cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/33pdpk9zgd
title: Weights for Autonomous Campus Navigation

description: This release provides high-performance pre-trained model weights to support autonomous path tracking research using deep learning. The weights correspond to object detection models trained on the AutoNaVIT dataset and are ideal for benchmarking, transfer learning, and validation tasks in autonomous navigation systems.

Key Components:
Pre-trained Model Weights Only – No image or annotation files are included in this release

Models Provided:

YOLOv8n (Nano version)

YOLOv8s (Small version)

YOLOv5s (Small version)

Performance Metrics: All models demonstrated mean Average Precision (mAP) &gt; 95% when evaluated on the full AutoNaVIT dataset

Annotation Format Used in Training: CSV format capturing object classification and bounding box coordinates for the following classes:

Kerb

Obstacle

Path

These models were trained to recognize key visual cues necessary for autonomous path tracking, such as kerbs, obstacles, and navigable paths. The provided weights are optimized for high accuracy and fast inference, and they can be integrated into diverse object detection pipelines.

Note: This release includes only the model weights. The annotated images and label files used for training are part of a separate dataset release.
DOI: 10.17632/28cr9h6pm7
title: Performance of IPSec Secured VoIP Based on Choice of Codec - Research Data

description: There is an increasing interest among service providers in deploying converged IP networks, which provide cost-effective, flexible, and efficient solution for both customers and service providers. However, this has raised many security concerns as VoIP runs over IP shared networks. Any service using an IP network requires a certain extent of security. VoIP traffic is time-sensitive and exhibits a bounded quality of service requirements such as delay, jitter, and packet loss. With this in mind, it is essential to ensure that the addition of more services on VoIP does not degrade this quality of service parameters. Hence, this study aims to discover the codec that efficiently balances well using three experiments and meets the ITU VoIP quality recommendations. Three VoIP codecs, namely G.711.1, G.723.1, and G.729.3, were evaluated on three different experiments, namely GRE, GRE with IPsec, and IPsec. The experimental study took place under Graphic Network Simulator (GNS3) integrating other software like the VMWare workstation, which hosted the Ubuntu Linux 16.04LTS. This study adopted the Distributed Internet Traffic Generator (D-ITG) for performance measurement and evaluated QoS criteria such as delay, jitter, and packet loss. All the experiment took place within the GNS3 environment. The duration of the experiments were 120 s and 180 s with an Inter-Departure time of 100 – 1000 packets per seconds and a packet size of 100 – 1000 bytes. The result of the study proved that G.723.1 and G.729.3 codec efficiently balanced well on the three experiments.
DOI: 10.17632/wcypffxzr4
title: Supplementary Data on Scientometrics of Environmental Valuation

description: This dataset on the scientometrics of  “Environmental Valuation”  is presented. It shows supplementary data that includes author details, publication data, funding information, affiliations, keywords, word clouds and retrieved data from Web of Science (WoS) and SCOPUS databases. This dataset was used for the paper by applying Scientometric science, which is based on bibliometric analysis. The results were used for establishing research patterns, visualisation data and identifying progress on  “Environmental Valuation” . The data were also included as supplementary data subjected to a scientometric study which looked at various parameters like publication years, authorship, and publication's country base to understudy the research pattern. See the full paper in: Olukolajo, M.A., Oyetunji A.K., Amaechi, C.V. (2022). A Scientometric Review Of Environmental Valuation Research With a Path For The Future. Heliyon. 2022.
DOI: 10.17632/n7pdbyh79n
title: LINF_150023200

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/4k9n5km8pb
title: Drilling Mud Composition ANN Dataset

description: This data was generated using equations for finding the mixture composition of different drilling mud. These equations are derivated from fundamental topics such as Conservation of Mass and volume. The purpose of this dataset is to train an ANN that predicts the drilling mud composition for given input parameters.
DOI: 10.17632/4rbzg5mvc3
title: Genetic variants of sex hormone levels

description: The causal relationships between serum sex hormones and COVID-19 susceptibility and severity remain unknown. In this study, we systematically assessed the sex-specific causal effects of serum sex hormone levels, total testosterone (TT), bioavailable testosterone (BT) in particular, on COVID-19 outcomes based on two-sample Mendelian randomization (MR), using summary statistics of genome-wide association studies (GWASs). The data is about number of genetic variants after LD clumping and IVs for each sex hormone levels.
DOI: 10.17632/w9rn6ct78j
title: Extended Dataset Generated by the OEIS Integer Sequence A376895: Primes of the Form 3^k*k^3 + 2.

description: This integer sequence was registered and published in the On-Line Encyclopedia of Integer Sequences (OEIS.org) Database on October 08 - 2024, under the OEIS code: A376895.

