cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/ccm72rkk45
title: FoT-Stream - Source codes and dataset used to evaluate a Fog Platform for Data Stream Analytics in IoT

description: Our experiments were designed to deal with the problem of processing and analyzing data streams, produced by IoT devices, in Fog Computing. In our research, we adapted in Fog environments two well-known techniques widely used in the Signal Processing area: Wavelet transform and Concept Drift detection. Wavelet transform was responsible to decompose the data streams into a set of components capable of keeping the general data behavior without using all observation values. Complementary, Concept Drift detection was adopted to reduce the data transmission on the network, which only happens when the general behavior changes over time. Therefore, our research provides three contributions: i) a smaller amount of data transmitted by the network; ii) online modeling by detecting any temporal changes; and iii) full-time connectivity to the Internet is no longer required in IoT context.
DOI: 10.17632/k6nmr6ytpf
title: Traditional and TLS-based forest inventories of Beech and Pine forests in Southern Italy

description: The dataset reports data collected in 24 15-m-radius circular plots, 12 of which were dominated by Beech (Fagus sylvatica L.) and 12, by Pines (Pinus nigra subsp. laricio). In detail, this dataset is made of: 1) tree-level data, comprising a total of 1709 trees, with information related to field-based forest inventory such as the diameter at breast height (DBH); 2) las file of TLS survey; 3) geographic information on sampling plots and study area; 4) plot-level information related to the time for conducting both traditional field- and TLS-based forest inventories. This data collection was funded with the contribution of the Italian Ministry of Agricultural, Food, and Forestry Policies (MiPAAF) sub-project “Precision Forestry” (AgriDigit program) (DM 36503.7305.2018 of 20/12/2018).
DOI: 10.17632/858wmkxykz
title: First year report_Honglin Xu

description: These videos are contraction function analysis of cardiac organoids. Cardiac organoids of 2500 μm diameter exhibiting spontaneous contraction(Myvideo_0). Transient calcium flux of cardiac organoids using 4 X (Myvideo_1) and 20 X (Myvideo_2) microscope.
DOI: 10.17632/4hzyn86n8f
title: Climate change-Hung Gia Hoang

description: This is the data-set for my paper entitled: "Climate Change as Perceived by Central Vietnamese Smallholders: Causes, Indicators and Determinants" In this study, I used a cross-sectional survey research design. A stratified random sampling strategy was used to select 96 smallholders for interviews. A two-section structured questionnaire was developed to collect data. The first section consisted of statements on: (1) asking whether or not climate change has occurred in the district; (2) causes of climate change; and (3) indicators of climate change. In these statements, two answer choices including “yes” and “no” were given to measure the perceptions of respondents. The second section gathered demographic and socio-economic information.Data were analysed by using SPSS version 20. Descriptive statistics such as frequency percentages and means were used, and inferential statistics such as Chi squares test were applied. A binary logistic regression analysis was used to estimate the effect of the independent variables on the dependent variable. The dependent variable is a dummy variable which takes a value of 1 for climate change perceiver and 0 otherwise. The value of the model showed that the prediction using this logistic regression model is reasonable for decision making. The model chi-square (80.702, p &lt;0.000) and level of model correct prediction (90.6%) were high, indicating that there is a statistically significant relationship between the sets of independent variables and smallholders’ perceptions of climate change. A strong association between smallholders’ perceptions of climate change and the explanatory variables is also described by Model Nagelkerke R2 equal to 0.785. Eight of the 13 independent variables of logistic coefficients were shown as statistically significant. These included: credit program participation, agricultural practice, ICT owned, household type, gender, age, farm size and training participation.
DOI: 10.17632/7zvkg387zs
title: Salary, position, experience, height, offensive, and defensive stats of 95 NBA players who played continuously from season 2008-2009 to 2015-2016

description: Dataset of 95 National Basketball Association (NBA) players who played continuously for an extensive period from season 2008-2009 to season 2015-2016. The dataset covers several stats related to salary, position, height, experience, offensive, and defensive activities. Also, it covers the undesirable stats such as personal fouls and turnovers. The purpose of collecting this data is to be used in analyzing the efficiency and productivity growth of NBA players and study their relationship with some external factors such as the salary, position, experience of players.
DOI: 10.17632/8tdgz6p8y2
title: Data for: Feasibility and benefits of a structured prehabilitation programme prior to Autologous Stem Cell Transplantation (ASCT) in patients with Myeloma; A prospective pilot study.

