Computational Science and Its Applications - ICCSA 2019

Name: Computational Science and Its Applications - ICCSA 2019 | 19th International Conference, Saint Petersburg, Russia, July 1-4, 2019, Proceedings, Part IV
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19th International Conference, Saint Petersburg, Russia, July 1-4, 2019, Proceedings, Part IV

Sanjay Misra Osvaldo Gervasi Beniamino Murgante Elena Stankova Vladimir Korkhov Carmelo Torre Ana Maria A.C. Rocha David Taniar Bernady O. Apduhan Eufemia Tarantino(Editor)

Springer (Publisher)

Published on 28. June 2019

XXXI, 837 pages

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Content

Intro
Preface
Welcome to St. Petersburg
Organization
Contents - Part IV
Econometrics and Multidimensional Evaluation in the Urban Environment (EMEUE 2019)
Weight Coefficients in the Appraisal System Approach
Abstract
1 Introduction
2 Literature Review
3 Methodology
3.1 Appraisal System Approach (ASA)
3.2 Weighted Appraisal System Approach (WASA)
4 Conclusion
References
A Multivariate Econometric Analysis for the Forecasting of the Interdependences Between the Housing Prices and the Socio-economic Factors in the City of Barcelona (Spain)
Abstract
1 Introduction
2 Case Study
3 The Methodology
4 Application of the Methodology
4.1 The Model
4.2 Interpretation of the Selected Model
5 Conclusions
References
Incidence of Different Types of Urban Green Spaces on Property Prices. A Case Study in the Flaminio District of Rome (Italy)
Abstract
1 Introduction
2 Aim
3 Case Study
4 Methodology
5 Application of the Method
6 Conclusions
References
Multilayer Perceptron and Particle Swarm Optimization Applied to Traffic Flow Prediction on Smart Cities
1 Introduction
2 Related Work
3 Proposal
3.1 Model Specification
3.2 Data Cleaning and Pre-processing
3.3 Test/Train Split
3.4 Test and Evaluation Results
4 Evaluation
4.1 PeMS
5 Conclusion
References
The Linguistic Skills of Foreign Students in the Italian School System
Abstract
1 Introduction
2 The Master Profile of the Interviewed Students
2.1 Percentage Distribution by Citizenship and Country of Birth
2.2 Percentage Distribution by Migratory Generation
3 Italian Language Skills for Foreign Students
4 Language Skills in Other Languages of Foreign Students
5 Socialization
6 Conclusions
References
Industrial Development and Environmental Sustainability: A Multivariate Statistical Analysis
1 Introduction
2 Methodological Framework
2.1 The Source of the Data
2.2 Methods to Identify Territorial Clusters
3 Statistical Analysis of Environmental Indicators: Taranto and Environmental Requalification Policies
3.1 The City of Taranto
3.2 Environmental Indicators by Province
3.3 Identification of Territorial Clusters
3.4 Air Quality in Taranto and Environmental Policies
4 Conclusions
References
University Dropout Rates: Factors and Motivations that Influence the Choices of the Students
Abstract
1 Introduction
2 The Dropout Rate in Italy
2.1 The Dropout Rate Among First and Second Year
2.2 Mobility Between the First and Second Year of the Course
3 Statistical Analysis of the Dropout Rate of the Students of the University of Bari A. Moro
3.1 Sources and Methods
3.2 University Dropout Rates Between I and II Year
4 The Profiles of Students Who Drop Out
5 Final Remarks
References
Bottom-Up Processes for Culture-Led Urban Regeneration Scenarios
Abstract
1 Introduction
2 The Case Study
3 Methodological Approach
4 Analytic Network Process
5 Conclusions
Author Contributions
References
How Urban Resilience Can Change Cities: A System Dynamics Model Approach
Abstract
1 Introduction
2 Methodology
2.1 Definition and Background
2.2 Proprieties
3 Application
3.1 Case Study
3.2 Articulating the System Dynamics Model
3.3 Identifying the Variables of the Model
3.4 Resilient Scenario
3.5 Causal Loop Diagram
3.6 Stock and Flow Diagram
3.7 Scenarios Simulation and Analysis
4 Discussion of Results
5 Conclusion
Acknowledgment
References
Automatic Estimate of Depreciated Reproduction Cost for Optimizing the Real Estate Management Through BIM
Abstract
1 Introduction
2 Notes on Depreciation
3 The Model
4 The Software
5 Conclusions
References
Social Value of Nature Amenities: WTP for the Use of Public Seasides
Abstract
1 Introduction
2 Facts and Data
3 Methodological Approach
4 Consideration on the Method
5 Concluding Remarks
References
International Rankings: A Tool for Comparing Universities Through the Construction of Weighted Indicators
