cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7091989
title: Survey among self-employed persons in Germany during the COVID-19 pandemic. wave 2020.

description: In spring 2020, DIW Berlin, ZEW Mannheim, and the University of Trier conducted an online survey among self-employed persons to collect data on the situation of the self-employed in Germany at the onset of the COVID-19 pandemic. The online survey was disseminated in cooperation with the Verband der Gründer und Selbstständigen Deutschland (VGSD) e.V. and other professional associations. The questionnaire included 51 questions and focused on the following topics:<br> - the self-employed's affectedness by the pandemic and by government containment measures<br> - financial situation during the pandemic<br> - application to government support programs<br> - business strategies to overcome the crisis<br> - assessments of the future<br> - sociodemographic characteristics<br> - business-related characteristics In total, 27,262 interviews were collected.
DOI: 10.34820/fk2/g3capp/o5csf3
title: Data 3 Cetak Tinggi Cukil Kayu Chiaroscuro - Proses cetak karakter visual Chiaroscuro .pdf

description: :unav
DOI: 10.34820/fk2/g3capp
title: Data 3 Cetak Tinggi Cukil Kayu Chiaroscuro - Proses cetak karakter visual Chiaroscuro

description: Data ini berisi informasi mengenai proses menghasilkan karya grafis yang menerapkan metode pencahayaan chiaroscuro. Proses pencukilan matriks dilakukan dalam rangka mengasilkan warna dengan tingkat kecerahan atau nilai yang beragam setelah dicetak pada kertas.
DOI: 10.6084/m9.figshare.21154669
title: A New Boredom-aware Dual-resource Constrained Flexible Job Shop Scheduling Problem Using hybrid evolutionary algorithm

description: This is the experimental data of the manuscript entitled “A New Boredom-aware Dual-resource Constrained Flexible Job Shop Scheduling Problem Using hybrid evolutionary algorithm”. All data are generated through computer simulation and saved in the file with csv format. There include 18 instances used to verify the performance of proposed algorithm and model. The datasets show the number of jobs and corresponding operations, the type corresponding to each operation, and the number of machines and workers. The set of machines and workers available for each operation and the time required to process each operation on the available machines with standard efficiency also show in the datasets. The datasets also contain the types for operations that each worker can process, the switching time for each worker between two types of operations, and the initial efficiency of each worker in processing each type of operations. Moreover, motivation influence rate of workers, boredom influence rate of workers, and the three time nodes of efficiency conversions are also included.
DOI: 10.6084/m9.figshare.21154669.v1
title: A New Boredom-aware Dual-resource Constrained Flexible Job Shop Scheduling Problem Using hybrid evolutionary algorithm

description: This is the experimental data of the manuscript entitled “A New Boredom-aware Dual-resource Constrained Flexible Job Shop Scheduling Problem Using hybrid evolutionary algorithm”. All data are generated through computer simulation and saved in the file with csv format. There include 18 instances used to verify the performance of proposed algorithm and model. The datasets show the number of jobs and corresponding operations, the type corresponding to each operation, and the number of machines and workers. The set of machines and workers available for each operation and the time required to process each operation on the available machines with standard efficiency also show in the datasets. The datasets also contain the types for operations that each worker can process, the switching time for each worker between two types of operations, and the initial efficiency of each worker in processing each type of operations. Moreover, motivation influence rate of workers, boredom influence rate of workers, and the three time nodes of efficiency conversions are also included.
DOI: 10.5281/zenodo.7092009
title: GP-net: Grasp Proposal for Mobile Manipulators

description: This dataset includes all trained models and data to use and replicate our work for GP-net (under review for ICRA 2023).<br> <br> The pre-trained model for using GP-net on a PAL TIAGo mobile manipulator with a parallel jaw gripper is available in GP-net_model_pretrained.zip. It can be used with our gpnet-ros repository.<br> <br> If you want to use our dataset and train an alternative network architecture from scratch, use GP-net_training_data.zip. You can use it with the GP-net repository to train models. If you want to run simulation experiments with your trained model, download GP-net_simulation_data.zip for the URDFs of the test objects and pal gripper.<br> <br> If you want to generate a new dataset for an alternative gripper, you can use the gpnet-data repository, which is based on DexNet2.0. The docker image to run the code is available here under gpnet-data_docker_image.tar
description: {"references": ["A. Konrad, J. McDonald and R. Villing, \"GP-net: Grasp Proposal for Mobile Manipulators,\" under review."]}
DOI: 10.5281/zenodo.6508838
title: DEPRECATED

