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An Approach to Detect Structural Development Defects in Object-Oriented Programs
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作者 Maxime Seraphin Gnagne Mouhamadou Dosso +1 位作者 Mamadou Diarra Souleymane Oumtanaga 《Open Journal of Applied Sciences》 2024年第2期494-510,共17页
Structural development defects essentially refer to code structure that violates object-oriented design principles. They make program maintenance challenging and deteriorate software quality over time. Various detecti... Structural development defects essentially refer to code structure that violates object-oriented design principles. They make program maintenance challenging and deteriorate software quality over time. Various detection approaches, ranging from traditional heuristic algorithms to machine learning methods, are used to identify these defects. Ensemble learning methods have strengthened the detection of these defects. However, existing approaches do not simultaneously exploit the capabilities of extracting relevant features from pre-trained models and the performance of neural networks for the classification task. Therefore, our goal has been to design a model that combines a pre-trained model to extract relevant features from code excerpts through transfer learning and a bagging method with a base estimator, a dense neural network, for defect classification. To achieve this, we composed multiple samples of the same size with replacements from the imbalanced dataset MLCQ1. For all the samples, we used the CodeT5-small variant to extract features and trained a bagging method with the neural network Roberta Classification Head to classify defects based on these features. We then compared this model to RandomForest, one of the ensemble methods that yields good results. Our experiments showed that the number of base estimators to use for bagging depends on the defect to be detected. Next, we observed that it was not necessary to use a data balancing technique with our model when the imbalance rate was 23%. Finally, for blob detection, RandomForest had a median MCC value of 0.36 compared to 0.12 for our method. However, our method was predominant in Long Method detection with a median MCC value of 0.53 compared to 0.42 for RandomForest. These results suggest that the performance of ensemble methods in detecting structural development defects is dependent on specific defects. 展开更多
关键词 object-oriented programming Structural Development Defect Detection Software Maintenance Pre-Trained Models Features Extraction BAGGING Neural Network
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Exploration on 5E Teaching Principle-based Education for the Object-oriented Software Construction Course
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作者 Cuiyun Gao Jia Xie +3 位作者 Bin Zhou Jianghong Ma Jianlong Wu Yunming Ye 《计算机教育》 2023年第12期187-194,共8页
Most current object-oriented programming courses offered by domestic colleges and universities generally focus on the object-oriented programming language itself,i.e.,the programming grammar of the language,but ignore... Most current object-oriented programming courses offered by domestic colleges and universities generally focus on the object-oriented programming language itself,i.e.,the programming grammar of the language,but ignore the design pattern.However,design patterns are essential to software engineering because they can solve common problems in software design and improve code reuse,readability,extensibility,and reliability.Our Object-oriented Software Construction Course is creative since it aims at cultivating students’object-oriented thinking as well as basic abilities required to construct high-quality,object-oriented software.Specifically,we exploit the 5E teaching principle during the education of this course,and present the whole pipeline in the paper.We also provide one case of the factory pattern to further demonstrate the implementation of the 5E teaching principle in the course.The effect of the 5E teaching principle has also been demonstrated. 展开更多
关键词 object-oriented software construction 5E teaching principle programming Design pattern
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An Exploratory Practice of Integration of Industry and Education in High-level Programming Language Course in the Background of New Engineering
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作者 Yu Zhang Xiaohong Su +3 位作者 Jianhong Zhai Yanhang Zhang Yongfeng Yuan Yulin Zhou 《计算机教育》 2023年第12期272-279,共8页
This paper analyzes some problems of the current teaching situation in the course High-level Programming Language,such as the lagging content of the course compared with technology development,the emphasis on theory r... This paper analyzes some problems of the current teaching situation in the course High-level Programming Language,such as the lagging content of the course compared with technology development,the emphasis on theory rather than on practice,the low enthusiasm of students for learning,and the weak practical ability of students.In response to the needs of enterprises for talents under the background of New Engineering,especially the cultivation of students’adaptability and practical abilities towards future industries to improve students’knowledge and problemsolving abilities to keep up with the modern technology,this paper proposes the ways and methods to reform and explore the teaching content and teaching methods by integrating industry and education,assisting teaching according to industrial demands,and lowering technology barriers of new technology.The practical effect is evaluated through a survey in class and the follow-up questionnaire after class,and the results show that the effect of the practice is effective. 展开更多
