cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/xv3s82rvd2.1
title: Synthetic Simulation Data of Wind Power Time Series in Germany

description: This dataset contains synthetic wind power generation time series for 160 locations in Germany. The data is provided at an hourly resolution covering a two-year period. It was generated using an open-source, reproducible simulation framework, which is described in detail in the associated publication, "Synthetic Data Simulation Framework for Wind Power Time Series".

The methodology combines site-specific meteorological measurements from Germany's national meteorological service (DWD) with technical turbine parameters. Key features of the framework include:

- Wind Speed Extrapolation: Measured wind speeds (10m) are extrapolated to hub height using physical and empirical models, such as a turbulence-based estimation of the Hellmann exponent .

- Hub Height Air Density: Air density is dynamically calculated at hub height based on 2m measurements of air pressure, temperature, and relative humidity, using an extended barometric formula . This avoids the inaccurate assumption of a standard air density .

- Aging Effects: The framework integrates an empirically validated aging model. The power coefficients (Cp) are dynamically adjusted based on turbine age , using an annual degradation rate (ADR) of 0.63% and a real-world age distribution from the German market data register (MaStR) .

- Physics-Informed Simulation: The final power output is calculated using the physical power equation P=0.5⋅ρ⋅A⋅v^3 ⋅Cp_aged, applying the extrapolated values for ρ, v, and the adjusted Cp

The dataset is structured as follows:

Time Series Data (160 files): One file per location. Each file contains the hourly input weather variables (measured at ground level), the extrapolated meteorological variables at hub height (wind speed, air density, temperature), and the synthetic power generation for six different common turbine configurations .

Enercon E-70 E4 2.300 (57m), 
Enercon E-82 E2 2.000 (138m),
Enercon E-115 2.500 (149m),
Vestas V90 (95m),
Vestas V112-3.45 (119m),
Vestas V80-1.8 (78m)

Metadata Tables: One file detailing the technical specifications of the six turbine models (hub height, rotor diameter, power curve parameters) and one file with site-specific parameters (coordinates, altitude, commissioning date) .

NWP Data: Accompanying numerical weather prediction (NWP) data from the ICON-D2 model for all locations, featuring a 48-hour forecast horizon, from 6, 9, 12 and 15 UTC runs.

The quality of the dataset was validated against Renewables.ninja and operational data from four real-world German wind parks . The results demonstrate that incorporating measured wind speeds and modeling aging effects significantly improves accuracy, particularly for older turbines and sites with low terrain ruggedness . This open, reproducible dataset is suitable for research and applications such as benchmarking, developing forecasting models (especially for machine learning), grid planning simulations, and analyzing aging or wake effects.
DOI: 10.15468/dl.bk4z5g
title: Occurrence Download

description: A dataset containing 620 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Spain, Portugal)",
 "DatasetKey is one of (Habitats Directive Portuguese Report: Species 2013-2018, Inventario Español de Especies Terrestres (MAGRAMA))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Emys orbicularis"
 ]
}

 The dataset includes 620 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051944-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17391657
title: OpenAlex n-grams [1-5]

description: N-grams (DF > 1,000) extracted from OpenAlex titles and abstracts.
DOI: 10.5281/zenodo.17391658
title: OpenAlex n-grams [1-5]

description: N-grams (DF > 1,000) extracted from OpenAlex titles and abstracts.
DOI: 10.34740/kaggle/dsv/13474371
title: e-IPO Indonesia Data - Investment
DOI: 10.15468/dl.8arnjj
title: Occurrence Download

description: A dataset containing 24731 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((139.9626 35.66696,139.97384 35.66696,139.97384 35.67432,139.9626 35.67432,139.9626 35.66696))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year 2014-2025"
 ]
}

 The dataset includes 24731 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051946-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ztvsu
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Symphoricarpos vaccinoides",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051949-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.swhypz
title: Occurrence Download

description: A dataset containing 4113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Costa Rica",
 "Geometry POLYGON((-84.01845 9.99194,-83.97299 9.99235,-83.97278 10.02854,-84.01886 10.02762,-84.01845 9.99194))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year 2015-2025"
 ]
}

 The dataset includes 4113 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051948-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.np6mjg
title: Occurrence Download

description: A dataset containing 9235 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((64.45331 -12.04873,176.99994 -12.04873,176.99994 54.91177,64.45331 54.91177,64.45331 -12.04873))",
 "Geometry POLYGON((137.84506 -55.74331,190.24073 -55.74331,190.24073 -14.50773,137.84506 -14.50773,137.84506 -55.74331))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hypericum japonicum"
 ]
}