description: Non identifiable raw data file for study. Mawson et al.
DOI: 10.15468/dl.qy9qvn
title: Occurrence Download

description: A dataset containing 4088 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Habrosyne pyritoides Hufnagel, 1767"
 ]
}

 The dataset includes 4088 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009083-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/w4j2gnyyf9
title: Detrital sanidine dating of Middle Pleistocene sedimentary successions in the Paleotiber delta (Rome, Italy)

description: The large improvements in the electronics of the multi-collector mass spectrometers allows Pleistocene grains, smaller than 400–300μm to be dated with high precision. Combined with the continuous eruptive activity that characterized the Roman Magmatic Region during Middle-Upper Pleistocene, dating of sedimentary samples has been successfully used to provide absolute chronological constrains to the aggradational successions that deposited in response to sea-level rise during glacial terminations and interglacial periods.We present 40Ar/39Ar detrital sanidine ages from 12 sedimentary samples that have been collected from the gravel and sand sections in different aggradational successions of the Paleotiber delta that deposited between ~960 and ~600 ka and are located in southern Rome. We also present 40Ar/39Ar dating of two samples that were collected in a sub-primary volcaniclastic layer. Results show that the ages of the youngest crystal population are stratigraphically consistent within each of the sampled aggradational successions (i.e., at higher stratigraphic position corresponds a younger age) and complies with the age constraints provided by intercalated or laterally correlating primary volcanic deposits.
DOI: 10.6084/m9.figshare.14922777.v1
title: Supplementary Material for: Seropositive reaction rates of 9 B cell epitopes of the SARS-CoV-2 spike protein and the relationship between the epitopes and neutralizing antibody

description: Medicine
DOI: 10.17632/vnp3thrs5p
title: Distribution station inspection robot with modular manipulator

description: The distribution station inspection robot with a modular manipulator is used in the distribution station environment, enabling remote screen transmission while controlling the distribution station inspection robot to operate the switchgear, making it easy and intuitive for non-robotics experts to operate the robot.
DOI: 10.17632/4f8vdds973
title: Photointerpretation Data set

description: In order to study the evolution of land cover change in this desert region, we analyzed land cover change process of four valleys with different levels of agricultural development. Specifically we want to corroborate the hypothesis that in the last two decades, land cover change in the agricultural valleys of Arica and Parinacota region is oriented to intensification and is occurring at a high rate of change, directly related to some common biophysical drivers of the landscape and to the agronomical conditions, like elevation or water quality.
We found that agricultural intensification is occurring at a high rate of change of land cover, mainly to the spreading of netting and low crops ind detriment of native shrubland or more complex cover like fruit groves. 
Results, demonstrate that these valleys are under intensification in differente degrees and landscape simplification is expected in the near future.
Supplemetary 1 and 2 are the results about the transition matrices and rate of change supporting our hypothesis about intensification.
DOI: 10.17632/2dk9n4kbzz
title: Optimizing the application of organic materials to maximize soil fertility, spring maize yield, and economic benefits in newly reclaimed land on the Loess Plateau, China

description: These data were obtained from field experiments.
DOI: 10.6084/m9.figshare.7783508.v1
title: Supplementary Material for: Fibroblast Growth Factor 23 Trajectories in Chronic Hemodialysis Patients: Lessons from the HEMO Study

