cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/st7f3g6mk4
title: SWIR spectra of basidiomycete decay of Scots pine

description: The research question was whether SWIR hyperspectral measurements can be used to characterize wood that has, to different degrees, been depolymerized by decay fungi and if it is possible to differentiate between brown rot and white rot decay i.e., two different wood depolymerization mechanisms.

The experiment has a total of 80 wood specimens of Scots pine (Pinus sylvestris L.) with dimensions 20x20x5 mm:  
- 16 reference (no fungus)  
- 32 with brown rot decay fungus: Rhodonia placenta (Fr.) Niemelä, K.H. Larss. & Schigel, strain FPRL 280
- 32 with white rot decay fungus: Trametes versicolor (L.) Lloyd, strain CTB 863 A

The level of decay is measured by the mass loss percentage, which is determined per specimen. There is a harvest every two weeks for a period of 16 weeks, i.e. 8 different decay periods, with 10 samples per period. (2 ref, 4 brown, 4 white).

One hyperspectral image of the front side and one hyperspectral image of the back side of the specimens was recorded. Two datasets were created from the hyperspectral images: The first dataset consists of one spectrum for each specimen and consists of 80 spectra. The second dataset consists of one spectrum for each image and therefore consists of 160 spectra.

Each dataset is in a separate MATLAB file. The description of the data sets is in the enclosed README file.
DOI: 10.6084/m9.figshare.5684182.v1
title: Manual to measure and model leaf area index and its spatial variability on local and landscape scale

description: Updated protocol for measuring canopies of vegetation in the field.
DOI: 10.17632/cjfxg84bmx
title: PdeltaI data for Southcentral and Southeast Alaska

description: Compiled data for perceptions of environmental change (social dataset) and instrumented measures of biophysical change (biophysical dataset) for southcentral and southeast Alaska.
DOI: 10.17632/4gxzx6h7gv
title: Multi-Class Fruit Leaf Classification Dataset (10 Classes)

description: This dataset comprises 3,173 high-quality images of healthy fruit leaves from 10 different classes, specifically curated for research in plant classification, species identification, and agricultural analysis using deep learning and computer vision techniques. The dataset includes images of Aegle marmelos (336), Black plum (304), Custard Apple (304), Guava (325), Jackfruit (311), Lotkon (306), Lychee (312), Mango (330), Plum (302), and Star Fruit (343). Each image was captured under diverse environmental conditions to ensure a robust dataset for training and evaluating machine learning models. Since all images represent healthy leaves, this dataset can serve as a baseline for plant disease detection, enabling researchers to compare healthy and diseased samples effectively. It is well-suited for image classification, feature extraction, transfer learning, and species recognition in the fields of agriculture and botany. Potential applications include training convolutional neural networks (CNNs) and transformer-based models for fruit leaf classification, fine-tuning pre-trained models, and developing AI-driven plant monitoring and smart agriculture solutions. The dataset also serves as a valuable resource for augmenting existing datasets to improve model generalization. Researchers and AI practitioners can leverage this dataset to advance precision agriculture and plant health monitoring. For any inquiries or collaboration, please contact the authors.
DOI: 10.17632/2vmf3wrby6
title: Replication Files for Intellectual Property Infringement by foreign firms: Import Protection through the ITC or the Court

description: This file contains source code written in Julia to replicate the simulations and diagrams in the paper.
DOI: 10.17632/pjjck5rgwk
title: Data for: Oleanolic acid inhibits RANKL-induced osteoclastogenesis via ER alpha/miR-503/RANK signaling pathway in RAW264.7 cells
DOI: 10.17632/fr99jcnkxg
title: Anonymized data about loan repayment and borrowers

description: The dataset describes anonymized data about loan repayment and borrowers. This set consists in 91,759 records described by 272 conditional attributes (features) and the decision one attribute. 
It was divided in proportion 70/30% into training set (64,230 records) and testing set (27,529 records).
DOI: 10.17632/bhrk9d4x4r
title: Dataset: Analysis of 500 Highly Cited articles from Web of Science

