cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10435849
title: Evaluation datasets and results for the paper "Enhancing Business Process Simulation Models with Extraneous Activity Delays"

description: Event-logs and Business Process Simulation Models used in the experimentation of the paper "Enhancing Business Process Simulation Models with Extraneous Activity Delays", where the 'inputs' folder contains all the files used as input, and the 'output' folder the results of the evaluation.


 


Inputs: event-logs, BPS models, and simulation parameters used as input in the experimentation.



	
Real-life: real-life event logs, corresponding to two disjoint subsets of traces from an Academic Credentials' process, and the BPIC 2012 and BPIC 2017 event logs (filtered as explained in the paper), and the BPS model (plus simulation parameters) used as input for each dataset in the presented approach.
	
Synthetic: simulated event-logs and corresponding BPS models (plus simulation parameters) for four different processes with 0, 1, 3 and 5 timer events.



Outputs: results of the experimentation.



	
Real-life: results corresponding to the evaluation with real-life event logs. Each of the folders is composed by the original and the enhanced BPS models, 10 event logs simulated with each of them, two folders with the best iteration of the two hyperparameter optimization processes, and the values for the injected timers in each case. In addition, a CSV file with the EMD metrics (cycle time and absolute hour event distribution) for each dataset is provided.
	
Synthetic: results corresponding to the simulated event-logs.
	

		
Before-After: BPS models and discovered timer events for the four synthetic processes, with five timers placed before and after different activity instances.
		
Complete: BPS models and quality measures (precision, recall, and SMAPE of the discovered timers) for the four synthetic processes with zero, one, three, and five timer events.
		
Individual: event logs enhanced with the discovered extraneous delay for each activity instance, for the four synthetic processes with zero, one, three, and five timer events; and SMAPE of the estimations.
DOI: 10.5281/zenodo.6719730
title: Evaluation datasets and results for the paper "Enhancing Business Process Simulation Models with Extraneous Activity Delays"

description: Event-logs and Business Process Simulation Models used in the experimentation of the paper "Enhancing Business Process Simulation Models with Extraneous Activity Delays", where the 'inputs' folder contains all the files used as input, and the 'output' folder the results of the evaluation.


 


Inputs: event-logs, BPS models, and simulation parameters used as input in the experimentation.



	
Real-life: real-life event logs, corresponding to two disjoint subsets of traces from an Academic Credentials' process, and the BPIC 2012 and BPIC 2017 event logs (filtered as explained in the paper), and the BPS model (plus simulation parameters) used as input for each dataset in the presented approach.
	
Synthetic: simulated event-logs and corresponding BPS models (plus simulation parameters) for four different processes with 0, 1, 3 and 5 timer events.



Outputs: results of the experimentation.



	
Real-life: results corresponding to the evaluation with real-life event logs. Each of the folders is composed by the original and the enhanced BPS models, 10 event logs simulated with each of them, two folders with the best iteration of the two hyperparameter optimization processes, and the values for the injected timers in each case. In addition, a CSV file with the EMD metrics (cycle time and absolute hour event distribution) for each dataset is provided.
	
Synthetic: results corresponding to the simulated event-logs.
	

		
Before-After: BPS models and discovered timer events for the four synthetic processes, with five timers placed before and after different activity instances.
		
Complete: BPS models and quality measures (precision, recall, and SMAPE of the discovered timers) for the four synthetic processes with zero, one, three, and five timer events.
		
Individual: event logs enhanced with the discovered extraneous delay for each activity instance, for the four synthetic processes with zero, one, three, and five timer events; and SMAPE of the estimations.
DOI: 10.5281/zenodo.8220431
title: Evaluation datasets and results for the paper "Enhancing Business Process Simulation Models with Extraneous Activity Delays"

