cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15162958
title: Ground-based radar monitoring building thermal expansion and contraction data applied to machine learning multi-feature-deformation regression prediction task

description: Under the background of continuous increase of surface temperature caused by global warming, high temperature events occur frequently, posing a potential threat to natural ecosystems and economic and social development. China 's coastal areas have dense infrastructure and are high-risk areas for this weather. Due to its high flexibility and low fundamental frequency characteristics, super high-rise buildings are highly sensitive to temperature action, and structural damage or even failure is prone to occur under high temperature loads. However, the traditional thermal expansion and contraction deformation measurement technology relies on sensors. This method has problems such as high cost, limited coverage, and easy damage to structures, and it is difficult to meet the needs of large-span dynamic monitoring. This experiment is based on the portable ground-based radar interferometer ( GPRI ) system developed by Swiss GAMMA company. This technology has the advantages of non-contact measurement, all-weather observation, high spatial and temporal resolution, sub-millimeter high precision and wide monitoring range. It provides an innovative solution for the monitoring of thermal expansion and contraction deformation of super high-rise buildings in high temperature weather. At the same time, the meteorological instrument is used to monitor the corresponding meteorological data in real time. Finally, the deformation data and monitoring data are used as the data set of multi-feature deformation prediction of machine learning model. The final conclusion is that the correlation coefficient between the predicted value and the true value is very high, which is greater than 0.96, and the mean square error is very low, which is less than 0.007, which verifies the reliability of the GPRI system.
DOI: 10.5281/zenodo.15162959
title: Ground-based radar monitoring building thermal expansion and contraction data applied to machine learning multi-feature-deformation regression prediction task

description: Under the background of continuous increase of surface temperature caused by global warming, high temperature events occur frequently, posing a potential threat to natural ecosystems and economic and social development. China 's coastal areas have dense infrastructure and are high-risk areas for this weather. Due to its high flexibility and low fundamental frequency characteristics, super high-rise buildings are highly sensitive to temperature action, and structural damage or even failure is prone to occur under high temperature loads. However, the traditional thermal expansion and contraction deformation measurement technology relies on sensors. This method has problems such as high cost, limited coverage, and easy damage to structures, and it is difficult to meet the needs of large-span dynamic monitoring. This experiment is based on the portable ground-based radar interferometer ( GPRI ) system developed by Swiss GAMMA company. This technology has the advantages of non-contact measurement, all-weather observation, high spatial and temporal resolution, sub-millimeter high precision and wide monitoring range. It provides an innovative solution for the monitoring of thermal expansion and contraction deformation of super high-rise buildings in high temperature weather. At the same time, the meteorological instrument is used to monitor the corresponding meteorological data in real time. Finally, the deformation data and monitoring data are used as the data set of multi-feature deformation prediction of machine learning model. The final conclusion is that the correlation coefficient between the predicted value and the true value is very high, which is greater than 0.96, and the mean square error is very low, which is less than 0.007, which verifies the reliability of the GPRI system.
DOI: 10.5281/zenodo.10608045
title: Supporting data for "Musical scales optimize pitch spacing: A global analysis of traditional vocal music"

description: Fundamental frequency (f0) of singers, and the GMM parameters (means, weights, variances) of the fitted scale models, for 411 vocal songs. This data is based on the same set of recordings used to produce another study, for which the data is hosted separately on OSF. The previous study used manual scale annotations, and a method for estimating "vocal imprecision". The manual scale annotations were used as the starting point for the semi-automated scale annotations provided here.

"scale_data.csv" contains the metadata for the scales, including the manual scale annotations and the semi-automated scale annotations (GMM means). For each scale, the scale degrees are reported together in single CSV cells, in JSON string format. Additional information is provided to help with mapping between this data and the previous version hosted on OSF. In cases where semi-automated analyses led to updated manual annotations, these new annotations are not recorded here (but one can infer the closest manual annotation given the semi-automated scale annotations).

"GMM_parameters.csv" contains the parameters used for filtering the f0 data, in order to get a clean GMM that best matches the perceived scale (perception here includes listening to the original recording, and visually examining the f0 melograph).

"README" contains descriptions of the columns in CSV files.