This sequence can be expressed with the help of a general formula that uses the OEIS-indexed sequence A366997
which are the integers n such that a(n) = 3n *n3 + 2 is a prime number. This general formula is such that:

a(n) = 3^A366997 * A366997^3 + 2.

Some interesting properties of this sequence are:

◼ The next term a(8) = ∼2.20847 x10143 is too large to include in the standard OEIS format.
◼ a(9) = ∼8.66244 x10153.
◼ a(10) = ∼9.21872 x10433.
◼ This sequence is constituted by primes of the forms A002145 and A002144, with the exception of 2.
◼ The last known integer k in A366997 is 20803 and corresponds to a(13) = ∼3.21988 x109938.

The numerical data showed on this dataset was generated by the following Mathematica program:

Select[Table[3^k*k^3+2, {k, 0, 10000}], PrimeQ]

The previous program was builded on Mathematica v13.3.0.

Note: More mathematical details, graphics and technical information can be found in the notebook (.nb) & pdf files provided in this data pack.
DOI: 10.17632/7mt4gm8wc6
title: Minipig Skin MALDI Imaging Mass Spectrometry

description: imzml and ibd files of MALDI imaging mass spectrometry on 4 consecutive minipig skin sections. The spatial resolution is 10um. The matrix applied on the sections was 2,5-dihydroxybenzoicacid (DHB). The spectral resolution was 33,000 at m/z 400.
DOI: 10.17632/4wt9b5nkm9
title: Collaborative Online International Learning (COIL) for Sustainable Development.

description: This questionnaire aims to gather insights and experiences from students participating in a COIL project. The focus is on understanding cross-cultural collaboration, knowledge of sustainable building materials, and the impact of the project on participants' learning.
DOI: 10.17632/376mv7mt9n
title: BBDD_profiles_divorce

description: A sample of 257 divorced parents, users of family visitation centers (mean age 40.3 (SD = 6.91), completed measures of adaptation to divorce, and parental and children symptoms. Data were analyzed using a person-centered latent profile analysis (LPA).
DOI: 10.17632/ydtrxpr4vw
title: Fast sparse matrix multiplication

description: Abstract A new space-efficient representation for sparse matrices is introduced and a fast sparse matrix multiplication algorithm based on the new representation is presented. The scheme is very efficient when the nonzero elements of a sparse matrix are partially or fully adjacent to one another as in band or triangular matrices. The space complexity of the new representation is better than that of existing algorithms when the number of sets of adjacent nonzero elements, called segments, is less than ... Title of program: SMM Catalogue Id: ACHR_v1_0 Nature of problem Sparse matrix multiplication often arises in scientific computations. Since a sparse matrix includes many zero elements, the multiplication should not be handled in the same way as for dense matrices. The standard matrix multiplication algorithm for n x n factor matrices, represented in the usual two-dimensional array form, takes O(n^3) time. This means that when the factor matrices are very large, e.g., 1000's x 1000's, not only will the computation time be excessively long but the demands on ... Versions of this program held in the CPC repository in Mendeley Data ACHR_v1_0; SMM; 10.1016/0010-4655(92)90116-G This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/8k6pwnn664
title: Scale dependency of community assembly differs between subtropical forest bacteria and fungi

description: Scale dependency of community assembly differs between subtropical forest bacteria and fungi
DOI: 10.17632/gxy23wkk22
title: IDENTIFY CROP MAPPING IN SATELLITE IMAGERIES

description: In this folder l share my study area data (shape file) and results.
DOI: 10.17632/7tnhcwykpc
title: Enhancing students’ digital competencies within the Employability module of the University of Europe’s skills-based curricula