description: The 500 most cited papers in the computer sciences published between January 2013 and December 2017 were downloaded from the Web of Science (WoS). Data on the number of citations, number of authors, article length and subject sub-discipline were extracted and analyzed in order to identify trends, relationships and common features. Correlations between common factors were analyzed. The 500 papers were cited a total of 10,926 times: the average number of citations per paper was 21.82 citations. For further information, kindly refer to this paper Teh P.L., Heard P. (2021) Five Hundred Most-Cited Papers in the Computer Sciences: Trends, Relationships and Common Factors. In: Rocha Á., Adeli H., Dzemyda G., Moreira F., Ramalho Correia A.M. (eds) Trends and Applications in Information Systems and Technologies. WorldCIST 2021. Advances in Intelligent Systems and Computing, vol 1366. Springer, Cham. https://doi.org/10.1007/978-3-030-72651-5_2
DOI: 10.17632/k9fhx73ndd
title: HINDI TRANSLATION, VALIDATION AND TEST- RETEST RELIABILITY OF THE FUGL MEYER ASSESMENT UPPER EXTREMITY SCALE: A CROSS-SECTIONAL STUDY

description: This dataset contains data collected for the Hindi translation, validation, and reliability testing of the Fugl-Meyer Assessment Upper Extremity (FMA-UE) scale, a standardized tool used to assess recovery in stroke patients.
DOI: 10.6084/m9.figshare.25195718.v1
title: Supplementary Material for: The relation between vascular risk factors and flow in cerebral perforating arteries. A 7 Tesla MRI study.

description: Introduction: Cerebral perforating arteries provide blood supply to the deep regions of the brain. Recently, it became possible to measure blood flow velocity and pulsatility in these small arteries. It is unknown if vascular risk factors are related to these measures. Methods: We measured perforating artery flow with 2D phase contrast 7 Tesla MRI at the level of the centrum semiovale (CSO) and the basal ganglia (BG) in seventy participants from the Heart Brain Connection study with carotid occlusive disease (COD), vascular cognitive impairment (VCI), or no actual cerebrovascular disease. Vascular risk factors included hypertension, diabetes, hyperlipidemia and smoking. 
Results: No consistent relations were found between any of the vascular risk factors and either flow velocity or flow pulsatility, although there was a relation between lower diastolic blood pressure and higher pulse pressure and higher cerebral perforator pulsatility (p=0,045 and p=0,044, respectively) at the BG level. Results were similar in stratified analyses for patients with and without a history of cardiovascular disease, or only COD or VCI. 
Conclusion: We conclude that, cross-sectionally, cerebral perforating artery flow velocity and pulsatility are largely independent of the presence of common vascular risk factors in a population with a mixed vascular burden.
DOI: 10.17632/84gkw9pzy3
title: SMART Reactor Decay Heat

description: Data for article, Decay heat analysis of system-integrated modular advanced reactor (SMART) using SCALE 6, Progress in Nuclear Energy, Volume 124, 2020, 103336, ISSN 0149-1970, https://doi.org/10.1016/j.pnucene.2020.103336 The energy generated from radionuclides in the form of decay heat in the SMART reactor in W/MTHM Radionuclides are classified according to ORIGEN-S libraries. Appendix 1A: Light elements and activation products Appendix 1B: Fission products Appendix 1C: Actinides
DOI: 10.17632/hzmn84khmh
title: NaijaFINGSET: An Anonymized Nigerian-Based Localized Fingerprint Dataset

description: This is a repository of anonymized fingerprints of 1,266 subjects of both male and female genders captured from three major ethnic groups in Nigeria (Yoruba, Igbo and Middle belt). The fingerprint images were captured using Secugen Hamster Plus Fingerprint scanner and a biometric data collector software developed using netbeans SDK.
DOI: 10.17632/73n6krsm4p
title: Replication Package for Unvertainty about What's in the Price

description: This is the replication package for the paper "Uncertainty about What's in the Price", to be published in the Journal of Financial Economics.

The data we provide is a subsample of our data files with scrambled company IDs and other identifying information removed. The subsample consists of data for 100 firms selected by, in that order, S&P inclusion/deletion events and data coverage.

The main analysis is run in Stata/MP 15.1 using the +replication do-file. For more information about data source files and data processing, see the Readme file and the +replication do-file.

The following list links the tables in our paper with code lines and output files produced by our main code file “+replication.do”.

