cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/vd6tct9xwr.1
title: subSCOPE - a multiomic pan-cancer subtype classifier (Supplementary Data files)

description: Supplementary data supporting the Cell Protocols manuscript titled 'subSCOPE - a multiomic pan-cancer subtype classifier'. 
S1_featurelists.zip : gzipped folder with 5 feature lists, each corresponding to each DATA TYPE used as input for subSCOPE. Related to protocol Step 1(a) in and 'Before you begin' Step 3(a). 
S2_testfile.txt : Example file that can be used as INPUTFILE for testing subSCOPE. Related to protocol Step 2 and 'Before you begin' Step 3. This is a computer generated example for purposes of demonstration only. 
S3_outputs.zip: Example of the two output files from subSCOPE when a successful set of predictions is generated. Related to 'Expected Outcomes'.
DOI: 10.17632/tj42dyzvm4.1
title: Archive2025Feb_6

description: Raw data_MRC_Archive2025Feb_part_2
DOI: 10.17632/z5cdn9hbdz
title: Archive2025Feb_1

description: Raw data_MRC_Archive2025Feb_part_1
DOI: 10.17632/z5cdn9hbdz.1
title: Archive2025Feb_1

description: Raw data_MRC_Archive2025Feb_part_1
DOI: 10.17882/91559
title: Fish length- and fishing ground depth-driven variation of diet drives Anisakis levels in a zooplankton-feeding fish

description: This dataset gathers trophic and parasitic information on European jack mackerel (Trachurus trachurus) collected in the English Channel during the CAMANOC survey in 2014. Each individual fish is described by size, trophic status (δ13C, δ15N, C/N and calculate trophic level), dietary items from stomach content, and levels of infestation by the parasite nematode Anisakis in 6 tissues (abdominal cavity, liver, gonads, stomach, left and right muscle).
DOI: 10.17882/50798
title: Individual wet/dry conversion factors in English Channel fish muscle

description: Conversion of chemical contamination in fish muscle is often based on empirical conversion factors. This dataset gather individual conversion factors in 17 fish and one cephalopod species sampled in the English Channel during CAMANOC survey in autumn 2014. Biological parameters (length, C/N ratio and trophic level) were considered as potential driver of the variability in conversion factor and are provided in the dataset.
DOI: 10.17632/mgzvgwt6kn
title: Archive2025Feb_11

description: Raw data_MRC_Archive2025Feb_part_11
DOI: 10.17632/mgzvgwt6kn.1
title: Archive2025Feb_11

description: Raw data_MRC_Archive2025Feb_part_11
DOI: 10.17632/3xb4399xwk
title: Archive2025Feb_15

description: Raw data_MRC_Archive2025Feb_part_15
DOI: 10.17632/3xb4399xwk.1
title: Archive2025Feb_15

description: Raw data_MRC_Archive2025Feb_part_15
DOI: 10.17632/5bxk6p8rky.1
title: Archive2025Feb_16

description: Raw data_MRC_Archive2025Feb_part_16
DOI: 10.17632/w84w7c75c5.1
title: Archive2025Feb_14

description: Raw data_MRC_Archive2025Feb_part_14
DOI: 10.17632/37hrjc9kd3.1
title: Supplementary material: visualization of experimental delamination in DCB test and tomography

description: These videos present different stages of the DCB test and tomographic analysis, allowing a complete visualization of the delamination process in the material. Through this supplementary material, it is possible to obtain a global and dynamic understanding of the behavior of the material during the test, beyond what a single static image can offer.
DOI: 10.17632/37hrjc9kd3.2
title: Supplementary material: visualization of experimental delamination in DCB and CDP test and tomography

description: These videos present different stages of the DCB test and tomographic analysis, allowing a complete visualization of the delamination process in the material. Through this supplementary material, it is possible to obtain a global and dynamic understanding of the behavior of the material during the test, beyond what a single static image can offer. This material is supplementary to the article "Experimental strategies to improve composite delamination response bypromoting dissipation mechanisms at different length scales" DOI https://doi.org/10.1016/j.compositesa.2025.108759
DOI: 10.17632/dwsfg82vvt
title: Archive2025Feb_14

description: Raw data_MRC_Archive2025Feb_part_13
DOI: 10.17632/dwsfg82vvt.1
title: Archive2025Feb_14

description: Raw data_MRC_Archive2025Feb_part_13
DOI: 10.17632/fsmt6p33ps
title: Archive2025Feb_7

