cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.yvn5ar
title: Occurrence Download

description: A dataset containing 6939 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is Pterocarpus erinaceus Poir.",
 "Year 1980-2022"
 ]
}

 The dataset includes 6939 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002374-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3wn2ej
title: Occurrence Download

description: A dataset containing 121022 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is NLD.5.7_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Mammalia",
 "TaxonKey is Arthropoda",
 "TaxonKey is Aves",
 "TaxonKey is Plantae",
 "TaxonKey is Amphibia",
 "TaxonKey is Reptilia"
 ]
 },
 "Year 2015-2022"
 ]
}

 The dataset includes 121022 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0266004-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f9m2xq
title: Occurrence Download

description: A dataset containing 955553 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is USDA United States National Fungus Collections"
 ]
}

 The dataset includes 955553 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004734-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5291/ill-data.4-01-1818
title: Longitudinal and transverse polarization of the 2D Zeeman ladder in Cs2CoBr4
DOI: 10.15468/dl.yhxnpy
title: Occurrence Download

description: A dataset containing 20145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((140.88358 44.61858,124.10394 33.72271,106.34368 33.39584,63.41395 26.6404,92.28801 -9.42493,158.53489 -14.65494,140.88358 44.61858))",
 "TaxonKey is Lithocarpus Blume"
 ]
}

 The dataset includes 20145 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0153383-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fvqgxt
title: Occurrence Download

description: A dataset containing 70079 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Themeda triandra Forssk."
 ]
}

 The dataset includes 70079 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0399389-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bzcdsk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carex ×bakkeriana D.T.E.Ploeg & Rudolphy, Carex hookeriana Dewey, Carex hermannii Cochrane, Carex ×hartii Dewey, Carex picta Steud., Carex ×rossiana Degen, Culex humilis Theobald, 1901)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0314451-210914110416597/datasets/export for details.
DOI: 10.15468/dl.uyn9dk
title: Occurrence Download

description: A dataset containing 43851173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Living Specimen, Human Observation, Machine Observation, Observation)",
 "Geometry POLYGON((-84.57963 21.21506,-82.70856 20.97391,-80.74493 21.97295,-80.57268 24.45332,-81.36502 26.41695,-82.36406 29.13846,-83.77649 31.10209,-87.97934 30.86094,-93.05492 30.2753,-95.53529 29.17291,-97.91231 27.10594,-98.42906 24.03992,-97.67117 19.56148,-94.88075 17.80455,-90.98725 18.80359,-89.98821 20.76721,-88.57578 21.35286,-84.57963 21.21506))",
 "OccurrenceStatus is Present",
 "Year 2010-2023"
 ]
}

 The dataset includes 43851173 records from 197 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014046-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nv3xab
title: Occurrence Download

description: A dataset containing 13539948 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1970-2022"
 ]
}

 The dataset includes 13539948 records from 1163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0267502-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6sg94z
title: Occurrence Download

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

 The dataset includes 40 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005516-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93ufcw
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potamopyrgus antipodarum",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 251 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005515-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j29djs
title: Occurrence Download

description: A dataset containing 2427 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potamopyrgus antipodarum",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2427 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005517-250914085247600/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.30133864
title: Effect size computation and code

description: Effect size computation and code
DOI: 10.6084/m9.figshare.30133864.v1
title: Effect size computation and code

description: Effect size computation and code
DOI: 10.6084/m9.figshare.30133924.v1
title: <i>The flavor quality differences of infant formula: The synergistic effects of nutritional components and chemical </i><b>The Flavor Quality Differences of Infant Formula: </b><b>The Synergistic Effects of Nutritional Components and Chemical Reactions</b><i>reactions</i>-Appendix A. Supplementary data.docx

description: <b>The Flavor Quality Differences of Infant Formula: </b><b>The Synergistic Effects of Nutritional Components and Chemical Reactions</b>
DOI: 10.6084/m9.figshare.30133924
title: <i>The flavor quality differences of infant formula: The synergistic effects of nutritional components and chemical </i><b>The Flavor Quality Differences of Infant Formula: </b><b>The Synergistic Effects of Nutritional Components and Chemical Reactions</b><i>reactions</i>-Appendix A. Supplementary data.docx

description: <b>The Flavor Quality Differences of Infant Formula: </b><b>The Synergistic Effects of Nutritional Components and Chemical Reactions</b>
DOI: 10.5281/zenodo.17129099
title: Stewart et al "Demonstrating equivalence of rewilding and habitat restoration for aquatic predator conservation"

description: This data bundle provides the dataset and models used to support the submission: Stewart et al, Demonstrating equivalence of rewilding and habitat restoration for aquatic predator conservation. 