Table # Program Line Number Output file
Table 1 Panel (a) +replication.do 400-403 table1.rtf
Table 1 Panel (b) +replication.do 404-407 table1.rtf
Table 2 +replication.do 417-427 table2.rtf
Table 3 +replication.do 457-466 table3.rtf
Table 4 Panel (a) +replication.do 506-516 table4.rtf
Table 4 Panel (b) +replication.do 519-529 table4.rtf
Table 4 Panel (c) +replication.do 532-542 table4.rtf
Table 4 Panel (d) +replication.do 545-555 table4.rtf
Table 5 Panel (a) +replication.do 688-695 table5.rtf
Table 5 Panel (b) +replication.do 697-704 table5.rtf
Table 6 Panel (a) +replication.do 883-893 table6a.rtf
Table 6 Panel (b) +replication.do 1079-1089 table6b.rtf
Table 6 Panel (c) +replication.do 564-574 table6c.rtf
DOI: 10.17632/c2djz95y6t
title: Simple local composite flap for a large superior helical rim defect

description: Supplemental Figure 1 Legends:
a, b. Nevus in the superior helical rim, showing anterior and posterior views.
c. Large defect on the superior helical rim after surgery, involving almost a third of the helical rim.
d. Design of the bipedicle advancement and transposition flaps on the retroauricular skin.
e. Separation of the subcutaneous tissue above the perichondrium with blunt dissection to form a skin bridge.
f. The surgical site after suturing of the bipedicle advancement flap.
g. Suturing of the postauricular transposition flap to cover the secondary defect.
h. Excellent restoration of the helical profile at the one-month follow-up, showing posterior views.
DOI: 10.17632/m2tdcsn9f2
title: Frailty among elderly

description: This dataset is of project titled Indian Network of population based Surveillance Platform for Influenza and other Respiratory viruses among Elderly (INSPIRE) collected from four site cohorts of community dwelling adults aged 60years or more residing in Ballabgarh, Kolkata, Pune and Chennai. There are three datasets:
1. baseline_data.dta- this dataset has the cohort characteristics and can be used to generate table 1 and supplementary table 1 of the manuscripts.
2. frailty_as_risk.dta- this dataset has quarterly Edmonton Frail Scale assessment survey data for four rounds combined with weekly surveillance data for ALRIs following the survey to assess the risk posed by frailty for causation of ALRI.
3. frailty_as_outcome.dta- this dataset has quarterly Edmonton Frail Scale assessment survey data for four rounds combined with weekly surveillance data for ALRIs episodes that took place before the frailty assessment to estimate the risk of ALRI on frailty.
DOI: 10.17632/rx2jyc7ytr
title: Nexus Between Environmental Practices and Business Performance: The Mediating Role of Corporate Social Responsibility in Emerging Economy

description: Dataset ( Environmental Practices and Business Performance)
DOI: 10.17632/tzfwxcw2wm
title: Examination Books Preference--University Students

description: Examination Books Preference--University Students
DOI: 10.17632/ycx459r5c3
title: A Dataset for Large Prismatic Lithium-Ion Battery Cells (CALB L148N58A): Comprehensive Characterization and Real-World Driving Cycles

description: This dataset presents the experimental campaign for a batch of eleven prismatic CALB L148N58A lithium-ion B-grade battery cells with a nominal capacity of 58 Ah. The experimental campaign, conducted at the Energy Laboratory for Interdisciplinary Storage Applications (ELISA) at the University of Trieste, Italy, employs non-destructive tests to assess the performance of each cell within the batch. The cell-level testing procedures include fixed Constant Current Constant Voltage (CCCV) charging and Constant Current (CC) discharging at low current rates, Hybrid Pulse Power Characterization (HPPC) tests at various C-rates (i.e., 1C and C/3), Electrochemical Impedance Spectroscopy (EIS) at different State of Charge (SOC) levels, and three distinct driving cycles (WLTP, UDDS and US06). All the experiments were conducted at three different ambient temperatures (10°C, 25°C, and 40°C), resulting in a comprehensive dataset for assessing the performance metrics of the battery cells. This dataset provides valuable insights into post-manufacturing cell-to-cell variations in performance metrics such as capacity and impedance within a batch of fresh cells. Additionally, it serves as a crucial resource for developing battery models, including physics-based, empirical, and data-driven approaches. Moreover, it may contribute to validate model-based and data-driven estimation and control strategies within battery management systems, enhancing the reliability and efficiency of energy storage solutions.