description: DEPRECATED
DOI: 10.5281/zenodo.6508837
title: DEPRECATED

description: DEPRECATED
DOI: 10.5281/zenodo.7091171
title: DEPRECATED

description: DEPRECATED
DOI: 10.5281/zenodo.7092104
title: Data for Estimation of 3D Moho depths beneath Southern Indian Shield by inverting seismic constraint gravity anomalies

description: This is a help file for a description of all Data used for the implementation of our present paper<br> 'Estimation of 3D Moho depths beneath Southern Indian Shield by inverting seismic constraint gravity anomalies.'
DOI: 10.5281/zenodo.7092103
title: Data for Estimation of 3D Moho depths beneath Southern Indian Shield by inverting seismic constraint gravity anomalies

description: This is a help file for a description of all Data used for the implementation of our present paper<br> 'Estimation of 3D Moho depths beneath Southern Indian Shield by inverting seismic constraint gravity anomalies.'
DOI: 10.5281/zenodo.6421969
title: Data and JAGS-code for "Michel et al 2022 Ecology and Evolution - Reduced habitat quality increases intrinsic but not ecological costs of reproduction"

description: <strong>Abstract</strong> Although the costs of reproduction are predicted to vary with the quality of the breeding habitat thereby affecting population dynamics and life-history trade-offs, empirical evidence for this pattern remains sparse and equivocal. Costs of reproduction can operate through immediate ecological mechanisms or through delayed intrinsic mechanisms. Ignoring these separate pathways might hinder the identification of costs and the understanding of their consequences. We experimentally investigated the survival costs of reproduction for adult little owls (<em>Athene noctua</em>) within a gradient of habitat quality. We supplemented food to nestlings, thereby relieving the parents’ effort for brood provisioning. We used radio-tracking and Bayesian multi-state modelling based on marked recapture and dead recovery to estimate survival rates of adult little owls across the year as a function of food supplementation and habitat characteristics. Food supplementation to nestlings during the breeding season increased parental survival not only during the breeding season but also during the rest of the year. Thus, the low survival of parents of unfed broods likely represents both, strong ecological and strong intrinsic costs of reproduction. However, while immediate ecological costs occurred also in high quality habitats, intrinsic costs carrying over to the post-breeding period occurred only in low quality habitats. Our results suggest that immediate costs resulting from ecological mechanisms such as predation, are high also in territories of high habitat quality. Long-term costs resulting from intrinsic trade-offs, however, are only paid in low quality habitats. Consequently, differential effects of habitat quality on immediate ecological and delayed intrinsic mechanisms can mask the increase of costs of reproduction in low quality breeding habitats. Intrinsic costs may represent an underrated mechanism of habitat quality affecting adult survival rate thereby considerably accelerating population decline in degrading habitats. This study therefore highlights the need for a long-term perspective to fully assess the costs of reproduction and the role of habitat quality in modifying these costs.
DOI: 10.5281/zenodo.6421968
title: Data and JAGS-code for "Michel et al 2022 Ecology and Evolution - Reduced habitat quality increases intrinsic but not ecological costs of reproduction"

description: <strong>Abstract</strong> Although the costs of reproduction are predicted to vary with the quality of the breeding habitat thereby affecting population dynamics and life-history trade-offs, empirical evidence for this pattern remains sparse and equivocal. Costs of reproduction can operate through immediate ecological mechanisms or through delayed intrinsic mechanisms. Ignoring these separate pathways might hinder the identification of costs and the understanding of their consequences. We experimentally investigated the survival costs of reproduction for adult little owls (<em>Athene noctua</em>) within a gradient of habitat quality. We supplemented food to nestlings, thereby relieving the parents’ effort for brood provisioning. We used radio-tracking and Bayesian multi-state modelling based on marked recapture and dead recovery to estimate survival rates of adult little owls across the year as a function of food supplementation and habitat characteristics. Food supplementation to nestlings during the breeding season increased parental survival not only during the breeding season but also during the rest of the year. Thus, the low survival of parents of unfed broods likely represents both, strong ecological and strong intrinsic costs of reproduction. However, while immediate ecological costs occurred also in high quality habitats, intrinsic costs carrying over to the post-breeding period occurred only in low quality habitats. Our results suggest that immediate costs resulting from ecological mechanisms such as predation, are high also in territories of high habitat quality. Long-term costs resulting from intrinsic trade-offs, however, are only paid in low quality habitats. Consequently, differential effects of habitat quality on immediate ecological and delayed intrinsic mechanisms can mask the increase of costs of reproduction in low quality breeding habitats. Intrinsic costs may represent an underrated mechanism of habitat quality affecting adult survival rate thereby considerably accelerating population decline in degrading habitats. This study therefore highlights the need for a long-term perspective to fully assess the costs of reproduction and the role of habitat quality in modifying these costs.
DOI: 10.15468/fznby4
title: Marine invertebrates registered on the Nansen Legacy JC3 Winter Gaps cruise 19th February - 11th March 2022

