cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28519496.v1
title: Data for the Journal Paper Machine Learning-Based Context-Aware Lemmatization for Low-Resource Languages: A Case Study of Setswana

description: Efficient natural language processing (NLP) tools for Setswana are essential for improving human-machine interaction, yet the language remains underrepresented in computational linguistics due to its complex morphology and limited linguistic resources. This study introduces a context-aware machine-learning-based lemmatization model for Setswana, addressing challenges in word sense disambiguation and morphological analysis. Unlike previous rule-based lemmatizers, which process words in isolation, this model incorporates contextual information using Naïve Bayes (NB) and N-gram embeddings to improve lemma prediction accuracy. The proposed model was trained and evaluated using a manually annotated Setswana corpus, integrating part-of-speech (POS) tagging and named entity recognition (NER) as key linguistic features. Performance evaluation, based on accuracy (70.32%), precision (70%), recall (65%), and F1-score (66%), demonstrates the model’s effectiveness in resolving polysemous words, a challenge not addressed by existing Setswana lemmatization approaches. Comparative analysis with prior studies highlights that machine-learning models outperform rule-based approaches in capturing contextual dependencies, although dataset size and feature selection remain critical to performance improvement. This research marks a significant advancement in Setswana NLP, establishing a foundation for future hybrid models that integrate deep learning and rule-based techniques for enhanced accuracy. The study contributes to the development of computational tools for low-resource languages, paving the way for their inclusion in modern information retrieval, machine translation, and conversational AI systems.
DOI: 10.17632/6kgf4zvgcm
title: Data for: Digital Data Divide Database

description: This "Digital Data Divide Database", which estimates the world’s technological hardware capacity to telecommunicate information between 1986 and 2017. The database provides both the number of telecommunication subscriptions and the bandwidth capacity for 168 countries.
DOI: 10.17632/nsgvrd55dc
title: POMULT: A program for computing periodic orbits in hamiltonian systems based on multiple shooting algorithms

description: Abstract POMULT is a FORTRAN code for locating Periodic Orbits and Equilibrium Points in Hamiltonian systems based on 2-point boundary value solvers which use multiple shooting algorithms. The code has mainly been developed for locating periodic orbits in molecular Hamiltonian systems with many degrees of freedom and it utilizes a damped Newton—Raphson method and a secant method. The Graphical User Interface has also been written in the tcl-tk script language for interactively manipulating the input a... Title of program: POMULT Catalogue Id: ADHG_v1_0 Nature of problem Given a multidimensional highly coupled molecular potential energy surface we want to compute families of periodic solutions of Hamilton equations. These families of periodic orbits reveal the structure of the classical phase space by detecting the regions of phase space with regular and chaotic motions. Furthermore, periodic orbits point out possible localization of the quantum wavefunctions, and explain/predict spectroscopic features. Versions of this program held in the CPC repository in Mendeley Data ADHG_v1_0; POMULT; 10.1016/S0010-4655(97)00131-8 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.3535/elb-gxz-sv9
title: †Bothriocidaris Eichwald, 1860

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zb1-h7f-1mc
title: †Atrypa Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.11417241.v3
title: data_example.xlsx

description: Data non real for rankspa<br>
DOI: 10.6084/m9.figshare.7406021.v1
title: Ethereum Price Data - Poloniex

description: <b>Ethereum-USD Price Data</b><b></b> <br><i>Poloniex exchange</i> <br><i>Period</i>: 2015-2018
DOI: 10.3535/sr4-55t-enj
title: limestone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xb8-5qn-48g
title: Lava

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.4121/uuid:5047de41-d68c-486f-a9ba-2864175a46f3
title: Heat and mass transfer over slippery, superhydrophobic surfaces

description: COMSOL models, MATLAB codes and data files belonging to the publication: A.S. Haase, R.G.H. Lammertink, Heat and mass transfer over slippery, superhydrophobic surfaces. Phys. Fluids 28, 42002 (2016).
DOI: 10.6084/m9.figshare.3554184.v1
title: Appendix A. Tables and graphs related to the analysis of potential N fertilization and fire effects on different environmental variables.

