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Early Prediction for Graduation of Private High School Students with Machine Learning Approach 基于机器学习方法的私立高中学生毕业早期预测
Pub Date : 2023-10-29 DOI: 10.47577/technium.v16i.9971
None Kartini, None Fetty Tri Anggraeny, None Aang Kisnu Darmawan, None Anik Anekawati, None Ivana Yudhisari
Graduation rates indicate school success. Predicting student graduation helps schools identify students in danger of dropping out and intervene early to enhance academic performance. It can also assist policymakers create graduation and dropout prevention initiatives. However, based on a literature search, predicting student graduation rates from admission test scores is difficult. School grades are a better predictor of timely tertiary graduation than acceptance test scores because college success requires cognitive abilities and self-regulation competencies, which are better indexed by school grades. Self-efficacy, school academic culture, and future expectations can also affect student graduation rates. Finally, the selective admissions modality needs to be refined. This study aims to (1) predict private high school graduation with eight algorithms: Random tree, Naïve Bayes Multinomial, Support Vector Machine (SVM), Random forest (RF), K-Nearest Neighbor, Ada Boost, Multilayer perceptron, Logistic regression, and (2) compare the performance of the eight algorithms. According to research, the Random tree, Naïve Bayes Multinomial, Random forest (RF), and Ada boost algorithms all perform at 99.49% for the first aim. For the second objective, the Random Tree approach outperforms other algorithms in Accuracy (99.49%), Precision (100%), F-Measure (99.74%), and consumption time (0 seconds). Therefore, the Random tree algorithm outperforms others. This research contributes in two ways: scientifically by testing eight algorithms—Random tree, Naïve Bayes Multinomial, Support Vector Machine (SVM), Random forest (RF), K-Nearest Neighbor, Ada Boost, Multilayer perceptron, and Logistic regression—to predict private high school graduation, and secondly by recommending school administrators to develop a selective enrollment model.
毕业率表明学校的成绩。预测学生毕业可以帮助学校识别有辍学危险的学生,并及早干预以提高学习成绩。它还可以帮助政策制定者制定预防毕业和辍学的举措。然而,根据文献检索,从入学考试成绩预测学生的毕业率是困难的。学校成绩比入学考试成绩更能预测学生是否能及时毕业,因为大学成功需要认知能力和自我调节能力,而这些都可以通过学校成绩更好地反映出来。自我效能感、学校学术文化和对未来的期望也会影响学生的毕业率。最后,选择性录取模式需要改进。本研究旨在(1)使用随机树、Naïve贝叶斯多项式、支持向量机(SVM)、随机森林(RF)、k近邻、Ada Boost、多层感知器、逻辑回归等八种算法预测私立高中毕业率,(2)比较八种算法的性能。根据研究,随机树、Naïve贝叶斯多项式、随机森林(RF)和Ada增强算法在第一个目标上的表现都是99.49%。对于第二个目标,随机树方法在准确性(99.49%),精度(100%),F-Measure(99.74%)和消耗时间(0秒)方面优于其他算法。因此,随机树算法优于其他算法。本研究在两个方面作出贡献:科学地通过测试八种算法-随机树,Naïve贝叶斯多项式,支持向量机(SVM),随机森林(RF), k近邻,Ada Boost,多层感知器和Logistic回归-来预测私立高中毕业,其次建议学校管理者开发选择性入学模型。
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引用次数: 0
A Mini Review: Preliminary Study of Bio-Medical Physics on Development of FRRS to Reduce Pain After Heavy Activities 生物医学物理学发展FRRS减轻剧烈运动后疼痛的初步研究综述
Pub Date : 2023-10-29 DOI: 10.47577/technium.v16i.10014
None Primasari Cahya Wardhani, None Nur Aini Fauziyah, None Pardi Sampe Tola, None Zakiyah Dania Billah
Reflexology on the feet is a traditional Chinese medicine (TCM) therapy method. Specifications that must be considered in the manufacture of electrostimulators for acupuncture therapy are waveform, intensity, frequency, and duration of therapy. Scientific studies have confirmed that TCM FB can promote microcirculation, improve skin permeability, and boost drug absorption. Based on data from research collected in the last five years, the method used for foot reflexology is TENS, FES, FNS, and the manufacture of reflexology cotton sandals. By looking at these significant results of the usage of foot stimulator, but it has not been supported by the development of a comprehensive foot reflexology device. Thus, the development of the FRRS device has the potential to become a non-invasive and non- pharmacological therapy device with several advantages in its usage using magnetic electrodes (magnetic plate electrodes), which are very effective at directing the flow of electrical energy to the body through the soles of the feet.