 The dataset includes 9235 records from 158 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051952-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zqrxa
title: Occurrence Download

description: A dataset containing 36333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Costa Rica",
 "Geometry POLYGON((-84.0455 9.90462,-84.01591 9.90261,-84.01501 9.92865,-84.04301 9.93151,-84.0455 9.90462))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year 2015-2025"
 ]
}

 The dataset includes 36333 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051950-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dg65su
title: Occurrence Download

description: A dataset containing 2423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sciurus carolinensis",
 "HasCoordinate is true",
 "Country is Ireland"
 ]
}

 The dataset includes 2423 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051953-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fff3yt
title: Occurrence Download

description: A dataset containing 1471 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Castanopsis fissa"
 ]
}

 The dataset includes 1471 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051954-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/gnc4s3z2mf
title: Vegetable Object Detection Dataset from Bangladesh

description: Context & Motivation:
* Vegetables play a crucial role in Bangladesh’s nutrition, economy, and food security.
* Accurate vegetable identification supports efficient cultivation, inventory management, and smart agriculture.

Dataset Composition:
* Total of 3,534 high-resolution images.
* Captured under real-world, natural conditions from roadside vendor stalls.
* Images acquired using a Redmi Note 12 smartphone mounted on local vendor vehicles.

Vegetable Classes:
* 22 distinct classes covering diverse appearances and shapes.
* Includes common Bangladeshi vegetables across varied lighting and background conditions.

Annotation & Format:
* Annotated via the Roboflow platform for precise bounding-box labels.
* Provided in Pascal VOC format to facilitate object detection benchmarks.
DOI: 10.17632/gnc4s3z2mf.3
title: Vegetable Object Detection Dataset from Bangladesh

description: Context & Motivation:
* Vegetables play a crucial role in Bangladesh’s nutrition, economy, and food security.
* Accurate vegetable identification supports efficient cultivation, inventory management, and smart agriculture.

Dataset Composition:
* Total of 3,534 high-resolution images.
* Captured under real-world, natural conditions from roadside vendor stalls.
* Images acquired using a Redmi Note 12 smartphone mounted on local vendor vehicles.

Vegetable Classes:
* 22 distinct classes covering diverse appearances and shapes.
* Includes common Bangladeshi vegetables across varied lighting and background conditions.

Annotation & Format:
* Annotated via the Roboflow platform for precise bounding-box labels.
* Provided in Pascal VOC format to facilitate object detection benchmarks.
DOI: 10.15468/dl.87sbtf
title: Occurrence Download

description: A dataset containing 181440 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 one of (Ripogonum discolor, Scilla pneumonanthe, Linum villarianum, Oedera pungens, Gaudinia maroccana, Ruschia vanniekerkiae, Ruschia inconspicua, Zanthoxylum caribaeum, Oldenlandia schaeferi, Clitoria australis, Conophytum rubrolineatum, Echium asperrimum, Echium brevirame, Echium triste, Ruschia densiflora, Blepharizonia laxa, Genista vuralii, Amsonia palmeri, Poranthera ericifolia, Bulbinella chartacea, Dryopteris oreades, Aquilegia saxifraga, Agathosma stokoei, Aquilegia guarensis, Epilobium boissieri, Epilobium glanduligerum, Epilobium oregonense, Conophytum youngii, Genista capitellata, Clethra arborea, Dryopteris ronald-vianensis, Massonia dentata, Polylepis tarapacana, Epilobium confusum, Epilobium stevenii, Conophytum stevens-jonesianum, Epilobium persicinum, Echium horridum, Dryopteris initialis, Mackaya bella, Zostera mucronata, Brodiaea californica, Brodiaea stellaris, Ricinocarpos megalocarpus, Ruschia suaveolens, Ruschia pauciflora, Ruschia robusta, Rhodothamnus sessillifolius, Zanthoxylum arborescens, Tristagma lineatum, Anabasis al-rawii, Anabasis haussknechtii, Conophytum burgeri, Conophytum chrisocruxum, Echium wildpretii, Genista subcapitata, Genista toluensis, Tulbaghia capensis, Bulbinella barkerae, Bulbinella punctulata, Agathosma aemula, Aquilegia formosa, Tremulina cracens, Harveya vestita, Massonia roggeveldensis, Epilobium fragile, Epilobium hallianum, Ruschia holensis, Ruschia staminodiosa, Podolepis hieracioides, Clitoria monticola, Genista cupanii, Genista hispanica, Rhynchospora barrosiana, Rhynchospora modesti-lucennoi, Cycas pruinosa, Massonia amoena, Echium onosmifolium, Ercilla syncarpellata, Rutidosis leiolepis, Zostera capricorni, Ruschia copiosa, Ruschia depressa, Ruschia floribunda, Ruschia versicolor, Ruschia vanderbergiae, Conophytum frutescens, Conophytum marnierianum, Echium arenarium, Echium rauwolfii, Echium tenue, Dryas octopetala, Aquilegia zapateri, Genista mugronensis, Genista patens, Bulbinella eburniflora, Aegilops ventricosa, Agathosma phillipsii, Sesleria coerulans, Epilobium barbeyanum)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 181440 records from 995 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051914-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkaank
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ampelocissus pedicellata Merr."
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008103-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rrwd1
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "TaxonKey is Acanthopsis carduifolia (L.fil.) Schinz",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005634-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8cwxw9
title: Occurrence Download