"SupplementaryData" contains the f0 data (F0), the GMM parameters (Scales), and visualizations of the f0 and fitted GMM (PitchTraceFigures). For help in understanding the figures in PitchTraceFigures, please check the caption for Figure 2 in the main text of the related paper, or Supplementary Figure 6 in the associated supplementary information file.
DOI: 10.15468/dl.wuwqu6
title: Occurrence Download

description: A dataset containing 582893 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Quercus robur L., Quercus petraea (Matt.) Liebl., Quercus faginea Lam., Quercus ilex L., Fagus sylvatica L., Castanea sativa Mill., Corylus avellana L., Quercus pubescens Willd.)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Geometry POLYGON ((-5.611765 36.00646, -2.146718 36.72993, -2.126698 36.7364, -2.111073 36.74612, -0.7278947 37.60342, -0.7053117 37.61953, 6.679801 43.20155, 7.47641 43.76463, 7.502289 43.79222, 7.689949 44.06734, 7.691912 44.08465, 8.200305 48.95856, 8.18873 48.96575, 2.5218 51.08754, 2.316091 51.05903, 1.973481 51.00715, 1.921397 50.99677, 1.729828 50.94392, -1.935211 49.72411, -5.132802 48.46516, -9.2176 43.15534, -9.27953 43.055, -9.291982 42.92878, -9.497467 38.80976, -9.497467 38.78823, -9.491689 38.70759, -8.997874 37.02147, -5.611765 36.00646))",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than 1000"
 ]
}

 The dataset includes 582893 records from 362 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007142-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15163036
title: Data
DOI: 10.5281/zenodo.15163037
title: Data
DOI: 10.21227/r72y-vs69
title: TherapyTalk

description: This dataset was built as part of our study MentalAgora: A Gateway to Advanced Personalized Care in Mental Health through Multi-Agent Debating and Attribute Control. The dataset was sourced from mental health-related posts in Reddit Mental Health Dataset and tagged with responses from mental health professionals to selected posts. For more details on building the dataset, please see the paper.
DOI: 10.15468/dl.427w2f
title: Occurrence Download

description: A dataset listing the 552 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "GadmGid is COL.2.69_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2020-2025"
 ]
}

 The dataset's 552 records were derived from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007149-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.prpwd6
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Myotis blythii (Tomes, 1857)",
 "Year 1975-2025"
 ]
}

 The dataset includes 63 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007152-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4dspsc
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sus oliveri Groves, 1997"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007154-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.av5x9v
title: Occurrence Download

description: A dataset containing 609148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tussilago farfara L.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 609148 records from 1549 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007151-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3g35c
title: Occurrence Download

description: A dataset containing 961 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tovomita fructipendula"
 ]
}

 The dataset includes 961 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009104-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzk7f6
title: Occurrence Download

description: A dataset containing 7061 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (South America, North America)",
 "Geometry POLYGON((-59.13599 35.05499,-131.62127 34.34202,-120.68906 -36.95499,-64.83976 -81.39676,-16.12015 -51.21438,-19.92266 -0.5935,-59.13599 35.05499))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Drimys"
 ]
}

 The dataset includes 7061 records from 316 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009108-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hyn73r
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tulipa hissarica"
 ]
}

 The dataset includes 18 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009109-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mczf3u
title: Occurrence Download

description: A dataset containing 51521 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paulownia tomentosa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 51521 records from 413 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009038-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2apch
title: Occurrence Download

description: A dataset containing 674 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardamine occulta",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 674 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009111-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txf23h
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardamine occulta",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 62 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009112-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17184090
title: Developmental transcriptional atlas of the Drosophila melanogaster VNC (neurons - loom version)

description: This object contains scRNA-seq counts data of the Drosophil malanogaster VNC atlas presented in "A Developmental Atlas of the Drosophila Nerve Cord Uncovers a Global Temporal Code for Neuronal Identity" (Cachero et al. 2025, doi.org/10.1101/2025.07.16.664682). This dataset comprises neurons and neuronal precursors. Data were collected from 92 individual animals, covering four developmental stages (6, 24, 36 and 48 hours after puparium formation) and both sexes. Each stage–sex condition is represented by 5 to 18 biological replicates, covering between 5 to 11 different genotypes.

Two umap embeddings are stored in the object:

UMAPallages: calculated before stage integrationumap: calculated after integration

Cellular metadata:

Sex: sex of the animal the cell originated fromStage: developmental stage of the animal the cell originated frombirthtime: predicted neurogenesys period (primary, early secondary, secondary)maturation: maturation state of the neuronhemilineage: predicted hemilineagehemilineage_stem: predicted hemilineage for less mature neurons subsetsoma_neuromere: predicted soma neuromereprecursorsType: whether neuroblast (NB), ganglion mother cell (GMC), immature post mitotic neuron (earlyNeuron) or more mature neuron (neuron). Applies only to precursors subsetfru_clone: fruitless clone predicted identityfru_dsx: whether neuron expresses fru, dsx or both. Applies only to secondary neuronsamines: predicted aminergic identityneurotransmitter: predicted neurotransmitter identity
DOI: 10.5281/zenodo.17184089
title: Developmental transcriptional atlas of the Drosophila melanogaster VNC (neurons - loom version)

description: This object contains scRNA-seq counts data of the Drosophil malanogaster VNC atlas presented in "A Developmental Atlas of the Drosophila Nerve Cord Uncovers a Global Temporal Code for Neuronal Identity" (Cachero et al. 2025, doi.org/10.1101/2025.07.16.664682). This dataset comprises neurons and neuronal precursors. Data were collected from 92 individual animals, covering four developmental stages (6, 24, 36 and 48 hours after puparium formation) and both sexes. Each stage–sex condition is represented by 5 to 18 biological replicates, covering between 5 to 11 different genotypes.

Two umap embeddings are stored in the object:

UMAPallages: calculated before stage integrationumap: calculated after integration

Cellular metadata:

Sex: sex of the animal the cell originated fromStage: developmental stage of the animal the cell originated frombirthtime: predicted neurogenesys period (primary, early secondary, secondary)maturation: maturation state of the neuronhemilineage: predicted hemilineagehemilineage_stem: predicted hemilineage for less mature neurons subsetsoma_neuromere: predicted soma neuromereprecursorsType: whether neuroblast (NB), ganglion mother cell (GMC), immature post mitotic neuron (earlyNeuron) or more mature neuron (neuron). Applies only to precursors subsetfru_clone: fruitless clone predicted identityfru_dsx: whether neuron expresses fru, dsx or both. Applies only to secondary neuronsamines: predicted aminergic identityneurotransmitter: predicted neurotransmitter identity
DOI: 10.15468/dl.w5g3gw
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardamine occulta",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009113-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17048361
title: General trends of superconducting pairing and magnetic correlations in the Ruddlesden-Popper nickelate 𝑚-layered superconductors La𝑚+1Ni𝑚O3⁢𝑚+1

description: The dataset of the main findings of the study of the Ruddlesden-Popper nickelate 𝑚-layered superconductors La𝑚+1Ni𝑚O3⁢𝑚+1 (https://doi.org/10.1103/h9kq-chh7). In addition,  the hopping and crystal field parameters for our TB and RPA calculations used in the main text part (Figs 3-7) are also available for reproducing our results.
DOI: 10.5281/zenodo.17048362
title: General trends of superconducting pairing and magnetic correlations in the Ruddlesden-Popper nickelate 𝑚-layered superconductors La𝑚+1Ni𝑚O3⁢𝑚+1

description: The dataset of the main findings of the study of the Ruddlesden-Popper nickelate 𝑚-layered superconductors La𝑚+1Ni𝑚O3⁢𝑚+1 (https://doi.org/10.1103/h9kq-chh7). In addition,  the hopping and crystal field parameters for our TB and RPA calculations used in the main text part (Figs 3-7) are also available for reproducing our results.
DOI: 10.48579/pro/fslwph
title: Data from farmer-co-designed large-scale experimental trials in ZAPVS

description: Data of agricultural practices, yield and economy collected on socio-ecological experiments conducted with farmers in the LTSER Zone Atelier Plaine & Val de Sèvre
DOI: 10.15468/dl.8mp2zm
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardamine occulta",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009119-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8c67s
title: Occurrence Download

description: A dataset containing 18673 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Desmodium incanum"
 ]
}

 The dataset includes 18673 records from 483 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009117-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxuwgd
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardamine occulta",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 40 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009118-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.878ned
title: Occurrence Download

description: A dataset containing 6008 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pelargonium capitatum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6008 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009120-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9437u3
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardamine occulta",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009121-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25430/researchdata.cab.unipd.it.00001652
title: VOCs from Grilled Meat Cooked over Lump Charcoal vs Briquettes: Associations with Fuel and Meat Composition

description: Dataset of VOC profiles from grilled meat cooked over lump charcoal and briquettes, with linked covariates on fuel and meat properties. Fuel properties include proximate analysis, ultimate analysis, and heating value. Meat quality metrics include proximate composition (fat, moisture, ash, protein), weight loss during cooking, cooking time, grill temperature, and colour analysis.
DOI: 10.15468/f3tktg
title: Annual Dynamics of Microeukaryotic Communities in Fram Strait (2017-2018)

description: 18S rRNA amplicon sequences derived from moored autonomous samplers. Moorings: F4-S-2, HG-IV-S-2, Fevi-36, EGC-4.