脚底反射是一种传统的中医治疗方法。在制造用于针灸治疗的电刺激器时必须考虑的规格是波形、强度、频率和治疗持续时间。科学研究证实,中药FB可以促进微循环,改善皮肤通透性,促进药物吸收。根据近5年收集的研究数据,足底按摩使用的方法是TENS, FES, FNS,以及制作足底按摩棉凉鞋。通过观察这些使用足部刺激器的显著结果,但它还没有得到全面的足部反射设备发展的支持。因此,FRRS装置的发展有可能成为一种非侵入性和非药物治疗装置,在使用磁电极(磁板电极)方面具有几个优点,磁电极在通过脚底引导电能流向身体方面非常有效。
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引用次数: 0
Potential of Biomass Briquettes from Tropical Fruit Waste (Study Case: Durian Skin) 热带水果废弃物生物质型煤的潜力(研究案例:榴莲皮)
Pub Date : 2023-10-29 DOI: 10.47577/technium.v16i.10012
None Praditya S. A. Sitogasa, None Mohamad Mirwan, None Firra Rosariawari
The search for alternative and sustainable renewable energy sources has become necessary as the world faces growing concerns over climate change and depleting fossil fuel reserves. Biomass briquettes, derived from various organic materials, present a promising solution to this global energy crisis. This study explores the potential of utilizing tropical fruit, specifically durian (Durio zibethinus), as a renewable energy source by producing biomass briquettes. Durian is a widely cultivated tropical fruit, abundant in certain regions but often underutilized due to its strong aroma and perishability. By converting durian waste into biomass briquettes, we can address environmental challenges while creating a valuable energy resource that aligns with sustainability principles.
随着全球对气候变化和化石燃料储备日益枯竭的担忧日益加剧,寻找可替代和可持续的可再生能源已成为必要。从各种有机材料中提取的生物质型煤,为解决全球能源危机提供了一个有希望的解决方案。本研究探索了利用热带水果,特别是榴莲(Durio zibethinus)作为可再生能源生产生物质压块的潜力。榴莲是一种广泛种植的热带水果,在某些地区产量丰富,但由于其强烈的香气和易腐性,经常未得到充分利用。通过将榴莲废物转化为生物质压块,我们可以在创造符合可持续发展原则的宝贵能源的同时,解决环境挑战。
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引用次数: 0
SakeraHerbDB Proposing an Integrated Indonesian Traditional Herbal Medicine Database IITHMDB for Madura Islands Herbs 提议为马杜拉群岛草药建立一个综合印尼传统草药数据库IITHMDB
Pub Date : 2023-10-29 DOI: 10.47577/technium.v16i.9995
None Muhammad Yusuf, None M Kautsar Sophan, None Aang Kisnu Darmawan, None Devie Rosa Anamisa, None Budi Dwi Satoto, None Nurwahyu Alamsyah
Indonesian Traditional Herbal Medicine Databases are crucial for maintaining indigenous knowledge bridging traditional medicine with modern healthcare and promoting evidencebased research These databases help identify therapeutic compounds and modernize traditional medicine practices However Traditional herbal medicine databases in Indonesia need to be improved in dissemination documentation safety quality and research on COVID19 This research aims to create SakeraHerbDB an integrated Indonesian Traditional Herbal Medicine Database for Madura Island botanicals The database will integrate traditional and modern medicine by combining traditional knowledge scientific facts and ecological factors The study reviews Indonesian traditional herbal medicine literature focusing on Madura Island botanicals Ethnobotanical research local knowledge holders and herbal medicine practitioners will collect data A structured database and data entry processes will be created for accuracy and consistency The database will have an easytouse interface This study produced six submissions for the Integrated Indonesian Traditional Herbal Medicine Database IITHMDB for Madura Islands herbs Use Case Diagram Database Attribute