cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/6kffmjt7g2
title: RGB-D stair dataset

description:     We provide an RGB-D dataset  with stair line labels and stair step surface labels for stair detection research.
    The images in the training set and the validation set are from Stair dataset with depth maps [1]. Based on this dataset, we remove the RGB images taken under no light source conditions, and finally retain 2276 RGB-D image pairs as the training set and 556 RGB-D image pairs as the validation set.  All the images in the training set and the validation set are padded and scaled to 512 × 512.
    To implement point cloud reconstruction, we use the RealSense D435i depth camera to collect 154 RGB-D image pairs with a resolution of 640 × 480 as the test set. During the collection, we record the camera's pose and the linear transformation relationship of depth map generation for point cloud reconstruction. 
    The labels include stair line labels and stair step surface labels, The stair line labels have the following format:
    cls x1 y1 x2 y2/n
    ...
    Where cls represents the class of the stair line, 0 represents a convex line and 1 represents a concave line. X1 and y1 represent the coordinates of the left endpoint of the stair line, and x2 and y2 represent the coordinates of the right endpoint of the stair line. The label of an image is stored in a text file and associated by the file name.
    The stair step surface labels contain the annotation of  semantic segmentation for stair step surfaces. The segmentation label is stored in a gray image with a size of  512 × 512,  and the classifications include stair riser surface (pixels with 128 value in the gray image), stair tread surface (pixels with 255 value in the gray image) and background (pixels with 0 value in the gray image). 
    For the folder structure, the train file, val file and test file store the training set, the validation set and the test set, respectively. And in train and val files, there are images file, depthes file, labels file and segmentations file, which store the RGB images, the depth images, the stair line labels and stair step surface labels, respectively. In test file, there are images file, depthes file, extrinsicses file, pcds file, plys file, which store the RGB images, the depth images, the linear transformations for depth map generation, the point clouds with pcd format and the point clouds with ply format, respectively.

[1] Wang, Chen; Pei, Zhongcai; Qiu, Shuang; Tang, Zhiyong (2023), “Stair dataset with depth maps”, Mendeley Data, V3, doi: 10.17632/p28ncjnvgk.3
DOI: 10.17632/723b3bdpp4
title: Interview Data: Lights, Policy, Action: Navigating the Dutch Policy Instrument Mix Interactions with Community Energy Initiatives

description: The attachment is an overview of the interview data used as inputs for Lights, Policy, Action: Navigating the Dutch Policy Instrument Mix Interactions with Community Energy Initiatives Research Paper
DOI: 10.17632/r3yjf35hzr
title: Shoplifting Dataset (2022) - CV Laboratory MNNIT Allahabad

description: Synthesized shoplifting dataset is created by ourselves in the CV laboratory of MNNIT Allahabad with the help of 32 Megapixel camera. The recorded videos are of 640x480 resolution and captured at frame rate of 30 frames per second. This dataset has clearly distinguishable person's normal and stealing actions. Our self-created dataset consists of two classes: 
1) Normal
2) Shoplifting
The normal class contains video clips that manifest activities like walking, inspecting shop items, etc. Other side, the shoplifting class has video clips representing object stealing actions by human being like putting store items under clothing or bags etc. 

Note: Dataset required pre-processing step to clean video scenes
DOI: 10.6084/m9.figshare.13328800.v1
title: Data from A songbird inhibits blinking behaviour in flight

description: Visual attention plays a fundamental role in avian flight but attention is likely limited whenever birds blink. Because blinks are necessary to maintaining proper vision, this study tested the hypothesis that birds strategically inhibit their blinks in flight. The blinks of captive great-tailed grackles (<i>Quiscalus mexicanus</i>) were recorded before, during and after they flew a short distance in an open environment. The grackles spent the least amount of time blinking in flight (take-off, during flight and landing) and the most amount of time blinking at impact. Their blinking behaviour was similar before and after flight. These results suggest that grackles strategically inhibit their blinking behaviour in flight, potentially because blinks impose costs to avian flight.
DOI: 10.6084/m9.figshare.14447313.v1
title: Study area

description: 行政区域划分的数据是从1：250,000基础地理数据库，提供中国国家基础地理信息中心（http://www.ngcc.cn/ngcc/html/1//391/392/16114.html），这些数据是免费提供。
DOI: 10.6084/m9.figshare.14923089.v3
title: Si and CdTe detector models from JMI 043501 (2020)

