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VEHICLE DETECTION AND CLASSIFICATION USING FORWARD SCATTER RADAR (FSR) FOR TRAFFIC MANAGEMENT USING CONVOLUTIONAL NEURAL NETWORK 基于卷积神经网络的前向散射雷达车辆检测与分类在交通管理中的应用
Q2 Social Sciences Pub Date : 2023-08-31 DOI: 10.21837/pm.v21i28.1312
N. Ismail, N. Rashid, M. N. F. Nasarudin, W.M. W. Mohamed, S. Zainuddin, Z. I. Khan
The importance of automatic vehicle detection and classification has grown significantly in recent years, as it has become a crucial component of traffic management and monitoring systems. To overcome the limitations of traditional video vehicle detection, this paper proposes the use of forward scatter radar (FSR) technology. The FSR system is tested for the classification of four different vehicle types, each with distinct sizes. To improve the classification accuracy of the FSR system, the paper utilizes a well-established neural network known as a convolutional neural network (CNN). Two time-frequency analyses, continuous wavelet transform (CWT) and short-time Fourier transform (STFT), are used to evaluate the classification performance of the FSR system. The study demonstrates that the CNN classifier significantly improves the classification accuracy of the FSR system in vehicle detection and classification. This finding is supported by the evaluation of the time-frequency analyses, CWT and STFT. Overall, the proposed approach has the potential to enhance traffic management and monitoring systems, thereby improving road safety and traffic efficiency.
近年来,自动车辆检测和分类的重要性显著增加,因为它已成为交通管理和监控系统的重要组成部分。为了克服传统视频车辆检测的局限性,本文提出使用前向散射雷达(FSR)技术。FSR系统测试了四种不同车型的分类,每种车型都有不同的尺寸。为了提高FSR系统的分类精度,本文使用了一种成熟的神经网络,即卷积神经网络(CNN)。采用连续小波变换(CWT)和短时傅立叶变换(STFT)两种时频分析来评价FSR系统的分类性能。研究表明,CNN分类器显著提高了FSR系统在车辆检测和分类中的分类精度。这一发现得到了时频分析、CWT和STFT评估的支持。总的来说,建议的方法有可能加强交通管理和监测系统,从而改善道路安全和交通效率。
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引用次数: 0
RESIDENTIAL ENVIRONMENT AND BURGLARY CRIME RISK: A SPACE SYNTAX ANALYSIS OF CRIME AREAS 居住环境与入室盗窃犯罪风险:犯罪区域的空间句法分析
Q2 Social Sciences Pub Date : 2023-08-31 DOI: 10.21837/pm.v21i28.1347
Idris Isah Iliyasu, Aldrin Abdullah, M. H. Marzbali
This paper explores the different morphological characteristics of residential neighbourhood spaces to understand the factors that constitute burglary crime risk in the area. The methods used for data collection include field surveys and Block Environmental Inventory. Meanwhile, inferential statistics, Geographic Information System and space syntax tools were used for data analysis. Findings indicated the influence of neighbourhood-built features on burglary crime and the vulnerability of areas to future crime risk. The analysis shows the spatial variation of crime risk factors across the study areas and how that shaped the understanding of burglary activities in the area. The study explores the influence of the permeability of grid iron layouts on vulnerability and explains high and low crime rates in the areas of Perumahan Mahsuri and Perumahan Sunway Tunas, respectively. Overall, the paper suggests further research to correlate these spatial explanations with the socio-demographics of the areas studied.
本文通过对住宅小区空间形态特征的研究,了解小区入室盗窃犯罪风险的构成因素。数据收集的方法包括实地调查和街区环境清查。同时,运用推理统计、地理信息系统和空间语法工具对数据进行分析。研究结果表明,社区建设特征对入室盗窃犯罪和地区对未来犯罪风险的脆弱性有影响。分析显示了犯罪风险因素在研究区域的空间差异,以及如何形成对该地区入室盗窃活动的理解。该研究探讨了铁路网布局的渗透性对脆弱性的影响,并分别解释了Perumahan Mahsuri和Perumahan Sunway Tunas地区犯罪率高和低的原因。总体而言,本文建议进一步研究将这些空间解释与研究地区的社会人口统计学联系起来。
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引用次数: 0
SPECTACULAR ISLAND TOURISM IN PULAU AMAN, PENANG MALAYSIA: THE VISITORS’ PERSPECTIVE 马来西亚槟城阿曼岛壮观的岛屿旅游:游客的视角
Q2 Social Sciences Pub Date : 2023-08-31 DOI: 10.21837/pm.v21i28.1332
Normah Abdul Latip, M. U. Umar, R. Karim, M. P. Yusoh, A. Hua, Johan Johnes, Rahmah Rashid
Island tourism initiative plays a significant role in uplifting economic activity for the island and local people. The equilibrium point of view between service providers and visitors is essential. Therefore, visitors’ perspective is crucial in understanding the need and requirement for establishment in tourist spots, including islands. This study examines visitors' perception of the study area through 3 main elements: activity, social and physical, comfortable, and natural beauty. The research design uses a descriptive analysis approach that uses a 5-point Likert scale, namely strongly agree (SA), agree (A), not sure (NS), disagree (D) and strongly disagree (SD). As for research analysis, the study used the SPSS program and specifically focused on frequency, mean, mode, median and level of agreement as to expected output. Preliminary findings indicate that visitors strongly agree that the area has the potential to be developed as a top tourism spot with minor improvement facilities and eco-tourism products.  