Abstract
1 Introduction
2 Main International Ranking
2.1 Introduction
2.2 Times Higher Education World University Rankings (THE)
2.3 Qs World University Ranking
2.4 Center for World University Rankings (CWUR)
2.5 Round University Ranking (RUR)
3 Comparison Ranking: Limits and Opportunities
3.1 Comparison Between Indicators and Weight Systems
3.2 Comparison of Rankings and Placements
4 Conclusions
References
A Multi-dimensional Decision-Making Process for Regenerative Landscapes: A New Harbour for Naples (Italy)
Abstract
1 Introduction
2 Purpose of Research and Methodological Approach
3 Case Study
4 Decision-Making Problem Structuring with ANP
4.1 Sustainability Indicators as Tools for Evaluating the Best-Fit Scenario
4.2 Indicators Sources
4.3 Outcomes
5 Discussion and Conclusion
References
Geomatics for Resource Monitoring and Control (GRMC 2019)
Comparison of Satellite and Geomorphic Indices for Flooded Areas Detection in a Mediterranean River Basin
Abstract
1 Introduction
2 Case Study
3 Methodologies
3.1 Hydrologic/Hydraulic Modeling
3.2 Satellite Basin Descriptors
3.3 Morphological Basin Descriptors
3.4 Linear Binary Classifiers and ROC Curves Methods
4 Results and Discussion
5 Conclusions
References
Supporting Insurance Strategies in Agriculture by Remote Sensing: A Possible Approach at Regional Level
Abstract
1 Introduction
2 Materials and Methods
2.1 Study Area
2.2 Available Data
3 Results and Discussion
4 Conclusions
References
Geomatics for Environmental Monitoring, Analysis and Forecast
Abstract
1 Introduction
2 The Technology of Monitoring and Analysis of the Hydroecological Situation in the Arctic
3 The Platform for Monitoring of Seismic Activity Fields
4 Earthquake Forecasting
4.1 Platform
4.2 Method of the Minimum Area of Alarm
4.3 Testing
5 Conclusion
References
Free and Open Source GIS Technologies for the Assessment of Tsunami Hazards in the Ionic Sea
Abstract
1 Introduction
2 Tsunami Risk in Italy
3 Case Study: Acireale (Sicily)
4 GIS for the Assessment and Management of Tsunami Hazards
5 Conclusions
References
Comparative Analysis of Different UAV-Based Photogrammetric Processes to Improve Product Accuracies
Abstract
1 Introduction
2 Material and Method
2.1 Study Area, Data and Technology
2.2 Workspace Setting and Calibration System
2.3 3D Model Generation Workflow
3 Results and Discussion
3.1 Camera Calibration and Lever-Arm
3.2 Positional Accuracy Assessment
4 Conclusion
References
Evaluation of Geomorphic Descriptors Thresholds for Flood Prone Areas Detection on Ephemeral Streams in the Metropolitan Area of Bari (Italy)
Abstract
1 Introduction
2 Cases Study
2.1 Study Area 1
2.2 Study Area 2
2.3 Study Area 3
2.4 Study Area 4
3 Methodologies
3.1 Morphological Descriptors of Basin
4 Results and Discussion
5 Conclusions
References
On BIQUE Procedures Applied to GPS Pseudorange Measurements
Abstract
1 Introduction
2 BIQUE of the GPS Pseudorange Variance Factors (Gauss-Markov Model)
3 Case Study: GPS Pseudorange Measurements
4 Conclusions
5 Appendix A - BIQUE Estimation in Condition Functional Model
6 Appendix B - A Generalized Procedure for BIQUE VCE
References
UAV Survey of Bridges and Viaduct: Workflow and Application
Abstract
1 Introduction
1.1 Infrastructure Survey Techniques
1.2 Photogrammetric Algorithms for 3d Reconstruction: SFM-MVS
2 Methods: Aerial Survey Using UAV
3 Annunziata Viaduct: Case Study
3.1 Annunziata Viaduct, A2 Highway Reggio Calabria
3.2 Annunziata Viaduct Data Acquisition
4 Results
5 Conclusions
References
The Geological Risk in the Historic Centers
Abstract
1 Introduction
2 Methodology
3 Results and Discussion
4 Conclusion and Results
References
A Crowd-Sensing System for Geomatics Applications
Abstract
1 Introduction
2 Materials and Method
2.1 Study Area and Selection of the Structures to Be Investigated
2.2 Operational Workflow
2.3 Crowd Sensing Operations
3 Results
4 Conclusions
Acknowledgement
References
Old Methods and New Technologies: A Multidisciplinary Approach to Archaeological Research in Sant'Arsenio (Salerno, Italy)
Abstract
1 Introduction
2 Materials and Methods
2.1 Methodology
2.2 The History of Sant'Arsenio Through Archaeological Sources and Data, from Prehistory to the Late Medieval Period
3 Results: An Agreement Between Literary Sources, Materials and Technology
4 Conclusions
References
International Symposium on Software Quality (ISSQ 2019)
Can Software Metrics Be Unified?