description: Marine invertebrates registered on the Nansen Legacy JC3 Winter Gaps cruise 19th February - 11th March 2022 on the research vessel FF Kronprins Haakon
DOI: 10.6084/m9.figshare.21154738
title: Supplementary Tables

description: Supplementary Tables for <strong>"A combined analysis based on microbial communities and volatile organic compounds as a tool to study soil quality in an urban environment"</strong>
DOI: 10.6084/m9.figshare.21154738.v1
title: Supplementary Tables

description: Supplementary Tables for <strong>"A combined analysis based on microbial communities and volatile organic compounds as a tool to study soil quality in an urban environment"</strong>
DOI: 10.48579/pro/uzgbkb/exg2wp
title: Shihan et al_Front. For. Glob. Change - Forest Soils-Data-1.xlsx

description: :unav
DOI: 10.48579/pro/uzgbkb
title: Data from a rhizotron experiment using three Mediterranean species

description: Data from a rhizotron experiment using three Mediterranean species (Brachypodium retusum, Cistus albidus and Quercus coccifera): two individuals eirher of the same species or of two diifferent species were grown together. The data are about root parameters (RB: root biomass; RE: root elongation rate; SRL: specific root length; RTD: root tissue density; RTh: root thickness; RD: root density; Diam: root diameter) and soil microbial MicroResp™ parameters, mesured for different plant combination, drought treatments and soil depths.
DOI: 10.5281/zenodo.6961285
title: Dataset - modelled CO2 emissions from tropical peat-draining rivers and coastal waters based on enhanced weathering scenarios.

description: Dataset related to the manuscript "Destabilization of carbon in tropical peatlands by enhanced weathering" (DOI: 10.1038/s43247-022-00544-0). Model runs for enhanced leaching of dissolved inorganic carbon (DIC) and of dissolved organic carbon (DOC) were conducted. Results include in-river carbon dioxide (CO2), DIC, DOC, oxygen (O2) and pH as well as CO2 emissions from rivers and from coastal waters. Main results are in "River_And_Coastal_Response_To_Enhanced_Weathering.xlsx".<br> Results for uncertainty study are in "River_And_Coastal_Response_To_Enhanced_Weathering_Uncertainty_Scenarios.xlsx".
DOI: 10.5281/zenodo.6961286
title: Dataset - modelled CO2 emissions from tropical peat-draining rivers and coastal waters based on enhanced weathering scenarios.

description: Dataset related to the manuscript "Destabilization of carbon in tropical peatlands by enhanced weathering" (DOI: 10.1038/s43247-022-00544-0). Model runs for enhanced leaching of dissolved inorganic carbon (DIC) and of dissolved organic carbon (DOC) were conducted. Results include in-river carbon dioxide (CO2), DIC, DOC, oxygen (O2) and pH as well as CO2 emissions from rivers and from coastal waters. Main results are in "River_And_Coastal_Response_To_Enhanced_Weathering.xlsx".<br> Results for uncertainty study are in "River_And_Coastal_Response_To_Enhanced_Weathering_Uncertainty_Scenarios.xlsx".
DOI: 10.6084/m9.figshare.21154735
title: RNA-seq-results.zip

description: Transcriptome reveals salt stress tolerance mechanisms in upland cotton
DOI: 10.6084/m9.figshare.21154735.v1
title: RNA-seq-results.zip

description: Transcriptome reveals salt stress tolerance mechanisms in upland cotton
DOI: 10.5284/1039457
title: Aberdeen Industrial Potteries: Archaeology and Social History