关键词 High-level programming language New Engineering Integration of Industry and education Practical project-based courses
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Automatic Generation of UML Class Diagrams for Object-oriented Design and Programing Course
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作者 Chunyan Ma Jing Chen +1 位作者 Zheng Chang Jiangbin Zheng 《计算机教育》 2021年第12期157-165,共9页
UML Class diagram generation from textual requirements is an important task in object-oriented design and programing course.This study proposes a method for automatically generating class diagrams from Chinese textual... UML Class diagram generation from textual requirements is an important task in object-oriented design and programing course.This study proposes a method for automatically generating class diagrams from Chinese textual requirements on the basis of Natural Language Processing(NLP)and mapping rules for sentence pattern matching.First,classes are identified through entity recognition rules and candidate class pruning rules using NLP from requirements.Second,class attributes and relationships between classes are extracted using mapping rules for sentence pattern matching on the basis of NLP.Third,we developed an assistant tool integrated into a precision micro classroom system for automatic generation of class diagram,to effectively assist the teaching of object-oriented design and programing course.Results are evaluated with precision,accuracy and recall from eight requirements of object-oriented design and programing course using truth values created by teachers.Our research should benefit beginners of object-oriented design and programing course,who may be students or software developers.It helps them to create correct domain models represented in the UML class diagram. 展开更多
关键词 UML class diagram Natural Language Processing(NLP) object-oriented design and programming course automatic generation
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Shrek:a dynamic object-oriented programming language 被引量:1
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作者 曹璟 徐宝文 周毓明 《Journal of Southeast University(English Edition)》 EI CAS 2009年第1期31-35,共5页
From a perspective of theoretical study, there are some faults in the models of the existing object-oriented programming languages. For example, C# does not support metaclasses, the primitive types of Java and C# are ... From a perspective of theoretical study, there are some faults in the models of the existing object-oriented programming languages. For example, C# does not support metaclasses, the primitive types of Java and C# are not objects, etc. So, this paper designs a programming language, Shrek, which integrates many language features and constructions in a compact and consistent model. The Shrek language is a class-based purely object-oriented language. It has a dynamical strong type system, and adopts a single-inheritance mechanism with Mixin as its complement. It has a consistent class instantiation and inheritance structure, and the ability of intercessive structural computational reflection, which enables it to support safe metaclass programming. It also supports multi-thread programming and automatic garbage collection, and enforces its expressive power by adopting a native method mechanism. The prototype system of the Shrek language is implemented and anticipated design goals are achieved. 展开更多
关键词 dynamic typing metaclass programming computational reflection native method object-oriented programming language
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The Construction of Linux System and Network Programming Course to Develop Engineering Ability 被引量:1
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作者 Haitao Dong GuoBing Ma 《计算机教育》 2020年第12期107-113,共7页
To meet society’s needs for undergraduate students to have engineering skills and to develop students’ability to operate Linux and engage in network software development,this paper proposes the construction of a new... To meet society’s needs for undergraduate students to have engineering skills and to develop students’ability to operate Linux and engage in network software development,this paper proposes the construction of a new specialized course for network engineering major--Linux system and network programming.This paper analyzes the course’s advantages,presents the contents of this course,designs a series of teaching methods aimed at improving students’engineering ability,proposes a course assessment method that will encourage students to practice,lists the development requirements for an examination software designed for this course,and finally,presents the results of our practice in teaching this course. 展开更多
关键词 Linux teaching Linux network programming development of engineering ability course construction.