Abstract
1 Introduction
2 Sources of Expressed Variance in Software Metrics
2.1 Literature
2.2 Correlation Analysis of Software Metrics Suites
2.3 Definition of Counted Reference Point
2.4 Naming Metrics and Their Definitions
2.5 Exclusions from Optimization Techniques
2.6 Implementing Algorithm and Optimization Techniques
2.7 Metrics Aggregation Techniques
3 Variance Reduction Techniques
3.1 Homogeneity of Standard Names and Definitions
3.2 Counts and Reference Points
3.3 Metrics Optimization Buffering
3.4 Symmetry with Metrology
4 Software Metrics System Vs. Metrology
5 Conclusion
References
An Empirical Study on the Role of Macro-Meso-Micro Measures in Citation Networks
1 Introduction
2 Method and Materials
2.1 Networks Following Power-Law
2.2 Influencing Factors for Cito-Analytical Studies
2.3 Dataset and Description
3 Results and Discussions
3.1 Macro-Level Statistics
3.2 Meso-Level Features
3.3 Micro-level Indicators
4 Conclusions
References
Tailoring PMI and OGC Portfolio Frameworks
Abstract
1 Introduction
2 Dependency Between PMI PfM Processes and OGC PfM Artefacts
2.1 Elementary Dependency Analysis
2.2 Knowledge Area Centric Dependency Analysis
3 Traceability Map of an Example Artefact Using UML State Machine Model
4 Conclusions and Future Work
Acknowledgements
References
Graph-Based Fault Localization
1 Introduction
2 Related Work
3 Overview and Goal
3.1 Method
3.2 Subjects
3.3 Research Questions
4 Spectrum-Based Fault Localization
4.1 Coverage and Result Data
4.2 Metrics
5 Graph-Based FL (GFL)
5.1 Algorithm
6 Evaluation
References
Comparison of Test Groups Based on Behavior and Package Hierarchy
1 Introduction
2 Overview and Goals
2.1 Method
2.2 Subjects
2.3 Research Questions
3 Package-Based Clustering
4 Coverage-Based Clustering
4.1 Projection
4.2 Clustering Algorithms
5 Comparing and Evaluation
5.1 Adjusted and Normalized Mutual Information
5.2 Completeness, Homogeneity and V-measure Scores
5.3 Results
References
Virtualization, Containerization, Composition, and Orchestration of Cloud Computing Services
Abstract
1 Introduction
2 Related Work
3 The Systematic Mapping Process
3.1 Review Stage
3.2 Definition of Research Questions
3.3 Conduct of Research for Primary Studies
3.4 Screening of Papers for Inclusion and Exclusion
3.5 Key Wording of Abstracts
3.6 Research Type Facets with Categories and Descriptions
3.7 Data Extraction and Mapping Studies
4 Results and Discussion
4.1 Topic and Contribution Facet
4.2 Topic and Research Facet
4.3 Systematic Map of Virtualization, Centralization, Composition and Orchestration
5 Conclusion
Acknowledgments
References
Code Smells Enabled by Artificial Intelligence: A Systematic Mapping
Abstract
1 Introduction
2 Research Method
2.1 Research Questions
2.2 Study Protocol
3 Results
4 Analysis and Discussion
5 Conclusions and Future Work
References
Understanding Test-to-Code Traceability Links: The Need for a Better Visualizing Model
