cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.6650813
title: TSN feature on ActivityNet v1.3

description: TSN feature on ActivityNet v1.3. The frame interval is set to 16. Using linear interpolation, each video feature sequence is rescaled to L = 100 snippets.
DOI: 10.5281/zenodo.6650812
title: TSN feature on ActivityNet v1.3

description: TSN feature on ActivityNet v1.3. The frame interval is set to 16. Using linear interpolation, each video feature sequence is rescaled to L = 100 snippets.
DOI: 10.5281/zenodo.7340818
title: Charcoal concentration records of Nanyu Section in the Wushan Basin, northeastern Tibetan Plateau, China

description: We provide a high–resolution [~9 thousand years (ky)/sample] charcoal concentration record from the Nanyu section (Long. 140.9° E, Lat. 34.7° N) during the Mid–Miocene (~16–13.6 Ma) in the Wushan Basin, northeastern Tibetan Plateau, China.
DOI: 10.5281/zenodo.7321510
title: Data from: Application of Spatial-ID to large field mouse brain hemisphere dataset measured by Stereo-seq

description: The application of Spatial-ID on the large field mouse brain hemisphere dataset measured by Stereo-seq technology. Briefly, three adjacent coronal sections along the anterior-posterior axis were cut from the brain 5-week-old male mouse. It fully proves the innovation and applicability of Spatial-ID.
DOI: 10.5281/zenodo.7321511
title: Data from: Application of Spatial-ID to large field mouse brain hemisphere dataset measured by Stereo-seq

description: The application of Spatial-ID on the large field mouse brain hemisphere dataset measured by Stereo-seq technology. Briefly, three adjacent coronal sections along the anterior-posterior axis were cut from the brain 5-week-old male mouse. It fully proves the innovation and applicability of Spatial-ID.
DOI: 10.4121/21501402
title: Delft Systematic Yacht Hull Series Measurement Data

description: These files contain all measurement data in calm water of the Delft Systematic Yacht Hull Series (DSYHS). Results are given at full scale (extrapolated values) and at model scale. All measurements were carried out in the large towing tank of the Ship Hydromechanics Laboratory of the Delft University of Technology. The main dimensions of this towing tank are: Length=145m, Width=4.2m, Waterdepth= about 2.3m. The last sheet in the Excel sheet gives an explanation of mentioned forces, angles and motions. All data is already corrected for the extra parasitic drag of the turbulence stimulators which were used on hulls and appendages. Note that every sheet contains all available data of that specific 'Sysser'-model. Not all models were tested with keel and rudder. Further information and a figure of the standard test setup are given in publication:<em> ''Report 1175-P, Keuning, J.A., Approximation of the hydrodynamic forces on a sailing yacht''</em> This publication is among others available on this website. <br> <br>
DOI: 10.4121/21501375
title: Delft Systematic Yacht Hull Series hydrostatics data

description: These files contain the bare hull hydrostatics of all DSYHS models. Both on full scale (Lwl=10m) and at model scale. The values of Lwl, Bwl etc. are given at 0, 10, 20 and 30 degrees of heel. In order to get this overview all models were 'loaded' in Maxsurf Stability with the correct mass at the correct LCB. In the heeled conditions the models were free to trim, which matches the situation during the model tests and the situation in real life . This overview thus shows the range of hull shape parameters tested in the DSYHS.
DOI: 10.4121/21501330
title: Delft Systematic Yacht Hull Series Geometries data

description: This folder contains all sailing yacht hull geometries of the Delft Systematic Yacht Hull Series (DSYHS) in 3D IGES format. This format is used wordlwide. The hull descriptions can thus be accessed in a larged variety of CAD programs. The geometries are presented without keel and rudder. The standard keel and rudder of the DSYHS are given in separate documents in this folder. For further information about hydrostatics like draft, waterline lenght, volume etc. please see the list of hydrostatics which are also available on the data.4tu website.
DOI: 10.17632/5jp698sf2p.1
title: Seismotectonics at the transition between opposite-dipping slabs (western Alpine region) - DATASET

description: Supporting Information for the article entitled " Seismotectonics at the transition between opposite-dipping slabs (western Alpine region)" written by E. Eva, M.G. Malusà and S. Solarino. Contents of this file: Details on data processing; Distribution of P+S phase picks for the stations used in this study; Data selected for the comparison between LSQR and SVD performances; Vertical errors calculated using HypoDD with SVD; Focal mechanisms computed for this study; Dataset after HypoDD relocation.
DOI: 10.17632/bgyzz94mz9.2
title: dataset of a functional MRI study in transgender individuals - Part IV