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OBJECT-ORIENTED FINITE ELEMENT ANALYSIS AND PROGRAMMING IN VC++
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作者 MA Yong-qi(马永其) +1 位作者 FENG Wei(冯伟) 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2002年第12期1437-1443,共7页
The design of finite element analysis program using object-oriented programming (OOP) techniques is presented. The objects, classes and the subclasses used in the programming are explained. The system of classes libra... The design of finite element analysis program using object-oriented programming (OOP) techniques is presented. The objects, classes and the subclasses used in the programming are explained. The system of classes library of finite element analysis program and Windows-type Graphical User Interfaces by VC + + and its MFC are developed. The reliability, reusability and extensibility of program are enhanced. It is a reference to develop the large-scale, versatile and powerful systems of object-oriented finite element software. 展开更多
关键词 object-oriented programming finite element method program design VC+ +
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An Object-Oriented Robot Programming and Simulation System
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作者 赵春霞 付宜立 +2 位作者 王树国 吴菁 蔡鹤皋 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 1995年第4期38-41,共4页
AnObject-OrientedRobotProgrammingandSimulationSystemZHAOChunxia;FUYili;WANGShuguo;WUJing;CAIHegao赵春霞,付宜立,王树国... AnObject-OrientedRobotProgrammingandSimulationSystemZHAOChunxia;FUYili;WANGShuguo;WUJing;CAIHegao赵春霞,付宜立,王树国,吴菁,蔡鹤皋(RobotRese... 展开更多
关键词 ss:object-oriented programming LANGUAGE simulation OFF-LINE programming computer GRAPHICS
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A Three-Dimensional Case System Model for Programming Course
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作者 Jinghua Zhang 《Journal of Contemporary Educational Research》 2022年第8期55-61,共7页
This research aims to construct a case resource library for programming course,which can be used for either teachers’teaching or students’learning.The cases cannot be simply piled up but rather require a systematic ... This research aims to construct a case resource library for programming course,which can be used for either teachers’teaching or students’learning.The cases cannot be simply piled up but rather require a systematic planning.The solution to this is to design a case system model.The outcome-based education(OBE)concept is adopted to guide the research,and a three-dimensional case system model matching the course objectives is designed.Under the guidance of the model,the case resource library construction is more planned.Cases based on the model can provide all-round support for the cultivation of students’ability by gradually promoting knowledge and technology,frequently exercising one’s abilities,as well as expanding diverse and innovative problems. 展开更多
关键词 programming course Outcome-based education Case system model Case resource library
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Detecting Design Patterns in Object-Oriented Program Source Code by Using Metrics and Machine Learning 被引量:3
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作者 Satoru Uchiyama Atsuto Kubo +1 位作者 Hironori Washizaki Yoshiaki Fukazawa 《Journal of Software Engineering and Applications》 2014年第12期983-998,共16页
Detecting well-known design patterns in object-oriented program source code can help maintainers understand the design of a program. Through the detection, the understandability, maintainability, and reusability of ob... Detecting well-known design patterns in object-oriented program source code can help maintainers understand the design of a program. Through the detection, the understandability, maintainability, and reusability of object-oriented programs can be improved. There are automated detection techniques;however, many existing techniques are based on static analysis and use strict conditions composed on class structure data. Hence, it is difficult for them to detect and distinguish design patterns in which the class structures are similar. Moreover, it is difficult for them to deal with diversity in design pattern applications. To solve these problems in existing techniques, we propose a design pattern detection technique using source code metrics and machine learning. Our technique judges candidates for the roles that compose design patterns by using machine learning and measurements of several metrics, and it detects design patterns by analyzing the relations between candidates. It suppresses false negatives and distinguishes patterns in which the class structures are similar. As a result of experimental evaluations with a set of programs, we confirmed that our technique is more accurate than two conventional techniques. 展开更多
关键词 Design PATTERNS SOFTWARE Metrics MACHINE LEARNING object-oriented programming SOFTWARE Maintenance
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The Design and Implementation of an Object-Oriented Hypermedia System
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作者 曹元大 马锐 《Journal of Beijing Institute of Technology》 EI CAS 1997年第1期78-84,共7页
Presents an object-oriented NBO(node-block-object)data model for hypermedia system.It takes advantage of object-oriented method,encapsulates all multimedia information as well as link functions in one unit,It has succ... Presents an object-oriented NBO(node-block-object)data model for hypermedia system.It takes advantage of object-oriented method,encapsulates all multimedia information as well as link functions in one unit,It has successfully achieved cross link to offer much better flexibility and two-way link to realize forward and backward searching in hypermedia system navigation.A conditional relation on links has also been realized,that is very helpful for time sensitive multimedia information processing and multimedia object cooperation. 展开更多
