cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/48y2y99mb9.1
title: FSL-105: A dataset for recognizing 105 Filipino sign language videos

description: FSL-105 is a dataset for 105 different Filipino Sign Language signs. The dataset contains 2130 4-second video clips. The clips are then separated into a 20-80 split. The files test.csv and train.csv contains the path of the clips. The labels.csv files contain the label and category per numeric id.
DOI: 10.17632/rw6xkt6gpw.1
title: Orthoimage data_JSSE

description: Orthoimage data_JSSE
DOI: 10.17909/ztrs-da52
title: HST SHEL: HAT-P-26b 

description: Data used with HST SHEL program's pipeline.
DOI: 10.20350/digitalcsic/16236
title: NEIGRA - North-East Iberian Granitoids Database. Geochemistry of granitoids and orthogneisses from the Pyrenees and the Catalan Coastal Ranges

description: Geochemical data of the Variscan gneisses derived from pre-Variscan intrusives and late-Variscan granitoids in the Pyrenees and the Catalan Coastal Ranges were obtained from two main sources: (1) individually mined from published articles and unpublished PhD theses (Autran et al., 1970; Guitard, 1970; Enrique, 1989; Soler and Enrique, 1989; Enrique, 1990; Soler, 1990; Gleizes, 1992; Debon et al., 1996; Arranz, 1997; Guitard et al., 1998b, 1998b; Roberts et al., 2000; Vilà et al., 2005; Casas et al., 2010; Navidad et al., 2010; Druguet et al., 2014; Laumonier et al., 2015; Navidad et al., 2018; Lemirre et al., 2019; Álvaro et al., 2021; Liesa et al., 2021; Casas et al., 2024), and (2) the GEOROC Database (Geochemistry of Rocks of the Oceans and Continents, Göttingen University, https://georoc.eu/; last access: 03/2024; Lehnert et al., 2000). Other Findable, Accessible, Interoperable, and Reusable (FAIR; Wilkinson et al., 2016) databases were searched using geographic and lithogeochemical constrains, yielding no results. The mined data were curated and classified based on the analysed rock types, ages, regional tectonic setting, and mode of occurrence in outcrop, resulting in more than 600 entries that are associated with up to 66 data fields. Associated with each entry are generic, descriptive and informative fields (Sample ID, Unit/Massif, Rock category, Rock details, Outcrop description, and References), major element oxide abundances (SiO2, Al2O3, FeOT, Fe2O3T, MnO, MgO, CaO, Na2O, K2O, TiO2, P2O5, and LOI), and trace element concentrations (Ag, As, Ba, Be, Bi, Co, Cr, Cs, Cu, Ga, Ge, Hf, In, Mo, Nb, Ni, Pb, Rb, Sb, Sc, Sn, Sr, Ta, Th, Tl, U, V, W, Y, Zn, Zr, La, Ce, Pr, Nd, Sm, Eu, Gd, Tb, Dy, Ho, Er, Tm, Yb, and Lu). The resulting database, named NEIGRA (North-East Iberian GRAnitoids), represents the first Open-Access compilation of granite and orthogneiss geochemical data in the Pyrenees and the Catalan Coastal Ranges.
description: 00_NEIGRA_Readme; NEIGRA_North-East Iberian GRAnitoids Database
DOI: 10.21227/4det-6512
title: FIDAC- Forged Images Detection And Classification 

description: This dataset consists of 2 types of images i.e Authentic and Tampered. There are a total of 1,415 Authentic images and 598 Tampered images. Authentic images are camera clicked images in raw form & tampered images are the one being edited by Adobe Photoshop. Different types of forgery techniques like copy-move, splicing, color enhancement, resizing etc have been applied on the tampered images. The main motive of this dataset is to optimize the AI/ML based fake image identification model. Thus, this dataset is used for the R&D of fake image classification.
DOI: 10.21334/npolar.2024.c6529ba0
title: Common eiders in Kongsfjorden: number of nests and average clutch size 1981-2020
DOI: 10.22008/fk2/aaeemn
title: Jordartskort over Danmark 1: 200 000

