cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/y5v2zy356t
title: On Exploring Data Lakes by Finding Compact, Isolated Clusters

description: These are the research materials that accompany article "On Exploring Data Lakes by Finding Compact, Isolated Clusters", by Patricia Jiménez, Juan C. Roldán, and Rafael Corchuelo.  This package includes the following:

- "system": it provides the python code required to run and test RóMULO. There is a "launch.cmd" script that launches the experimentation.  The implementation of the competitors can be found elsewhere.  The implementation of GSPPCA is available from the authors at https://github.com/pamattei/GSPPCA.  The implementation of AffinityPropagation, Meanshift, and OPTICS-XI is available from SckitLearn at https://scikit-learn.org/stable/install.html.  The implementation of PQC is available from the authors at https://github.com/racaes/PQC.  The implementation of DCC is also available from the authors at https://github.com/shahsohil/DCC.

- "data-lakes": each subfolder corresponds to a data lake, and each CSV file inside a data-lake corresponds to a dataset.  The data lakes in package "clustering.zip" are intended to evaluate the proposal regarding unsupervised quality coefficients (the class attribute is set to zero in all cases).  The data lakes in package "classification.zip" are intended to evaluate the proposal regarding supervised quality coefficients (the class attributed is encoded using an enumerated natural number). 

- "results": it provides the results of evaluating RóMULO and other competitors on the previous data lakes.
DOI: 10.3535/95g-q1k-nem
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f48-77a-wy9
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/xnp765g7k9
title: Data for: Morphological and sedimentological responses of small stream channels to extreme rainfall and land use in the Darjeeling Himalayas

description: Stream channels parameters
DOI: 10.3535/g42-9j2-0s8
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mkj-gyc-q8f
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.23717610.v1
title: Supplemental File for Stochastic Flexibility Evaluation for Virtual Power Plants by Aggregating Distributed Energy Resources

description: Supplemental File for Stochastic Flexibility Evaluation for Virtual Power Plants by Aggregating Distributed Energy Resources published on <em>CSEE Journal of Power and Energy Systems</em>
DOI: 10.17632/p88x7sjyx2
title: SRL_accessibilitymetadata

description: Exploring the impact of accessibility metadata in e-learning environments: A systematic literature review
DOI: 10.3535/6my-abr-bzm
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jjm-0hb-xay
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.16822924.v1
title: ScanGrow Manuscript files

description: Datasets relative to the manuscript describing the ScanGrow [Proof of Concept] application: <br> ----------------------------------------------------------------------------- Worth RM and Espina L (2022) ScanGrow: Deep Learning-Based Live Tracking of Bacterial Growth in Broth. Front. Microbiol. 13:900596. doi: 10.3389/fmicb.2022.900596 ----------------------------------------------------------------------------- <br> The contents of the three compressed folders are described below.<br> <br> 1. TRAINING_MODEL.ZIP Collection of images and spreadsheets that was used in the training of the image classification model that ScanGrow [PoC] uses by default. This training dataset should be subjected to the pre-processing workflow provided with ScanGrow to obtain the grouped images to be fed to the model training utility.<br> <br> 2. TEST_MODEL.ZIP<br> Collection of images and spreadsheets comprising the Test dataset used in the evaluation of the image classification model. This includes: - New scans and spreadsheets (represented in Figure 3 as gray triangles). - Evaluation.csv: combined results of the output files from command "Test Model" when run with: * Dataset Test: these scans and spreadsheets (not used for training), * Dataset Training: the dataset used for training the model, or * Dataset Validation: the Training dataset after having flipped horizontally and offsetting the images and adjusted the spectrophotometric values according to the newly inverted well positions. <br> 3. SAMPLE_RUN.ZIP<br> Data from a sample run used to test ScanGrow on a microplate containing different concentrations of several antibiotics. This includes:<br> - Scans used to in the "Sample run" with added antibiotics in the bacterial cultures. - Sample_run_raw.csv: Data exported from the Table view after the run. - Sample_run_processed.csv: Data from the Sample_run_raw.csv file after the introduction of metadata (eg. contents of each well) and calculation of the AUC (area under the curve). - Sample_run_json.json: JSON file showing the results of this run. It can be loaded into a ScanGrow session by clicking on "Show Graphs" -&gt; "Open". - ImageMask.csv: alternative ImageMask to substitute the original one in "C:\Program Files\Riverwell Consultancy Services Ltd\Scan Grow\Configuration". In this alternative ImageMask file, well C11 was modified to overcome an artefact in the scan.
DOI: 10.6084/m9.figshare.27071176.v1
title: <b>A chromosome-scale genome</b>