description: Raw data_MRC_Archive2025Feb_part_7
DOI: 10.17632/fsmt6p33ps.1
title: Archive2025Feb_7

description: Raw data_MRC_Archive2025Feb_part_7
DOI: 10.5281/zenodo.14835047
title: Torres de Telecomunição de Divinópolis
DOI: 10.5281/zenodo.14835048
title: Torres de Telecomunição de Divinópolis
DOI: 10.17632/3yxg5rvt4g.1
title: Archive2025Feb_12

description: Raw data_MRC_Archive2025Feb_part_12
DOI: 10.15468/dl.dt24p3
title: Occurrence Download

description: A dataset containing 1095315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Belgium, Germany, Netherlands)",
 "TaxonKey is one of (Ondatra zibethicus (Linnaeus, 1766), Myocastor coypus (Molina, 1782))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1095315 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020377-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m3cwqw
title: Occurrence Download

description: A dataset containing 219742 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is one of (Aponogeton distachyos L.f., Arthurdendyus triangulatus (Dendy, 1895), Cabomba caroliniana A.Gray, Callosciurus finlaysonii (Horsfield, 1823), Cherax destructor Clark, 1936, Corvus splendens Vieillot, 1817, Crassula helmsii (Kirk) Cockayne, Elodea densa (Planch.) Casp., Eriocheir sinensis H.Milne Edwards, 1853, Erythranthe guttata (DC.) G.L.Nesom, Faxonius immunis (Hagen, 1870), Faxonius juvenilis (Hagen, 1870), Faxonius rusticus (Girard, 1852), Faxonius virilis (Hagen, 1870), Gambusia affinis (Baird & Girard, 1853), Heracleum mantegazzianum Sommier & Levier, Heracleum persicum Desf. ex Fisch., C.A.Mey. & Avé-Lall., Heracleum pubescens (Hoffm.) M.Bieb., Houttuynia cordata Thunb., Hydrocotyle ranunculoides L.f., Impatiens glandulifera Royle, Koenigia polystachya (Wall. ex Meisn.) T.M.Schust. & Reveal, Lagarosiphon major (Ridl.) Moss, Lepomis gibbosus (Linnaeus, 1758), Limnoperna fortunei (Dunker, 1857), Ludwigia grandiflora (Michx.) Greuter & Burdet, Ludwigia peploides (Kunth) P.H.Raven, Lysichiton americanus Hultén & H.St.John, Morone americana (Gmelin, 1789), Muntiacus reevesi (Ogilby, 1839), Myriophyllum aquaticum (Vell.) Verdc., Myriophyllum heterophyllum Michx., Pacifastacus leniusculus (Dana, 1852), Petasites japonicus (Siebold & Zucc.) Maxim., Pontederia cordata L., Procambarus acutus (Girard, 1852), Procambarus clarkii (Girard, 1852), Procambarus virginalis Lyko, 2017, Pseudorasbora parva (Temminck & Schlegel, 1846), Pycnonotus cafer (Linnaeus, 1766), Saururus cernuus L., Sciurus carolinensis Gmelin, 1788, Sciurus niger Linnaeus, 1758, Solenopsis invicta Buren, 1972, Solenopsis richteri Forel, 1909, Threskiornis aethiopicus (Latham, 1790), Vespa velutina Lepeletier, 1836, Zizania latifolia (Griseb.) Hance ex F.Muell.)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 219742 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020378-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wds5zg2rgw
title: Archive2025Feb_4

description: Raw data_MRC_Archive2025Feb_part_4
DOI: 10.17632/wds5zg2rgw.1
title: Archive2025Feb_4

description: Raw data_MRC_Archive2025Feb_part_4
DOI: 10.17632/8xwy8v92px
title: Archive2025Feb_5

description: Raw data_MRC_Archive2025Feb_part_5
DOI: 10.17632/8xwy8v92px.1
title: Archive2025Feb_5

description: Raw data_MRC_Archive2025Feb_part_5
DOI: 10.17632/yfwykft355.1
title: Vehicle Non-exhaust Emissions Significantly Contribute to Urban PM pollution in New Energy Vehicles Era