description: The onset of the coronavirus has catalyzed an acceleration in the adoption of digital teaching practices that have been trending in Higher Education for over a decade. The most obvious of these has been the abrupt switch to online training. Given the speed at which this transition from in-person instruction has taken place, many instructors' natural first inclination has been to maintain teaching styles as similar as possible to those employed in person, including the traditional lecture format. However, a growing body of research is confirming what instructors across the educational spectrum are observing: namely, that student behaviour, the psychological effect of the medium, participation levels, attention span and learning outcomes online can vary widely from those demonstrated in traditional classroom settings. It is becoming increasingly clear that conditions such as "Zoom fatigue" are very real, and that, if teaching is to be effective, different methodologies based on digital learning experiences should be added to educators' repertoires that take the particular challenges and new opportunities of the online environment into consideration. This paper will examine how some of these new online-based methodologies and digital tools are being developed and introduced at the University of Europe within the undergraduate students' Employability module to enhance the student online experience as well as learning outcomes. The module spans three semesters; here the authors will focus on implementations within the first semester, Employability I: English and the second semester, Employability II: Soft Skills to nurture relevant skills and to ensure that learning environments remain fit-for-purpose for the digital age.
DOI: 10.17632/sdjxmjntgy
title: LINF_140017000

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/z68hmwvs8z
title: High-pressure thermoelasticity of liquid Fe-rich alloys

description: Data Set S1
DOI: 10.17632/g5ktw4y4pz
title: Data stream dataset of SARS-CoV-2 nucleotide sequences

description: The dataset provides numeric datastream of SARS-CoV-2 virus nucleotide sequences. The dataset is composed of 1557 virus instances of SARS-CoV-2. Besides, the dataset also provides a data stream of 11540 viruses from the Virus-Host DB dataset and the other three Riboviria viruses from NCBI.
DOI: 10.17632/nxzs4dtztg
title: Regulation of oxidative phosphorylation by nuclear myosin 1 protects cells from metabolic reprogramming and tumorigenesis in mice

description: Metabolomics data on NM1 knockout mouse embryonic fibroblasts
DOI: 10.17632/4ccs9zzmgx
title: Data for: New geochronological constraints on the middle Archean Shurugwi greenstone belt toward an understanding of the crustal evolution of the Zimbabwe Craton

description: Appendix 1: GPS coordinates of sample localities. Appendix 2: Results of zircon U-Pb dating. Appendix 3: Results of chromitite Re-Os isotopic analysis.
DOI: 10.17632/3pkp8kg6g3
title: Multi-Isotope Variation Reveals Social Complexity in Viking Age Norway

description: Vikings_isotopes_publication_script. R to the data and code availability section
DOI: 10.21233/c6jw-ah46
title: B9530 pollen surface sample dataset

description: Raw data for the B9530 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/26p2hcf2vg
title: Characterization and Antimicrobial Efficacy of Silver Nanoparticles Synthesized from parts of Endemic Species Terminalia pallida Brandis

description: The present data submitted here is related to my research work. In this paper, I've mentioned the work related to the synthesis of silver nanoparticles, their characterization, and their three applications. 
UV- VIS:- (UV-VIS-NIR spectrophotometer, Jasco Make, Japan Model: V-670) - at VIT, Vellore; FTIR Modal: IR Affinity-1, (Shimadzu, Mode of Analysis: ATR Mode, Japan) at VIT, Vellore; XRD:- Bruker D-8 advance, Germany at VIT, Vellore; AFM:- (Bruker USA), ICON (Dimension) Scan Asyst at IISc Bangalore; HRSEM:- Hitachi S-3400 N SEM at IISc Bangalore; FeSEM:- (SUPRA 55) Carl Zeiss, Germany at Sathyabama University, Chennai; HRTEM:- FEI-TECNAI G2-20 TWIN (200kV) at VIT, Vellore.

Applications
I. Against Gram-Negative strains (-Ve): Escherichia coli and Staphylococcus aureus; Gram-Positive Strains (+Ve): Klebsiella pneumoniae and Bacillus subtilis. 