description: Jordartskort 1:200 000, version 2. Kortet viser en landsdækkende klassificering og udbredelse af jordarter (fortrinsvis glaciale og postglaciale sedimenter) i landoverfladen af Danmark. Kortet er baseret på Danmarks Digitale Jordartskort 1:25 000 i de områder der er kortlagt. Øvrige områder er tolket ud fra boringsoplysninger, landskabs analyse eller anden tilgængelig information. Jordarterne er inddelt i 12 forskellige typer og kortet er derfor en forsimplet udgave af Danmarks Digitale jordartskort 1:25 000. Der er under kompileringen sket en forskubning af kortet i visse områder. Dette kan tilsammen give en usikkerhed på op til 200 m, enkelte steder lidt mere. Kortet er således kun egnet til undervisningsbrug og som baggrund for andre korttemaer i målestoksforholdet 1:200 000. Kortet kan ikke anbefales brugt i sagsbehandling eller til andre formål hvor større præcision er påkrævet. Kortet leveres i MapInfo- (14 MB) og ArcGIS-format 19 MB), samt som pdf-filer (35 MB).
DOI: 10.22008/fk2/azxsyp
title: CAMELS-DK: Hydrometeorological Time Series and Landscape Attributes for 3330 Catchments in Denmark

description: CAMELS-DK (Catchment Attributes and Meteorological Time Series for Large Samples - Denmark) provides dynamic and static variables for 3,330 catchments across Denmark. The dataset is built on various hydrogeological datasets, meteorological observations, and a well-established national-scale hydrological model. It is further enriched with streamflow observations for 304 of these catchments. The spatially dense and comprehensive coverage, providing data for all 3,330 catchments rather than just gauged ones, along with simulation data from a distributed, process-based model, significantly enhances the applicability of the CAMELS dataset. This is particularly relevant for developing data-driven and hybrid physically-informed modeling frameworks. Additionally, we include data on human impacts on Denmark's hydrological system, such as groundwater abstraction and irrigation.
DOI: 10.22008/fk2/up1pbj/e3wybx
title: DKmodel2019_GeoKomp_geotiff.zip

description: :unav
DOI: 10.26131/irsa1
title: AllWISE Source Catalog

description: The AllWISE program builds upon the work of the successful Wide-field Infrared Survey Explorer mission (WISE; Wright et al. 2010) by combining data from the WISE cryogenic and NEOWISE (Mainzer et al. 2011 ApJ, 731, 53) post-cryogenic survey phases to form the most comprehensive view of the full mid-infrared sky currently available. The AllWISE Source Catalog contains accurate positions, apparent motion measurements, four-band (3.4, 4.6, 12, 22 microns) fluxes and flux variability statistics for over 747 million objects detected on the coadded Atlas Images. The added depth and sensitivity, source motion measurements and improved flux variability information in the AllWISE products mean that they supersede the earlier All-Sky Data Release Catalog and Atlas for most uses. 

Please include the following standard acknowledgment in any published material that makes use of data products from the primary WISE mission (Image Atlas, Source Catalog, Known Solar System Object Possible Association List):

"This publication makes use of data products from the Wide-field Infrared Survey Explorer, which is a joint project of the University of California, Los Angeles, and the Jet Propulsion Laboratory/California Institute of Technology, funded by the National Aeronautics and Space Administration." 

This dataset or service is made available by the Infrared Science Archive (IRSA) at IPAC, which is operated by the California Institute of Technology under contract with the National Aeronautics and Space Administration.
DOI: 10.5066/f76d5r3z
title: Three GIS datasets defining areas permissive for the occurrence of uranium-bearing, solution-collapse breccia pipes in northern Arizona and southeast Utah

description: Some of the highest grade uranium (U) deposits in the United States are hosted by solution-collapse breccia pipes in the Grand Canyon region of northern Arizona. These structures are named for their vertical, pipe-like shape and the broken rock (breccia) that fills them. Hundreds, perhaps thousands, of these structures exist. Not all of the breccia pipes are mineralized; only a small percentage of the identified breccia pipes are known to contain an economic uranium deposit. An unresolved question is how many undiscovered U-bearing breccia pipes of this type exist in northern Arizona, in the region sometimes referred to as the &amp;quot;Arizona Strip&amp;quot;. Two principal questions remain regarding the breccia pipe U deposits of northern Arizona are: (1) What processes combined to form these unusual structures and their U deposits? and (2) How many undiscovered U deposits hosted by breccia pipes exist in the region? A piece of information required to answer these questions is to define the area where these types of deposits could exist based on available geologic information. In order to determine the regional processes that led to their formation, the regional distribution of U-bearing breccia pipes must be considered. These geospatial datasets were assembled in support of this goal.
DOI: 10.5066/p134bc6w
title: Digital elevation models (DEMs) of the beach and nearshore in Santa Cruz, California

