.207122802734375 38.11176125672556, 46.26068115234375 38.14200946157744, 46.34033203125 38.109600191095176, 46.404876708984375 38.05230865877123, 46.399383544921875 38.015531970102984, 46.377410888671875 38.01228608167874))",
 "HasCoordinate is true",
 "TaxonKey is Aves",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 65 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000405-171109162308116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gelinr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydranassa tricolor (Statius Muller, 1776)",
 "Year is 2011"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089877-160910150852091/datasets/export for details.
DOI: 10.15468/dl.2q11bu
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abacetus percoides Fairmaire, 1869"
 ]
}

 The dataset includes 28 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063322-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111320825
title: Cuneiform Tablet 000226, CUN.000226

description: [Text Description:] Cuneiform Tablet, Administrative Tag, with Seal Impressions 000226 ❧ [Text or Publication Number Note:] CUN.000226 ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Clay tablet with cuneiform script, roughly triangular In shape.
DOI: 10.15468/dl.m49fdy
title: Occurrence Download

description: A dataset containing 642423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 {
 "or" : [
 "Issue is Geodetic datum assumed WGS84",
 "Issue is Coordinate rounded"
 ]
 },
 {
 "or" : [
 "TaxonKey is Gnetaceae",
 "TaxonKey is Malpighiaceae",
 "TaxonKey is Bignoniaceae",
 "TaxonKey is Fabaceae",
 "TaxonKey is Apocynaceae",
 "TaxonKey is Asteraceae",
 "TaxonKey is Sapindaceae",
 "TaxonKey is Melastomataceae",
 "TaxonKey is Celastraceae",
 "TaxonKey is Ericaceae",
 "TaxonKey is Menispermaceae",
 "TaxonKey is Loganiaceae",
 "TaxonKey is Connaraceae",
 "TaxonKey is Acanthaceae",
 "TaxonKey is Rubiaceae",
 "TaxonKey is Convolvulaceae",
 "TaxonKey is Dilleniaceae",
 "TaxonKey is Polygalaceae",
 "TaxonKey is Vitaceae",
 "TaxonKey is Smilaceae",
 "TaxonKey is Araceae",
 "TaxonKey is Passifloraceae",
 "TaxonKey is Cucurbitales",
 "TaxonKey is Gesneriaceae",
 "TaxonKey is Solanaceae",
 "TaxonKey is Campanulaceae",
 "TaxonKey is Dioscoreaceae",
 "TaxonKey is Poaceae",
 "TaxonKey is Cyperaceae"
 ]
 }
 ]
}

 The dataset includes 642423 records from 339 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034612-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtkfs0
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gynoxis Rchb.",
 "Country is Ecuador",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-99.62 -8.08,-99.62 9.47,-71.94 9.47,-71.94 -8.08,-99.62 -8.08))",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0090111-160910150852091/datasets/export for details.
DOI: 10.15468/dl.cfako7
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Striatostyliolina Boucek & Prantl, 1961",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 39 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000414-171109162308116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111320929
title: Cuneiform Tablet 000226, CUN.000226

description: [Text Description:] Cuneiform Tablet, Administrative Tag, with Seal Impressions 000226 ❧ [Text or Publication Number Note:] CUN.000226 ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Clay tablet with cuneiform script, roughly triangular In shape.
DOI: 10.15468/dl.4z67t9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bolivia (Plurinational State of)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "StateProvince is la paz"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0098648-160910150852091/datasets/export for details.
DOI: 10.15468/dl.oudnrh
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abacetus servitulus Péringuey, 1904"
 ]
}

 The dataset includes 36 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063329-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5t2543
title: Occurrence Download

description: A dataset listing the 36 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.35547 26.71875,-76.57471 27.77344,-79.34326 26.85059,-80.00244 23.4668,-83.12256 23.51074,-85.67139 21.79688,-82.37549 19.33594,-75.95947 14.89746,-70.90576 13.0957,-70.20264 11.86523,-63.17139 10.72266,-61.76514 10.01953,-60.62256 9.8877,-57.854 14.89746,-62.90771 19.86328,-71.34521 22.5,-74.35547 26.71875))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pedunculata"
 ]
}

 The dataset's 36 records were derived from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034632-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc111320794
title: Cuneiform Tablet 000226, CUN.000226

description: [Text Description:] Cuneiform Tablet, Administrative Tag, with Seal Impressions 000226 ❧ [Text or Publication Number Note:] CUN.000226 ❧ [Medium:] Clay ❧ [Script Note:] Cuneiform, Non-Alphabetic ❧ [Physical Object Description:] Clay tablet with cuneiform script, roughly triangular In shape.