description: Based on the Tianjin Statistical Yearbook, we obtained the population of small passenger vehicles from 2002 to 2021. Moreover, we employed established methodologies from prior research(Sun et al., 2019) to adopt a trend extrapolation approach for predicting vehicle population from 2022 to 2035. We employed a logistic model to predict the population of new energy vehicles from 2022 to 2035 based on nationwide vehicle population data and Automotive Industry Association statistical data. The population of conventional fuel vehicles was determined by subtracting the population of new energy vehicles from the overall vehicle population.
The VKT is a key foundational data for constructing emission inventory, reflecting the overall activity level of a vehicle fleet. The inspection station database records vehicle age and cumulative mileage, and with appropriate data processing to provide a highly reliable annual average mileage. 
Tianjin PM10 concentration and ADMS model simulation of brake and tire wear PM10 hourly concentration.
DOI: 10.17632/yfwykft355.2
title: Vehicle Non-exhaust Emissions Significantly Contribute to Urban PM pollution in New Energy Vehicles Era

description: Based on the Tianjin Statistical Yearbook, we obtained the population of small passenger vehicles from 2002 to 2021. Moreover, we employed established methodologies from prior research(Sun et al., 2019) to adopt a trend extrapolation approach for predicting vehicle population from 2022 to 2035. We employed a logistic model to predict the population of new energy vehicles from 2022 to 2035 based on nationwide vehicle population data and Automotive Industry Association statistical data. The population of conventional fuel vehicles was determined by subtracting the population of new energy vehicles from the overall vehicle population.
The VKT is a key foundational data for constructing emission inventory, reflecting the overall activity level of a vehicle fleet. The inspection station database records vehicle age and cumulative mileage, and with appropriate data processing to provide a highly reliable annual average mileage. 
Tianjin PM10 concentration and ADMS model simulation of brake and tire wear PM10 hourly concentration.
DOI: 10.17632/zn3stprt5p
title: Archive2025Feb_9

description: Raw data_MRC_Archive2025Feb_part_9
DOI: 10.17632/zn3stprt5p.1
title: Archive2025Feb_9

description: Raw data_MRC_Archive2025Feb_part_9
DOI: 10.17632/nszt9smm64.1
title: Field-aged Pyrogenic Carbon Migration Enhances Electrochemical Capacities in Deep Soil: A Decade of Evidence

description: This data set includes the "Field-aged Pyrogenic Carbon Migration Enhances Electrochemical Capacities in Deep Soil: Important data covered in the manuscript include pyrogenic carbon, pyrogenic carbon after aging, and the topsoil to the deep soil of the depth at 0-200 cm for both control soil and pyrogenic carbon amended soils.
DOI: 10.17632/fww29mxfnd.1
title: Raw Data: tRF-17-877S6V2 Modulates Radioresistance via Direct Targeting of ENO1 in Colorectal Cancer

description: This dataset contains the comprehensive raw data and analysis files from our study investigating the role of tRF-17-877S6V2 in colorectal cancer (CRC) radioresistance. Our research hypothesis was that tRF-17-877S6V2 modulates radioresistance in CRC through specific target interactions, particularly with ENO1.
DOI: 10.17632/gtnhk6xxfc.1
title: Supplementary materials for "Evaluation of efficacy and safety of non-ablative 1550-nm fractional laser for facial syringoma: A case-series study"

description: Supplementary materials for "Evaluation of efficacy and safety of non-ablative 1550-nm fractional laser for facial syringoma: A case-series study"
Supplementary Figure 1. Change in PSSI scores before and after 1550-nm fractional laser treatment 
Supplementary Figure 2. Correlation between the number of treatment sessions and global improvement scale
Supplementary Figure 3. Correlation between the number of treatment sessions and delta PSSI
DOI: 10.17632/kwxmsjjmgd.1
title: Analysis of caregivers' perception of institutional and state response

description: Analysis of caregivers' perception of institutional and state response

This PDF document contains the findings reported in the manuscript; substantive codes from the coding and categorization process of the interviews and the meetings of the Caregivers' Circle.
DOI: 10.17632/tybzw7zsng.1
title: plasma energy metabolomics in patients with ocular disease

description: Energy metabolism, or central carbon metabolism, encompasses processes that generate adenosine triphosphate (ATP) from nutrients through aerobic and anaerobic respiration, supporting essential cellular functions. Quantifying energy metabolism not only provides insight into cellular energy management but also allows for the investigation of metabolite flux within these interconnected pathways. mitochondrial dysfunction and energy metabolism disruptions have been observed in glaucoma, including altered mitochondrial substrates, gene mutations, and structural abnormalities, a comprehensive energy metabolomics analysis in POAG has yet to be undertaken to illustrate the alterations in the energy metabolism landscape.
DOI: 10.17632/3vb4tpgmkr.1
title: Causal Associations Between Biomarkers and Depression: A Mendelian Randomization Study