System Architecture Decision Tree Flowchart SakeraHerbDB Webbased application and Searching SakeraHerbDB with Decision Tree algorithm This research improves traditional knowledge integrates traditional and contemporary medicine advances herbal medicine research empowers local populations and promotes sustainable resource management SakeraHerbDB will unify data fill knowledge gaps and promote interdisciplinary collaboration The database will benefit healthcare workers researchers policymakers and innovators
印度尼西亚传统草药数据库对于维护土著知识至关重要,这些数据库将传统医学与现代医疗保健联系起来,促进循证研究。这些数据库有助于确定治疗性化合物和使传统医学实践现代化。然而,印度尼西亚的传统草药数据库需要在传播、文件、安全、质量和covid - 19研究方面得到改进Madura岛植物传统草药数据库该数据库将通过结合传统知识、科学事实和生态因素,整合传统和现代医学。该研究回顾了以Madura岛植物为重点的印度尼西亚传统草药文献,民族植物学研究、当地知识持有人和草药从业者将收集数据。将创建一个结构化的数据库和数据输入流程,以确保准确性和一致性该研究为Madura群岛草药用例图数据库属性系统架构决策树流程图SakeraHerbDB基于web的应用和用决策树算法搜索SakeraHerbDB提供了六份提交。该研究改进了传统知识,整合了传统和现代医学,推进了草药研究,赋予了当地权力SakeraHerbDB将统一数据,填补知识空白,促进跨学科合作。该数据库将使卫生保健工作者、研究人员、政策制定者和创新者受益
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引用次数: 0
Optimizing K-Means Clustering: A Comparative Study of Optimization Algorithms For Convergence And Efficiency 优化k均值聚类:收敛和效率优化算法的比较研究
Pub Date : 2023-10-29 DOI: 10.47577/technium.v16i.9962
None Alfiansyah Hasibuan, None Djubir R.E. Kembuan, None Vivi Peggie Rantung, None Medi Hermanto Tinambunan
The K-Means clustering algorithm is a widely used technique for grouping data into clusters, with applications spanning various domains. This study presents a comparative investigation into the optimization of K-Means clustering through the evaluation of different optimization algorithms. The primary focus is on enhancing the convergence speed and computational efficiency of the K-Means algorithm, with implications for diverse real-world scenarios. The research systematically examines a range of optimization techniques, including gradient descent, stochastic gradient descent, and metaheuristic algorithms such as genetic algorithms and simulated annealing. A comprehensive analysis of convergence speed, clustering quality, and computational efficiency is conducted across these algorithms. By assessing their performance on diverse datasets, the study aims to provide insights into the trade-offs between different optimization strategies and their implications for practical clustering tasks. The results reveal distinct convergence patterns, highlighting the advantages and limitations of each optimization algorithm. Gradient-based approaches demonstrate rapid convergence but susceptibility to local optima, while stochastic gradient descent and metaheuristic algorithms exhibit a balance between exploration and exploitation. The findings shed light on the interplay between optimization techniques, convergence speed, and clustering quality, offering valuable guidance for practitioners seeking to optimize K-Means clustering according to specific dataset characteristics and computational requirements. This comparative study contributes to the broader understanding of optimizing K-Means clustering algorithms and aids researchers and practitioners in selecting suitable optimization strategies for efficient and effective data clustering in real-world applications.