Abstract
1 Introduction
2 Background Information and Related Work
2.1 Software Visualization
2.2 Test-to-Code Traceability Links
3 Why Is the Visualization of Test-to-Code Relations Needed?
4 Results and Discussion
5 Conclusion and Future Work
References
Testing in a DevOps Era: Perceptions of Testers in Norwegian Organisations
Abstract
1 Introduction
2 DevOps Principles
3 Research Methodology
4 Results
4.1 Collaboration
4.2 Roles and Responsibilities
4.3 Types of Tests
4.4 Automation
4.5 Monitoring and Infrastructure
5 Discussion
5.1 What Are the Main Challenges on Testing in DevOps?
5.2 Bridging Practice and the State-of-the-Art in Testing in DevOps
5.3 Limitations
6 Conclusions
Acknowledgments
References
Towards an Extensible Architecture for Refactoring Test Code
1 Introduction
2 Refactoring Code and Tools
2.1 Refactoring Test Code
2.2 Refactoring Tools
3 The Extensible Architecture for Refactoring Test Code
3.1 Overview
3.2 Functionalities
3.3 Internal Architectural
3.4 Extension Points
4 Neutrino: A Tool for Test Code Refactoring
4.1 The Neutrino Refactoring Process
4.2 Design Structure Matrix
5 Conclusion and Future Work
References
Machine Learning Approach for Reliability Assessment of Open Source Software
1 Introduction
2 Background
3 Fault Data Recorded in Bug Tracking System
4 Machine Learning Techniques Used
5 Methodology Used
6 Dataset
7 Performance Evaluation Criteria
8 Results and Discussion
9 Conclusion and Future Work
References
A Requirements Catalog of Mobile Personal Health Records for Prenatal Care
Abstract
1 Introduction
2 Related Work
3 Method
3.1 Requirements Specification of mPHRs for Prenatal Care
3.2 Requirements Catalog for Prenatal Care mPHRs
4 Results
4.1 Illustration Using an mPHR for Prenatal Care: Pregnancy +
5 Discussion
6 Conclusion and Future Work
Acknowledgments
References
Prediction of SQL Injection Attacks in Web Applications
Abstract
1 Introduction
2 Literature Survey
3 Proposed System
3.1 Implementation
3.2 Creation of Dataset and Classification
4 Prediction
5 Conclusion
References
A Chatbot for Goal-Oriented Requirements Modeling
1 Introduction
2 Background
2.1 Goal-Oriented Requirements Engineering
2.2 Natural Language Processing for Requirements Engineering
2.3 Chatbot
3 KAOSbot
3.1 The Approach
3.2 KAOSbot Interface
3.3 KAOSbot Service
4 A Quasi-experiment
4.1 Experiment Design
4.2 Discussion of the Quasi-experiment Results
4.3 Threats to Validity for the Quasi-experiment
5 Related Work
6 Conclusions and Future Works
References
Adopting Social Group Optimization Algorithm Using Mutation Testing for Test Suite Generation: SGO-MT
1 Introduction
2 Search Based Algorithms
2.1 Genetic Algorithm (GA)
2.2 Particle Swarm Optimization (PSO)
2.3 Ant Colony Optimization (ACO)
2.4 Moth Flame Optimization (MFO)
2.5 Lion Optimization Algorithm (LOA)
2.6 Spider Monkey Optimization (SMO)
2.7 Social Group Optimization (SGO)
2.8 Whale Optimization Algorithm (WOA)
3 Proposed Test Data Generation Approach: SGO-MT
3.1 Description of Mutants
4 Conclusion
References
Evaluation of Textual Similarity Techniques in Code Level Traceability
1 Introduction
2 Overview