description: Causal Associations Between Biomarkers and Depression: A Mendelian Randomization Study
DOI: 10.17632/5hf67sdbgk.1
title: Machine Learning Approaches to Achieve a Sustainable and Resilient City

description: INMET pre-processed data from Forte de Copacabana, Rio de Janeiro, Brazil
DOI: 10.17632/v3spwzz92g.1
title: Fluid threshold of windblown sand and dust on Mars considering electric field and insolation

description: This dataset supports the article "Fluid threshold of windblown sand and dust on Mars considering electric field and insolation". The data are provided in MatLab format.
DOI: 10.17632/5hf67sdbgk.2
title: INMET Dataset Pre-processed (2007 - 2024) - Machine Learning Approaches to Achieve a Sustainable and Resilient City

description: INMET pre-processed data from Forte de Copacabana, Rio de Janeiro, Brazil
DOI: 10.17632/b6t6s24v6d.1
title: Nitrate Dynamics in the Kurobe River Alluvial Fan Groundwater, Japan: Insights for Sustainable Coastal Nutrient Management

description: This dataset contains original hydrochemical data collected for the study titled “Nitrate Dynamics in the Kurobe River Alluvial Fan Groundwater, Japan.” It includes detailed information on sample locations, various hydrochemical parameters, and associated data used in the analysis of nitrate dynamics within the aquifer system.

Data Features: 

Location Information: Geographic coordinates and descriptors of sampling sites within the Kurobe River alluvial fan.
Hydrochemical Data: Measurements of key hydrochemical parameters, including nitrate levels, pH, conductivity, and other relevant indicators that inform nitrogen balance management.
Purpose:
The dataset aims to provide researchers with comprehensive data for further analysis and to promote transparency in the research findings published in the associated manuscript.

Usage:
This data can be utilized for further studies on nitrogen management, water quality assessment, and hydrological modeling in coastal environments.

File Format:
The data is provided in an Excel spreadsheet format (.xlsx) for ease of access and analysis.
DOI: 10.17632/vyptydpwrh.1
title: Organizational Collaboration in Marine Environmental Monitoring

description: Buoy monitoring technology is one of the most widely used marine ecological environment monitoring techniques globally, capable of long-term, continuous, and real-time monitoring of targets. Examples include pollution monitoring buoys near offshore oil platforms, acceleration monitoring buoys for the rise and fall movements of deep-sea aquaculture cages, and radiation monitoring buoys for nuclear power plants at sea. The buoy monitoring stations can be flexibly positioned, with a wide range of observation areas (nearshore and offshore) ). Prior to 2014, the limited number of buoy-related joint patent applications did not allow for reliable statistical inferences. Therefore, this paper selects joint patent applications for buoys from 2013 to 2023 as the primary subjects for network construction. The patent data used in this paper are sourced from the Patent Search and Analysis System of the National Intellectual Property Administration of China (http://pss-system.cnipa.gov.cn/).
DOI: 10.17632/n9x9cdg8js.1
title: Upadacitinib for Refractory Alopecia Areata Unresponsive to Prior Systemic Therapies: A Retrospective Study

description: Supplementary Materials of Upadacitinib for Refractory Alopecia Areata Unresponsive to Prior Systemic Therapies: A Retrospective Study
DOI: 10.17632/5dg5yfpx25.1
title: Dermatologic Needs and Access to Dermatology Care in an Uninsured Population: Investigating the Impact of a University-Affiliated Free Clinic

description: Supplemental material for our study "Dermatologic Needs and Access to Dermatology Care in an Uninsured Population: Investigating the Impact of a University-Affiliated Free Clinic"
DOI: 10.17632/6zj5p2g89w.1
title: Fueling Costa Rica's Green Hydrogen Future: A Financial Roadmap for Global Leadership

description: This dataset contains Python code files used for modeling and simulating various aspects of renewable energy systems in Costa Rica. The models include Monte Carlo simulations for solar, wind, and hydrogen production, sensitivity analyses on key financial parameters such as CAPEX, OPEX, and discount rates, and simulations for energy storage and hydrogen demand in the transportation sector. The dataset also includes scripts for generating figures related to these simulations, providing a comprehensive overview of the financial and operational feasibility of renewable energy projects.
DOI: 10.17632/dcv3m6jgh5.1
title: Pearl millet germplasm_188

description: Pruned VCF dataset for 188 pearl millet germplasm for genetic structure analysis
DOI: 10.17632/322hmdsyrm.1
title: Synopsis, reviews, and keywords for model keyword extraction study in the movie domain

description: The use of keywords is increasingly being applied across diverse domains, including the movie industry, whose main platforms are adopting advanced natural language processing techniques. Algorithms for automatic extraction of keywords can provide relevant information in this domain. The data presented here have been generated to perform a keyword extractio nmodel study in the movie domain.