description: This report details archaeological projects at Seaton Pottery funded by Historic Scotland and at the Aberdeen Pottery funded by Barratt Construction Ltd.  Seaton Pottery is Scotland's most northerly industrial pottery and featured in an exhibition in Aberdeen City Council's Provost Skene's House, Aberdeen in 2004; much of the research included in this paper was collected for that project.  The Aberdeen Pottery is one of Scotland's earliest industrial potteries and its location and products were a subject of much discussion among Scottish ceramicists until the developer-funded project outlined in the report
DOI: 10.3886/icpsr06901
title: Integrated Postsecondary Education Data System (IPEDS): Higher Education Finance Data, 1988-1989
title: Archival Version

description: This data collection contains information on finances for a sample of postsecondary institutions in the United States. The finance data, collected annually, are used for reporting and projecting capital outlays of two-year and four-year colleges and universities, trends in replacements of plant assets, and performance of endowment funds. Variables include fund revenues by source, expenditures by function, land, buildings, equipment assets, balances and transactions on the physical plant, endowments, and changes in fund balance.
description: ICPSR data undergo a confidentiality review and are altered when necessary to limit the risk of disclosure. ICPSR also routinely creates ready-to-go data files along with setups in the major statistical software formats as well as standard codebooks to accompany the data. In addition to these procedures, ICPSR performed the following processing steps for this data collection: Checked for undocumented or out-of-range codes..
description: Datasets: 
 
 DS1: Dataset
description: Integrated Postsecondary Education Data System (IPEDS) Series
description: The codebook is provided as a Portable Document Format (PDF) file. The PDF file format was developed by Adobe Systems Incorporated and can be accessed using PDF reader software, such as the Adobe Acrobat Reader. Information on how to obtain a copy of the Acrobat Reader is provided through the ICPSR Website on the Internet.
description: All postsecondary institutions in operation in fiscal year 1989 in the United States and its outlying areas (American Samoa, Guam, Northern Mariana Islands, Federated States of Micronesia, Marshall Islands, Palau, Puerto Rico, and the U.S. Virgin Islands).
description: The survey was mailed to 6,572 postsecondary institutions in the United States that were four-year, two-year public and private nonprofit, less-than-two-year public institutions, and an additional sample of two-year for-profit and less-than-two-year nonprofit private institutions.
DOI: 10.5281/zenodo.2667424
title: Polynomial chaos to efficiently compute the annual energy production in wind farm layout optimization

description: Data for the Wind Energy Science paper "Polynomial chaos to efficiently compute the annual energy production in wind farm layout optimization".

The data includes a file describing the wind direction distribution. The i<sup>th</sup> probability value corresponds to the probability of the wind coming between direction i and i+1.

The other data files, corresponding to the wind farm layouts, provide the x,y coordinates of the wind turbines.
DOI: 10.5284/1038984
title: Society of Antiquaries Scotland books and monographs

description: The Society of Antiquaries of Scotland have scanned the entire run of the Archaeologia Scotica and the Society's out-of-print monographs. The archive also includes a full run of the Proceedings of the Society of Antiquaries of Scotland from 1851 until 2012. The latest editions of the journal are available digitally, although they are embargoed for three years, during which time they are only available to Fellows of the society using a login and password.
DOI: 10.6084/m9.figshare.15070527
title: Dataset1

description: Chromatic confocal endoscopy images of human finger in vivo
DOI: 10.23698/aida/ctpel
title: Segmented CT pelvis scans with annotated anatomical landmarks

description: 5 bone segmentation masks and 15 annotations of anatomical landmarks for pelvis bones in each of 90 Computed Tomography (CT) cases extracted from the [CT Lymph nodes](https://wiki.cancerimagingarchive.net/display/Public/CT+Lymph+Nodes) and [CT Colonography](https://wiki.cancerimagingarchive.net/display/Public/CT+COLONOGRAPHY) collections from the [The Cancer Imaging Archive](https://www.cancerimagingarchive.net/) (TCIA).
DOI: 10.5281/zenodo.1159014
title: Snow Dataset For The Rheraya Catchment (Morocco) (2008-2009)

description: Here we present a meteorological dataset of the Rheraya catchment. It includes hourly meteorological observations from six automatic weather stations (AWS). These stations range from 1170 m to 3230 m and provide standard meteorological variables. They are stored in .dat file, i.e : StationName_met_data.dat. Inside each file the following elements are presents in every line :