description: <b>A chromosome-scale </b><b>genome</b><b> </b><b>assembly of the protogyrous hermaphrodite </b><b>camouflage grouper (</b><b><i>Epinephelus polyphekadion</i></b><b>)</b>
DOI: 10.6084/m9.figshare.28001429.v2
title: SCVI-Tools Loom converted Anndata files

description: SCVI-Tools Loom converted Anndata files used for testing and tutorials (loom is not supported for numpy 2)
DOI: 10.17632/sk7nzpgs2j
title: lista de referencias

description: referencias bibliograficas
DOI: 10.25405/data.ncl.19447343.v2
title: Multimorbidity, frailty and socio-demographics of 235 older people in Tanzania.sav

description: A randomised frailty-weighted sample of 235 adults aged 60 years or over living across randomly selected villages in rural northern Tanzania.
DOI: 10.3535/49a-9ma-5sp
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xmf-gss-d2a
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/g25-rrb-0gq
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/q6c-642-n1q
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.20485665.v1
title: Douglas-fir and Oregon white oak physiology and foliar moisture content

description: 2018 Seasonal foliar moisture content data for Douglas-fir and Oregon white oak in nortwestern California under differing stand conditions
DOI: 10.17632/p6dbrk7b2f
title: TPDI-based individual tree detection and segmenation approach

description: We proposed an individual tree detection and segmentation approach based on a trunk point distribution indicator (TPDI). The objective is to identify and segment individual trees from UAV-LiDAR data. High accuracies were derived in Eucalyptus plantations, which were characterized by overlapping crowns and relatively high understory vegetation. 
The folder "codes" contain the UAV-LiDAR data and the reference data of a plot and all Matlab codes.
DOI: 10.3535/3qw-4zc-xc5
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5ym-7xm-dks
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rdx-q9r-t9b
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/bnnvn7gbf3
title: Forensic fibre retrieval validation dataset

description: To use this dataset, download the zip file entitled 'Fibre retrieval dataset' and extract all of its contents. Once extracted, it can be seen that that file contains a folder also called 'Fibre retrieval dataset' which, itself, contains a number of folders. Amongst these is one labelled '0. Introduction' in which there is a pdf document. That document provides details of how this dataset is structured and outlines how it might be used. As described in that pdf document, this dataset contains data that were collected to study the effect of four factors on the rate at which self-adhesive tape is able to retrieve target fibres from surfaces commonly encountered at crime scenes and in forensic laboratories. The factors tested were: • tape type. This has two levels: Crystal Tabs and J-Lar; • tape storage temperature, with three levels: -5, 19 and 35◦C; • taping method, with two levels: zonal and 1 to 1; • the surface from which the target fibres were retrieved, with 12 levels: Brick, Ceramic tile, Cushion cover, Glossed MDF, Jeans, Jumper (i.e. a sweater), Long carpet, Plywood, Seatbelt, Short carpet, T-shirt and Tracksuit trousers. For each of the 144 unique combinations of factor levels, five repeat fibre retrieval rate determinations were carried out, resulting in a total of 720 data points. This dataset also contains the computer code that was used to analyse these data and the outputs generated from those data by that code.
DOI: 10.3535/g1g-py2-nxe
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/j8q-tc9-0b1
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hts-cpy-fqq
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w5l-n3g-5ab
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5wl-let-69s
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qjf-mym-yql
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/rbcnc6jcf3
title: Detailed results of Multilabel Prototype Generation for Data Reduction in k-Nearest Neighour classification

description: Detailed experimental results of both the proposed and existing multilabel Prototype Generation methods for Data Reduction in k-Nearest Neighbour classification:

1. General Multilabel PG comparative
- General comparison of the proposed methods against the existing proposals in the literature.
- Individual results provided for each corpus.
- Corresponds to Section 5.1 in the manuscript.

2. Noise robustness
- Study of the noise robustness capabilities of the proposed strategies as well as the existing methods.
- Individual results provided for each corpus.
- Corresponds to Section 5.2 in the manuscript.

