cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14258059
title: Code and Data for "Global Surface Eddy Mixing Ellipses: Spatio-temporal Variability and Machine Learning Prediction" By Jing et al. Submitted to Frontiers in Marine Science.

description: This repository contains the code and data for the study of "Global Surface Eddy Mixing Ellipses: Spatio-temporal Variability and Machine Learning Prediction" By Jing et al. Submitted to Frontiers in Marine Science.

Specifically, this repository contains the following items: 

(1) The codes needed for assessing the representation and  prediction skills of Random Forest (RF), Convolutional Neural Network (CNN) and Spatial Transformer Networks (STN) models. 

(2) Original and normalized data to run these codes.

(3)  Code here is built on early work from our laboratory (Jaderberg et al., 2015; Guan et al., 2022; Zhang et al., 2023), though great modifications have been made tailored to our scientific question.

[1] Jaderberg, M., Simonyan, K., Zisserman, A., et al. (2015). Spatial transformer networks. Advances in neural information processing systems, 28.

[2] Guan, W., Chen, R., Zhang, H., Yang, Y., & Wei, H. (2022). Seasonal surface eddy mixing in the Kuroshio Extension: Estimation and machine learning prediction. Journal of Geophysical Research: Oceans, 127 (3), e2021JC017967.

[3] Zhang, G., Chen, R., Li, X., Li, L., Wei, H., & Guan, W. (2023). Temporal variability of global surface eddy diffusivities: Estimates and machine learning prediction. Journal of Physical Oceanography, 53 (7), 1711–1730.
DOI: 10.15468/dl.f6myrv
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Peponocephala electra (Gray, 1846)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010988-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkxwm6
title: Occurrence Download

description: A dataset containing 3008 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 (Coreopsis major Walter)"
 ]
}

 The dataset includes 3008 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010989-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.51113
title: The Free-Breathing Motion-Corrected Phase Sensitive Inversion Recovery Sequence Provides Improved Myocardial Fibrosis Evaluation While Significantly Shortening Acquisition Time Upon Comparison To Conventional Gradient Echo Sequences: A Tripartite Comparison Of Phase-Sensitive Inversion Recovery Sequences.

description: This article includes original research performed at a US Academic Center related to comparison of three separate Phase-Sensitive Inversion Recovery (PSIR) pulse sequences (Breath-hold Single-Shot SFFP, Breath-hold TurboFLASH, and Free-breathing Motion-Corrected SSFP) evaluating the ability of each PSIR sequence to demonstrate myocardial hyperenhancement.  All three PSIR sequences were performed as a part of a cardiac MRI performed on a patient clinically referred for cardiac MRI with and without contrast.  A total of 28 patients were examined with the three PSIR sequences.  All three PSIR sequences were performed in the short axis 10 – 25 minutes after intravenous injection of a Gadolinium-based contrast agent. 

Evaluation of the PSIR sequences ability to detect myocardial late gadolinium enhancement (LGE) was performed by a retrospective review by two blinded, experienced cardiovascular imagers.  The review was a qualitative inspection that included grading by a 5-point Likert scale for the sequence’s ability to resist motion artifact, image resolution, ability to visualize hyperenhancement, and overall satisfaction.  The number of myocardial segments demonstrating LGE was also quantitated, and the acquisition time of each PSIR sequence was performed.

To our knowledge this is the first study that compares the 3 available PSIR LGE sequences with a specific attention to acquisition time (TA).  Given our initial study resulted in the conclusion that the motion-corrected SSFP PSIR sequence was superior the the TurboFLASH Gradient Echo PSIR sequence in regards to evaluator grading and acquisition time efficiency.
DOI: 10.5281/zenodo.6516953
title: mmWave IWR1642 dataset

description: Dataset consists of IQ data for multiple targets taken in the presence and in the absence of spot-jammer for ultra short range and short range mode of mmWave radar sensor IWR1642. AWR1642 is a spot-jammer. Each receiving elements data is in the form of number of ADC (analog to digital converter) samples by number of chirps by number of frames collected experimentally.
DOI: 10.5281/zenodo.4553856
title: Simluated and real data

description: This are all real and simulated data set for the paper Colocalization for Super-Resolution Microscopy via Optimal Transport by Tameling et al.
DOI: 10.5281/zenodo.4312924
title: 中国区域TVDI年数据(2014-2019年)