k均值聚类算法是一种广泛使用的将数据分组成簇的技术,其应用跨越各个领域。本研究通过对不同优化算法的评价,对K-Means聚类的优化进行了比较研究。主要重点是提高K-Means算法的收敛速度和计算效率,并对不同的现实世界场景产生影响。该研究系统地研究了一系列优化技术,包括梯度下降、随机梯度下降和元启发式算法,如遗传算法和模拟退火。对这些算法的收敛速度、聚类质量和计算效率进行了综合分析。通过评估它们在不同数据集上的性能,本研究旨在深入了解不同优化策略之间的权衡及其对实际聚类任务的影响。结果显示出不同的收敛模式,突出了每种优化算法的优点和局限性。基于梯度的方法收敛速度快,但易受局部最优的影响,而随机梯度下降和元启发式算法在探索和开发之间表现出平衡。研究结果揭示了优化技术、收敛速度和聚类质量之间的相互作用,为根据特定数据集特征和计算需求优化K-Means聚类的从业者提供了有价值的指导。这一比较研究有助于更广泛地理解优化k均值聚类算法,并帮助研究人员和从业者在现实应用中选择合适的优化策略来实现高效的数据聚类。
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引用次数: 0
Village Open Data Implementation: Lesson Learned from Alang-alang Vilalge, Madura 村庄开放数据实施:从马杜拉Alang-alang村获得的经验教训
Pub Date : 2023-10-29 DOI: 10.47577/technium.v16i.9951
None Muhammad Yusuf, None M Kautsar Sophan, None Budi Dwi Satoto, None Devie Rosa Anamisa, None Nurwahyu Alamsyah
Alang-alang village is one of the villages in Bangkalan, Madura, near the Suramadu bridge. This village has a vision to be a smart cyber village. However, the application of open data need to be explored, especially in the village area. We just found the implementation of the open data application in Wonosobo and Bantul. Therefore, researching implementing Open data applications at the village level is important. This study aims to capture the open data application 1.0 implementation for the Alang-Alang Village Government. It will explore the richness of the village open data implementation's success factors, challenges, and uniqueness. This research contributes by providing a lesson learned and a novel model for Village Open Data Implementation based on the case study of the Alang-alang village open data application. Moreover, this research also has some implications for knowledge and practice for other villages’ governments, researchers, practitioners, and village ministries worldwide, such as the implementation model can be adopted for other contexts and villages. In the body of knowledge, it develops a body of e-Government and smart village knowledge and research fields. Based on this case study, there are some success factors for village open data implementation: Vision and commitment of the village leader, regulation, people’s support and participation, infrastructure, and digital literacy.
Alang-alang村是马都拉邦卡兰的一个村庄,靠近苏拉玛杜桥。这个村庄的愿景是成为一个智能网络村庄。然而,开放数据的应用还有待探索,特别是在农村地区。我们刚刚在沃诺索博语和班图尔语找到了开放数据应用的实现。因此,研究在村庄层面实施开放数据应用是很重要的。本研究旨在捕捉阿郎阿郎村政府开放数据应用1.0的实施。它将探讨农村开放数据实施的成功因素、挑战和独特性的丰富性。本研究通过对阿郎阿郎村开放数据应用的案例研究,为村庄开放数据实施提供了经验教训和新模式。此外,本研究对全球其他村政府、研究者、实践者和村部委的认识和实践也有一定的启示,如实施模式可以适用于其他情境和村庄。在知识体系方面,形成了电子政务和智慧村的知识体系和研究领域。基于这一案例研究,村庄开放数据实施的成功因素包括:村领导的愿景和承诺、监管、人民的支持和参与、基础设施和数字素养。
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引用次数: 0
Development of Public Value Based E-Government Maturity Framework 基于公共价值的电子政务成熟度框架构建
Pub Date : 2023-10-29 DOI: 10.47577/technium.v16i.9950
None Titisari Ramadhane, None Luthfi Ramadani, None Lukman Abdurrahman
The implementation of E-Government in Indonesia is expected to assist the government in providing services and changing relations with citizens, businesses, and other government agencies. To support the implementation of e-Government, one of the things that can be proposed is the determination of public value in public services. Public value can be defined as the value created by the government for citizens through the delivery of public services. In implementing the SPBE performance targets at the Jombang Regency Communication and Informatics Service, problems were found, including, the Regional Apparatus Organization (OPD) was still building its applications without coordinating, there were still many OPD applications that could not be integrated with other applications and it is still difficult to fulfil sectoral data in OPD, thus affecting the public value obtained by the people in Jombang Regency. The case study focus on assessment of the SiRinduNona website of the Department of Investment and Integrated One-Stop Services Jombang Regency based on the development public value-based E-Government maturity framework that has been made by researchers. The results of the maturity stage of The SiRinduNona website for Jombang Regency is included in stage 4, namely collaboration stage with a percentage of 73.14%.