description: Processed images for in the seed-to-seed connectivity and graph-theory analyses in the "Brain network interactions in transgender individuals with gender incongruence" manuscript submitted to Neuroimage journal.
Original T1- and T2*-weighted images can be found in: doi:10.17632/hjmfrv6vmg.1
DOI: 10.17632/dn82xj4bft.2
title: dataset of a functional MRI study in transgender individuals - Part I

description: Processed images for the ICA analyses in the "Brain network interactions in transgender individuals with gender incongruence" manuscript submitted to Neuroimage journal.
Original T1- and T2*-weighted images can be found in: doi:10.17632/hjmfrv6vmg.1
DOI: 10.17632/rw2yhtpj96.2
title: dataset of a functional MRI study in transgender individuals - Part III

description: Processed images for the seed-to-seed connectivity and graph-theory analyses in the "Brain network interactions in transgender individuals with gender incongruence" manuscript submitted to Neuroimage journal.
Original T1- and T2*-weighted images can be found in: doi:10.17632/hjmfrv6vmg.1
DOI: 10.17632/ts8c7fm8dj.1
title: results of a functional MRI study in transgender individuals

description: dataset including results of the Data in Brief "Data for functional MRI connectivity in transgender people with gender incongruence and cisgender individuals" supplementary data from the "Brain network interactions in transgender individuals with gender incongruence" manuscript submitted to Neuroimage journal Original T1- and T2*-weighted images can be found in: doi:10.17632/hjmfrv6vmg.1
DOI: 10.17632/zt27ykdrgr.3
title: dataset of a functional MRI study in transgender individuals - Part II

description: Processed images for the ICA analyses in the "Brain network interactions in transgender individuals with gender incongruence" manuscript submitted to Neuroimage journal.
Original T1- and T2*-weighted images can be found in: doi:10.17632/hjmfrv6vmg.1
DOI: 10.5281/zenodo.7104289
title: [Data] Earliest meteorological readings in San Fernando (Cádiz, Spain)

description: Daily, monthly and weekly meteorological observations recorded at the Royal Observatory of the Spanish Navy (located in San Fernando, Cádiz) during the period 1799-1813.
DOI: 10.6073/pasta/b650b236f092e0fdee0d5d8ccf521cb3
title: Water Quality Sampling - integrated measurements for the Virginia Coast, 1992-2018

description: This dataset contains information about the aquatic environment along two transects that run from inlet to the mainland shore on the southern part of the Delmarva Peninsula since 1992. It has a large number of columns (111) that integrate information on water column and benthic measurements. Frequency of sampling varies from monthly to quarterly, and not all variables are necessarily measured on the same dates. However, all the data from a given date and location appears on a single line of the dataset.
DOI: 10.5281/zenodo.4468523
title: KGTorrent: A Dataset of Python Jupyter Notebooks from Kaggle

description: <strong>KGTorrent</strong> is a dataset of Python Jupyter notebooks from the Kaggle platform. The dataset is accompanied by a MySQL database containing metadata about the notebooks and the activity of Kaggle users on the platform. The information to build the MySQL database has been derived from Meta Kaggle, a publicly available dataset containing Kaggle metadata. In this package, we share the complete KGTorrent dataset (consisting of the dataset itself plus its companion database), as well as the specific version of Meta Kaggle used to build the database. More specifically, the package comprises the following three compressed archives: <code>KGT_dataset.tar.bz2</code>, the dataset of Jupyter notebooks; <code>KGTorrent_dump_10-2020.sql.tar.bz2</code>, the dump of the MySQL companion database; <code>MetaKaggle27Oct2020.tar.bz2</code>, a copy of the Meta Kaggle version used to build the database. Moreover, we include <code>KGTorrent_logical_schema.pdf</code>, the logical schema of the KGTorrent MySQL database.
DOI: 10.5281/zenodo.6382730
title: Replication Package for the Paper: "Understanding Code Snippets in Code Reviews: A Preliminary Study of the OpenStack Community"