description: 温度植被干旱指数(Temperature Vegetation Dryness Index, TVDI)是一种基于归一化植被指数(NDVI)与地表温度(LST)的土壤水分反演模型,能较好的进行干旱监测,尤其是监测特定年内某一时期整个区域的相对干旱程度,并可用于研究干旱程度的空间变化特征。包含了全球范围内的12个月份的TVDI数据,每个像元大小为0.0089度(~1 km2)。数据命名规则:CN20yy_TVDI.tif代表20yy年中国区域TVDI数据。
DOI: 10.5281/zenodo.4628347
title: [Table and Maps] Site of Memory: Sanctuaries dedicated to Yao 堯, Shun 舜, Yu 禹 and Tangshu Yu 唐叔虞 in Shanxi, China from the Han period (80 AD) to the Late Qing (1892)

description: *Table: Sanctuaries of Yao, Shun, Yu and Tangshu Yu in Shanxi from the Han to the Late Qing *Figure 1: The distributions of the sanctuaries of Yao, Shun, Yu and Tangshu Yu in Shanxi from the Han to the Late Qing *Figure 2: The Transitional distributions of the sanctuaries of Yao, Shun, Yu and Tangshu Yu in Shanxi listed in the following geography texts: (a) "Dilizhi" of <em>Hanshu</em> 漢書 地理志 (80 AD) (b) <em>Yuanhe junxianzhi</em> 元和郡縣志 (813) (c) <em>Taiping Huanyuji</em> 太平寰宇記 (976-983) (d) (Wanli)<em>Shanxi tongzhi</em> (萬曆)山西通志 (1629) (e) (Yongzheng)<em>Shanxi tongzhi</em> (雍正)山西通志 (1734) (f) (Guangxu)<em>Shanxi tongzhi</em> (光绪)山西通志 (1892)
description: Part of the article titled "Places Commemorating Yao, Shun and Yu in the Shanxi tongzhi" (in Korean)
DOI: 10.5281/zenodo.4531395
title: Smart Home Automation Survey

description: Dataset of smart home automation scenarios gather from a survey with 20 participants.
DOI: 10.5281/zenodo.58595
title: Genotypes For The Spanish Autochthonous Beef Cattle Populations

description: A total of 171 triplets (sire/dam/offspring) were collected from seven Spanish beef cattle populations (Asturiana de los Valles, n=25; Avileña-Negra Ibérica; Bruna dels Pirineus, n=25; Morucha, n=25; Pirenaica, n=24; Retinta, n=24; Rubia Gallega, n=24). The parents were chosen by minimizing the genealogical coancestry among them with the aim of capturing the existing variability within the populations.

 Individuals were genotyped using the BovineHD 777K BeadChip (Illumina Inc., USA), The SNPs present in the data file belonged to the autosomal chromosomes and those that were in repeated positions were excluded. Additional requirements were Mendelian error rates below 0.05 and call rates over 95% for both, individuals and SNPs. The quality control was made using the PLINK 1.0.7 software. Phasing was performed with BEAGLE with the "trio" option.

Files are on PLINK format with the following name:

Beagle.'Pop'.cromo'Cr'.pre_phase.bgl.phased.

where Pop is from 1 (Asturiana de los Valles) to 7 (Rubia Gallega) and Cr is from 1 to 29.
DOI: 10.1594/pangaea.499781
title: Visual core description and core images of Hole 310-M0010A
DOI: 10.5281/zenodo.4593057
title: Water restriction in viviparous lizards causes transgenerational effects on behavioral anxiety and immediate effects on exploration behavior

description: Raw data of the article "Water restriction in viviparous lizards causes transgenerational effects on behavioral anxiety and immediate effects on exploration behavior" by Rozen-Rechels D. et al., published in Behavioral Ecology and Socioiology 93, 23 in 2018 (https://doi.org/10.1007/s00265-018-2443-4). These data are freely available in csv format. See the readme file for metadata explanation. Data were formatted by the first author David Rozen-Rechels and collected according to standards and procedures described in the companion journal article.
description: Funding: Centre National de la Recherche Scientifique (CNRS) and Agence Nationale de la Recherche grant (ANR-13-JSV7-0011-01)
DOI: 10.5281/zenodo.4626138
title: Clark County (Vegas) Archetypes from ORNL's AutoBEM