Description About this Research work
Terminalia pallida is a semi-evergreen endemic tree. The leaf, bark, and fruits are known for their medicinal and therapeutic values. These parts have extraordinary medicinal characteristics in curing various diseases and most of the tribal people are still using the extracts of these plant parts in their daily life and curing various ailments. 
A lot of work had been carried out on the biosynthesis of metal and mineral nanoparticles using numerous plants. Green synthesis of nanoparticles using traditional endemic medicinal plants is scanty. So far no work has been carried out on the production of silver nanoparticles by using leaf, bark, and fruits of T. pallida. In this connection, the research work aimed to synthesize nanoparticles from plant parts individually. 
These biosynthesized silver nanoparticles are exhibiting antimicrobial activity which showed the efficacy of check microbial growth, along with anti-scavenging and anti-inflammatory activities. Depending on the size of SNPs they were used for different applications such as antioxidant, anti-inflammatory, and antimicrobial activity and the results showed that the SNPs have efficacy in controlling different diseases and disorders successfully when compared to the other raw forms at the nano-level, thus proving their efficiency in controlling microbes and other activities. 
The plant parts of Terminaliapallida can be further explored for their various uses concerning SNPs and their applications in neutraceuticals and pharmaceutical industries in the future.
DOI: 10.17632/nyb7gj59gk
title: Theme_Identifiability_Ad_hoc_Spanish.xls

description: Theme_Identifiability_Ad_hoc_Spanish.xls consists of five sheets. The first sheet, "Theme identifiability", contains the raw data. For each participant, it presents the 70 critical words along with their respective lists of 10 ad hoc associates. 
The first column shows the participant number, the second column identifies the list, the third column specifies the type of relationship of the lists (ad hoc), and the fourth column indicates the type of word (studied vs. critical). The fifth column contains the words themselves, while the sixth column provides the English translations of the critical and studied words. Adjacent columns include all responses provided by participants in the first, second, and third positions, as well as the confidence judgements related to the first response. Additionally, intrusions are noted—i.e., words from a study list that a participant mistakenly identified as the theme of that list, and therefore are not considered valid responses.
The second sheet, “First word”, contains the total count of responses given in the first position for each list. It includes all the words that participants generated as the theme in the first position, associated with their respective critical word and list number. Additionally, it provides the English translation of the critical word, the total number of participants who responded to each list, the number of participants who identified a word as the theme, the percentage of participants who did so, and the mean confidence judgement for each first word. Intrusions are also noted, including the quantity and the incorrectly identified word. 
The third and fourth sheets, “Second word” and “Third word”, respectively, are dedicated to the count of responses given in the second and third positions. The layout is identical to the previous sheets, except that the column for the mean confidence judgement is not included. The fifth sheet, "Summary," presents the final summary, showing the most frequently identified theme for the first, second, and third positions for each list.
DOI: 10.17632/h483t5kkc4
title: Kinect v2 skeleton joints point and 6 angles dataset

description: The collected dataset for eight fixed positions came from 127 volunteers (men and women), whose ages ranged from 20 to 41, with different heights (1.45–1.91 m) and different body sizes.
Each person among the volunteers imitates or performs the eight positions or poses: “hands up”, “right hand up”, “left hand up”, “hands-on head”, “arms open”, “stand up straight”, “hands-on waist" and “hands forward” as shown in picture (1), interspersed with a simple movement that falls under the same position.
For each person, record 240 frames (each frame contains 15 joint camera coordinates in X, Y, and Z, and 6 angles as show in picture (3)). The record total frames are 30480 frames. 72% are used as training data and 28% are used for testing
DOI: 10.17632/dprhdyxk7s
title: Data for: A Complex Network Perspective for Characterizing Urban Travel Demand Patterns

description: The data contains information on the network structure of the origin-destination travel demand, including sampled trips by all modes, from Chicago, USA and Melbourne, Australia. The network information for Melbourne is originally sourced from the "Victorian Integrated Survey of Travel and Activity (VISTA) 2007-2008" accessible via https://transport.vic.gov.au/About/Data-and-research/Vista and for Chicago is originally sourced from the "Chicago Travel Tracker Survey 2007-2008" accessible via https://www.cmap.illinois.gov/data/transportation/travel-survey. Data is in .mat format suitable to open and edit in MATLAB. "Chicago_links_all_trips" and "Melbourne_links_all_trips" include a list of nodes with the associated latitude and longitude in each city. Example: 1, 141.420135, -34.185432. Description: Node 1 is located at 141.420135 and -34.185432. "Chicago_nodes_all_trips" and "Melbourne_nodes_all_trips" include the number of trips represented in the 3rd column between node i (1st column) and node j (2nd column) for each city. Example: 117,143,2. Description: There are 2 trips going from node 117 to node 143. ​
DOI: 10.17632/7pr9hjfxhb
title: Renewable energy, non-renewable energy and sustainable development: Evidence from OECD countries