3 Data Collection
4 Experiment Design
4.1 Term Frequency-Inverse Document Frequency: TF-IDF
4.2 Document Embeddings: Doc2Vec
4.3 Latent Semantic Indexing: LSI
4.4 Result Refinement with a Combined Technique
5 Experiments and Analysis
6 Related Work
7 Conclusions
References
Reducing Efforts in Web Services Refactoring
1 Introduction
2 Background
3 Related Work
4 Our Approach
4.1 Initial Classification
4.2 Service Iteration
5 Experimental Results
5.1 Analysis of Metrics
5.2 Discussion
6 Conclusions
References
Machine Learning for Space and Earth Observation Data (ML-SEOD 2019)
Potential of Using Sentinel-1 Data to Distinguish Targets in Remote Sensing Images
1 Introduction
2 Material and Methods
2.1 Study Area
2.2 Exploratory S-1 Data Analysis and Processing
2.3 Development of the Methodology to Classify SAR Images
2.4 Accuracy Assessment
3 Result and Discussion
3.1 SAR Remote Sensing Signal Pattern
3.2 Methodology Assessment
4 Conclusions
References
Evaluating Classification Models in a Burned Areas' Detection Approach
1 Introduction
2 Burned Areas Mapping by Remote Sensing Monitoring
3 Burned Areas Mapping Process at INPE
3.1 Data
3.2 Preprocessing
4 Classification Experiments
4.1 Classification Models
4.2 Experiment 1: Test the the Whole Dataset
4.3 Experiment 2: Using the 2017 Dataset to Classify the 2018 Dataset
5 Conclusions and Future Work
References
Mobile-Computing, Sensing, and Actuation in Cyber Physical Systems (MSA4CPS 2019)
Evaluating HTTP Adaptive Streaming Algorithms Under Parallel TCP Connections
1 Introduction
2 Related Work
3 System Model
3.1 DASH Model
3.2 DASH Specifications
4 Protocol Details
4.1 Parallel Streaming Algorithm
5 Measurement Study
5.1 Neubot
5.2 Measurement Setup
5.3 Measurement Results
5.4 Analysis
6 Video Streaming Experiment
6.1 DASH Encoding
6.2 Experiment Setup
6.3 Parallel Streaming Results
6.4 Simultaneous Running
7 Conclusion
References
Software Defined Machine Learning Based Anomaly Detection in Fog Based IoT Network
1 Introduction
1.1 Research Contributions
2 Background and Related Work
3 Proposed Network (Attack Detection) Architecture
3.1 Anomaly/Attack Detection Methodology
3.2 Inside the SDN Controller (Cloud and Fog)
3.3 Attack Mitigation Strategy with SDN Control
4 Implementation and Experimentation
5 Results and Discussion
6 Conclusion
References
Quantum Chemical Modeling of Solids with Computers: From Plane Waves to Local Structures (QuaCheSol 2019)
Structure and Lattice Dynamics of La2Zr2O7 Crystal: Ab Initio Calculation
Abstract
1 Introduction
2 Calculations
3 Results and Discussion
4 Conclusion
Acknowledgments
References
cartesius fort - object fortran Library for Chemistry and Materials Science
1 Motivation
1.1 Quantum Modeling Issues
1.2 Cheminformatics Issues
2 Proposed Solutions
2.1 Preliminary Studies
2.2 Formal Description
2.3 Implementation Details
3 Current Implementations and Future Developments
References
Scientific Computing Infrastructure (SCI 2019)
Modern Approach to Creating University Learning Courses: Using Network Ideas for Creating a Hypertext (On Example of Courses on Physics and Concepts of Modern Science)