description: Event-logs and Business Process Simulation Models used in the experimentation of the paper "Enhancing Business Process Simulation Models with Extraneous Activity Delays", where the '<em>inputs</em>' folder contains all the files used as input, and the '<em>output</em>' folder the results of the evaluation. <em><strong>Inputs</strong></em>: event-logs, BPS models, and simulation parameters used as input in the experimentation. <em><strong>Real-life</strong></em>: real-life event logs, corresponding to two disjoint subsets of traces from an Academic Credentials' process, and the BPIC 2012 and BPIC 2017 event logs (filtered as explained in the paper), and the BPS model (plus simulation parameters) used as input for each dataset in the presented approach. <em><strong>Synthetic</strong></em>: simulated event-logs and corresponding BPS models (plus simulation parameters) for four different processes with 0, 1, 3 and 5 timer events. <em><strong>Outputs</strong></em>: results of the experimentation. <em><strong>Real-life</strong></em>: results corresponding to the evaluation with real-life event logs. Each of the folders is composed by the original and the enhanced BPS models, 10 event logs simulated with each of them, two folders with the best iteration of the two hyperparameter optimization processes, and the values for the injected timers in each case. In addition, a CSV file with the EMD metrics (cycle time and absolute hour event distribution) for each dataset is provided. <em><strong>Synthetic</strong></em>: results corresponding to the simulated event-logs. Before-After: BPS models and discovered timer events for the four synthetic processes, with five timers placed before and after different activity instances. Complete: BPS models and quality measures (precision, recall, and SMAPE of the discovered timers) for the four synthetic processes with zero, one, three, and five timer events. Individual: event logs enhanced with the discovered extraneous delay for each activity instance, for the four synthetic processes with zero, one, three, and five timer events; and SMAPE of the estimations.
description: {"references": ["van Dongen, Boudewijn (2017): BPI Challenge 2017. 4TU.ResearchData. Dataset. https://doi.org/10.4121/uuid:5f3067df-f10b-45da-b98b-86ae4c7a310b", "van Dongen, Boudewijn (2012): BPI Challenge 2012. 4TU.ResearchData. Dataset. https://doi.org/10.4121/uuid:3926db30-f712-4394-aebc-75976070e91f"]}
DOI: 10.5281/zenodo.10435878
title: nanipora_kamurai_spades_01.fasta.gz

description: .
DOI: 10.5281/zenodo.10435879
title: nanipora_kamurai_spades_01.fasta.gz

description: .
DOI: 10.14457/rmutk.doc.2022.4
title: ตำราแคลคูลัส 1
DOI: 10.5281/zenodo.8383510
title: Rents of the hospital of "Santa Maria della Misericordia" in Udine (1398-1435)

description: The present dataset constitutes an Appendix to the book "Grano amaro. Lavoro contadino nell'Italia nord-orientale (secoli XIII-XV)", available in Open Access (URL). 


The dataset has been produced on the rent account registers of the hospital of Santa Maria della Misericordia in Udine, in particular those referring to the years 1398-1399, 1400-1401, 1406-1409, 1411-1414, 1415-1419, 1420-1423, 1424-1425, 1430-1431, 1432-1433, 1434-1435, preserved in the Archive of the Diocese of Udine (Archivio diocesano di Udine, Archivio del Capitolo di Udine, Archivio Ospedale S. Maria della Misericordia, bb. 342-347, 356, 358, 491).


The dataset has been organized in ten fields:


1) anno = the administrative year to which the data refer


2) luogo = the place where the farm/estate had its main seat


3) bene = type of estate (manso, mill, wood, etc.)


4) affittuario = name of the leasholder(s)


5-7) amount of wheat (frumento), oats (avena) and millet (miglio) the hospital requested each year according to the lease contracts. The amounts are expressed in pesinali (lt. 12.19)


8-10) percentage of solvency for each part of the lease.


 


Since synthetic account registers are only available for a handful of years (1410-1412; 1415-1418; 1422-1423; 1430-1431; 1432-1433; 1434-1435), the amount of rents the hospital requested has been reconstructed based on the analysis of surviving overviews (the rotoli), the date of new contracts and notarial documentation. The amount percentage of solvency (amount of rent paid divided by the amount requested) also includes arrears. Further information on the account system used by the hospital can be found in the book (chapter 2.4.b).
DOI: 10.5281/zenodo.8383511
title: Rents of the hospital of "Santa Maria della Misericordia" in Udine (1398-1435)

description: The present dataset constitutes an Appendix to the book "Grano amaro. Lavoro contadino nell'Italia nord-orientale (secoli XIII-XV)", available in Open Access (URL). 