description: A dataset containing 681 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pyxicephalus adspersus Tschudi, 1838"
 ]
}

 The dataset includes 681 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0135525-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.acype8
title: Occurrence Download

description: A dataset containing 3094 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Angelica polymorpha Maxim."
 ]
}

 The dataset includes 3094 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008086-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9juzrx
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pitcairnia palmeri S.Watson"
 ]
}

 The dataset includes 145 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042287-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hbd8d4
title: Occurrence Download

description: A dataset containing 1129 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ampelion rufaxilla (Tschudi, 1844)"
 ]
}

 The dataset includes 1129 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0110558-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hnr9gs
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "TaxonKey is Acanthopsis disperma Harv.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset's 1 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005642-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7dfn7y
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthriscus lamprocarpa Boiss."
 ]
}

 The dataset includes 66 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008088-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4wuduz
title: Occurrence Download

description: A dataset containing 1064 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Taraxacum platycarpum Dahlst.",
 "Year 2000-2021"
 ]
}

 The dataset includes 1064 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010134-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ycxqn8
title: Occurrence Download

description: A dataset containing 1048 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "TaxonKey is Abies religiosa (Kunth) Schltdl. & Cham.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1048 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009388-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wuhuvx
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ampelocissus rubriflora Gagnep."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008133-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s8aift
title: Occurrence Download

description: A dataset containing 27676 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pantherophis Fitzinger, 1843"
 ]
}

 The dataset includes 27676 records from 137 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013173-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpxnpy
title: Occurrence Download

description: A dataset containing 3382 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spodoptera frugiperda J.E.Smith, 1797"
 ]
}

 The dataset includes 3382 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118540-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adr846
title: Occurrence Download

description: A dataset containing 38970 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum americanum Mill."
 ]
}

 The dataset includes 38970 records from 792 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008110-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ngjnfs
title: Occurrence Download

description: A dataset containing 253 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Unknown evidence"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Chrysocyon brachyurus (Illiger, 1815)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 253 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013155-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6kr466
title: Occurrence Download

description: A dataset listing the 169 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Pakistan",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Lycopodiopsida",
 "TaxonKey is Polypodiopsida"
 ]
 }
 ]
}

 The dataset's 169 records were derived from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138108-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.whasq8
title: Occurrence Download

description: A dataset containing 2136 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum ptychanthum Dunal"
 ]
}

 The dataset includes 2136 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008117-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnynfb
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Living Specimen)",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (January, February, March, May, December, October, August, July, June, April, September, November)",
 "TaxonKey is Ocotea tampicensis (Meisn.) Hemsl.",
 "Year 2004-2024"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042288-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dy6wyr
title: Occurrence Download

description: A dataset containing 70711 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zea mays subsp. mays",
 "HasGeospatialIssue is FALSE",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 70711 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013157-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5qaryt
title: Occurrence Download

description: A dataset containing 127029 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syringa L."
 ]
}

 The dataset includes 127029 records from 672 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0074019-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xpfh4
title: Occurrence Download

description: A dataset containing 1290 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Atergatis floridus (Linnaeus, 1767)"
 ]
}

 The dataset includes 1290 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000173-250226211518916/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.