3. Imbalanced data
- Assessment considering imbalanced data metrics.
- Individual results provided for each corpus.
- Corresponds to Section 5.3 in the manuscript.

4. Execution time bechmarking
- Benchmarking comparative, in terms of execution time, of the assessed methods.
- Individual results provided for each iteration considered.
- Corresponds to Section 5.4 in the manuscript.
DOI: 10.3535/413-vhx-s3t
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fmd-l2f-g7e
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/64m-4kf-7bv
title: Specimen from Tallinn University of Technology

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rj1-8ak-lgk
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/rhdc3hmwcy
title: Do cows see the forest or the trees?

description: Data sets, videos and supplementary material (methods description) for the article: 
Neave HW, Rault J-L, Bateson M, Jensen EH and Jensen MB (2023) Do cows see the forest or the trees? A preliminary investigation of attentional scope as a potential indicator of emotional state in dairy cows housed with their calves. Front. Vet. Sci. 10:1257055. doi: 10.3389/fvets.2023.1257055
DOI: 10.3535/exc-dry-4yk
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/z9z-p2d-3q3
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0e6-slb-p77
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nl5-pps-ejp
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jjk-9lq-xyl
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/p8x-ps5-pp2
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.25358857.v1
title: Depth-dependent N effects on SOC

description: Dataset for depth-dependent N effects on SOC
DOI: 10.17632/cvkpbwg9sg
title: Data for: Increasing Heart Transplant Volume by Expansion of Donor Heart Selection Criteria: A Single Center Analysis

description: Heart transplant database with clinical and demographic characteristics of heart transplant recipients and corresponding donors. Some identifying characteristics were removed to maintain patient confidentiality.
DOI: 10.3535/7tw-5fb-qck
title: †Orthida Schuchert & Cooper, 1932

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/y69-5nj-4zv
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sce-37f-nv7
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xtr-lmd-nb8
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/drt-0jx-nkm
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/s19-vbz-hm6
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.28691852.v1
title: Flow in MALL Questionnaire

description: The research aimed to explore the flow experiences of Chinese tertiary EFL students in English learning on moibile learning platform.
DOI: 10.17632/p6gpz5y37w
title: Transcriptomic and metabolomic analysis of liver of black seabream (Acanthopagrus schlegelii) fed with Saccharina japonica supplmentation

description: Macroalgae Saccharina japonica (SJ) has been reported to reduce hepatic lipid accumulation (HLA) in mammals, thus, we hypothesized that dietary SJ can reduce HLA in fish. Firstly, we obtained the transcriptome of the fish by next generation sequencing (NGS) and de novo assbemby. We annotated the unigene of the transcriptome and analyzed differentially expressed genes (DEG) in liver of fish fed with 0, 2.5 and 10% SJ supplementation. Secondly, we identified the metabolite of metabolome by LC/MS analysis and analyzed differentially expressed metabolites (DEM) in liver of fish fed with 0, 2.5 and 10% SJ supplementation. Combined transcriptomic and metabolomic analysis revealed that several important DEG, DEM and co-enriched KEGG pathway were identified to be potentially involved in reducing hepatic lipid accumulation of fish. File S1: DEG in liver of fish between treatments; File S2: DEM in liver of fish between treatments.
DOI: 10.3535/dg0-4wj-7lx
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jan-69b-wc9
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/wth9gfzktv
title: Impact of tissue inhibitor of matrixmetalloprotease-1 (TIMP-1) protein on the proliferation and gene expression of rabbit Achilles tenocytes and rabbit adipose-derived stem cells in vitro

description: In order to know the effect of TIMP-1 on in vitro cell culture of rabbit Achilles tenocytes and rabbit adipose-derived stem cells, we assessed their proliferation with Alamar Blue® assay and furthermore report the effect on gene expression of Col1A1 (extracellular matrix marker collagen I), MKI67 (proliferation marker ki67), TNMD (tenomodulin) and ALP (alkaline phosphatase, a marker for early osteogenesis), respectively, the latter because TIMP-1 has been reported to affect stem cell fate towards osteogenic commitment. As reference gene, 18S was utilized.
These experiments have been performed at different concentrations of TIMP-1 supplementation; i.e. at 1, 10, and 100 ng/mL TIMP-1. The same experiment without TIMP-1 served as control.
DOI: 10.3535/89w-17q-7hf
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bk4-9qc-glp
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/tj7zck96nm
title: Small-ruminants farmers BSC Business Performance Indicators