description: This data release presents digital elevation models (DEMs) derived from bathymetric and topographic measurements collected offshore of Santa Cruz, CA, from 2014 to 2024. Bathymetry data were collected using two personal watercraft (PWCs), each equipped with single-beam echosounders and survey-grade global navigation satellite system (GNSS) receivers. Topography data were collected on foot with GNSS receivers mounted on backpacks at a measured height above the ground. DEM surfaces were produced from all available elevation data using linear interpolation.
DOI: 10.5066/p13735f9
title: Stable oxygen, hydrogen, sulfur, and carbon isotope analyses of mineral deposits and mineral occurrences in southeast Missouri, Alaska, Arizona, Indonesia, Brazil, and China

description: Stable isotope analyses are reported (the ratios deuterium/hydrogen, carbon-13/carbon-12, oxygen-18/oxygen-16, and sulfur-34/sulfur-32) for ores and related rocks from the Pea Ridge, Lower Pilot Knob, Bourbon, Iron Mountain, and Kratz Spring iron oxide-apatite deposits in southeast Missouri; the Boss iron oxide-copper-gold deposit in southeast Missouri; the Gagaryah stratiform barite deposit in Alaska; the Canyon, Hack II, and Pigeon breccia pipe uranium deposits in Arizona; the Grasberg porphyry copper-gold deposit in Indonesia; metalliferous occurrences in the Castro Basin, southern Brazil; and the White Mountain gold deposit, Jilin Province, China.
DOI: 10.5066/p99v17ho
title: Sediment grain size at river outlets along the California coast

description: Fluvial sediment samples were collected from the lowermost reaches of 21 coastal watersheds in California, in order to characterize surficial grain size of river sediment from deposits that appeared to be recent based on field context. Samples were collected using a trowel to sample the uppermost 10 cm of sediment. Sampled locations included river-deposited sediment, upstream of tidal influence. Samples excluded coarse gravel and cobble grain sizes, if present. The watersheds selected for sampling have relatively little urban land use and no other recent data available on their fluvial sediment grain size. Sediment samples were analyzed for grain size at the U.S. Geological Survey (USGS) laboratory in Santa Cruz, California. The USGS gratefully acknowledges sampling permission granted by California State Parks.
DOI: 10.5066/p9gb8ysz
title: Polycyclic aromatic hydrocarbons (PAHs) and suspended sediment concentrations in the San Lorenzo River, Santa Cruz, California, USA

description: Water from the San Lorenzo River in Santa Cruz, California, was sampled to analyze for polycyclic aromatic hydrocarbons (PAHs) and suspended sediment concentrations (SSC) during the rainy seasons from 2008 to 2019 following drought conditions. The samples were collected using a US D-95 depth-integrated water sampler deployed from a bridge-box platform beneath a pedestrian bridge For each suspended-sediment sample, the water was collected in a 1-liter Nalgene bottle attached to the sampling device. After 14 days of settling time, excess water and organic matter were removed from the bottle using wet suction from a vacuum pump, and the sand fraction was then separated from silt and clay by filtration through a 0.063 mm sieve. Each fraction (sand and silt-plus-clay) was dried in a crucible in a 103-degree Celsius oven, and then weighed. For the PAH analyses, depth-integrated sampling was conducted using acid-cleaned, methanol-rinsed Teflon bottles and nozzles attached to the sampling device. Samples (four 1-liter samples for each deployment) from the Teflon bottles were carefully transferred to a 4.0 L amber glass bottles and spiked with 30ml of Optima -grade dichloromethane. The samples were extracted using a liquid-liquid extraction and concentrated prior to injection and analysis on a gas chromatograph/mass spectrometer (GC/MS). PAH concentrations were calculated using internal standards and recoveries were determined using deuterated PAH surrogate standards. All PAH samples were blank corrected and positive ID was based on reference standards and/or known spectra.
DOI: 10.5066/p9rgtrmc
title: Surficial geology of Africa (geo7_2ag)

description: Surficial geology (geo7_2ag).
DOI: 10.5281/zenodo.10397400
title: European Multilingual News Articles Dataset with Topic Annotation

description: The European Multilingual News Articles Dataset is composed of over 18 million European news articles coming from 205 media outlets belonging to 27 European countries (i.e., all EU countries belonging to the European Union) with the addition of the United Kingdom. Articles range in a time period from 2017 to 2021 and are written in their original languages, for a total of 23 different languages included.

After selecting reliable, nationwide European media outlets, each article (i.e., title, textual content, URL, and date and time of publication) was extracted from the Common Crawl News Corpus, which contains petabytes of raw web page data collected since 2016. The dataset is released without any text pre-processing other than a cleanup of XML tags. Further, we enriched it by adding several media metadata (e.g., frequency of publication, distribution area, language, type of media).  