description: <b><i>Background:</i></b> Long-term patterns of fibroblast growth factor 23 (FGF23) are poorly characterized among dialysis patients. <b><i>Objectives:</i></b> To identify different FGF23 trajectories and determine clinical factors that predict distinct FGF23 trajectories and whether FGF23 trajectories differ in regard to their associations with all-cause mortality among prevalent hemodialysis patients. <b><i>Methods:</i></b> The HEMO study was a randomized multicenter study evaluating the effects of high-dose vs. standard-dose and high-flux vs. low-flux hemodialysis on mortality. We measured intact FGF23 levels in stored serum samples at baseline and annually among 919 HEMO participants and identified FGF23 trajectories using group-based modeling. Logistic regression determined predictors of trajectories. Cox regression models evaluated the association between trajectory and all-cause mortality. <b><i>Results:</i></b> We identified 5 distinct FGF23 trajectory groups during the initial 24 months: low stable, low increasing, elevated increasing, elevated decreasing, and elevated stable. In multivariable models, diabetes, high dose dialysis, no venous catheter, low serum calcium, phosphorus, and interleukin-6, no vitamin D analog use, and greater residual kidney function were associated with the low stable trajectory group compared to the elevated stable group. High flux dialysis, no venous catheter, and low serum phosphorus and 25-hydroxyvitamin D were associated with the elevated decreasing trajectory group compared to the elevated stable group. After full adjustment, the low stable trajectory group was associated with reduced mortality (hazard ratio [HR] 0.61; 95% CI ­0.41–0.91) compared to the elevated stable trajectory group. <b><i>Conclusions:</i></b> We identified 5 distinct FGF23 trajectories over 24 months among HEMO study participants including a decreasing trajectory. The low stable FGF23 trajectory was associated with a reduced HR of all-cause mortality.
DOI: 10.17632/7m3yg752r9
title: CTD and LADCP measurements in the Vema Fracture Zone during cruise 52 of the R/V Akademik Boris Petrov in November-December, 2022

description: A detailed CTD/LADCP survey in the Vema Fracture Zone was carried out during cruise 52 of the R/V “Akademik Boris Petrov” in November-December, 2022. The main objective of this survey was to measure abyssal currents of Antarctic Bottom Water and estimate its transport to the East Atlantic. The stations were located along the entire fracture zone from 39 to 46 W. A total of 46 full water depth stations (down to the bottom) were performed in the Vema Fracture Zone. The rosette system General Oceanics GO1018 included Daowan1616 Conductivity-Temperature-Depth (CTD) probe (manufactured in 2022) and Lowered Acoustic Doppler Current Profiler (LADCP; 300 kHz Teledyne RD Instruments WorkHorse Monitor with an external battery package). The velocity profiler was set in the narrowband mode, which increases the profiling range in comparison with the broadband mode and allows more reliable processing of the raw data. We set 30 vertical bins of 8 m each with 1.76 m blank distance immediately below the transducer. The LADCP compass was calibrated before the cruise in the down looking mode according the standard procedure. The raw data were processed using the LDEO Software version IX_14. We stopped the casts at a distance of 5 m above the bottom using the altimeter (model Valeport VA500) and pinger of the Benthos Co. The combined use of a pinger and an altimeter allowed us to safely approach the bottom even in conditions of rough bottom topography. A 6000-m sea cable allowed measurements at any point of the fracture. Date and time are indicated for the moment when the CTD was near the bottom; the ocean depth was determined based on the CTD pressure and altimeter records. Each station took approximately 4 hours (the descent and ascent rates of the CTD and LADCP profilers were approximately 1 m/s); the entire survey was performed from November 6 to December 8, 2022 with an interval for a port call. CTD-station 52025 was performed under low battery. Thus caused many wrong peaks at low temperatures. These peaks were excluded from the data.
DOI: 10.6084/m9.figshare.27088858.v1
title: The genomic annotation-related data for<i> Ochetobius elongatus.</i>