The dataset has been produced on the rent account registers of the hospital of Santa Maria della Misericordia in Udine, in particular those referring to the years 1398-1399, 1400-1401, 1406-1409, 1411-1414, 1415-1419, 1420-1423, 1424-1425, 1430-1431, 1432-1433, 1434-1435, preserved in the Archive of the Diocese of Udine (Archivio diocesano di Udine, Archivio del Capitolo di Udine, Archivio Ospedale S. Maria della Misericordia, bb. 342-347, 356, 358, 491).


The dataset has been organized in ten fields:


1) anno = the administrative year to which the data refer


2) luogo = the place where the farm/estate had its main seat


3) bene = type of estate (manso, mill, wood, etc.)


4) affittuario = name of the leasholder(s)


5-7) amount of wheat (frumento), oats (avena) and millet (miglio) the hospital requested each year according to the lease contracts. The amounts are expressed in pesinali (lt. 12.19)


8-10) percentage of solvency for each part of the lease.


 


Since synthetic account registers are only available for a handful of years (1410-1412; 1415-1418; 1422-1423; 1430-1431; 1432-1433; 1434-1435), the amount of rents the hospital requested has been reconstructed based on the analysis of surviving overviews (the rotoli), the date of new contracts and notarial documentation. The amount percentage of solvency (amount of rent paid divided by the amount requested) also includes arrears. Further information on the account system used by the hospital can be found in the book (chapter 2.4.b).
DOI: 10.5281/zenodo.10402141
title: Geochemical Data reported in the Monthly Reports "Bollettino di Sorveglianza CAMPI FLEGREI" Period 2022-2023

description: Chemical compositions of BG fumarole from Solfatara Campi Flegrei (Pozzuoli, Southern Italy) included in the monthly reports named "Bollettino di Sorveglianza CAMPI FLEGREI" (https://www.ov.ingv.it/index.php/monitoraggio-e-infrastrutture/bollettini-tutti/bollett-mensili-cf), in the period 2022-2023.

Data are reported as ratios of gas species (e.g CO2/H2O) and in concentrations expressed in micromoles per mole for carbon monoxide.
DOI: 10.5281/zenodo.10402142
title: Geochemical Data reported in the Monthly Reports "Bollettino di Sorveglianza CAMPI FLEGREI" Period 2022-2023

description: Chemical compositions of BG fumarole from Solfatara Campi Flegrei (Pozzuoli, Southern Italy) included in the monthly reports named "Bollettino di Sorveglianza CAMPI FLEGREI" (https://www.ov.ingv.it/index.php/monitoraggio-e-infrastrutture/bollettini-tutti/bollett-mensili-cf), in the period 2022-2023.

Data are reported as ratios and in concentrations expressed in micromoles per moles.
DOI: 10.5281/zenodo.10435764
title: Geochemical Data reported in the Monthly Reports "Bollettino di Sorveglianza CAMPI FLEGREI" Period 2022-2023

description: Chemical compositions of BG fumarole from Solfatara Campi Flegrei (Pozzuoli, Southern Italy) included in the monthly reports named "Bollettino di Sorveglianza CAMPI FLEGREI" (https://www.ov.ingv.it/index.php/monitoraggio-e-infrastrutture/bollettini-tutti/bollett-mensili-cf), in the period 2022-2023.

Data are reported as ratios of gas species (e.g CO2/H2O) and in concentrations expressed in micromoles per mole for carbon monoxide.
DOI: 10.5281/zenodo.10435906
title: PEDAGOGICAL REQUIREMENTS OF TEACHING STUDENTS TO USE LANDSCAPE COMPOSITION IN PAINTING
DOI: 10.5281/zenodo.10435907
title: PEDAGOGICAL REQUIREMENTS OF TEACHING STUDENTS TO USE LANDSCAPE COMPOSITION IN PAINTING
DOI: 10.6084/m9.figshare.24559870
title: Efficient and Robust Estimation of the Generalized LATE Model