For further information, the reader is advised to review the paper:
Fasolato, S., Blasuttigh, N., Galuppini, G., and Raimondo, D. M. (2025). A Dataset for Large Prismatic Lithium-Ion Battery Cells (CALB L148N58A): Comprehensive Characterization and Real-World Driving Cycles. Data in Brief, 111301.
DOI: 10.17632/2fczcd49yj
title: The long-term effects of chemotherapy on normal blood cells

description: Data to accompany manuscript: The long-term effects of chemotherapy on normal blood cells

Abstract
In developed countries, up to 10% of individuals may be exposed to systemic chemotherapy for cancer and other diseases. Several chemotherapeutic agents act by increasing DNA damage in cancer cells, triggering cell death. However, there is limited understanding of the extent and long-term consequences of collateral DNA damage to normal tissues. To investigate the impact of chemotherapy on mutation burdens and cell population structure of a normal tissue we sequenced blood cell genomes from 23 individuals, aged 3–80 years, treated with a range of chemotherapy regimens. Substantial additional somatic mutation loads with characteristic mutational signatures were imposed by some chemotherapeutic agents, but there were differences in burden between different classes of agent, different agents of the same class and different blood cell types. Chemotherapy also induced premature changes in the cell population structure of normal blood, similar to those of normal ageing. The results constitute an initial survey of the long-term biological consequences of cytotoxic agents to which a substantial fraction of the population is exposed during the course of their disease management, raising mechanistic questions and highlighting opportunities for mitigation of adverse effects.

Datasets provided here:
1) Small datasets per individual (32 individuals, one sampled at two time points)

a) Annotated_mutation_files: XXXX_annotated_muts.csv
SBS and indel mutation calls with tree node assignments (column node) and gene / mutation type annotation. 

b) Tree_files: XXXX.tree
The raw tree with branch lengths equal to number of mutations assigned (without adjustment for sequencing coverage).

2) Large datasets per individual (5 normal and 5 chemotherapy exposed)
a) annotated_mut_set_XXXX_01_standard_rho01
This is an R data object and is uploaded into an R workspace using load()
The genotype matrix used for MPBoot tree building is available in the matrix: filtered_muts$Genotype_shared_bin
The dna strings used as input for MPboot are available in the vector: filtered_muts$dna_strings
The annotated variant calls with tree node information are available in the matrix: filtered_muts$COMB_mats.tree.build$mat
The genotype matrix of mutations calls per sample is available in: filtered_muts$COMB_mats.tree.build$Genotype_bin
Information on whether the variant is an SNV or indel is available in: filtered_muts$COMB_mats.tree.build$mat$Mut_type
A summary of total numbers of shared and private SNVs and indels is available in:
filtered_muts$summary

b) XXXX_sensitivity
This file contains information on the sensitivity of SNV and Indel calls per sample.

c) tree_XXXX_01_standard_rho01.tree
The raw tree with branch lengths equal to number of mutations assigned (without adjustment for sequencing coverage).

3) Nanoseq dataset
DOI: 10.17632/f9ft69jgw6
title: General Aviation Aircraft and Registration Number Labeled Image Dataset

description: Benchmark instances containing a large number of labeled images for detecting light aircraft operations at non-towered airports
The dataset contains images of the aircraft operations captured from the runway ends
Both aircraft and their registration number are annotated in this dataset
DOI: 10.17632/nfzwfhw4k4
title: Influential Factors on Self-Esteem Among Jordanians

description: This dataset demonstrates factors affecting self-esteem among Jordanian
DOI: 10.17632/v83vcd4wpk
title: Optimal Policy for Behavioral Financial Crises

description: Code and data (for Figure 1) for paper Optimal Policy for Behavioral Financial Crises, published in the Journal of Financial Economics.
DOI: 10.17632/82g57ypbrf
title: ijfm-dataset

description: dataset for ijfm
DOI: 10.17632/9c6278h8nd
title:  Arquitectura moderna en Loja, Ecuador: Caso de estudio residencia Valdivieso, primer proyecto de arquitectura moderna en la ciudad 