岛屿旅游倡议在促进岛屿和当地人民的经济活动方面发挥着重要作用。服务提供者和访问者之间的平衡观点是必不可少的。因此,游客的视角对于理解包括岛屿在内的旅游景点的需要和要求至关重要。本研究通过三个主要因素考察游客对研究区域的感知:活动、社交和身体、舒适和自然美。研究设计采用描述性分析方法,采用5点李克特量表,即强烈同意(SA),同意(a),不确定(NS),不同意(D)和强烈不同意(SD)。在研究分析方面,本研究使用SPSS程序,重点关注预期产出的频率、均值、众数、中位数和一致性水平。初步调查结果表明,游客强烈同意该地区有潜力发展成为一个顶级旅游景点,设施和生态旅游产品略有改善。
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引用次数: 0
GIS AND OIL SPILL TRACKING MODEL IN FORECASTING POTENTIAL OIL SPILL-AFFECTED AREAS ALONG TERENGGANU AND PAHANG COASTAL AREA 地理信息系统和溢油跟踪模型在登嘉楼和彭亨沿海地区潜在溢油影响区域预测中的应用
Q2 Social Sciences Pub Date : 2023-08-31 DOI: 10.21837/pm.v21i28.1330
Yaniza Shaira Zakaria, Azizul Ahmad, Mohd Zulhafiz Said, Ailis Elizabeth Epa, Nur Afiqah Ariffin, Aidy M MUSLIM, M. Akhir, Rosazman Hussin
Oil contamination can occur accidentally or incidentally in the environment as long as petroleum or shipping activities exist. There is a need to take appropriate preventive measures to reduce the negative impact by carefully monitoring the sprinkles and dispersion particles due to the oil spill movement. An expected oil spill originating from the Resak platform is positioned at 49.1 nautical miles from the Kuala Terengganu shoreline. The Dulang platform, positioned at 69.8 nautical miles from the Kuala Terengganu, can pollute the coastline of the Terengganu and Pahang ecosystems. This study aims; (i) make predictions from the direction of oil particle dispersion and; (ii) engage the ecosystem to determine the effect of an oil spill on a platform around the coastal area. The combination of the Geographic Information System (GIS) and the Oil Spill Trajectory Model (OSTM) has been used to establish the appropriate response to locate the dense area of the slick. The result from the model running show in Northeast (NE) monsoon season, Terengganu and Pahang, have a high potential to affect. It is highly likely to reach the Terengganu coast area, especially in Dungun. It was predicted that 466 barrels of oil would arrive within four days of the December incident. Moreover, Kemaman and Pekan districts in Pahang also have the highest risk of being exposed to oil pollution during the Northeast Monsoon. This is due to the wind factors, which blow from South to North along the East coast of Malaysia Peninsular with a speed maximum of 13 ms-1 and indirectly carry the oil particles to coastal areas in Terengganu and Pahang.