description: Si and CdTe detector models from Mats Persson, Adam Wang, and Norbert J. Pelc "Detective quantum efficiency of photon-counting CdTe and Si detectors for computed tomography: a simulation study," Journal of Medical Imaging 7(4), 043501 (17 July 2020). <br>Change log:2021-09-14: added a script generateFullPsf.m for generating the full psf from the intermediate.<br>
DOI: 10.6084/m9.figshare.21091270.v2
title: Modified 123 bus distribution systems.docx

description: A modified IEEE-123 distribution system. A test system in paper "Optimal Coordinated Operation for the Distribution Network with Virtual Power Plants Considering Load Shaping"
DOI: 10.6084/m9.figshare.23732739.v1
title: Contribución del Inglés al Proyecto de Aula 2do. Grado 2023

description: Actividad de inglés para el desarrollo del proyecto de aula del curso 204, titulado: "Los amigos increíbles y los valores de la bandera de Colombia". Fecha: 21 de julio de 2023. Lugar: Institución Educativa Distrital Manuelita Sáenz.
DOI: 10.6084/m9.figshare.29129102.v1
title: Face Verification and Recognition for Digital Forensics and Information Security.pdf

description: This research enhances face verification and recognition systems for digital forensics and information security using SVM and FaceNet. It addresses accuracy, bias, and privacy challenges, proposing ethical frameworks for deployment in law enforcement, access control, and fraud prevention while mitigating risks like spoofing and data breaches.
DOI: 10.6084/m9.figshare.5782197.v1
title: Full Annotated LC QuAD dataset

description: Manually fully-annotated LC-QuAD dataset, to create a gold label data set for entity and relation linking over dbpedia. For each question, the keywords are classified as entity or predicate. Also these keywords are mapped to the uri of knowledge graph (dbpedia) corresponding to the SPARQL query.<br>
DOI: 10.60893/figshare.sss.27679830.v1
title: N-acetyl galactosamine

description: 01986
DOI: 10.15468/dl.4fuhv8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argentina silus (Ascanius, 1775)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((8.6827 2.71,8.9648 2.8113,8.9648 10.8496,-0.0352 10.8496,-0.0352 5.0957,0.3816 5.278,1.1532 5.3393,1.5603 5.6976,3.8925 5.9309,4.2618 5.8773,4.5416 5.6356,5.1549 4.4105,5.7546 3.8683,6.2396 3.7859,8.2757 4.0386,7.9361 3.4903,8.1439 2.8795,8.6827 2.71))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013242-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.23633877.v3
title: DCTPep, the data of cancer therapy peptides

description: With the discovery of the therapeutic activity of peptides, they have emerged as a promising class of anti-cancer agents due to their specific targeting, low toxicity, and potential for high selectivity. In particular, as peptide-drug conjugates enter the clinical stage, the coupling of targeted peptides with traditional chemotherapy drugs or cytotoxic agents will become a new direction in cancer treatment. To facilitate the drug development of cancer therapy peptides, we have constructed DCTPep, a novel, open, and comprehensive database for cancer therapy peptides. In addition to traditional anticancer peptides (ACPs), the peptide library also includes peptides related to targeted cancer therapy. These data were collected manually from published research articles, patents, and other protein or peptide databases. Data on drug library include clinically investigated and/or approved peptide drugs related to cancer therapy, which mainly come from the portal websites of drug regulatory authorities and organisations in different countries and regions. DCTPep has a total of 6215 entries, we believe that DCTPep will contribute to the design and screening of future cancer therapy peptides.
DOI: 10.6084/m9.figshare.28426967.v1
title: Alfalfa

description: genome
DOI: 10.6084/m9.figshare.4758511.v1
title: folder_10

description: Honeybee accelerometer data
DOI: 10.17028/rd.lboro.26077303.v1
title: Results from the optical microscope

description: The zip file contains the optical microscope analysis of the samples made in AlSi10Mg and AlCuTiMg using Selective Laser Sintering with different levels of shape complexity. The folder "Side on" contains the images of the side cross-section (across layers) of the samples. The folder "Top On" contains the images of the top cross-section (within layers) of the samples.
DOI: 10.17632/3fgc6bzyjp
title: The rise of the chaebol: A bibliometric analysis of business groups in South Korea (data and graphs)