description: This is the replication package for the paper: "Understanding Code Snippets in Code Reviews: A Preliminary Study of the OpenStack Community", including dataset and so on (see the description below) : <strong>Data of Code Snippets in Code Review.xlsx</strong> is the dataset of our paper, which contains 10,790 review comments collected from the Nova project and Neutron project of OpenStack community. Among all the review comments, 626 review comments contain code snippets. For the rows of review comments with code snippets, we filled them with blue color as an indicator. <strong>Examples for Each Purpose.xlsx</strong> contains six review comment examples for the six detailed purposes mentioned in our paper (see Section 4.2). <strong>README.md</strong>
DOI: 10.5281/zenodo.7113603
title: Modelled and Sentinel-1 detected firn aquifers areas in the Antarctic Peninsula

description: FDM results: This dataset contains firn aquifer extent output from IMAU-FDM (Firn Densification Model), version v1.2A, for the Antarctic Peninsula on a 5.5 km grid. The dataset consists of maps of the extent of simulated seasonal aquifers in at least one year (2017-2020), perennial aquifers in at least on year (2017-2020), and perennial aquifers in all years (2018-2020). Further details are described in Buth et al. (2022).<br> Model adjustments and run were performed by Sanne B. M. Velduijsen. S1 detection results: The GeoTIFF image is the result of the Sentinel-1 firn aquifer detection routine which makes use of the typical delayed increase of SAR backscatter after the peak melt season in case of an aquifer. The image has two bands per year (2017-2020), one containing the DOY80 parameter for the whole Antarctic Peninsula (excluding masked areas, see Buth et al, 2022), the other containing DOY80 only for detected aquifer areas, where it exceeds the threshold of DOY80=105. DOY80 here stands for the day of the year at which 80% of the September Sentinel-1 HH backscatter is reached. Further details are described in Buth et al. (2022).<br> S1 aquifer detection was performed by Lena G. Buth, using the Python API of the Google Earth Engine. The associated code is available as a GitLab project: https://gitlab.awi.de/lenbuth/tc-aquifers
description: {"references": ["Buth, Lena G. (2022, submitted to The Cryosphere): Sentinel-1 detection of seasonal and perennial firn aquifers in the Antarctic Peninsula"]}
DOI: 10.25318/3410003501-eng
title: Capital and repair expenditures, non-residential tangible assets, by industry and geography

description: Capital and repair expenditures, by North American Industry Classification System (NAICS), Canada, provinces and territories, annual data from 2006 to today.
DOI: 10.25318/3610009601-eng
title: Flows and stocks of fixed non-residential capital, by industry and type of asset, Canada, provinces and territories

description: Provincial annual data, by industry, asset and price, for flow or stock type.
DOI: 10.25318/3610020801-eng
title: Multifactor productivity, value-added, capital input and labour input in the aggregate business sector and major sub-sectors, by industry

description: Multifactor productivity, value-added, capital input and labour input in the aggregate business sector and major sub-sectors, by North American Industry Classification System (NAICS), annual (index, 2002=100).
DOI: 10.5066/f7mw2fbs
title: eMODIS Phenology

description: Moderate resolution remote sensing provides a means for operational monitoring communities to develop historical trend information and use near real-time deviations from temporal averages to identify areas of change. High quality, consistent and well-calibrated satellite measurements are needed to detect and monitor changes and trends, especially in vegetation patterns useful for drought, crop yield, phenology and fire potential studies. The eMODIS collection is based on the Moderate Resolution Imaging Spectroradiometer (MODIS) data acquired by the National Aeronautics and Space Administration's (NASA) Earth Observing System (EOS). Even though MODIS data are beneficial in vegetation studies, there have been usability issues encountered with the reprojection, file format and subsetting. Therefore, eMODIS was developed to specifically address these issues. The eMODIS suite of products includes either 7- or 10-day data composited data sets. Expedited (near real-time) production runs daily for the 7-day continental U.S. products and every five days for the 10-day products in other areas using the last interval of input. There is no expedited production over Alaska. Each data set delivers acquisition, quality and Normalized Difference Vegetation Index (NDVI) information at 250-meter (m) spatial resolution. Because each of the composites are created from a varying number of images, the eMODIS composites include acquisition files to identify which of the possible inputs were used to populate the final composite. The metadata accompanying the data files summarize geographic bounds, projection parameters and product contact information. eMODIS currently produces NDVI and reflectance over the continental U.S., Alaska and Central America/Caribbean and Mexico while Africa and Central Asia production contain NDVI only.
DOI: 10.5281/zenodo.2622875
title: Simulated Arabidopsis thaliana sequencing datasets for chloroplast assembler benchmarking

description: <strong>Changes</strong>


	Fixed non-circular sampling from chloroplast and mitochondrion in version 1.1.0
	Fixed off-by-one error in reverse read in version 1.0.0