description: Tables and graphs related to the analysis of potential N fertilization and fire effects on different environmental variables.
DOI: 10.17632/r5r9fj5fxn
title: Survey Data Table GUOhn

description: Rural intellectually disabled families with only child lost are a vulnerable group of the only-child died families. It provides the realistic basis for the formulation and adjustment of the government's targeted support policies. This study investigates 59 rural intellectually disabled families with only child lost in 32 towns in 5 counties (cities, districts) of Shaanxi Province, and conducts a logistic regression analysis of 32 elderly care needs in four aspects of basic living ability, basic living security, basic medical care and spiritual entertainment. The result shows that there are significant differences in the other items except for the two items of whether there is care in hospital and emotional status. In general, age, gender, level of intellectual disability and family monthly income have a significant impact on the different needs of basic old-age care. Therefore, it is suggested that the support policy should be formulated and regulated from the following aspects: increasing the attention of county and city governments, improving the utilization rate of assistance funds, legislating and supervising the rights and responsibilities of caregivers, formulating dynamic caregiver service systems, and implementing centralized support policy.
DOI: 10.3535/b9n-nly-rx1
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lz7-zgv-wl8
title: †Leptaena Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.1305840.v1
title: Database_GDM_Tianjin

description: Database for "Prevalence of gestational diabetes mellitus and its risk factors in Chinese pregnant women: a prospective population-based study in Tianjin, China" to be published in PLOS ONE.
DOI: 10.6084/m9.figshare.28513160.v4
title: Datapack for a tutorial on binning and population genetics in anvi'o

description: A datapack for an anvi'o tutorial on metagenomic binning and population genetics. Data comes originally from Shaiber et al, 2020 (https://genomebiology.biomedcentral.com/articles/10.1186/s13059-020-02195-w). Contains one co-assembly of 5 human tongue samples (T_B_M) from one individual, plus profiled read-mapping data from those samples and 15 additional human tongue samples from 3 individuals (5 each, T_B_F / T_A_M / T_A_F).
DOI: 10.3535/ebz-l8y-55a
title: Heliolitoidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vlb-9ab-h2q
title: Heliolitoidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.28227206.v1
title: Wastewater surveillance overcomes socio-economic limitations of laboratory-based surveillance when monitoring disease transmission: the South African experience during the COVID-19 pandemic

description: This data was used to complete data analysis for the manuscript "Wastewater surveillance overcomes socio-economic limitations of laboratory-based surveillance when monitoring disease transmission: the South African experience during the COVID-19 pandemic". The data includes aggregated laboratory case data and wastewater data for two serwersheds in South Africa. Representative socio-economic data from a Quality of life survey was used, and details on sampling can be found at www.gcro.ac.za.
DOI: 10.3535/nmn-5ln-b5c
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.19435496.v9
title: Temporal and frontal contributions to neural synchronization dysfunction and auditory attention in FXS

description: Source localization of auditory sensory chirp auditory evoked potentials and spectral event analysis.
DOI: 10.6084/m9.figshare.28703099.v1
title: Supplementary Material for: Effects of a Sugar-Sweetened Beverages Tax on Caries in Italy: a Modelling Study.

description: Introduction: Despite efforts to reduce sugar consumption, Italy continues to experience high levels of caries, particularly among 12-year-old children. The introduction of a sugar tax is one strategy that gained traction as a mean of curbing excessive sugar intake. This study aims to assess the potential impact of a sugar tax on reducing caries prevalence through the analysis of two scenarios: a hypothetical implementation of the tax in 2008 (Scen1), compared against actual 2017 data, and a projection of the effects of the planned 2025 tax extending to 2034 (Scen2). Methods: The evaluation utilizes a Markov model to evaluate the health and economic outcomes of a 20% ad valorem tax on sugar-sweetened beverages. Outcomes included the caries experience, as DMFT index, direct dental costs, and indirect costs as forgone earnings due to care, assuming a 100% pass-through to consumers. Outcomes included the caries experience, as DMFT index and QALYs (Quality-Adjusted-Life-Year/s), direct dental costs, and indirect costs as forgone earnings due to care, assuming a 100% pass-through to consumers. A 3% annual discount rate was applied to all costs. Sub-analysis also included geographical macro-areas of Italy (North-West, North-East, Central, Southern, Islands), based on main socio-economic determinants. A probabilistic sensitivity analysis, involving a Monte Carlo simulation with 1,000 iterations, was conducted to assess the robustness of the model, generating estimates of mean values and 95% Uncertainty Intervals. Results: In Scen1, the simulation suggested that a 20% ad valorem tax, would have resulted in a 0.05 reduction of the DMFT, yielded a cost saving of €18.5 million, and €24,520 per QALY gained. The projected 2025–2034 implementation estimated to decrease the DMFT by 0.07, save €38.6 million, and €31,933 per QALY gained. Significant benefits were observed in Southern Italy, an area with higher caries rates and lower dental care utilization, where the impact was pronounced in both scenarios. Conclusion: Integrating a sugar tax into a broader public health strategy can significantly reduce caries and healthcare costs, especially in disadvantaged settings. These findings highlight the need for policymakers to pair sugar taxes with additional preventive measures for optimal public health outcomes.
DOI: 10.3535/1bj-zpq-27p
title: Ceratopyge