 

The objective of the manuscript is to: i)  demonstratethat New Zealand longfin eel (Anguilla dieffenbachii) growth is able to be managed through diet, and; ii) quantify the the requirement from a diet-based conservation approach to achieve equivilence of longfin eel production as to that achieved from traditional habitat restoration. 

Included is:

New Zealand longfin eel biomass data from a BACI habitat restoration study in Waituna Creek (2014 - 2024)

Abundance data for īnanga (G. maculatus) in Waituna Creek (2014 - 2024)

Longfin eel fin clip tissue d13Cand d15N stable isotope data (2019 - 2024)

Annular growth increments for otoliths from 7 longfin eels

A d13C stable isotope mixing model used to calculate lagoon diet contributions to longfin eels in Microsoft excel 

A bioenergetic growth model for longfin eels in Microsoft excel. the model implimentation is described in: Graynoth and Taylor 2000. Influence of different rations and water temperatures on the growth rates of shortfinned eels and longfinned eels. Journal of Fish Biology, 57(3), pp.681-699.

Longfin eel production estimates based on field data and model-estimated rates used to assess habitat- and diet-based conservation approaches for longfin eels.
DOI: 10.5281/zenodo.17129098
title: Stewart et al "Demonstrating equivalence of rewilding and habitat restoration for aquatic predator conservation"

description: This data bundle provides the dataset and models used to support the submission: Stewart et al, Demonstrating equivalence of rewilding and habitat restoration for aquatic predator conservation. 

 

The objective of the manuscript is to: i)  demonstratethat New Zealand longfin eel (Anguilla dieffenbachii) growth is able to be managed through diet, and; ii) quantify the the requirement from a diet-based conservation approach to achieve equivilence of longfin eel production as to that achieved from traditional habitat restoration. 

Included is:

New Zealand longfin eel biomass data from a BACI habitat restoration study in Waituna Creek (2014 - 2024)

Abundance data for īnanga (G. maculatus) in Waituna Creek (2014 - 2024)

Longfin eel fin clip tissue d13Cand d15N stable isotope data (2019 - 2024)

Annular growth increments for otoliths from 7 longfin eels

A d13C stable isotope mixing model used to calculate lagoon diet contributions to longfin eels in Microsoft excel 

A bioenergetic growth model for longfin eels in Microsoft excel. the model implimentation is described in: Graynoth and Taylor 2000. Influence of different rations and water temperatures on the growth rates of shortfinned eels and longfinned eels. Journal of Fish Biology, 57(3), pp.681-699.

Longfin eel production estimates based on field data and model-estimated rates used to assess habitat- and diet-based conservation approaches for longfin eels.
DOI: 10.15468/dl.52gj6a
title: Occurrence Download

description: A dataset containing 402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Mongolia)",
 "Geometry POLYGON((53.18939 18.99390,155.81061 18.99390,155.81061 60.00610,53.18939 60.00610,53.18939 18.99390))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cynoglossum divaricatum"
 ]
}

 The dataset includes 402 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005520-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.28jyqd
title: Occurrence Download

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

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005522-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g475zf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ferrissia californica",
 "Country is Belarus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005523-250914085247600/datasets/export for details.
DOI: 10.15468/dl.vsr534
title: Occurrence Download

description: A dataset containing 415 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ferrissia californica",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 415 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005524-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17129188
title: Global Automotive E-Compressor Market 2025 To 2034

description: Automotive E-Compressor Market Size, Trends and Insights By Compressor Type (Scroll, Rotary, Reciprocating, Screw), By Cooling Capacity (Low Capacity (Below 5 kW), Medium Capacity (5-10 kW), High Capacity (Above 10 kW)), By Application (Cabin Air Conditioning, Battery Thermal Management, Powertrain Cooling, Electric Drivetrain Cooling, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

As per the Automotive E-Compressor Market analysis conducted by the CMI Team, the global Automotive E-Compressor market is expected to record a CAGR of 11.5% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 4.2 Billion. By 2034, the valuation is anticipated to reach USD 11.2 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=73588
DOI: 10.5281/zenodo.17129189
title: Global Automotive E-Compressor Market 2025 To 2034

description: Automotive E-Compressor Market Size, Trends and Insights By Compressor Type (Scroll, Rotary, Reciprocating, Screw), By Cooling Capacity (Low Capacity (Below 5 kW), Medium Capacity (5-10 kW), High Capacity (Above 10 kW)), By Application (Cabin Air Conditioning, Battery Thermal Management, Powertrain Cooling, Electric Drivetrain Cooling, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

