cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.je3mcd
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cleistogenes songorica (Roshev.) Ohwi"
 ]
}

 The dataset includes 86 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0374896-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7yx677
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-79.8976047000000023 40.4915754000000021, -79.8976047000000023 40.4929620799999981, -79.8976047000000023 40.4946569100000033, -79.8976047000000023 40.4965828500000029, -79.8976047000000023 40.4976613799999967, -79.8976047000000023 40.4991251000000005, -79.8976047000000023 40.5009739999999994, -79.8964531499999993 40.5009739999999994, -79.8946106700000058 40.5009739999999994, -79.8932288099999965 40.5009739999999994, -79.8922307999999930 40.5009739999999994, -79.8899277000000012 40.5009739999999994, -79.8899277000000012 40.4992021300000005, -79.8899277000000012 40.4978154499999974, -79.8899277000000012 40.4969680399999987, -79.8899277000000012 40.4955043200000020, -79.8899277000000012 40.4935783800000024, -79.8899277000000012 40.4924998500000015, -79.8899277000000012 40.4915754000000021, -79.8913095599999963 40.4915754000000021, -79.8928449600000050 40.4915754000000021, -79.8943035900000069 40.4915754000000021, -79.8962228399999930 40.4915754000000021, -79.8976047000000023 40.4915754000000021))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 41 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099887-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ac3247
title: Occurrence Download

description: A dataset containing 147712 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DEMNA-DNE : Occurrences of benthic macroinvertebrates in running waters of Wallonia, Belgium"
 ]
}

 The dataset includes 147712 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0389285-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z6y9mr
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is MEX",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Chironectes minimus (Zimmermann, 1780), Didelphys perplana Ameghino, 1904, Ambystoma mexicanum (Shaw & Nodder, 1798))",
 "Year 2010-2023"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113341-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-28819
title: Correspondence book No. 2 of Pentecostal Missionary Union [PMU], 1920-1921

description: [description english/roman)] Pentecostal Missionary Union [PMU] Correspondence book No. 2 including 31 pages of subject index; 1007 pages of PMU outgoing correspondence.
DOI: 10.15468/dl.kcbmqj
title: Occurrence Download

description: A dataset containing 4323 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 {
 "or" : [
 "TaxonKey is Portunidae",
 "TaxonKey is Sesarmidae",
 "TaxonKey is Grapsidae",
 "TaxonKey is Dotillidae",
 "TaxonKey is Ocypodidae",
 "TaxonKey is Gecarcinidae",
 "TaxonKey is Varunidae",
 "TaxonKey is Camptandriidae",
 "TaxonKey is Macrophthalmidae",
 "TaxonKey is Oziidae"
 ]
 },
 "Year 2000-2022"
 ]
}

 The dataset includes 4323 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099879-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgdw6w
title: Occurrence Download

description: A dataset containing 9258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Sisymbrium erysimoides Desf."
 ]
}

 The dataset includes 9258 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130733-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-28815
title: Correspondence book No. 2 of Pentecostal Missionary Union [PMU], 1920-1921

description: [description english/roman)] Pentecostal Missionary Union [PMU] Correspondence book No. 2 including 31 pages of subject index; 1007 pages of PMU outgoing correspondence.
DOI: 10.15468/dl.7gvqnu
title: Occurrence Download

description: A dataset containing 5649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Auxis thazard (Lacepède, 1800)"
 ]
}

 The dataset includes 5649 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015475-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnkz5v
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptopelis parkeri Barbour & Loveridge, 1928"
 ]
}

 The dataset includes 118 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0099875-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.295r9r
title: Occurrence Download

description: A dataset containing 8258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((70 20,115 20,115 45,70 45,70 20))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hamamelidaceae"
 ]
}

 The dataset includes 8258 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130736-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a5f8f7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cochlearia mexicana S.Watson"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044183-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-29012
title: Correspondence book No. 2 of Pentecostal Missionary Union [PMU], 1920-1921

description: [description english/roman)] Pentecostal Missionary Union [PMU] Correspondence book No. 2 including 31 pages of subject index; 1007 pages of PMU outgoing correspondence.
DOI: 10.15468/dl.81dldm
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dinemandra ericoides A.Juss."
 ]
}

 The dataset includes 124 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012602-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tun8ya
title: Occurrence Download

description: A dataset containing 299 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lecidea berengeriana (A.Massal.) Nyl.)",
 "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 299 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246249-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7fyw8
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Venturia orbiculata (Desm.) U.Braun",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 17 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134243-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mym7vx
title: Occurrence Download

description: A dataset containing 317 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Bixa arborea Huber)"
 ]
}

 The dataset includes 317 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147077-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-234870
title: Unidentified people at a podium, in a tent, conversing

description: [description english/roman)] Packet 23: 3 photographs of unidentified people at podium, sitting at a table in a tent, standing conversing, [s.d.].
DOI: 10.15468/dl.4uqcvx
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aloidendron barberae (Dyer) Klopper & Gideon F.Sm."
 ]
}