description: This article studies the estimation of causal parameters in the generalized local average treatment effect (GLATE) model, which expands upon the traditional LATE model to include multivalued treatments. We derive the efficient influence function (EIF) and the semiparametric efficiency bound (SPEB) for two types of causal parameters: the local average structural function (LASF) and the local average structural function for the treated (LASFT). The moment conditions generated by the EIF satisfy two robustness properties: double robustness and Neyman orthogonality. Based on the robust moment conditions, we propose the double/debiased machine learning (DML) estimator for estimating the LASF. The DML estimator is well-suited for high dimensional settings. We also propose null-restricted inference methods that are robust against weak identification issues. As an empirical application of these methods, we examine the potential health outcome across different types of health insurance plans using data from the Oregon Health Insurance Experiment.
DOI: 10.6084/m9.figshare.24559870.v1
title: Efficient and Robust Estimation of the Generalized LATE Model

description: This article studies the estimation of causal parameters in the generalized local average treatment effect (GLATE) model, which expands upon the traditional LATE model to include multivalued treatments. We derive the efficient influence function (EIF) and the semiparametric efficiency bound (SPEB) for two types of causal parameters: the local average structural function (LASF) and the local average structural function for the treated (LASFT). The moment conditions generated by the EIF satisfy two robustness properties: double robustness and Neyman orthogonality. Based on the robust moment conditions, we propose the double/debiased machine learning (DML) estimator for estimating the LASF. The DML estimator is well-suited for high dimensional settings. We also propose null-restricted inference methods that are robust against weak identification issues. As an empirical application of these methods, we examine the potential health outcome across different types of health insurance plans using data from the Oregon Health Insurance Experiment.
DOI: 10.6084/m9.figshare.24907428.v1
title: <b>Correlation of Prolonged Sitting Time and Sitting Posture on Low Back Pain: A Cross-Sectional Study among Medical Students at Universitas Sumatera Utara</b>

description: Background: Low Back Pain (LBP) is the most common musculoskeletal disorder in the world. Medical students, particularly those who use computers for study purposes, are more vulnerable to LBP due to prolonged sitting times and improper sitting posture during lectures. However, prior research showed that the prevalence of LBP among medical students appeared lower when they were enrolled during online pandemic learning. Hence, this research is performed to determine the correlation between the duration of sitting and sitting posture on the incidence of LBP among medical students in Universitas Sumatera Utara, Indonesia. Methods: A cross-sectional study with an analytical descriptive design was conducted in September 2023 among randomly selected 147 medical students at Universitas Sumatera Utara, Indonesia. The inclusion criteria of the research sample are students with BMI&lt; 23 kg/m2 while the exclusion criteria are students who have abnormalities and a history of trauma or spinal fractures. Data was obtained from filling out questionnaires of The Pain and Distress Scale (PAD) and Body Awareness of Postural Habit in Young People (BAPHY). A Chi-square test and logistic regression were used to analyze data with a p-value &lt; 0.05 was regarded as statistically significant. Results: The study's findings revealed that 40.1% of students reported having LBP problems, 72.1% reported sitting for more than seven hours each day, and 33.3% reported having a bad sitting posture. Chi-square analysis revealed a significant correlation between sitting duration and posture on complaints of lower back pain (RR = 1.69, p = 0.041 and RR = 1.69, p = 0.009). At a risk of 2,438 times, sitting posture is the main factor contributing to LBP among medical students at Universitas Sumatera Utara, Indonesia. Conclusions: This research showed a significant correlation between duration and sitting posture on the incidence of low back pain.
DOI: 10.6084/m9.figshare.24303139.v2
title: How Coarse Analysis Can Obscure Key Trends - A Multi-Scale Study Using Very High-Resolution Intra-Urban Land Data