description: Data from the iSAGE project. Balanced Scorecard indicators of farm performance an economic sustainability. Stata .dta file.
DOI: 10.3535/85a-v5m-ptq
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xg1-qnm-75e
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/myy-g24-qtn
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zz2-zvq-nqc
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.20155082.v1
title: CCK8

description: origin data of CCK8
DOI: 10.6084/m9.figshare.6291734.v1
title: home garden data_Hong_edit_2 2.xlsx

description: 1) Cultivated plant diversity survey at home gardens of Jeju, Korea (n=133), plant identification was done by the garden tender(s)2) Socioeconomic, livelihood, and demographic surveys for each household
DOI: 10.17632/xjgmw2fnjd
title: The Lund Monte Carlo for hadronic processes — PYTHIA version 4.8

description: Title of program: PYTHIA 4.8 Catalogue Id: ACCB_v3_0 [AAXF] Nature of problem The event structure in hadron-hadron collisions is very complex, and no detailed theoretical understanding exists. Hard scattering matrix elements and some other aspects are known, however. Versions of this program held in the CPC repository in Mendeley Data ACCB_v1_0; PYTHIA; 10.1016/0010-4655(84)90018-3 ACCB_v2_0; PYTHIA 3.4; 10.1016/0010-4655(85)90003-7 ACCB_v3_0; PYTHIA 4.8; 10.1016/0010-4655(87)90036-1 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/y64fcp2nzz
title:  BENGALI AUTHORSHIP CLASSIFICATION CORPUS (BACC-18)  

description: If you use the Dataset, please cite the following paper. @ARTICLE{9478882,
author={Hossain, Md. Rajib and Hoque, Mohammed Moshiul and Dewan, M. Ali Akber and Siddique, Nazmul and Islam, Md. Nazmul and Sarker, Iqbal H.},
journal={IEEE Access},
title={Authorship Classification in a Resource Constraint Language Using Convolutional Neural Networks},
year={2021},
volume={9},
number={},
pages={100319-100338},
doi={10.1109/ACCESS.2021.3095967} }
DOI: 10.3535/0e1-p1g-ree
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/s3v-d9d-4k0
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/16b-5va-nra
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tx0-syc-nv6
title: Halopoa imbricata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.13118429.v1
title: Supplemental Table 1 5919.xlsx

description: dFCMs and cFCMs at different days of differentiation
DOI: 10.3535/6vk-qc9-8jq
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.17632/x4x5cf88gv
title: Data for: Will parents let their children bike on “low stress” streets? Validating Level of Traffic Stress for Biking

description: This data was collected at back to school nights at the elementary school and middle school of Highland Park, NJ in the fall of 2017. Parents reviewed six images of bicycle facilities and indicated whether they would ride alone (without a child) on those facilities and whether they would let their child ride a bike there without an adult. Parents could complete the survey for more than one child. For inquiries: please email Kelcie Ralph at kelcie.ralph@ejb.rutgers.edu Image 1 Wide residential street Image 2 Multiuse path Image 3 Busy street with a sharrow Image 4 Narrow residential street Image 5 Residential street with a protected bike lane Image 6 Busy street with a buffered bike lane
DOI: 10.3535/c0s-7k3-drm
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/w9s-jaw-x53
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.c.3775328_d6.v1
title: Additional file 4: Table S4. of The link between adjacent codon pairs and mRNA stability

description: Test for association of the out-of-frame inhibitory codon pairs with mRNA decay rate, protein abundance per mRNA, and ribosome occupancy. (A) Spearmanâ  s correlation and partial correlation coefficients to assess associations between the fraction of the inhibitory codon pairs in the +1 frame and the gene expression variables. P values obtained according to Kim [16] and those based on permutation tests are shown. (B) Same as (A) but for Kendallâ  s correlation coefficients. (C) Same as (A) but for the presence/absence of the inhibitory codon pairs. (D) Same as (B) but for the presence/absence of the inhibitory codon pairs. (E) Same as (A) but for the +2 frame. (F) Same as (B) but for the +2 frame. (G) Same as (C) but for the +2 frame. (H) Same as (D) but for the +2 frame. (XLSX 57Â kb)
DOI: 10.3535/c9h-rqz-lwx
title: Lagenochitina ovoidea

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