description: This data comes from Marine Ecological Genomics Lab, School of Marine Sciences, Sun Yat-Sen University, China.In this study, we assembled the chromosome-scale genome sequence of O. elongatus utilizing a combination of PacBio long reads and Hi-C technology. Following redundancy removal and Hi-C scaffolding, 99.83% of the assembly, totaling 881.6 Mb, was anchored to 24 pseudo-chromosomes, yielding a scaffold N50 of 35.1 Mb with 40 scaffolds. Annotation revealed 394.1 Mb of repetitive sequences, mainly composed of DNA transposons . A total of 28,674 protein-coding genes were predicted using a combined approach of homology-based, RNA-Seq-assisted, ab initio methods, with 28,637 genes (99.87%) annotated.
DOI: 10.17632/4pzbv8rvmm
title: Naming_Meta

description: The data and the R script for the meta-analysis on confrontation naming in older adults
DOI: 10.17632/53k6t2563y
title: Dataset of Towards Small Business Excellence: The Role of Talent Management, Organizational Culture and Synergized Innovative Climate

description: 1.	Data is useful in providing insights Understanding how talent identification and selection methods change in SMEs can help business owners support their firm's growth. 
2.	This data will serve as a foundation for future talent management research, particularly those aimed at uncovering the factors that influence talent management's unique position in organizational outcomes.
3.	This data will be useful to bridge the gap that talent management in SMEs differs from large businesses by providing a theoretical rationale for the applicability of the concept of talent management as it is conceptualized in large businesses to the SME context.
4.	Data is useful to extends the understanding of talent management by examining role of organizational culture and synergized innovative climate as moderating variables on the paradox of relationship between talent management and organizational performance in small business, specifically in Central Java, Indonesia.
DOI: 10.17632/f2vbvbnj4x
title: Sentiment Paper dataset

description: Is there a distinct selection dimension of Generation Z that influences purchasing sentiments? Is gender have significant impact towards consumer purchasing sentiments among Generation Z? The Integrated Customer Service Management (ICSM) is made up of four Likert multi-item scales. The ICSM is a multifaceted tool used for analyzing the mood or attitude of the home sector towards consumer marketing and it’s a lot functional component.
DOI: 10.17632/xm2gfng69b
title: Auditory Cortex Learns to Discriminate Audiovisual Cues through Selective Multisensory Enhancement

description: This file contains the dataset for all figures in "Auditory Cortex Learns to Discriminate Audiovisual Cues through Selective Multisensory Enhancement ".
DOI: 10.17632/ts6cbgw9fg
title: Simulated Dataset

description: Simulated Dataset
DOI: 10.17632/jx8hb36tfs
title: programa clasificador sobrepeso & obesidad

description: scrip para R con la secuencia de pasos para elaborar un modelo clasificador y evaluarlo.
DOI: 10.17632/fthm2fnc24
title: Do golden snub-nosed monkeys use deceptive alarm calls during competition for food?

description: File S1. Total.xlsx, the raw dataset including: alarm call records, OMU enter and leave records, agonistic interactions, initial family structure, individual dispersal records and feeding bout information.
File S2. AlarmData.exe, the program (with its C# source code) to analyze the raw dataset.
File S3. Alarm.m, the MATLAB video processing program.
File S4. App1.R, the R code to analyze the distribution of RRDA rates in different seasons (violin plot).
File S5. App2.R, the R code to analyze the influencing factors of RRDA rate by Poisson GLMM.
File S6. App3.m, the MATLAB code to test whether RRDA intensity is a function of time by Poisson intensity regression.
File S7. App4.R, the R code to analyze the influencing factors of RRDA escape and response rates by Logistic GLMM.
File S8. Food.mp4, a video of an adult female (MB) used the ‘chuck’ calls to gain foods recorded at 16:09 Dec 24th, 2020. 
File S9. FigS9.m, the MATLAB code to compare two alarm calls (plotting waveform, spectrogram and spectrum).
File S10. Cutoff.m, the MATLAB program to choose the optimal model and cut-off for response alarms.
DOI: 10.17632/mnrpcxzk88
title: Early Software Size Estimation using Weighted Analysis Class Diagram Metrics - Datasets

description: It includes five different datasets. The first four datasets contain student projects collected from different offerings of two undergraduate-level courses – Object-Oriented Analysis and Design (OOAD) and Software Engineering (SE) – taught in a renowned private university in Lahore over a period of six years. The fifth dataset contains real-life industry projects collected from a renowned software house (i.e. member of Pakistan Software Houses Association for IT and ITeS (P@SHA)) in Lahore. 