description: South Korean business groups are known as the chaebol. This is a data set based on the bibliometric data that were downloaded from the Scopus database. The data were analyzed using VOSviewer (software for bibliometric analysis) and Gephi (software for network analysis and visualizations). The publications are limited to peer-reviewed scientific articles published in English (n=749). The scientific collaboration network is based on articles with affiliations data (n=705). The bibliographic coupling network includes only articles with references data and 10 or more citations (n=261). The keyword co-occurrence network is based on articles with author keywords data (n=583). The color of nodes in the graphs is based on the modularity class. The size of nodes in the graphs is based on the number of articles (scientific collaboration network), citation count (bibliographic coupling network), and occurrence count (keyword co-occurrence network).
DOI: 10.17632/rpzv8ckwkj
title: Timing of Adjuvant Radiotherapy After Keloid Excision: A Systematic Review and Meta-Analysis

description: Background: No consensus exists on the appropriate timing of adjuvant radiotherapy administration after surgical excision of keloids. Objective: This study investigated the appropriate timing of adjuvant radiotherapy. Methods: A systematic review and meta-analysis of randomized controlled trials and observational cohort studies were performed. A pooled estimate of the incidence rate was performed using a random-effect model. Subgroup analyses based on different anatomic regions, biological effective dose, keloid length, and radiotherapy regimen were also conducted. Results: Sixteen observational cohort studies (1908 keloid lesions) met the inclusion criteria. The incidence rate was significantly reduced in the group treated more than 24 h after surgery (3.80%; 95% CI: 1.78% to 8.13%) compared with the group treated within 24 h (37.16%; 95% CI: 20.80% to 66.37%) (P &lt; .0001) with electron beam therapy but was not significantly different between the groups with brachytherapy and X-ray treatment. Limitations: Most of the included studies were single-arm nonrandomized observational studies. Therefore, randomized controlled trials are warranted to validate the appropriate timing of postoperative radiotherapy. Conclusion: Immediate adjuvant radiotherapy led to no significant reduction in the incidence rate of recurrent keloids
DOI: 10.17605/osf.io/uyd85
title: Experimental Program for The Determination of The Saturation Threshold for Brittle Behaviour In Loose Sandy Silt Gold Tailings

description: dataset related to paper "Experimental Program for The Determination of The Saturation Threshold for Brittle Behaviour In Loose Sandy Silt Gold Tailings"
DOI: 10.17632/p44ymjch6g
title: 模型数据
DOI: 10.17632/xfh8t8568g
title: Code & Data for: Genome content predicts the carbon catabolic preferences of heterotrophic bacteria

description: Code & Data for: Genome content predicts the carbon catabolic preferences of heterotrophic bacteria (Published version: https://www.nature.com/articles/s41564-023-01458-z)

Previously on bioRxiv: Fundamental metabolic strategies of heterotrophic bacteria
DOI: 10.17632/byxt34g25h
title: Water intensity benchmarks for sustainable retail stores

description: The table present retrieved data of the highest revenue retailers for the research paper entitled "Water Intensity benchmarks for sustainable retail stores", according to the variables: "Water Intensity (WI)", “Company”, “Country of origin”, ”Dominant operational category”, ”Store typology”, ”Number of countries of operation”, “Retail revenue”, “Number of stores”, ”Average store sales area”, ”Total store sales area”, “Water intensity”, ”Average number of workers per store”, “Total number of workers” and “Revenue per store sales area”. Based on this data, a WI benchmark was performed, identifying average, minimum and maximum values for each food and non-food retail sub-type, and outliers were identified with the interquartile range and removed so as to reduce error in each category. A linear regression analysis was also performed in retail sub-types that had data from three or more retailers, in order to estimate the relationship between WI as a dependent variable and other independent variables. R-squared values (R²) were calculated for each independent variable, those scoring higher than 0.7 were considered to have a strong effect size on the prediction of WI.
DOI: 10.17632/k3ms7wmcjy
title: New genomic regions for resistance to spot blotch and terminal heat stress in an interspecific population of Triticum aestivum and T. spelta