Abstract
1 Introduction
2 Modern Computer and Network Technologies Used in the Teaching of Physics at the Universities of St. Petersburg
3 Theoretical Remarks
4 HT and Textbook Paradoxes
5 Modular Structure of Physics Course
6 Conclusions
Acknowledgment
References
Some Methods for Minimizing of d.c. Functions
1 Introduction
1.1 Elementary Properties of Convex Sets and Convex Functions
1.2 Quasidifferentiable Functions
2 Minimization of d.c. Functions
2.1 Algorithm 1.
2.2 Algorithm 2
3 Conclusion
References
Industrial Fisheye Image Segmentation Using Neural Networks
1 Introduction
2 Related Work
3 Methods
3.1 Classification Neural Network
3.2 Fully Convolutional Network
3.3 U-Net
3.4 Mask R-CNN
4 Dataset
5 Experiments
6 Discussion
7 Conclusion
References
Parameter Estimation Problems in Markov Random Processes
1 Introduction
2 Problem Statements
3 The Bayesian Approach for Solving the Problem
4 Conclusion
References
Boosting HPC Applications in the Cloud Through JIT Traffic-Aware Path Provisioning
1 Introduction
2 Related Work
3 The Proposed Path Provisioning Approach
3.1 SDN-Based Path Provisioning Controller
3.2 A Working Example
3.3 Link Usage-Aware Routing (LUAR)
4 Evaluation
4.1 Experimental Setup
4.2 Workloads
4.3 Results
5 Final Considerations and Future Work
References
Virtual Testbed: Ship Motion Simulation for Personal Workstations
1 Introduction
2 Methods
2.1 Wavy Surface Generation
2.2 Velocity Potential Computation
2.3 Pressure Force Computation
2.4 Translational and Angular Ship Motion Computation
3 Results
3.1 Test Setup
3.2 Benchmark Results
4 Discussion
5 Conclusion
References
Vessel: Efficient Plain Text File Format for Ship Hull Geometry
1 Introduction
2 Methods
2.1 Vessel Format
2.2 Hydrostatic Calculations for Historic, Traditional and Contemporary Ship Hulls
2.3 Triangulation of a Ship Hull Given by a Collection of Curves
3 Results
4 Discussion
4.1 Advantages
4.2 Disadvantages
5 Conclusion
References
Fair Resource Allocation for Running HPC Workloads Simultaneously
1 Introduction
2 CPU Time
3 Memory
3.1 Using Memory Pages from Other Groups
3.2 Reclaiming Memory Pages
4 Network Bandwidth
5 Related Works
6 Conclusion and Future Work
References
Automated Creation of Unique Editable Textures for Three-Dimensional Models of Archaeological Artefacts
1 Introduction
2 Problem Definition
3 Solution Method
4 Experiments
5 Conclusion
References
The Architecture of the Robot-Finder Based on SLAM and Neural Network
1 Introduction
1.1 Functional Subsystems and Their Tasks
2 Related Works
3 Task
3.1 Mathematical Model and Task
4 Positioning Algorithm
4.1 The Efficiency Criterion of the Iterative Algorithm
4.2 Description of the Iterative Algorithm
5 Architecture (System Design)
5.1 Hardware and Software
5.2 Convolutional Neural Network for Human Detection
6 Conclusions
References
Position Tracking in 3D Space Based on a Data of a Single Camera
1 Introduction
1.1 Motivation and Value
2 Existing Software and Algorithms
3 Preparation
4 Recognition Stage
5 Results
6 Prospects
References
Controlled Remote Usage of Private Shared Resources via Docker and NoVNC
1 Introduction
2 Approach
3 Results
4 Evaluation
5 Conclusion
References
Use of Digital Technology for the Attribution of Paintings
Abstract
1 Introduction
2 Modern Attribution Methods
3 Application of Computer Image Processing Methods for Attribution
4 Application for the Attribution of Paintings
5 Experimental Results
6 Conclusion
References
Using Boosted k-Nearest Neighbour Algorithm for Numerical Forecasting of Dangerous Convective Phenomena
Abstract
1 Introduction
2 Data Selected for Research
3 Usage of k-Nearest Neighbour Algorithm
4 Usage of AdaBoost Algorithm
5 Results
6 Conclusions
References
Development Tools for Heterogeneous Computing
Abstract
1 Introduction
2 Development Tools for Heterogeneous Programming
2.1 Portable Intermediate Representation
2.2 High Level API
2.3 SYCL
2.4 SYCL Implementations
2.5 Other Approaches
3 SYCL Health and Performance Testing
3.1 Ways to Manage the Process of Computing
3.2 Ways to Optimize Computational Kernels
3.3 Platform for Testing
3.4 Test Results
3.5 Recommendations for Choosing Development Tools for Parallel Computing Accelerators
4 Conclusion
References
Localization of Text in Photorealistic Images
1 Introduction
2 Convolution Neural Network for Text Localization
2.1 Network Topology
2.2 Dataset
2.3 Preprocessing
3 Experimental Results
4 Conclusion
References
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Computational Science and Its Applications - ICCSA 2019

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