Moreover, we enhanced the dataset by adding - whenever possible - article-level topic annotation by using articles' URLs as a proxy of the topic discussed. In the end, we were able to assign a topic to over 4 million articles (33 unique topics, e.g., politics, sport, entertainment), thus 23.2% of the entire dataset. Further, from URLs, we also extract the types of over 4 million articles (15 unique article types, e.g., news, international, multimedia).
DOI: 10.5281/zenodo.10437601
title: Post-cleavage target residence determines asymmetry in non-homologous end joining of Cas12a-induced DNA double strand breaks

description: The original data of the article “Post-cleavage target residence determines asymmetry in non-homologous end joining of Cas12a-induced DNA double strand breaks” , including gene knock-in flow data, WB original gel image, DNA agarose gel image, immunofluorescence image and Sanger sequencing of PCR products.
DOI: 10.5281/zenodo.10598576
title: SPCESM2 data sets

description: This folder contains test, training, validation and normalization data sets for the development of machine learning algorithms in the framework of the superparameterized community earth system model version 2 (SPCESM2). Furthermore, raw SPCESM2 data can be found in the respective .zip folder (SPCESM_raw_data). Additionally, a set of necessary initialization files can be found in the zip folder SPCESM_init_data.
DOI: 10.5281/zenodo.14261274
title: Additional data: Longitudinal single-cell multiomic atlas of high-risk neuroblastoma reveals chemotherapy-induced tumor microenvironment rewiring

description: This repository provides additional data for the manuscript titled "Longitudinal single-cell multiomic atlas of high-risk neuroblastoma reveals chemotherapy-induced tumor microenvironment rewiring", currently under revision at Nature Genetics. The primary data cohort has been deposited in the HTAN data portal. This repository includes processed 10x Xenium spatial transcriptomic data for six TH-MYCN mice (three chemotherapy-treated and three treatment-naive) as well as processed scRNA-seq data for CHLA15 and CHLA20 neuroblastoma (NBL) cells. The scRNA-seq data includes mono-cultured, co-cultured cells with THP-1 macrophages, and co-culture cells treated with Afatinib/CRM197.  
description: Detailed description for each data file:

In vitro scRNA-seq data



seurat_deMULTIplex2_CHLA15.rds, seurat_deMULTIplex2_CHLA20.rds:  seurat objects for all cells in mono- and co-culture experiments involving CHLA15 and CHLA20 cell lines, respectively.

seurat_deMULTIplex2_CHLA15_malignant.rds,seurat_deMULTIplex2_CHLA20)malignant.rds: seurat objects for all malignant cells in mono- and co-culture experiments involving CHLA15 and CHLA20 cell lines, respectively.


In vivo Xenium spatial transcriptomic data



nbl_xenium_anndata_final.h5ad: Anndata object with cell type annotated for Xenium spatial transcriptomic data on TH-MYCN mice. 

label_transfer_xenium_neuroblast_rpca.csv: Neuroblast cell state annotation in Xenium data by Seurat label transfer pipeline using rpca integration.

label_transfer_xenium_macrophage_rpca.csv: Macrophage subset annotation in Xenium data by Seurat label transfer pipeline using rpca integration.
DOI: 10.5281/zenodo.14535886
title: Pyroduct Digital Catalog

description: The Pyroduct Digital Catalog (PDC) is a first-of-it-kind database result of extensive bibliographical research undertaken by the authors and contributors which contains more than 1200 digitalized and manually retraced lava tube cross-sections from more than 94 lava tubes from around the world.

Countries: Italy, Spain (Canary Islands), Portugal (Azores), United States (Oregon, New Mexico, Hawaii), Jordan, Saudi Arabia, Japan, and Australia

Inside the downloadable .zip and .rar files, a .dxf file and an explanatory .csv file are present, respectively the digitalized cross-sections and the explanatory .xlsx file, with all the bibliographical references and details for each lava tube in the catalog.



.dxf file: We categorized and organized the lava tube cross-sections in tables, divided by country and region. Within each table, the curve in the upper-left cell represents the first cross-section in the survey, while the one in the lower-right corner is the last. Each cell is 35mx35m.

.xlsx file: each table is labeled with the name of the lava tube and an identification code, which helps the user identify the cave in the .csv file of the database. Each unique code follows this format:


Initials of the country. Initials of the region. progressive number

Example: IT.SIC.04 (Italy.Sicily.lava tube n.04)The explanatory .csv file is organized as follows: each row represents a lava tube, and the nine columns contain all the information we were able to gather (see Table 1).