description: The experimental data on an experiment that was conducted using an incomplete lattice design with four replications under two different environments - the third week of November was considered as timely sown (no terminal heat stress) but favourable for spot blotch only (EN1). The next sowing was done in the last week of December, considered late sown and favourable for both - spot blotch and terminal heat (EN2). Different physiological (NDVI, canopy temperature, leaf chlorophyll) and grain traits (TGW, grain size) were observed under stressed (spot blotch, terminal heat) and non-stressed environments. The genotypic data of 185 RILs and their parents using the Diversity Array Technology protocol described online  http://www.diversityarrays.com/sites/default/files/pub/DArT_DNA_isolation.pdf. SNP and DArT array was done through Diversity Arrays Technology Pty. Ltd. University of Canberra, Australia. The 13,460 single nucleotide polymorphism (SNP) and 14,791 DArT loci obtained.
DOI: 10.17632/pf2w725pw3
title: Order Picking Dataset from a Warehouse of a Footwear Manufacturing Company

description: This dataset originates from a real-world footwear manufacturing warehouse and provides a comprehensive foundation for benchmarking research in warehouse order-picking operations. Data was collected via SQL queries on the company’s Warehouse Management System (WMS), resulting in diverse formats such as CSV files, CAD layouts, and Python scripts. The dataset includes geometric representations of the warehouse layout, with Cartesian-mapped storage locations, aisles, and central depots, detailed product classifications, storage positions, picking wave information, and routing paths. It supports evaluating various storage strategies, including Random, Class-Based, Dedicated, and Hybrid configurations, enabling the analysis of their impact on order-picking efficiency. Temporal data captures operational trends, including timestamps and operator-specific performance, offering insights into workflow efficiency and workload balancing. Anonymization and randomization techniques were applied while retaining realistic operational patterns to preserve confidentiality. This dataset is highly versatile and suitable for developing optimization algorithms for picker routing, order batching, wave generation, and intralogistics, as well as for advancing automation and robotics research through navigation-specific data for autonomous guided vehicles (AGVs) and robotic systems. This dataset significantly contributes to warehouse logistics research and operational optimization by supporting a wide range of applications.
DOI: 10.6084/m9.figshare.13293050.v1
title: Silent cold-sensing neurons contribute to cold allodynia in neuropathic pain

description: <b>Neuropathic pain patients often experience innocuous cooling as excruciating pain. The cell and molecular basis of this cold allodynia is little understood. We used <i>in vivo </i>calcium imaging of sensory ganglia to investigate how the activity of peripheral cold-sensing neurons was altered in three mouse models of neuropathic pain: oxaliplatin-induced neuropathy, partial sciatic nerve ligation and ciguatera poisoning. In control mice, cold-sensing neurons were few in number and small in size. In neuropathic animals with cold allodynia, a set of normally silent large-diameter neurons became sensitive to cooling. Many of these silent cold-sensing neurons responded to noxious mechanical stimuli and expressed the nociceptor markers Na<sub>V</sub>1.8 and CGRPα. Ablating neurons expressing Na<sub>V</sub>1.8 resulted in diminished cold allodynia. The silent cold-sensing neurons could also be activated by cooling in control mice through blockade of K<sub>V</sub>1 voltage-gated potassium channels. Thus silent cold-sensing neurons are unmasked in diverse neuropathic pain states and cold allodynia results from peripheral sensitization caused by altered nociceptor excitability. </b>
DOI: 10.6084/m9.figshare.22083923.v1
title: Raw sequences of epiphytic bacteria

description: a field investigation for plant surface microbes of two dominant grassland species were conducted via 16S rRNA sequencing
DOI: 10.6084/m9.figshare.24439019.v1
title: An <i>Arabidopsis</i> mutant line lacking the mitochondrial calcium transport regulator MICU shows an altered metabolite profile

description: Plant metabolism is constantly changing and requires input signals for efficient regulation. The mitochondrial calcium uniporter (MCU) couples organellar and cytoplasmic calcium oscillations leading to oxidative metabolism regulation in a vast array of species. In <i>Arabidopsis thaliana</i>, genetic deletion of AtMICU leads to altered mitochondrial calcium handling and ultrastructure. Here we aimed to further assess the consequences upon genetic deletion of AtMICU. Our results confirm that AtMICU safeguards intracellular calcium transport associated with carbohydrate, amino acid, and phytol metabolism modifications. The implications of such alterations are discussed.
DOI: 10.6084/m9.figshare.25923565.v1
title: Protein Annotations for GV Bins

description: Protein annotations (COG) for Giant virus genomes.
DOI: 10.6084/m9.figshare.27280572.v3
title: Supplementary File 4 Meta-analysis raw data