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sr1-kmc-dpw
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/36q-68r-vmx
title: †Atrypa Dalman, 1828

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tnm-5eq-2ab
title: limestone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5zx-5e5-m77
title: limestone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/psn-k8n-m93
title: limestone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ec3-fn4-t78
title: limestone

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rja-886-cle
title: †Sceptropora Ulrich, 1888

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.14773137.v1
title: O'Brien et al Supplemental Table S5.2

description: <b>Supplemental Table S5.2.</b> Descriptive statistics for Figs. 5<i>D</i> and <i>E</i>. Table values describe effects of treatment (saline, fentanyl, morphine, and buprenorphine) on latency to onset of NREM sleep (Fig. 5<i>D</i>) and REM sleep (Fig. 5<i>E</i>) (n=6 mice).
DOI: 10.6084/m9.figshare.20119952.v7
title: Codes, raw data of identifications, and experiments

description: Codes and raw data of the article "Lima et al. cues in multitrophic caterpillar-ant-plant interactions".
DOI: 10.6084/m9.figshare.21118594.v1
title: Variant prioritisation heatmap plots

description: The folder contains the different heatmaps originating from the variant prioritization analysis in both .jpeg and .html file. The latter are interactive. Moreover, the individuals genotype table originating the heatmaps is provided in .txt format.
DOI: 10.6084/m9.figshare.24062127.v1
title: Genome segmentation

description: Genome segmentation
DOI: 10.6084/m9.figshare.24470332.v1
title: Data associated with the manuscript "Impact of Stripe Shape on the Reflectivity of Monolithic High Contrast Gratings" by M. Marciniak et al., ACS Photonics 8, 3173 (2021).

description: Data associated with the manuscript "Impact of Stripe Shape on the Reflectivity of Monolithic High Contrast Gratings" by M. Marciniak et al., ACS Photonics 8, 3173 (2021).
DOI: 10.17608/k6.auckland.13106576.v4
title: Validation of the Regulatory Effects of T1D SNPs on Transcriptional Control of Gene Expression

description: Datasets for this project<br>
DOI: 10.3535/07t-f3l-fsl
title: Conularia sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.23736381.v1
title: Data from Coiro & Seyfullah

description: The scripts for generating the morphospaces (01.morphospace.R), the DTT plots (02.DTT_wholetree.R), the rate analyses (03.rates.R), the DTT plots over 100 posterior trees (04.DTT_100sample.R), and the time series analyses (05.Time_series.R) are included. <br>The 'data' folder containts all the data needed for running the scripts, namely:- cond.tre = consensus tree file from Coiro et al. (2023).- sample100 = sample of 100 trees from the posterior sample of Coiro et al. (2023).- Matrix_20230214 = morphological matrix.- FADLAD.csv = FADLAD data for the tip-only analysis.- timeseries.csv = data for the time series analysis, including bootstrap median data for sum of variance and median centroid distance, Temperature, and CO2.<br>The 'data' folder also contains a nexus version of the Morphological matrix with characters annotated and readable by Mesquite (Matrix_ann_20230214)<br><br>
DOI: 10.17632/rnk48zhgpr
title: Data for "Supply chains’ competition and charitable donations in a socially aware market under the poverty alleviation program of the government"

description: The data sets are related to the numerical study of the paper entitled "Supply chains' competition and charitable donations in a socially aware market under the poverty alleviation program of the government" .
DOI: 10.3535/gcl-qgz-ts4
title: Malachite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sje-br0-my1
title: Quartz

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.13095545.v1
title: Focus Groups on Technical Excellence

description: Two focus groups on technical excellence.
DOI: 10.6084/m9.figshare.1368646.v1
title: Submission to Harris Review on deaths in custody

description: My official submission to the Harris Review on deaths in custody in 2014.
DOI: 10.6084/m9.figshare.21608067.v3
title: Appendix S1.xlsx

description: Development periods, longevities and daily oviposition of <em>Tuta absoluta</em> feeding on four potato varieties Pupal weights of <em>Tuta absoluta</em> feeding on four different potato varieties plants. * means <em>P</em> &lt;0.05. Effect of four different potato varieties plants on α-amylase (A), Cellulase (B), Trypsin (C), Lipase (D), superoxide dismutase (SOD) (E), catalase (CAT) (F), peroxidase (POD) (G), carboxylesterase (CarE) (H), and glutathione S-transferase (GST) (I) activity in <em>Tuta absoluta</em>. Data are mean ± SE. Different lowercase letters on the bar indicated significant difference (LSD, P &lt; 0.05).
DOI: 10.6084/m9.figshare.23204024.v1
title: Survey Data