 The dataset includes 107 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0389291-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmch8v
title: Occurrence Download

description: A dataset containing 20874 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Branta canadensis (Linnaeus, 1758)",
 "Year 2011-2018"
 ]
}

 The dataset includes 20874 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0184975-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-235144
title: I walked where Jesus walked, 1961?

description: [description english/roman)] I.T. Smith. I walked where Jesus walked: a vivid portrayal of a Holy Land pilgrimage. Midland, Texas: published by the author, 1961?
DOI: 10.15468/dl.u57shh
title: Occurrence Download

description: A dataset containing 35332914 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is one of (Colombia, Panama, Ecuador)"
 ]
}

 The dataset includes 35332914 records from 5487 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147073-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxpyd9
title: Occurrence Download

description: A dataset containing 2548448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IsInCluster is true",
 "TaxonKey is Insecta",
 "Year 2000-2021"
 ]
}

 The dataset includes 2548448 records from 1671 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0347712-200613084148143/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.27073312
title: <b>AI-based prediction of nonlinear seismic response of inter-story isolation system with supplement inerter</b>

description: 人工智能 （AI） 方法已被用于 非线性时程 结构的 下 强地震激励。然而，在 AI 模型中需要考虑一些影响因素，包括列车数据样本小、结构参数和输入地震对预测性能和准确性、通用性或可解释性的影响因素。预测研究了带附加惰性的层间隔震混合控制系统的地震响应 multi-input 和 multi-output parameter-informed long short-term memory 层间隔振系统 （IIS）惯已使用 响应建模 输入变量包括 5 参数（即下部质量与上部质量的比值、惯性表观质量与上部质量的比值、归一化特征强度、屈服后与屈服前刚度的硬化比和阻尼比）和输入地震动。它准确预测 的 IIS使用数值方法进行基于经典物理学的非线性时程分析。此外，通过 ，成功地证明了预测结果的比较。结果表明，所提出的多输入多输出 PI-LSTM 网络模型是一种计算高效的 结构响应预测方法 IIS 中提供了显着的潜在效率 大规模非线性时程分析 T模型参数对 预测性能位移和加速响应 。研究结果可为预测间隔振系统的预测方法和混合控制
DOI: 10.6084/m9.figshare.27073312.v1
title: <b>AI-based prediction of nonlinear seismic response of inter-story isolation system with supplement inerter</b>

description: 人工智能 （AI） 方法已被用于 非线性时程 结构的 下 强地震激励。然而，在 AI 模型中需要考虑一些影响因素，包括列车数据样本小、结构参数和输入地震对预测性能和准确性、通用性或可解释性的影响因素。预测研究了带附加惰性的层间隔震混合控制系统的地震响应 multi-input 和 multi-output parameter-informed long short-term memory 层间隔振系统 （IIS）惯已使用 响应建模 输入变量包括 5 参数（即下部质量与上部质量的比值、惯性表观质量与上部质量的比值、归一化特征强度、屈服后与屈服前刚度的硬化比和阻尼比）和输入地震动。它准确预测 的 IIS使用数值方法进行基于经典物理学的非线性时程分析。此外，通过 ，成功地证明了预测结果的比较。结果表明，所提出的多输入多输出 PI-LSTM 网络模型是一种计算高效的 结构响应预测方法 IIS 中提供了显着的潜在效率 大规模非线性时程分析 T模型参数对 预测性能位移和加速响应 。研究结果可为预测间隔振系统的预测方法和混合控制
DOI: 10.15468/dl.krzb6u
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyloxalus toachi (Coloma, 1995)"
 ]
}

 The dataset includes 148 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024176-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zkwzbx
title: Occurrence Download

description: A dataset containing 510 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carposina sasakii Matsumura, 1900"
 ]
}

 The dataset includes 510 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024178-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2cqasm
title: Occurrence Download

description: A dataset containing 1287 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyloxalus vertebralis (Boulenger, 1899)"
 ]
}

 The dataset includes 1287 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024177-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13805261
title: Dataset of Cellular Network Measurements

description: This dataset contains 326,157 measurements in cellular networks, collected from August 2021 until Juni 2023 in Germany. The measurement focus on a high density in rural areas and were performed by car, bicycle and by foot. The measurements cover primary the Telefonica/o2 network.
DOI: 10.5281/zenodo.6078451
title: Dataset of Cellular Network Measurements

description: This dataset contains 326,157 measurements in cellular networks, collected from August 2021 until Juni 2023 in Germany. The measurement focus on a high density in rural areas and were performed by car, bicycle and by foot. The measurements cover primary the Telefonica/o2 network.
DOI: 10.5281/zenodo.6078452
title: Dataset of Cellular Network Measurements