电子政务在印尼的实施有望帮助政府提供服务,并改变与公民、企业和其他政府机构的关系。为支持电子政府的推行,其中一项建议是确定公共服务的公共价值。公共价值可以定义为政府通过提供公共服务为公民创造的价值。在钟邦县通信和信息服务中心实施SPBE绩效目标的过程中,发现了一些问题,包括区域机构组织(OPD)仍然在没有协调的情况下建立其应用程序,仍然有许多OPD应用程序无法与其他应用程序集成,并且仍然难以实现OPD的部门数据,从而影响了钟邦县人民获得的公共价值。本案例以研究人员提出的基于发展公共价值的电子政务成熟度框架为基础,对钟邦县政府投资与综合一站式服务司SiRinduNona网站进行评估。中邦摄政的SiRinduNona网站成熟阶段的结果包含在第4阶段,即协作阶段,百分比为73.14%。
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引用次数: 0
Use of Lactobacillus Bacteria to Degrade Oil and Grease in Restaurant Wastewater 利用乳酸菌降解饭店废水中的油脂
Pub Date : 2023-10-29 DOI: 10.47577/technium.v16i.9974
None Novirina Hendrasarie, None Syahrul Romadon, None RKH Putro, None Aussie A.
Restaurant wastewater poses a significant environmental challenge, especially concerning the removal of oil and grease, which is known to be highly persistent. To tackle this issue, the research utilized a Lactobacillus bacteria consortium to effectively degrade oil and grease present in the wastewater. The Lactobacillus bacteria consortium was applied in an aerobic environment within the Grease Trap, while various treatment conditions, such as hydraulic retention time (HRT) and aeration rate, were evaluated to determine the optimal settings for the SBR. By employing this combined pre-treatment and SBR approach, distinct aerobic and anaerobic conditions were created, leading to significant removal of pollutant parameters by microorganisms. Remarkably, the study's findings demonstrated that at a 24-hour retention time and a 14 L/minute aeration rate, the Lactobacillus bacteria consortium achieved an impressive 97.42% removal of oil and grease, compared to only 84.54% removal by the Grease Trap without bacteria. The pretreatment of the Lactobacillus bacteria consortium led to even higher reductions in other pollutant parameters. By harnessing the power of the Lactobacillus bacteria consortium and employing the SBR in combination with pre-treatment, this approach holds great potential for addressing the persistent challenge of oil and grease removal in restaurant wastewater and improving overall water quality.
餐馆废水对环境构成了重大挑战,特别是在去除油脂方面,众所周知,油脂是高度持久性的。为了解决这一问题,本研究利用乳酸菌联合体来有效地降解废水中的油脂。在好氧环境下,将乳酸菌群应用于隔油池内,同时评估各种处理条件,如水力停留时间(HRT)和曝气率,以确定SBR的最佳设置。通过采用这种预处理和SBR相结合的方法,创建了不同的好氧和厌氧条件,导致微生物对污染物参数的显著去除。值得注意的是,研究结果表明,在24小时的停留时间和14 L/min的曝气速率下,乳杆菌群对油脂的去除率达到了令人印象深刻的97.42%,而没有细菌的隔油池去除率仅为84.54%。乳酸杆菌菌群的预处理导致其他污染物参数的更高降低。通过利用乳酸菌联合体的力量,并将SBR与预处理相结合,该方法在解决餐饮废水中油脂去除的持续挑战和改善整体水质方面具有巨大的潜力。
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引用次数: 0
An Approach for Automatic Generating RESTFul API Code based on SQL DDL Code 基于SQL DDL代码的RESTFul API代码自动生成方法
Pub Date : 2023-10-29 DOI: 10.47577/technium.v16i.9969
None Fawwaz Ali Akbar, None Eka Prakarsa Mandyartha, None Hendra Maulana
RESTFul API is an emerging technology that is used for communication between various applications or systems. RESTFul API is commonly used in the development of systems and applications. Various application, such as mobile, web, or desktop, are use RESTFul API to handle and compute business processes. Currently, Development of the RESTFul API is easier with the code generator tools and some approaches that will generate RESTful API application automatically. With that tools, developers more easier dan efficient when developing their applications. In this research, we try to create a new approach to create a RESTFul API code generator. This approach is based on the SQL DDL code in the SQL dump file as input. We use this approach because, in the initial phase of building a system, developers must provide their database structure before building their applications. With proposed approach, RESTFul API code generator is more effective and suitable with the developer's workflow. Based on testing result, The proposed approach can perform well for automatic generating code for RESTful API based on SQL DDL given. And provide basic functionality in RESTFul API such as create, read, update, and delete data.