<em>Year Month Day Hour Station_ID X Y Z Temperature Relative_Humidity Wind_Speed Wind_Direction Precipitation.</em>

We also provide snow height observations (Snow_depthOuka.txt). Each line correspond to a daily measured snow height recorded at Oukaimeden AWS (3200 m.a.s.l) from 1st November 2009 to 10 June 2009 by using an acoustic gauge. Additionally there is a shapefile containing GPS points collected during a 40 km long road trip. (trackkin.shp)

Finally, we provide a time series of snow cover area maps derived from Formosat-2 images (8 m) and covering most of the catchment. These file are in Geotiff format and given by, : YearMonthDay.tiff
DOI: 10.5281/zenodo.2602049
title: Penthera 3T

description: Penthera 3T: The acquisitions were done by the Sherbrooke Connectivity Imaging Lab in 2016. Thirteen young and healthy subjects (three women and ten men, mean of 25.92 (+-1.85) years old) were scanned six times: two sessions with three scans per session. The DWI (112x112 matrix, TR 5615 ms, TE 95 ms, SENSE factor of 2) were acquired on a 3 Tesla MRI (Philips, Ingenia) with a single-shot echo-planar imaging sequence having 3 different shells, b=300, 1000, 2000 mm<sup>2</sup>/s with respectively 8, 32 and 60 directions distributed, 7 b=0 mm<sup>2</sup>/s for a total of 107 images and a 2 mm isotropic spatial resolution. A reversed phase encoded b=0 image is available, to correct EPI distortions, with the same spatial resolution as the DWI. The T1-weighted MPRAGE image (TR 7.9 ms, TE 3.5 ms) has a 1mm isotropic spatial resolution.
DOI: 10.5281/zenodo.5638470
title: MODYS-video: 2D Human pose estimation data and Dyskinesia Impairment Scale scores from children and young adults with dyskinetic cerebral palsy

description: The dataset contains the 2D coordinates in pixels of body landmarks (wrists, ankles, shoulders, hips, knees and ankles) extracted from 188 videos of 34 children with dyskinetic cerebral palsy using DeepLabCut [1] and appertaining clinical scores of the Dyskinesia Impairment Scale (DIS) [2]. The videos were collected during the item “lying in rest” and “sitting in rest” of the DIS at three time points during a clinical trial on the effect of intrathecal baclofen [3]. Children had a mean age of 14y2m (SD 4.0), 26 were male. Their gross motor function classification system level ranged from IV-V and their manual ability classification system level from III-V. Original videos have length of 4-35 seconds with a resolution of 720x575 pixels and are sampled with 25 Hz. We added stick figures to complement the data for context and ease of understanding. They were created from the 2D coordinates that were extracted with a likelihood &gt;0.8. Clinical scoring was performed by three trained experts (according to the DIS) on the original videos. Within the items “lying in rest” and “sitting in rest” the amplitude and duration of dystonia and choreoathetosis of the trunk, proximal right arm, proximal left arm, proximal right leg and proximal left leg are scored on a 0-4 ordinal scale and calculated towards a percentage score between 0-1. The dataset can be used in a machine learning approach to automatically assess dystonia and choreoathetosis of children with dyskinetic cerebral palsy using 2D coordinates of body points extracted from videos. References: 1. Mathis, A., et al., DeepLabCut: markerless pose estimation of user-defined body parts with deep learning. Nat Neurosci, 2018. 21(9): p. 1281-1289. 2. Monbaliu, E., et al., The dyskinesia Impairment Scale: a new instrument to measure dystonia and choreoathetosis in dyskinetic cerebral palsy. Dev Med Child Neurol, 2012. 54: p. 278-283. 3. Bonouvrie, L.A., et al., The Effect of Intrathecal Baclofen in Dyskinetic Cerebral Palsy: The IDYS Trial. Ann Neurol, 2019. 86: p. 79-90.
description: Grants/Funding: The project is funded by the Netherlands Organization for Health Research and Development (ZonMW, Innovative medical device initiative (IMDI) project number 104022005). Support is provided by the Small-Scale Initiatives in Machine Learning (OpenSSI 2021) of the Netherlands eScience Center. Helga Haberfehlner is funded by the Postdoctoral Fellow Marie Skłodowska-Curie Actions - Seal of Excellence of the Research Foundation – Flanders (SoE fellowship_12ZZW22N).