description: Oak Ridge National Laboratory (ORNL) has developed the Automatic Building Energy Modeling (AutoBEM) software suite to process multiple types of data, extract building-specific descriptors, generate building energy models, and simulate them on High Performance Computing (HPC) resources. For more information, see AutoBEM-related publications (bit.ly/AutoBEM). To reduce computational demand for representing energy-related performance of a specific portion of the building sector, AutoBEM can dynamically generate archetype buildings along with multipliers based on conditioned floor area. This was performed for all residential and commercial buildings in Clark County, Nevada. For the original dataset of all 589,586 buildings, please refer to http://doi.org/10.5281/zenodo.4552901. <strong>Critical note: Building multipliers and models will be updated soon.</strong> Two sets of data are provided for 129 archetype models and 120 multipliers for Clark County (Las Vegas), Nevada in the United States. There are 129 models and only 120 multipliers since 9 building type*vintage categories contain only 1 building: <strong>Data (42kB *.csv) - minimalist list of each archetype building (rows) for the following fields (columns)</strong> County - county name State - state name CZ - ASHRAE Climate Zone designation Clim_Zone - text label of climate zone est_year - estimated year of construction est_commercial - estimated building type (0=residential, 1=commercial) Centroid - building center location in latitude/longitude (from Footprint2D) Footprint2D - building polygon of 2D footprint (lat1/lon1_lat2/lon2_...) Height - building height (meters) ID - unique building ID Area2D - footprint area (ft<sup>2</sup>) BuildingType - DOE prototype building designation (IECC=residential) as implemented by OpenStudio-standards WWR_surfaces - percent of each facade (pair of points from Footprint2D) covered by fenestration/windows (average 14.5% for residential, average 40% for commercial buildings varying by building type) NumFloors - number of floors (above-grade) Area - estimate of total conditioned floor area (ft<sup>2</sup>) Standard - building vintage Area_Multiplier - amount simulation outputs should be multiplied by to represent all 589,586 buildings in Clark County <strong>Models (2.6MB *.zip) - EnergyPlus building energy models named according to ID</strong>
description: Integrated Multisector Multiscale Modeling (IM3) project - https://im3.pnnl.gov/
DOI: 10.5281/zenodo.4663462
title: Raw data and posterior samples for "Seeing Both the Forest and the Trees Distinct Resolution of Hierarchical Representations in Visual Working Memory"

description: This data set includes the raw data and the posterior samples from the Bayesian models referring to the article,<em> Seeing Both the Forest and the Trees Distinct Resolution of Hierarchical Representations in Visual Working Memory</em>
DOI: 10.5281/zenodo.803268
title: UVA Tibetan Spoken Corpus

description: This corpus of spoken Tibetan was compiled in Tibet in the early 2000s by the Tibetan and Himalayan Digital Library project based at the University of Virginia. Aligned video and audio files are available at the Shanti homepage of UVA (see shanti.virginia.edu).
DOI: 10.17632/p7nshx52r8
title: BVD-TV Dairy Farm paper Vaccine 2024

description: Base de Datos DairyComp 2021 is a database of Argentinian DairycComp 305 users from more than 200 dairy farms that use the software DairyComp305. This data set summarize the reproductive and productive parameters for these users. Data is collecte everyday from the dairy farms to the software and then compilated into this report. Data from all the animals of the farms is collected daily in this software. Information is in spanish, but it is pretty clear to undertand.
Data BVD-TV paper vaccine is the data collected from 6 dairy farms under study after the incorporation of Vedevax Block, a targeted subunit vaccine against BVDV (BVD-TV). Data was collected in the DairyComp 305 software, extracted and classified in Years pre-BVD TV, year 0, the year the vaccine was incroporated , and years post-BVD TV. All parameters are annualized, with the exact numbers of animals and the proportion for each parameters. Milk production was also meassure. This data reflects the effect of the Vedevax Block vaccine on the dairy farms, but it also may work as an indication of the impact of the BVD virus on the farms
DOI: 10.17632/p7nshx52r8.1
title: BVD-TV Dairy Farm paper Vaccine 2024