description: Data is collected to evaluate the behavioral research model on patient portals.
DOI: 10.6084/m9.figshare.24105627.v1
title: Uncovering the genomic basis of symbiotic interactions and niche adaptations in freshwater picocyanobacteria

description: Picocyanobacteria from the genera <i>Prochlorococcus</i>, <i>Synechococcus</i>, and <i>Cyanobium</i> are the most widespread photosynthetic organisms in aquatic ecosystems. However, their freshwater populations remain poorly explored, due to the insufficient sampling across diverse inland waterbodies. In this study, we present 170 high-quality genomes of freshwater picocyanobacteria and 33 genomes of potential symbiotic partners from non-axenic cultures collected across Central Europe. The genomic basis of symbiotic interactions involved heterotrophs benefiting from picocyanobacteria-derived nutrients, while providing detoxification of ROS. The global abundance patterns of picocyanobacterial genomes revealed ecologically significant ecotypes, associated with trophic status, temperature, and pH as key environmental factors. The adaptation of picocyanobacteria in (hyper-)eutrophic waterbodies could be attributed to their colonial lifestyles and CRISPR-Cas systems. The prevailing CRISPR-Cas subtypes in picocyanobacteria were I-G and I-E, which appear to have been acquired through horizontal gene transfer from other bacterial phyla.<br>
DOI: 10.6084/m9.figshare.7059617.v1
title: CSWR air temperature for year 2015

description: Intermediate monthly air temperature product for year 2015 calculated using a climate space weighted regression (CSWR).
DOI: 10.3535/mlq-p77-jr8
title: Clay

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w1g-sac-9t2
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6pm-1dq-ys2
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jzy-64l-drt
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bxe-tbk-ln1
title: Heliolitoidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/m7p-czs-bdx
title: Heliolitoidea

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/mk8ttbt545
title: Super and typical enhancer switching in early mammalian development involves eRNA mediated SWI/SNF recruitment

description: Our data shows that the AT-hook domain of Brg1 is required for it's recruitment by an RNA dependent mechanism in distinct developmental stages. To further substantiate that the AT-hook Brg1 binds to the RNA, we purified the wild type and mutant AT-hook peptides and performed gel shift assay. Here, the gel images pertinent to the purification of the wild type and mutant AT-hook peptides and electrophoretic mobility shift assay (EMSA). The details of the experimental conditions for purification and EMSA are described in STAR Methods.
DOI: 10.3535/05k-exm-lyh
title: Clay

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xqg-bz1-c8r
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.19654020.v1
title: Table 1 - Accessions and Assembly Data

description: Metadata of the nine Streptococcus pneumoniae Serotype 3 CC180 Strains
DOI: 10.3535/n8x-wx7-34h
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/q5x-ghe-6eg
title: Chitinozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.1418046.v1
title: Effets de la Modernisation de Tannerie sur l’Impact de ses Activités sur la Qualité des Eaux : cas de la Tannerie de Maradi au Niger

description: The modernization of the tannery of Maradi had intervened in 2009 with the introduction of the process of tanning in the chromium. We estimated the influence of this change of operating process through an evaluation of the impact characteristics evolution of the solid and liquid discharges of this tannery on water. It stands out that the modernization of the tannery activities had more or less significant effects on these environment elements. We noted a relative improvement of the quality of underground waters illustrated by the regression of the content in chloride and nitrates rates stabilization. While the content in chromium evolved in a significant way as well as the pH. However, all the four above parameters remain below WHO standards. By cons, this modernization has almost not influenced the impact on the quality of surface waters. The values of BOD and COD have continued to rise despite the installation of a treatment system. Thus this surface water, including the pond, proved to be a major public health risk for domestic and agricultural use and is also a source of air pollution.
DOI: 10.3535/5na-twy-v3w
title: †Dicoelosia King, 1850

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6ma-bjc-04z
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.28550441.v1
title: Precise calcium-to-spike inference using biophysical generative models

description: This dataset contains data and code used for visualization of results presented in the title manuscript
DOI: 10.3535/99x-rb3-ldp
title: †Atrypoidea Gill, 1871

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/j3g-0vd-e0f
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.3082183.v1
title: Population scenarios for Central Germany

description: Population scenarios for Central Germany: The population scenarios for Central Germany are based on the 12th population prognosis of the federal bureau of statistics available on www.destatis.de. For the scenario building we used the variants V1W1 and V1W2 (see original data and leaflet p 37). Detailed information on the assumptions used for the different variants are presented in the official dataset and leaflet. See readme page in population scenario file for more details.<br>
DOI: 10.3535/k8e-3vz-rfl
title: †Atrypoidea Gill, 1871

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/thy-j3r-2qd
title: †Triplesia Hall, 1859

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.