description: Datasets for Renewable energy and sustainable development: Evidence from OECD countries
DOI: 10.17632/v5pb6hd372
title: LINF_130020200

description: Ran-binding protein 1 | RanBP1; Leishmania infantum (strain JPCM5)
DOI: 10.17632/hkxb4tcwy6
title: ML for mechanical behavior of PLA/Brass composites

description: Machine learning algorithms based approach on prediction of mechanical behavior of PLA/Brass composites manufactured by additive manufacturing
DOI: 10.17632/5zw326gw6v
title: Supplementary table I- Effectiveness and tolerance of Janus kinase inhibitors for the treatment of recalcitrant atopic dermatitis in a real-life French multicenter adult cohort. Vanlerberghe et al 

description: Supplementary Table I : Characteristics of patients at baseline (before JAK inhibitor introduction)
DOI: 10.17632/6gvs94p6r2
title: R modeling code, high-speed video, sound files and other data from: Long- and short-range bimodal signals mediate mate location and recognition in yellow fever mosquitoes 

description: This data set is supplementary to the manuscript "Long- and short-range bimodal signals mediate mate location and recognition in yellow fever mosquitoes". This publication used high-speed video to demonstrate the wing flash phenomena in both laboratory populations of the yellow fever mosquito, Aedes aegypti, and field populations of dipterans. We also tested the attractiveness of flashing LED arrays as stand-ins for mosquito swarms. Additionally, we used LED arrays coupled with earbud speakers as swarm stand-ins. Using the LED arrays, we exposed Ae. aegypti and males of the northern house mosquito, Culex pipiens, to various frequencies and combinations of flashing lights and acoustic signals. The methods used to produce the data and other files are fully described in the main pulbication. The abstract for the publication is reproduced below.


"Mate location and mate selection behavior in diurnally-active yellow fever mosquitoes, Aedes aegypti, take place in mating swarms but the mechanisms underlying swarm formation and long-range detection of females by males remain largely unexplored. In high-speed video recordings we show that incident light reflects off the wings of swarming males, and in behavioral experiments we demonstrate that swarm formation and mate recognition are mediated, in part, by these wingbeat light flashes and by wingbeat sound signals that operate at long and short range, respectively. To test for range-dependent effects of these signals, we presented ‘mating swarms’ in form of two paired 8-LED assemblies that were fitted with micro-speakers and placed either well separated in a large space or side-by-side in a small space. In the large but not the small space, the LED assembly flashing light at the wingbeat frequency of females (665 Hz), and emitting their wingbeat sound (665 Hz), attracted and prompted 5.8-times more alightings by males than the LED assembly emitting constant light and wingbeat sound. In the small space, the LED assembly flashing light and emitting wingbeat sound induced 5.0-times more alightings by males than the LED assembly flashing light without wingbeat sound. The attractiveness of light flash signals to males increased with increasing numbers of signals but did not vary according to their wavelengths (UV or blue). Females responded to light flash signals of males. As predicted by the sensory drive theory, light flashes had no signal function for crepuscular house mosquitoes, Culex pipiens."


This dataset contains (1) sound files utilized in experiments, (2) spectra of LEDs and illumination sources used in bioassays, (3) files associated with measurements of mosquito wing spectra, (4) Raw data from each experiment, alongside R code used in statistical analysis, and (5) high-speed video and analysis. Further details can be found in the description or "read me.txt" files associated with each subfolder.
DOI: 10.17632/y2fr63x2cd
title: Etiquetado frontal y regulación emocional

description: This database corresponds to a research that investigates the perception of frontal labeling of adults in Buenos Aires and its relationship with emotional regulation.