RESTFul API是一种新兴技术,用于各种应用程序或系统之间的通信。RESTFul API通常用于系统和应用程序的开发。各种应用程序,如移动、web或桌面,都使用RESTFul API来处理和计算业务流程。目前,使用代码生成器工具和一些自动生成RESTFul API应用程序的方法,RESTFul API的开发变得更加容易。有了这些工具,开发人员在开发应用程序时更容易、更高效。在本研究中,我们尝试创建一种新的方法来创建RESTFul API代码生成器。这种方法基于SQL转储文件中的SQL DDL代码作为输入。我们使用这种方法是因为,在构建系统的初始阶段,开发人员必须在构建应用程序之前提供他们的数据库结构。采用本文提出的方法,RESTFul API代码生成器更有效,更适合开发人员的工作流程。测试结果表明,该方法能够很好地实现基于SQL DDL的RESTful API代码的自动生成。并在RESTFul API中提供基本功能,如创建、读取、更新和删除数据。
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引用次数: 0
Aesthetics Skylines in Manado 万鸦老的美学天际线
Pub Date : 2023-10-29 DOI: 10.47577/technium.v16i.10010
None Desty Rara Retna Kalude, None Djubir Ruslan Eddy Kembuan, None Keith Francis Ratumbuisang
The impact of urban development is a change in the face of the city, with various building functions and heights building so that create its skyline Alone. City Manado showing exists growth city in a manner physique and non-physical so that the City of Manado has unknowingly changed the face of the city, especially in the regions Coast. Changes in the face of the city of Manado in the coastal area include changes to the skyline which was originally flat become more expressive when compared to other areas in the city of Manado. The city skyline can be an overview of what is most valued in a city, other than that the beauty of the skyline can only be enjoyed from long distance. Skyline beauty depends on observer perception and the physical form of the city. Research objectives namely to analyze the aesthetic quality of the skyline in the waterfront area of the city of Manado and analyze what factors are there Which shape it. Study This use method qualitative with approach descriptive analysis. The data analysis approach was carried out in a qualitative descriptive manner with the stages of segment division, analysis of the results recording, ground check and analysis of visual element variables. The results showed that: of the seven variables physique skyline aesthetic, only exists five variable which are contained on location study.
城市发展的影响是城市面貌的变化,各种建筑功能和高度的建筑使其天际线单独形成。万鸦老市以一种有形和无形的方式展现了城市的成长,因此万鸦老市在不知不觉中改变了城市的面貌,特别是在沿海地区。沿海地区万鸦老城市面貌的变化包括天际线的变化,与万鸦老城市的其他地区相比,原本平坦的天际线变得更具表现力。城市的天际线可以是一个城市最有价值的东西的概述,除了天际线的美丽只能从很远的地方欣赏。天际线的美丽取决于观察者的感知和城市的物理形态。研究目标是分析万鸦鸦市滨水区天际线的美学品质,并分析是什么因素塑造了它。本研究采用定性和接近描述性分析的方法。数据分析方法以定性描述的方式进行,分为分段划分、结果记录分析、地面检查和视觉元素变量分析四个阶段。结果表明:在形体天际线美学的7个变量中,仅存在区位研究中包含的5个变量。
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引用次数: 0
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Technium
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