description: Base de Datos DairyComp 2021 is a database of Argentinian DairycComp 305 users from more than 200 dairy farms that use the software DairyComp305. This data set summarize the reproductive and productive parameters for these users. Data is collecte everyday from the dairy farms to the software and then compilated into this report. Data from all the animals of the farms is collected daily in this software. Information is in spanish, but it is pretty clear to undertand.
Data BVD-TV paper vaccine is the data collected from 6 dairy farms under study after the incorporation of Vedevax Block, a targeted subunit vaccine against BVDV (BVD-TV). Data was collected in the DairyComp 305 software, extracted and classified in Years pre-BVD TV, year 0, the year the vaccine was incroporated , and years post-BVD TV. All parameters are annualized, with the exact numbers of animals and the proportion for each parameters. Milk production was also meassure. This data reflects the effect of the Vedevax Block vaccine on the dairy farms, but it also may work as an indication of the impact of the BVD virus on the farms
DOI: 10.17632/tfkmfwmtzh.1
title: Conversion on AS SOFC 2024

description: Data for all experimental curves presented in work "The investigation of the influence of the addition of cerium dioxide to the anode composition on the internal carbon dioxide conversion of methane on second-generation SOFCs"
DOI: 10.15468/dl.bpkugs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lagenorhynchus electra Gray, 1846",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010990-241126133413365/datasets/export for details.
DOI: 10.17632/tfkmfwmtzh.2
title: Conversion on AS SOFC 2024

description: Data for all experimental curves presented in work "The investigation of the influence of the addition of cerium dioxide to the anode composition on the internal carbon dioxide conversion of methane on second-generation SOFCs"
DOI: 10.17632/98h3bvscvb.1
title: Data Tables Emproto et al. (submitted October 2023)

description: Data for draft of Emproto et al. submitted to GCA.
DOI: 10.17632/98h3bvscvb.2
title: Data Tables Emproto et al. (submitted October 2023)

description: Data for draft of Emproto et al. submitted to GCA.
DOI: 10.17632/98h3bvscvb.3
title: Data Tables Emproto et al. (submitted October 2023)

description: Data for draft of Emproto et al. submitted to GCA.
DOI: 10.17632/98h3bvscvb.4
title: Data Tables Emproto et al. (submitted October 2023)

description: Data for draft of Emproto et al. submitted to GCA.
DOI: 10.5281/zenodo.4700627
title: Land use and land cover product for the Colombian Andes and Amazon

description: Land use and land cover products for the Colombian Andes and Amazon. This dataset was obtained from cloud-computing by using more recent Landsat 8 OLI imagery stored on a continuous basis in GEE.
DOI: 10.17632/98h3bvscvb.5
title: Data Tables Emproto et al. (Fluid-Mineral Ti Isotope Fractionation)

description: Data for the manuscript "Fluid-Mineral Titanium Isotope Fractionation: Computational and Empirical Results with Implications for Mineral Deposits".
Authors: C. Emproto, R. Mathur, M. Sun, A. Simon, and L. Godfrey
DOI: 10.5281/zenodo.1469317
title: Distribution Grid Data Generated By Dingo

description: Topology data generated with DINGO (http://doi.org/10.5281/zenodo.495610)
description: Used ego dataprocessing version is v0.4.5.
DOI: 10.5281/zenodo.2785521
title: Anastrepha ludens ̶ Pest Report and Datasheet to support ranking of EU candidate priority pests

description: These two files are part of the outputs produced under the mandate M-2017-0056 of the European Commission requesting EFSA for technical assistance in the field of quarantine pests qualifying as priority pests as by Article 6(2) of the Regulation (EU) 2016/2031 <em>on protective measures against pests of plants</em>. Under the mandate EFSA produced: i) 1 methodology report (DOI available at the field "Related/alternate identifiers"), ii) 28 datasheets, one for each of the 28 candidate pests, and iii) 28 pest reports supporting the information provided in the datasheets. EFSA wishes to acknowledge the contribution of Elma Bali, Josep Anton Jaques Miret, Nikolaos Papadopoulos, Stella Papanastassiou to the EKE and the review conducted by Dirkjan van der Gaag.
description: EU; XLS; alpha@efsa.europa.eu
DOI: 10.1594/pangaea.882396
title: Frasnian-Famennian high resolution carbon isotope data from South China, Fuhe section
DOI: 10.17632/tcf5vdmfhz.1
title: Model data for Nested Machine Learning for Modelling Degradation and Drug Release of Bioresorbable Polymers

description: ANN structure, Matlab code and dataset for Nested machine learning for polymer degrdation
DOI: 10.5281/zenodo.59850
title: The Free-Breathing Motion-Corrected Phase Sensitive Inversion Recovery Sequence Provides Improved Myocardial Fibrosis Evaluation While Significantly Shortening Acquisition Time Compared To Conventional Gradient Echo Sequences.