关键词 MULTIMEDIA HYPERMEDIA LINK object-oriented programming
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VISUAL SIMULATION OF COLD ROLL-FORMING BASED ON OBJECT ORIENTED PROGRAMMING 被引量:1
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作者 ZhangLele TanNanlin +1 位作者 ZhangHuadi LiuCai 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2004年第1期70-72,共3页
To simulate the process of cold roll-forming process, a new method isadopted. The theoretical foundation of this method is an elastic-plastic large deformation splinefinite strip method based on object-oriented progra... To simulate the process of cold roll-forming process, a new method isadopted. The theoretical foundation of this method is an elastic-plastic large deformation splinefinite strip method based on object-oriented programming. Combined with the computer graphicstechnology, the visual simulation of cold roll-forming is completed and the system is established.By analyzing common channel steel, the process is shown and explained including theory method, modeland result display. So the simulation system is already a kind of mature and effective tool toanalyze the process of cold roll forming. 展开更多
关键词 object-oriented programming Visual simulation Cold roll-forming Splinefinite strip method
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Implementation of Heat Treatment Process Simulation with Object-Oriented Method
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作者 Yongping Yu, Yuzhen Niu, Jian Li, Changyong Guo, Ning Gao, Weidong Qiang, Wei Wang 1.Beijing Research Institute of Mechanical and Electrical Technology, Beijing 100083, China 2.The Science and Technology Ministry of China, Beijing 100823, China 3.The S 《Journal of Shanghai Jiaotong university(Science)》 EI 2000年第1期253-262,共10页
In this paper, mathematical models and FEA formulation for implementing heat treatment process simulation were given out. The various coupling effects were treated. The object-oriented methodology of developing heat t... In this paper, mathematical models and FEA formulation for implementing heat treatment process simulation were given out. The various coupling effects were treated. The object-oriented methodology of developing heat treatment simulation was explored. The framework of simulating programs was outlined. The main C++ classes were developed, some important member functions were implemented. The present research work shows that using object-oriented method can greatly reduce the amount of coding. The programs are clear in conception, easy to test, modify and expand. By using the methodology introduced in this paper, one heat treatment process three dimensional simulation tool was developed. 展开更多
关键词 HEAT Treatment Phase TRANSFORMATION Stress FIELD Temperature FIELD object-oriented programming
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Finite Element Structural Analysis UsingObject-Oriented Techniques
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作者 张冬泉 姜继海 +1 位作者 梁迎春 孙靖民 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 1998年第2期67-71,共5页
This paper describes the object-oriented implementational method of finite element structural analysis, gives the basic concepts of the object-oriented method and objectoriented programming, develops a complete class ... This paper describes the object-oriented implementational method of finite element structural analysis, gives the basic concepts of the object-oriented method and objectoriented programming, develops a complete class hierarchy structure of object-oriented finite element structural analysis, and gives a part C+ + code description. 展开更多
关键词 object-oriented method(OOM) object-oriented programming(OOP) finite element analysis(FEA) class HIERARCHY
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Applying Object-oriented Simulation to the Development of FMS Control Software
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作者 吴祚宝 《High Technology Letters》 EI CAS 1995年第2期20-24,共5页
The approach of control software development based on simulation is discussed. A library of object classes for a flexible manufacturing system(FMS) simulation has been developed using the technology of object-oriented... The approach of control software development based on simulation is discussed. A library of object classes for a flexible manufacturing system(FMS) simulation has been developed using the technology of object-oriented programming. Using the library, the simulation software of a FMS which has the same manufacturing logic with the FMS control system can be easily constructed. A new approach in the development of FMS control software based on software reuse and an emulator of the blade FMS control system for testing control software have also been developed. 展开更多
关键词 FMS SIMULATION Control object-oriented programming
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Reliability Modelling and Analysis of Satellite Propulsion System Based on Reliability Block Diagram and Extended Object-Oriented Petri Net
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作者 周行 黄洪钟 《Journal of Donghua University(English Edition)》 EI CAS 2015年第6期1001-1005,共5页