Dataset #1 consists of 31 C++ GUI-based desktop applications.
Dataset #2 consists of 19 Java GUI-based desktop applications.
Dataset #3 consists of 12 Java web applications.
Dataset #4 consists of 31 Java all two categories.
Dataset #5 consists of 11 VB.NET GUI-based desktop applications.

Attributes are used as follows:
Project Code – Project ID for identification purposes
NOC – The total number of classes in a class diagram
NOA – The total number of attributes in a class diagram
NOM – The total number of methods/operations in a class diagram
NODep – The total number of dependency relationships in a class diagram
NOAss – The total number of association relationships in a class diagram
NOComp – The total number of composition relationships in a class diagram
NOAgg –  The total number of aggregation relationships in a class diagram
NOGen – The total number of generalization relationships in a class diagram
NORR – The total number of realization relationships in a class diagram
NOOM – The total number of one-to-one multiplicity relationships in a class diagram 
NOMM – The total number of one-to-many multiplicity relationships in a class diagram
NMMM – The total number of many-to-many multiplicity relationships in a class diagram
OCP – objective class points
EOCP – enhanced objective class points
WEOCP – weighted enhanced objective class points
SLOC – software size measured in source lines of code
DOI: 10.17632/vbx69szjng
title: Same and Opposite Sex Harassment dataset

description: An examination of same and opposite sex sexual harassment, with men and women as both victims and perpetrators. Sexual harassment is further examined as undesired solicitation and derogation. Sociosexuality and hostile sexism are also examined. In a UK-based sample with opposite-sex interests, sociosexual behaviour consistently predicted opposite sex harassment for both sexes. Hostile sexism predicts all manifestations of women's engagement and experiences. The relationship between sociosexuality and same sex undesired solicitation was mediated by opposite sex solicitation for both sexes engagement and experience, suggesting a spillover effect. There was no mediation effect for derogation and sociosexuality.
DOI: 10.7910/dvn/9o0yio
title: Replication Data for: How the Piper is Paid: Regime Type and the Financing of Interstate Wars

description: Governments can finance the higher military spending associated with interstate war through a combination of cutting non-military spending, imposing higher taxes, borrowing, and adopting an inflationary monetary policy. We argue that the incentives of survival-motivated leaders influence the strategies governments use to fund their war efforts and that regime type conditions the use of some finance strategies. Consistent with our expectations, we find that fighting an interstate war is associated with greater reductions in non-military spending in dictatorships than in democracies and that contemporary democracies and dictatorships largely have avoided financing their wars through tax increases and inflation. We find little support for the argument that democracies finance their interstate wars through greater debt than non-democracies.
DOI: 10.7910/dvn/a2aq8b
title: Replication Data for: "Are Descriptive Representatives More Successful Passing Group-Relevant Legislation? The Case of Native American State Legislators"

description: Data and code to replicate analyses.
DOI: 10.7910/dvn/9q2peq
title: Socioeconomic bias in deep convolutional neural networks

description: Airbnb images for each US County, scraped during Spring 2021.
DOI: 10.15468/dl.r4wdb7
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((29.65065 -0.72882,30.23528 -0.31535,30.3881 -0.00446,30.28798 0.20104,29.67673 -0.04135,29.59769 -0.73688,29.65065 -0.72882))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lantana camara L."
 ]
}

 The dataset includes 43 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001283-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/9vsyiz
title: Sensor databases from digital plot Chiquimula, Guatemala - 2024

description: These are data collected from climate and soil sensors in the digital maize plot at San Carlos University, CUNORI, which primarily aim to provide crucial information about the conditions affecting crop development. This data enables farmers, researchers, and academics to better understand how digital technologies can improve the productivity and sustainability of agricultural systems
&lt;br&gt;&lt;br&gt; 
Methodology:The data is extracted from three weather stations and one soil probe device using USB interface