description: This article includes original research performed at a US Academic Center related to comparison of three separate Phase-Sensitive Inversion Recovery (PSIR) pulse sequences (Breath-hold Single-Shot SFFP, Breath-hold TurboFLASH, and Free-breathing Motion-Corrected SSFP) evaluating the ability of each PSIR sequence to demonstrate myocardial hyperenhancement.  All three PSIR sequences were performed as a part of a cardiac MRI performed on a patient clinically referred for cardiac MRI with and without contrast.  A total of 28 patients were examined with the three PSIR sequences.  All three PSIR sequences were performed in the short axis 10 – 25 minutes after intravenous injection of a Gadolinium-based contrast agent. 

Evaluation of the PSIR sequences ability to detect myocardial late gadolinium enhancement (LGE) was performed by a retrospective review by two blinded, experienced cardiovascular imagers.  The review was a qualitative inspection that included grading by a 5-point Likert scale for the sequence’s ability to resist motion artifact, image resolution, ability to visualize hyperenhancement, and overall satisfaction.  The number of myocardial segments demonstrating LGE was also quantitated, and the acquisition time of each PSIR sequence was performed.

To our knowledge this is the first study that compares the 3 available PSIR LGE sequences with a specific attention to acquisition time (TA).  Given our initial study resulted in the conclusion that the motion-corrected SSFP PSIR sequence was superior the the TurboFLASH Gradient Echo PSIR sequence in regards to evaluator grading and acquisition time efficiency.
DOI: 10.5281/zenodo.4644036
title: Solar PV data: Current site planning of medium to large solar power systems accelerates the loss of the remaining semi-natural and agricultural habitats

description: This repository contains integrated solar PV data for the overall analysis included in the manuscript.
description: {"references": ["Public Data Portal of Republic of Korea (2020). https://www.data.go.kr/index.do", "Electricity Japan (2020). http://agora.ex.nii.ac.jp/earthquake/201103-eastjapan/energy/electrical-japan/", "Aerial images"]}
DOI: 10.5281/zenodo.6624934
title: Global Channel Belt (GCB)

description: The Global Channel Belt (GCB) map show the global extent of river channel belts and the morphology of the river channel as either single- or multi-threaded. The data are derived based on a VGG-19 modified CNN classifying 2020 Landsat-8 imagery at a 30 m global resolution.
DOI: 10.15468/dl.n7byqh
title: Occurrence Download

description: A dataset containing 513 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 (Coreopsis pubescens Elliott)"
 ]
}

 The dataset includes 513 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010991-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.50859
title: Urban Area Age And Coefficient Of Variation Of Spatial Area Extent

description: The dataset contains an proxy for the age of urban area and the coefficient of variation of its spatial extent as proxy for spatial dynamics. Both variables are studied as key to conceptualize the process of urbanization by means of clusters of local spatial autocorrelation. The analysis is based on the HYDE 3.1 database, cf. Klein Goldewijk et al. (2010), Klein Goldewijk et al. (2011).
DOI: 10.1594/pangaea.859520
title: Current measurements at ADCP station ADCP_20130823
DOI: 10.5281/zenodo.18854
title: Dataset And Code: Pain And Sickness Behavior Associated With Corneal Lesions In Dairy Calves

description: This is the dataset and code for the analysis of sickness behaviors in calves within corneal lesions (IBK or pinkeye).
DOI: 10.5281/zenodo.6514946
title: Passive radar dataset

description: The data is collected using millimeter-wave radar IWR1642 in receiver-only configuration (passive mode) for four cases namely, single AWR1642 as an ECM jammer, and single AWR2944 as an ECM jammer, two AWR1642 as jammers, and three AWR devices as jammers at shorter distances. The data is useful for estimating the angle of arrival in single and multi-jammer scenarios.
DOI: 10.1594/pangaea.87412
title: Granulometry of sediment core PS1244-2
DOI: 10.5281/zenodo.1227837
title: Hyperspectral Benchmark Dataset On Soil Moisture

description: This is the first release of this dataset.
DOI: 10.5281/zenodo.6815259
title: Zhengzhou dataset

description: Zhengzhou dataset