The Excel file “movie_inputs.xlsx” contains the movie synopses and reviews, or the concatenation of both, used to extract the movie keywords. There are 4 columns: "id_title", and "title", which refer to the movie title; "type", which can be "both", "reviews", or "synopsis"; and "text", which contains the movie content. In the case of both and reviews, movie ids go from 1 to 21, whereas movie ids goes from 1 to 100 in the case of synopsis.
 
The Excel file “movie_keywords.xlsx” contains the 20 golden keywords assigned to each movie in order to perform the evaluation. There are 5 columns: "id_title", "title", and "type" indicate the same as the previous file; "keyword_id" refers to the keyword ids of each movie, which go from 1 to 20; and "keyword" column contains the keyword itself.

All details regarding data collection and dataset construction are provided in the following paper. This paper is encouraged to be cited in case of any scientific research publication is produced using this dataset:

Carlos González-Santos, Miguel A. Vega-Rodríguez, Carlos J. Pérez, Iñaki Martínez-Sarriegui, and Joaquín M. López-Muñoz. A keyword extraction model study in the movie domain with synopsis and reviews, Knowledge and Information Systems, 2025, https://doi.org/10.1007/s10115-025-02350-4

This research has been supported by Ministry of Science and Innovation - Spain and State Research Agency - Spain (Projects PID2022-137275NA-I00 and PID2021-122209OB-C32 funded by MCIN/AEI/10.13039 /501100011033), Junta de Extremadura - Spain (Projects IDA3-19-0001-3, GR21017, and GR21057), and European Union (European Regional Development Fund).
DOI: 10.17632/tbwzsgzwcy.1
title: CTDP1 and RPB7 Stabilize Pol II and Permit Reinitiation

description: The mechanisms governing the termination and subsequent reinitiation of RNA polymerase II (Pol II) remain poorly understood. Here we find that depletion of RPB7 leads to the destabilization of Pol II’s largest subunit, RPB1. This destabilization is influenced by the loop regions of RPB7, CDK9, the C-terminal domain (CTD) of RPB1, and its linker region. The stabilization process of RPB1 is regulated by the E3 ubiquitin ligase Cullin 3. Additionally, RPB7 interacts with the phosphatase CTDP1, which is crucial for maintaining RPB1 stability. RPB7 is also vital for the reinitiation of Pol II, engages with RNA processing factors, and is localized to the RNA exit channel of the Pol II complex. The absence of RPB7 compromises RNA processing. We propose that RPB7 recruits CTDP1 to dephosphorylate Pol II, enhancing its stability and facilitating efficient reinitiation, adding an emerging dimension to transcriptional regulation.
DOI: 10.17632/dxds8pc2cz.1
title: PEPSI - carbon taxes and labor market

description: Here, you will find the codes for simulation and descriptive statistics in the paper
DOI: 10.17632/dh47xpkzh8.1
title: Multi-Modal Emotion Labelling of Hinglish Utterances using Iterative Active Learning

description: The described method presents a system designed for labeling emotions in Hinglish utterances. It incorporates diverse types of information, encompassing text and emojis. The active learning approach is employed to iteratively refine emotion labeling by selecting challenging examples for human annotation. This method is particularly beneficial for understanding emotions in the linguistic and cultural context of Hinglish, which amalgamates Hindi and English elements. It holds practical applications in sentiment analysis and interpretation of customer feedback.
DOI: 10.17632/dh47xpkzh8.2
title: Multi-Modal Emotion Labelling of Hinglish Utterances using Iterative Active Learning

description: The described method presents a system designed for labeling emotions in Hinglish utterances. It incorporates diverse types of information, encompassing text and emojis. The active learning approach is employed to iteratively refine emotion labeling by selecting challenging examples for human annotation. This method is particularly beneficial for understanding emotions in the linguistic and cultural context of Hinglish, which amalgamates Hindi and English elements. It holds practical applications in sentiment analysis and interpretation of customer feedback.
DOI: 10.6084/m9.figshare.28320134.v47
title: Logic Syllogistic Algorithms Fedorchenko MV.txt

description: Logic Syllogistic Algorithms
DOI: 10.17632/zrb6jypyb6.1
title: Archive2025Feb_10

description: Raw data_MRC_Archive2025Feb_part_10