As per the Automotive E-Compressor Market analysis conducted by the CMI Team, the global Automotive E-Compressor market is expected to record a CAGR of 11.5% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 4.2 Billion. By 2034, the valuation is anticipated to reach USD 11.2 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=73588
DOI: 10.15468/dl.zfe8vb
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dicyemida",
 "Year 1000-2025"
 ]
}

 The dataset includes 198 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005527-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mtzr4d
title: Occurrence Download

description: A dataset containing 27040 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "GadmGid is USA.5_1",
 "Geometry POLYGON((-120.90405 34.65089,-114.72285 32.75604,-114.72285 35.84954,-121.33816 38.74006,-122.8697 46.08004,-124.25044 46.63923,-125.05675 39.67331,-120.90405 34.65089))",
 "TaxonKey is Danaus plexippus",
 "Year 1068-2025"
 ]
}

 The dataset includes 27040 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005525-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u56287
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ferrissia californica",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005528-250914085247600/datasets/export for details.
DOI: 10.15468/dl.mtey79
title: Occurrence Download

description: A dataset containing 208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Labeo niloticus"
 ]
}

 The dataset includes 208 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005530-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4hx5t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ferrissia californica",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005529-250914085247600/datasets/export for details.
DOI: 10.15468/dl.nzn7tv
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005531-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32ybya
title: Occurrence Download

description: A dataset containing 10786504 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 10786504 records from 3180 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005441-250914085247600/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.28236605
title: Dataset.zip

description: <b>Facial Expression Recognition</b><b>Introduction</b> This project aims to classify the five expressions, angry, happy, neutral, sad, and surprised available in the VIRI database, and three different expressions, fear, disgust, and happy available in the NVIE database.All the models are implemented using Pytorch <b>Process for training</b> First, we import the VIRI and NVIE database and divided them into 3 parts, train-set, val-set and test-set by using 70%, 15% and 15% split-ratio. Then we create our model architectures. For visible modalities, we modified the ResNet-18 CNN architecture. In the final layer of ResNet-18, we incorporated several dropout layers, fully connected (FC) layers, and a SoftMax layer tailored to the visible dataset. For infrared modalities, again we modified the ResNet-18 CNN architecture. In the final layer of ResNet-18, we incorporated several dropout layers, fully connected (FC) layers, activation functions, batch norm layers and a SoftMax layer tailored to the infrared dataset. For visible and infrared, we combined the features pair-wise and again modified the final layer by incorporating several dropout, fully connected layers, batch norm layers and a softmax layer.<b>Evaluation Method</b> To comprehensively evaluate the performance of our proposed facial expression recognition model, we employed several standard metrics and performed extensive experiments on two publicly accessible datasets: VIRI and NVIE. <b>Datasets</b> VIRI Database: Contains 566 image pairings of five distinct facial expressions (angry, happy, neutral, sad, surprised) captured in visible and infrared modalities. NVIE Database: Contains visible and infrared images from over 100 subjects, capturing six fundamental facial expressions (happy, sad, surprised, fear, rage, disgust). <b>Experimental Setup</b> Data Splitting: Each dataset was divided into training (70%), validation (15%), and test (15%) sets. Data augmentation techniques such as rotations, zooming, distortion, shear, and flipping were applied to the training sets to increase the diversity of the training examples and mitigate overfitting. Training: The ResNet-18 model, modified with an attention mechanism, was trained separately on visible and infrared images, as well as on a combined dataset using an early fusion approach. We utilized the Adam optimizer with a CosineAnnealingLR scheduler, and set the batch size to 64. The loss function used for training was cross-entropy. <b>Evaluation Metrics</b> The following metrics were used to evaluate the performance of the models: Accuracy: The ratio of correctly predicted samples to the total number of samples. Precision: The ratio of true positive predictions to the total predicted positives. Recall: The ratio of true positive predictions to the total actual positives. F1-Score: The harmonic mean of precision and recall.
DOI: 10.15468/dl.gasfs3
title: Occurrence Download

description: A dataset containing 30169 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (South Africa, Lesotho, Eswatini)",
 "TaxonKey is one of (Hirundo smithii Leach & K.D.Koenig, 1818)",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "OccurrenceStatus is Present",
 "DistanceFromCentroidInMeters is greater than or equal to 2000"
 ]
}

 The dataset includes 30169 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003662-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.