description: El presente artículo tiene como objetivo analizar la primera obra residencial de la época moderna en Loja – Ecuador, desarrollada por el arquitecto ecuatoriano Marcelo Rodríguez Palacios; y quien fue alumno del arquitecto uruguayo Gilberto Gatto Sobral, en su etapa de formación en la Universidad Central del Ecuador; esto, para analizar la influencia académica uruguaya adoptada por el arquitecto ecuatoriano y que influenció en su obra desarrollada en la ciudad durante los años 60.
De esta manera,  este artículo comienza  con una reseña histórica de la modernidad  en Ecuador, haciendo énfasis en la influencia uruguaya en la arquitectura moderna en el país, esto tomando en cuenta  todo el aporte implementado por el arquitecto uruguayo Gilberto Gatto Sobral tanto en lo urbano, arquitectónico y académico; y que influenció de una u otra manera a la expansión de la modernidad durante su permanencia en Ecuador.
Para esto se ha considerado el método de Cristina Gastón y Teresa Rovira que consiste en el  (re)dibujo digital, método de análisis que es empleado para identificar los criterios de concepción utilizados por el arquitecto para reutilizarlos como material de proyecto. Como conclusión se busca destacar las cualidades arquitectónicas del proyecto y reconocer las características que lo ubican dentro del movimiento moderno.
DOI: 10.6084/m9.figshare.27021373.v1
title: Basal Ganglia Deep Brain Stimulation Restores Cognitive Flexibility and Exploration-Exploitation Balance Disrupted by NMDA-R Antagonism

description: Main Figures for "Deep Brain Stimulation of the Cortico-Basal Ganglia Network Enhances Cognitive Flexibility and Ameliorates Exploration Anomalies in a Primate Schizophrenia Model" paper.
DOI: 10.17632/z3vc3kyxj7
title: Apatite Partitioning in Intermediate Melts

description: Apatite is an important accessory phase in igneous and metamorphic rocks and may act as an important reservoir for rare earth elements, phosphorus, and other elements in the lower crust. This study presents new trace element partition coefficients between apatite and intermediate melts at 1 GPa. Our results show that the rare earth elements, Y, and Sr partition strongly into the crystal structure of apatite (ap/meltD values 12.61, 1.32, 18.49 for Y, Sr and Gd, respectively), while large ion lithophile elements and high field strength elements are strongly incompatible (ap/meltD values between 0.03 and 0.48). These results have important implications for geochemical models which rely on the interpretation of rare earth element ratios in melts, such as the amphibole sponge model, as the high partition coefficients between apatite and melts can complicate the signature often attributed to amphibole fractionation. The fractionation of small (&lt;5% modally) amounts of apatite significantly alter the Dy/Yb and Dy/Dy* trajectory of a differentiating melt, with fractionation of 10% apatite causing depletion of Dy/Yb in a melt after 80% crystallization.
DOI: 10.17632/2xnwmfgd2t
title: Mexican soccer fans

description: Soccer is the most popular sport in Mexico. A study by Nielsen (2019) indicates that 73% of the population is a fan of a LigaMx  team, placing Mexico in sixth place worldwide in percentage of fans. Mexican football has the largest television audiences in the Americas (Brewster & Brewster, 2018). Additionally, stadium attendance is high; almost 4,000,000 spectators filled the stadiums last season. This, despite the fact that, in some parts of the world, attendance is declining.
Numerous studies have sought to measure spectator satisfaction to understand why fans attend the stadium. One example, is that of Rosa Díaz, et al. (2012), but their measurement instruments include elements that are not always present in stadiums in Mexico, such as parking facilities or restaurants.
We sought to fill a gap by providing a research instrument for use in countries where sports venues are not at the cutting edge of technology or comfort, or where they may be lacking in some basic services, such as parking facilities.
The objective of our study was to evaluate an instrument that serves to measure the satisfaction of the Mexican spectator with the quality of the sporting event. It consists of a 16 item Likert scale questionnaire which explores fan's reasons for attending soccer matches.
The questionnaire was distributed via Google Forms. We received 634 responses. Cronbach's alpha was .854.
The responses are in Spanish.
DOI: 10.17632/5hdsndgrpb
title: IDS Implementation and Security Analysis on the Public Cloud Network using RouterOS and Alert Notification with Instant Messaging

description: Cyberattacks have a significant impact on network performance in the public cloud. Sysadmin must be prepared to handle any attacks on the server urgently needed to prevent attacks that may interfere with the public cloud network's performance. A system is required to detect and provide early warning against any cyberattacks. This detection method is called Intrusion Detection System (IDS). This research has succeeded in improving ids network security by adding notification alerts with instant messaging capable of detecting IcmpFlooding, PortScanning, and HttpFlooding attacks. Response time of notification alert delivery in 10x the experiment of each attack obtained an average result of 21.5 seconds for IcmpFlooding, 26 seconds for PortScanning, and 29.8 seconds HTTP flooding, this response following ISO standard 27001:2013 point A.13.1.1 NetworkControls, where IDS and alert notification detect and provide valid and realtime warnings. This is expected to help sysadmin perform the next action handling against threats on the public cloud network.