description: This dataset contains 90600 measurements in cellular networks, collected from August 2021 until February 2022 in Germany. The measurement focus on a high density in rural areas and were performed by car, bicycle and by foot. The measurements cover primary the Telefonica/o2 network.
DOI: 10.5281/zenodo.6514177
title: Dataset of Cellular Network Measurements

description: This dataset contains 132349 measurements in cellular networks, collected from August 2021 until April 2022 in Germany. The measurement focus on a high density in rural areas and were performed by car, bicycle and by foot. The measurements cover primary the Telefonica/o2 network.
DOI: 10.6084/m9.figshare.27073291.v1
title: celeba_hq-aligned-112x112.zip

description: used by face recognizing model training
DOI: 10.6084/m9.figshare.27073378
title: Code for the RNA-seq

description: The code for performing the daily RNA-seq.
DOI: 10.15468/dl.kpje7y
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ulota japonica (Sull. & Lesq.) Mitt."
 ]
}

 The dataset includes 76 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024179-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13785614
title: Reproducibility Test Data of 26 MHub Models

description: This dataset provides a comprehensive collection of test data for 26 models integrated within the MHub platform, a robust solution for deploying, managing, and testing deep learning models tailored for medical imaging. Each model is accompanied by a zip file containing data specific to its "default" workflow.

Dataset Composition:



Sample Folder: Contains the input data utilized for testing the model’s functionality.

Reference Folder: Contains the corresponding output provided by the original model contributor.

Test.yml File: This file includes the original contributor’s test setup, which has been accepted by the MHub team.


Sample Data Source:

The sample images used in this dataset are sourced from public datasets available through the Imaging Data Commons (IDC), a repository that provides access to a wide range of medical imaging data. This ensures that the test cases reflect real-world clinical scenarios, facilitating robust validation of model performance.

Purpose and Utility:

The primary objective of this dataset is to enable the rigorous testing and validation of model performance within MHub workflows. To assess the performance of a model, users can process the sample data and compare the resulting output to the reference data. Additionally, users may inspect the sample and reference data independently to better understand the input-output structure that defines each model’s workflow.

This dataset streamlines the process of model validation. By providing a standardized testing framework, the dataset facilitates reproducible results and accelerates the development of reliable AI models for medical imaging.

About MHub:

MHub (mhub.ai) is an innovative platform designed to simplify the deployment, management, and testing of deep learning models for medical imaging. It enables researchers and clinicians to integrate AI-based solutions into clinical workflows while ensuring reproducibility and scalability. The platform provides a modular framework where users can execute complex workflows, such as image segmentation, classification, and registration, leveraging state-of-the-art AI models. MHub's goal is to accelerate the development and clinical adoption of medical imaging models by providing a streamlined, user-friendly environment for testing and validating new algorithms.

For more information on the platform and its capabilities, visit mhub.ai.
DOI: 10.5281/zenodo.13785615
title: Reproducibility Test Data of 26 MHub Models

description: This dataset provides a comprehensive collection of test data for 26 models integrated within the MHub platform, a robust solution for deploying, managing, and testing deep learning models tailored for medical imaging. Each model is accompanied by a zip file containing data specific to its "default" workflow.

Dataset Composition:



Sample Folder: Contains the input data utilized for testing the model’s functionality.

Reference Folder: Contains the corresponding output provided by the original model contributor.

Test.yml File: This file includes the original contributor’s test setup, which has been accepted by the MHub team.


Sample Data Source:

The sample images used in this dataset are sourced from public datasets available through the Imaging Data Commons (IDC), a repository that provides access to a wide range of medical imaging data. This ensures that the test cases reflect real-world clinical scenarios, facilitating robust validation of model performance.

Purpose and Utility:

The primary objective of this dataset is to enable the rigorous testing and validation of model performance within MHub workflows. To assess the performance of a model, users can process the sample data and compare the resulting output to the reference data. Additionally, users may inspect the sample and reference data independently to better understand the input-output structure that defines each model’s workflow.

This dataset streamlines the process of model validation. By providing a standardized testing framework, the dataset facilitates reproducible results and accelerates the development of reliable AI models for medical imaging.

About MHub:

MHub (mhub.ai) is an innovative platform designed to simplify the deployment, management, and testing of deep learning models for medical imaging. It enables researchers and clinicians to integrate AI-based solutions into clinical workflows while ensuring reproducibility and scalability. The platform provides a modular framework where users can execute complex workflows, such as image segmentation, classification, and registration, leveraging state-of-the-art AI models. MHub's goal is to accelerate the development and clinical adoption of medical imaging models by providing a streamlined, user-friendly environment for testing and validating new algorithms.

For more information on the platform and its capabilities, visit mhub.ai.
DOI: 10.15468/dl.gyshq6
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Projet Photovoltaïque ANCIEN SITE ARCELOR DE LAUDUN L’ARDOISE – PROJET CRASSIER - Données brutes de biodiversité Ancien Site ArcelorMittal à Laudun-L'Ardoise"
 ]
}

 The dataset includes 60 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024180-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.