Modern satellite propulsion systems are generally designed to fulfill multiphase-missions.Traditional reliability modelling methods have problems of inadequate depict capacity considering complex systems such as satel... Modern satellite propulsion systems are generally designed to fulfill multiphase-missions.Traditional reliability modelling methods have problems of inadequate depict capacity considering complex systems such as satellite propulsion system.An extended object-oriented Petri net(EOOPN)method was proposed to facilitate the reliability modelling of satellite propulsion system in the paper.The proposed method was specified for modelling of phased mission system,and it could be implemented by generating combination of Petri net(PN)principles and object-oriented(OO)programming.The effectiveness of the proposed method was demonstrated through the reliability modelling of a satellite propulsion system with EOOPN.The major advantage of the proposed method is that the dimension of net model can be reduced significantly,and phased mission system at system,phase,or component levels can be respectively depicted.Furthermore,the state-space explosion problem is solved by the proposed EOOPN model efficiently. 展开更多
关键词 satellite propulsion system extended object-oriented Petri net(EOOPN) object-oriented programming reliability modeling reliability analysis
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A Software Engineering Project Course for Undergraduate Students
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作者 LIU Jia Huang Zhi-jun Zhang Jin-yu 《计算机教育》 2012年第10期31-34,共4页
Software engineering(SE) courses are confronted with predicaments how to cultivate students' engineering concept and how to abridge the distance between the academy and industry.The "Computing and Software En... Software engineering(SE) courses are confronted with predicaments how to cultivate students' engineering concept and how to abridge the distance between the academy and industry.The "Computing and Software Engineering,III(CSE III)" helps students mimic a real-world software development and broaden realworld SE view.With the spiral model as the main development model,the CSE III course includes not only the SE theory knowledge,but also quick learning,team cooperation,development management and risk management skills which meet the real-world industry requirements.Our contribution is providing an introductory course for multiple dimensions of knowledge,creating a real-world software development circumstance for students under quantitative control and designing a systematic and practical evaluation mechanism which stimulates the interests of students.CSE III has been executed from 2009 and obtains a valuable teaching and learning effects among our teachers,TAs and students;and we add refinements to the course according to feedbacks of participants.This paper will describe the design and practice of the CSE III course. 展开更多
关键词 Software engineering courses programming Student’s feedback
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MMII程序模式在New Headway English Course语法教学中的应用
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作者 俞巧燕 《黑龙江教育学院学报》 2010年第5期121-123,共3页
在英语教学中,语法占据着重要的位置,但我国的语法教学却越来越注重语言形式,脱离了语言的意义和交际。MMII程序模式是在认知法、学习层级理论以及MMC操练模式的基础上形成的,包括机械操练、有意义操练、互动活动和整体任务四个程序,突... 在英语教学中,语法占据着重要的位置,但我国的语法教学却越来越注重语言形式,脱离了语言的意义和交际。MMII程序模式是在认知法、学习层级理论以及MMC操练模式的基础上形成的,包括机械操练、有意义操练、互动活动和整体任务四个程序,突出了在真实情境中对学生语言运用能力的培养。该程序对于教师的语法教学有一定的启示。 展开更多
关键词 MMII程序模式 NEW Headway英语教材 语法教学
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Object-Oriented Finite Element Analysis of Metal Working Processes
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作者 Surendra Kumar 《Journal of Software Engineering and Applications》 2010年第6期572-579,共8页
Recently an object-oriented approach has been applied in the fields of finite element analysis with a view to treating the various complexities within these. It has been demonstrated that finite element software desig... Recently an object-oriented approach has been applied in the fields of finite element analysis with a view to treating the various complexities within these. It has been demonstrated that finite element software designed using an object-oriented approach can be significantly more robust than traditional codes. This paper describes a special kind of implementation of object-oriented programming which is rather hybrid in nature, in the development of a finite element code for engineering analysis of metal working problems using C++, and discusses the advantages of this approach. 展开更多
关键词 Finite Element Method Data ABSTRACTION Techniques object-oriented programming C++ programming LANGUAGE METAL Working
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Teacher-Retraining Course Design Renewal
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作者 Elena Melekhina Irina Kazachikhina 《Sino-US English Teaching》 2016年第2期150-161,共12页
Teacher-retraining course design is considered to be a challenge not only to the course participants but to the course designers as well, especially, when the participants enrolled turn out to have dramatically differ... Teacher-retraining course design is considered to be a challenge not only to the course participants but to the course designers as well, especially, when the participants enrolled turn out to have dramatically different professional background and conditions. This article supports the idea that changes to the course design should be made straightaway in response to the trainees' specific needs. The context for rural school teacher retraining at Novosibirsk State Technical University in Russia illustrates reasons for making immediate changes necessary as the course progressed, and reaction to them. The article discusses a model for a teacher retraining course in which EFL improvement is the core element. 展开更多
关键词 teacher retraining program rural teachers shortage of EFL teachers non-cohesive professional background changers to course design
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