description: Land use change (LUC) mechanisms are vital for understanding change processes and policy formulation. However, most previous studies neglected intra-urban land use evolution and the influence of spatial resolution. This study investigates driving factors of intra-urban land use expansion in selected cities of Hunan Province, China, and examines the effect of spatial resolution on driving factor analysis. Very high-resolution intra-urban land use survey data was used for the first time, and driving mechanisms were explored at a 2 m resolution using random forest and Spearman correlation analysis. The results were compared with other resolutions (5 m, 10 m, 30 m, 60 m, 90 m, and 120 m). Spearman correlation analysis, Sen's slope and Mann-Kendall (MK) trend test were employed to analyze the changing pattern of driver importance with spatial resolution. Findings reveal that economic, topographic, demographic, transportation and industrial factors predominantly drive intra-urban land use expansion, with different categories emphasizing specific factors. Analyzing intra-urban land use expansion mechanisms at low spatial resolutions can significantly distort results and render the ranking of driving elements unstable. The loss of patch information due to reduced spatial resolution is the primary cause of distorted driving factor analysis results. It is recommended that related studies use data with a resolution of 30 m or higher. These findings offer valuable insights for optimizing land use policies and serve as a reference for selecting appropriate data resolutions in future studies.
DOI: 10.5281/zenodo.10435944
title: PSYCHODIAGNOSTICS OF STRESS AND AGGRESSIVE CONDITIONS
DOI: 10.5281/zenodo.10435943
title: PSYCHODIAGNOSTICS OF STRESS AND AGGRESSIVE CONDITIONS
DOI: 10.6084/m9.figshare.1088362
title: Promoter parts for engineering gene expression

description: Sequences of promoter parts used in the teaching resources for synthetic biology, developed in the UNIGEMS project. For more details please go to https://doi.org/10.1099/acmi.0.000596.v3.All sequences are saved in SnapGene's *.dna format.
DOI: 10.6084/m9.figshare.1088362.v1
title: Promoter parts for engineering gene expression

description: Sequences of promoter parts used in the teaching resources for synthetic biology, developed in the UNIGEMS project. For more details please go to https://doi.org/10.1099/acmi.0.000596.v3.All sequences are saved in SnapGene's *.dna format.
DOI: 10.5281/zenodo.10435966
title: cephus_pygmeus_spades_01.fasta.gz

description: .
DOI: 10.5281/zenodo.10435965
title: cephus_pygmeus_spades_01.fasta.gz

description: .
DOI: 10.5281/zenodo.10435866
title: Toxic Content Detection in online social networks: a new dataset from Brazilian Reddit Communities

description: This is new dataset of 2,500 manually annotated examples of comments extracted from the top 10 largest Brazilian subreddits on Reddit. The dataset has been annotated by crowd-sourcing efforts with contributions from the departments of computer science (DCC) and the linguistic group @ UFMG. As part of our contribution to the toxicity automatic detection and moderation of online social networks, we're making the dataset public for research.

Dataset

The dataset contains 2,500 manually annotated comments from the most popular brazilian communities on Reddit. The data sampling proccess was a stratified sampling by the number of generated publications by subreddit and the month of publication. The list of communities collected is presented below. The collected data period ranges from January 2022 to December 2022.

 




Subreddit
Posts
Comments


r/brasil
110,829 
2,136,866


r/desabafos
115,876
1,211,643


r/futebol
35,826
1,214,412


r/saopaulo
7,308
81,969


r/eu_nvr
12,631
188,620


r/botecodoreddit
7,059
57,298


r/conversas
21,967
326,061


r/investimentos
9,756
141,823


r/tiodopave
2,371
11,584


r/brasilivre
67,301
1,219265


Total
390,924
6,589,541




 

Annotation proccess

The annotators were divided into groups of raters and each group was assigned a batch of comments to label. The raters were then asked to label a comment as Toxic, Non-toxic, I do not know and Missing info. During the annotation process, the raters were encouraged to assign one of the uncertain labels when they're not sure about the toxicity of a comment or the context is missing. 

Available data

The dataset is available as csv file and the label was assigned as a majority vote among the raters. The available data are the original collected comment id and body. The label was created from the original classification from the annotators. No data processing has been done on this version of the dataset. The overall schema of the dataset if presented below.

- id: The unique identifier of the comment on the Reddit platform- body: The original comment text publication- is_toxic: The final label of a given comment. The label is 0 for non-toxic comments, 1 for toxic comments and -1 for comments where the raters disagreed about the toxicity.