Recommended citations:When using the Pyroduct Catalog in your works, we kindly ask you to cite the dataset as follows:Romio, F. A. P., Lobosco, G., Marraffa, A., & Pisani, L. (2024). Pyroduct Digital Catalog (1.0.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.14535886.
DOI: 10.5281/zenodo.14569655
title: Isotopic composition of the atmospheric water vapor during the austral summer at Concordia Station, Dome C, East Antarctica (December 2023 – February 2024)

description: The dataset provides a 2.5-month record (December 6th 2023 – February 14th 2024) of the atmospheric water vapor isotopic composition at Concordia Station (Dome C, 75.10°S, 123.33°E, 3233 m a.s.l.) in East Antarctica.

The atmospheric water vapor isotopic composition is measured by two different laser spectrometers: a L2130-i analyser, manufactured by PICARRO Inc. (CRDS measurement technique) and a prototype version of the ProCeas H2O analyser, manufactured by AP2E Inc. (OF-CEAS measurement technique). The instruments are installed in a heated facility 800m upwind from the main station buildings (75.10°S, 123.30°E).

The inlet of the instrumental set-up is sampling the atmosphere from 50 cm above the snow surface. The dataset provides the hourly-averaged calibrated measurements from both laser spectrometers. The datetime column is in UTC (UTC+8 for local datetime). The timestamp represents the start of the hourly-averaged period. The humidity (mixing ratio) data has been calibrated against an independent humidity measurement and is reported in ppmv. The isotope data has been calibrated for the isotope-humidity dependency and against the VSMOW-SLAP scale and is reported in delta-notation (in ‰).
description: The file contains the hourly calibrated isotopic composition of the atmospheric water vapor at Dome C, from 2023.12.06 to 2024.02.14.

 

The different columns correspond to the following: 

 

C1: datetime: datetime UTC

C2: mr_Picarro[ppmv]: atmospheric mixing ratio measured, measured by the Picarro analyser (ppmv)

C3: d18O_Picarro: delta-18O of water vapor, measured by the Picarro analyser (‰)

C4: dD_Picarro: delta-D of water vapor, measured by the Picarro analyser (‰)

C5: dxs_Picarro: deuterium-excess of water vapor, measured by the Picarro analyser (dxs = dD – 8*d18O, ‰)

C6 to C9: same columns as C2 to C5 but measured by the AP2E analyser
DOI: 10.5281/zenodo.15074832
title: Post-cleavage target residence determines asymmetry in non-homologous end joining of Cas12a-induced DNA double strand breaks

description: The original data of the article “Post-cleavage target residence determines asymmetry in non-homologous end joining of Cas12a-induced DNA double strand breaks” , including gene knock-in flow data, WB original gel image, DNA agarose gel image, immunofluorescence image and Sanger sequencing of PCR products.
DOI: 10.5285/54757cbe-0b13-4385-8b31-4dfaa1dab55e
title: Rutford Ice Stream bed elevation DEM from radar data

description: We present a digital elevation model of the bed of Rutford Ice Stream, Antarctica derived from radio-echo sounding data. The data cover an 18 x 40 km area immediately upstream of the grounding line of the ice stream. This area is of particular interest because repeated seismic surveys have shown that rapid erosion and deposition of subglacial sediments has taken place. The bed topography shows a range of different subglacial landforms including mega-scale glacial lineations, drumlins and hummocks. This dataset will form a baseline survey which, when compared to future surveys, should reveal how active subglacial landscapes change over time. The dataset comprises observed ice thickness data, an interpolated bed elevation grid, observed surface elevation data and a surface elevation grid.
description: Rutford_DEM_data_description.doc 
 bed_WGS84_grid.txt 
 ice_thickness_x_y_t.txt
 surface_elevation_x_y_z.txt 
 surface_WGS84_grid.txt
DOI: 10.5291/ill-data.1-02-329
title: The correlation of polycrystalline texture and magnetic anisotropy: Refining geophysical exploration for Strategic Ore deposits.
DOI: 10.5291/ill-data.crg-2865
title: Correlation of magnetic fabric and deformative texture: strategic ore deposits geophysical fingerprint
DOI: 10.5683/sp2/bc4atc
title: Data Quality Flags for ACE-FTS Level 2 Version 4.1/4.2 Data Set

description: Data quality flags generated for the Atmospheric Chemistry Experiment Fourier Transform Spectrometer (ACE-FTS) Level 2 (L2) version 4.1/4.2 data products. These data quality flags are generated using the technique described in Sheese et al. (2015).