description: Supplementary File 4 Meta-analysis raw data
DOI: 10.25573/data.22041383.v1
title: Annotation for Asian Elephant Em538 10x+Hi-C Genome Assembly

description: Genome sequence (Em538.fa.gz) and AUGUSTUS v. 3.3.2 gene predictions (Em538.gff) for the Em538 ("Kandula") 10x+Hi-C assembly (NCBI Accession: JAOTIA020000000). Also provided are the InterProScan v. 5.60-92.0 functional analyses (Em538-InterProScan.tar.gz) of the AUGUSTUS-predicted transcripts (Em538_predictedtranscripts.faa).
DOI: 10.6084/m9.figshare.20173571.v3
title: Data for "Greater evolutionary divergence of thermal limits within marine than terrestrial species"

description: Data and R scripts used to examine patterns in thermal limits across populations. Zip file contains a complete R project folder. This directory includes the thermal limit and environmental data needed to reproduce analyses, along with the scripts used to analyze the data and generate the figures.
DOI: 10.6084/m9.figshare.20583558.v3
title: China Urban Lake Dataset (CULD)

description: A high-resolution circa-2020 map of urban lakes (&gt;0.001 km<sup>2</sup>) in China. The 10-m-resoultion Sentinel-2 imagery as well as a simple but robust water extraction method were used to generate waterbodies in China on Google Earth Engine. After initially filtering out urban water bodies based on the spatial relationships with urban area boundary, we combined high-resolution historical imagery to manually remove non-lake waters such as rivers and paddy fields, and to edit and supplement the missing urban lakes separately. The accuracy of our dataset was evaluated in terms of both area and count of lakes by comparing with manually vectorizing results in randomly sampled urban units. The results showed that our dataset is highly accurate and trustworthy, with the averaged accuracy of 81.85% in area and 93.35% in count.
DOI: 10.6084/m9.figshare.22138214.v1
title: SIK3–HDAC4 in the suprachiasmatic nucleus regulates the timing of arousal at the dark onset and circadian period in mice

description: Source data
DOI: 10.6084/m9.figshare.22189823.v1
title: Data for Hydration Solids

description: Data and analysis codes for Hydration Solids by Steven G. Harrellson, Michael S. DeLay, Xi Chen, Ahmet-Hamdi Cavusoglu, Jonathan Dworkin, Howard A. Stone, and Ozgur Sahin See URL reference 1 for the original article. Some of the force-distance curve data in fig4.xls are associated with the work in URL reference 2. See Readme.docx for the descriptions of individual files.
DOI: 10.6084/m9.figshare.27026620.v1
title: Monchicamides B and I

description: Genome-informed discovery of monchicamides A-K: new cyanobactins from the Microcoleaceae cyanobacterium LEGE 16532. NMR data of monchicamide B (<b>2, </b>1H) and monchicamide I (<b>9</b>, 1H, 13C APT, HSQC, HMBC, COSY).<br>
DOI: 10.6084/m9.figshare.28091039.v1
title: hcom2-invertons

description: Additional data for analysis / figure generation of "Comprehensive profiling of genomic invertons in defined gut microbial community reveals associations with intestinal colonization and surface adhesion". Accompanying code can be found at https://github.com/xiaofanjin/hcom2-invertons
DOI: 10.6084/m9.figshare.5821263.v1
title: Robject files for tissues processed by Seurat

description: Each tissue's gene expression profile was processed by experts to annotate clusters of cells with biological functions. These are the Robjects created using Seurat to normalize and cluster the single-cell RNA-seq expression data.
DOI: 10.17632/d4wsfxw82y
title: Data for: A methodological approach to the genetic identification of native Brook Trout (Salvelinus fontinalis) populations for conservation purposes

description: Microsatellite genotype data for wild collected fish
DOI: 10.17632/hx2t4f2w8z
title: H-syndrome: proposed diagnostic criteria for a clinical challenge

description: This is the supplemental material for "H-syndrome: proposed diagnostic criteria for a clinical challenge" article
DOI: 10.6084/m9.figshare.22369975.v2
title: Phenotypic and genetic Extended Spectrum Beta Lactamase cephalosporin resistance profiles of bacterial isolates from ICU in Tertiary Level Hospital in Kenya

description: This data contains bacterial identification readings from VITEK 2. The data also contain phenotypic antibiotic susceptibility values for bacterial isolates.Genotypic resistance data assessed by detection of ESBL genes is also part of the data.