<strong>Purpose and Documentation</strong>

See: github.com/chloroExtractorTeam/benchmark

<strong>Original data</strong><br>
The original <em>Arabidopsis thaliana </em>sequences were downloaded from TAIR:                                                                      

The Arabidopsis Information Resource (TAIR) on www.arabidopsis.org, Mar 22, 2019 available under the TAIR Terms of Use                                       

<em>Tanya Z. Berardini, Leonore Reiser, Donghui Li, Yarik Mezheritsky, Robert Muller, Emily Strait and Eva Huala. "The Arabidopsis Information Resource: Making and mining the "gold standard" annotated reference plant genome."    genesis 2015 doi:10.1002/dvg.22877</em>

<strong>Programs used to generate this data</strong><br>
 - seqkit (v0.10.1): Shen W, Le S, Li Y, Hu F (2016) "SeqKit: A Cross-Platform and Ultrafast Toolkit for FASTA/Q File Manipulation." PLOS ONE 11(10): e0163962. doi:10.1371/journal.pone.0163962
description: Full documentation: https://github.com/chloroExtractorTeam/benchmark/blob/master/03_representative_datasets.md
description: {"references": ["Berardini TZ, Reiser L, Li D, Mezheritsky Y, Muller R, Strait E, Huala E (2015) The Arabidopsis Information Resource: Making and mining the \"gold standard\" annotated reference plant genome. genesis doi:10.1002/dvg.22877", "Shen W, Le S, Li Y, Hu F (2016) SeqKit: A Cross-Platform and Ultrafast Toolkit for FASTA/Q File Manipulation. PLOS ONE 11(10): e0163962. doi:10.1371/journal.pone.0163962"]}
DOI: 10.5281/zenodo.3240535
title: Results for chloroplast assembler benchmarking

description: Output fasta files produced by the different tools for real data (retry is a subset of real to test for consistency) and simulated data.
DOI: 10.5281/zenodo.5866189
title: Backport Dataset

description: The dataset contains backports (10P_backport_keywords.csv) and normal pull-requests (10P_normal_PRs). Can be used for binary classification.
DOI: 10.5281/zenodo.6399250
title: Appendix of "Impact of Change Granularity in Refactoring Detection"

description: This is the dataset for ICPC 2022 Impact of Change Granularity in Refactoring Detection, which contains data about coarse-grained refactorings in 19 open source repositories. There are 19 csv files in this dataset. Each of the csv contains 8 rows: 1. repository: repository name <br> 2. commit(s): commit SHA-1 hash<br> 3. detected_refactoring_type: refactoring type detected in that commit<br> 4. description: description for that refactoring<br> 5. leftSideLocations: refactoring start place<br> 6. rightSideLocations: refactoring end place<br> 7. is_effective: whether this refactoring is a coarse-grained refactoring (null for refactoring whose coarse-granularity is equal to 1)<br> 8. granularity: coarse-granularity of this refactoring Note that refactorings detected using RefactoringMiner(2.2) with invalid locations has been excluded.
DOI: 10.17632/pkys2f8288.1
title: Data for: Effect of biochar on micronutrient availability and uptake into leafy greens in two urban tropical soils with contrasting soil pH

description: 
Soils were collected from small urban vegetable farms in Kumasi and Tamale. Each soil sample was air-dried and sieved to < 2 mm prior to analysis 
Biochars were produced from corn cobs (Zea mays), rice husks (Oryza sativa) and teak sawdust (Tectona grandis) and pyrolyzed using an ELSA barrel or a Japanese Retort Stove The same feedstocks were used to make biochar using a muffle furnace at 300°C, 500°C and 700°C. All biochars were then ground to a fine powder using a TEMA mill (Laboratory Disc Mill T100ACH) prior to analysis 
Water extracts of soil-biochar mixtures were determined by weighing 3.8 g of soil into a polypropylene centrifuge tube along with 0.2 g of biochar (apart from the unamended control treatment, which received only the 3.8 g of soil) and shaking on an end-over-end shaker at 30 rpm for 16 hours at 20°C and then pH of the biochar/soil slurry was analyzed. The tubes were immediately centrifuged at 3600 rpm for 10 minutes and the supernatant filtered through 0.45 µm syringe filters. Dissolved Organic Carbon (DOC) was analyzed in the filtered supernatant. A 10 mL sub-sample of the filtered supernatant was acidified with 5% HNO3 and analyzed for multiple elements using ICP-MS.
Seeds of Amaranthus, Corchorus, and Lettuce (var Eden F1) were germinated in a coco coir medium for one week and transplanted into experimental 3 liter pots (n = 9). 1kg of air-dried soil from either Kumasi or Tamale was added to each plot, amended with 50g of biochar at a rate equivalent to 5% (w/w). Plants were watered daily and weekly assessments were made of plant growth, including the number of leaves on each plant, the height, and the girth of the stems at 5 cm from the surface of the soil. After 4 weeks the plants were harvested, leaves were removed from the stem and the fresh weight of both the leaves and the stem were taken. Leaves were dried, at 60°C overnight in paper envelopes, re-weighed and then milled prior to analysis with ICP-OES after microwave digestion. 
Three pots were randomly selected and the soils remaining rhizosphere in each pot were homogenized and one ~50 g sub-sample per pot air dried prior to analysis of EDTA extractable elements using ICP-OES, electrical conductivity (EC), and pH.
DOI: 10.17632/svnj3vnmmm.1
title: Locking compression plate fixation of distal humerus fractures around prosthesis with intramedullary nailing for humeral shaft fractures: A case report

description: Raw Data of article
DOI: 10.6084/m9.figshare.21402210.v1
title: Coastal breeding aggregations of threatened stingrays and guitarfish in the Levant

description: Stingrays and guitarfish are globally threatened by overexploitation, particularly so in the Mediterranean Sea. Nevertheless, very little information is known about their ecology, behavior, and taxonomy in the Mediterranean, especially in the Levant, where water temperature, salinity, and the impact of invasive species are relatively high. <br> This database describes the batoid community within Gador Marine Reserve. Here, surveys have been executed across the years 2016-2018 in shallow coastal habitats using visual surveys and measured species abundances. <br> More information on how this data was collected is available in the following publication: Chaikin, S., Belmaker, J., & Barash, A. (2020). Coastal breeding aggregations of threatened stingrays and guitarfish in the Levant. <em>Aquatic Conservation: Marine and Freshwater Ecosystems</em>, <em>30</em>(6), 1160-1171. <br> *<strong>The species </strong><em><strong>Dasyatis chrysonota</strong></em><strong> was replaced by </strong><em><strong>Dasyatis marmorata</strong></em><strong> according to:</strong> Serena, F., Abella, A. J., Bargnesi, F., Barone, M., Colloca, F., Ferretti, F., ... & Moro, S. (2020). Species diversity, taxonomy and distribution of Chondrichthyes in the Mediterranean and Black Sea. <em>The European Zoological Journal</em>, <em>87</em>(1), 497-536. <br>
DOI: 10.6084/m9.figshare.21402210
title: Coastal breeding aggregations of threatened stingrays and guitarfish in the Levant

description: Stingrays and guitarfish are globally threatened by overexploitation, particularly so in the Mediterranean Sea. Nevertheless, very little information is known about their ecology, behavior, and taxonomy in the Mediterranean, especially in the Levant, where water temperature, salinity, and the impact of invasive species are relatively high. <br> This database describes the batoid community within Gador Marine Reserve. Here, surveys have been executed across the years 2016-2018 in shallow coastal habitats using visual surveys and measured species abundances. <br> More information on how this data was collected is available in the following publication: Chaikin, S., Belmaker, J., & Barash, A. (2020). Coastal breeding aggregations of threatened stingrays and guitarfish in the Levant. <em>Aquatic Conservation: Marine and Freshwater Ecosystems</em>, <em>30</em>(6), 1160-1171. <br> *<strong>The species </strong><em><strong>Dasyatis chrysonota</strong></em><strong> was replaced by </strong><em><strong>Dasyatis marmorata</strong></em><strong> according to:</strong> Serena, F., Abella, A. J., Bargnesi, F., Barone, M., Colloca, F., Ferretti, F., ... & Moro, S. (2020). Species diversity, taxonomy and distribution of Chondrichthyes in the Mediterranean and Black Sea. <em>The European Zoological Journal</em>, <em>87</em>(1), 497-536. <br>