只要石油或航运活动存在,环境中就可能发生意外或偶然的油污染。有必要采取适当的预防措施,通过仔细监测因溢油运动而产生的飞溅和分散颗粒,以减少负面影响。预计从Resak平台泄漏的石油位于距离瓜拉登加奴海岸线49.1海里处。Dulang平台位于距吉隆坡丁加奴69.8海里的地方,可能会污染丁加奴和彭亨州的海岸线生态系统。本研究旨在;(1)根据油颗粒的扩散方向进行预测;(ii)利用生态系统来确定石油泄漏对沿海地区周围平台的影响。地理信息系统(GIS)和溢油轨迹模型(OSTM)的结合已被用于建立适当的响应,以定位浮油的密集区域。东北季风季节登嘉楼和彭亨州的模式运行结果具有较高的影响潜力。它极有可能到达登嘉楼海岸地区,尤其是敦根。据预测,466桶石油将在12月事件发生后的四天内运抵。此外,彭亨州的Kemaman和Pekan地区在东北季风期间暴露于石油污染的风险最高。这是由于风的影响,沿马来西亚半岛东海岸以最高13米/秒的速度从南向北吹,间接将石油颗粒带到登嘉楼和彭亨州的沿海地区。
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引用次数: 0
SUSTAINABLE URBAN PARK: A CASE STUDIES OF TAMAN AWAM TELUK LIKAS, KOTA KINABALU, SABAH. MALAYSIA
Q2 Social Sciences Pub Date : 2023-08-31 DOI: 10.21837/pm.v21i28.1333
Normah Abdul Latip, M. U. Umar, M. P. Yusoh, Kasim Mansur, A. Hua, Rosazman Hussin, Dayang Siti Noorafidah Datu Nordin
Urban Park is a manifest of healthy images surrounding the city and indicating policy the local authority implements. The studies purposely to measures the level of satisfaction in visitors toward the current condition of the study area as an urban recreational park. A descriptive research approach was used on 187 respondents in the study area. A Satisfaction Index Analysis (SIA) was imposed to see the level of visitor satisfaction with the environment, facilities and amenities provided. Preliminaries’ finding indicates that most respondents were satisfied with the facilities and amenities provided in the study area. Whereby for the SIA analysis from 29 variables, info signage with 0.9401 (excellence) is the highest, and oppositely the lowest is debris collection centre at 0.6086 (fair). The finding demonstrates that the local authority's facilities and amenities are sustained towards visitors to the area.
城市公园是城市周边健康形象的体现,也是地方当局实施政策的指示。该研究旨在衡量游客对研究区域作为城市休闲公园的现状的满意度。采用描述性研究方法对研究地区的187名受访者进行了调查。通过满意度指数分析(SIA)来了解游客对环境、设施和便利设施的满意程度。初步调查结果显示,大部分受访者对研究区内提供的设施和设施感到满意。因此,对于来自29个变量的SIA分析,信息标牌最高,为0.9401(优秀),相反,最低的是碎片收集中心,为0.6086(一般)。这一发现表明,当地政府的设施和便利设施是为该地区的游客提供的。
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引用次数: 0
THE STRATEGIC HGVS PLANNING PRACTICES FOR SUSTAINABLE GREEN LOGISTICS IMPLEMENTATION 可持续绿色物流实施的HGVS战略规划实践
Q2 Social Sciences Pub Date : 2023-08-31 DOI: 10.21837/pm.v21i28.1319
N. F. Tarudin, M. Adlan, Rudiah Md Hanafiah, Fatin Najwa Mohd Nusa, Zaharah Mohd Yusoff
The Malaysian government is introducing a number of initiatives to try and reduce the effects of global warming. One of these is the road haulage industry, which contributes significantly as one of Malaysia's largest industries to the nation's effort to reduce its transportation emissions to 45% by 2030. However, the empty movement of trucks and improper transport planning by the management caused some delivery trucks to come back to the headquarters empty and did not fully utilise the space of the vehicles. Therefore, the researchers aimed to propose heavy goods vehicle (HGV) planning practice to solve the problems. This is a mixed-mode research paper in which data was gathered through interviews and estimated calculations. The data has been analysed by comparing the result of the simple estimation calculation with the operational cost and carbon emission. Based on the results, most of them agreed that by using the right strategy, operational costs and carbon emissions can be reduced. The researchers had introduced a few recommendations to enhance the firm’s transport planning practices that could contribute to the field of green logistics as well as the road haulage industry in Malaysia.
马来西亚政府正在推出一系列举措,试图减少全球变暖的影响。其中之一是公路运输行业,作为马来西亚最大的行业之一,它为该国到2030年将交通运输排放量减少到45%的努力做出了重大贡献。但是,由于卡车空驶和管理部门的运输规划不当,导致一些运货卡车空驶回总部,没有充分利用车辆的空间。因此,研究人员旨在提出重型货车(HGV)规划实践来解决这些问题。这是一篇混合模式的研究论文,通过访谈和估计计算收集数据。将简单估算计算结果与运行成本和碳排放进行了对比分析。根据调查结果,他们中的大多数人都认为,通过使用正确的战略,可以降低运营成本和碳排放。研究人员提出了一些建议,以加强该公司的运输规划实践,这可能有助于绿色物流领域以及马来西亚的公路运输业。
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引用次数: 0
ELV POLICY IMPLEMENTATION AS A SOLUTION TO ABANDONED VEHICLES PROBLEMS FACED BY LOCAL AUTHORITY IN MALAYSIA 电动车政策的实施作为马来西亚地方当局所面临的废弃车辆问题的解决方案
Q2 Social Sciences Pub Date : 2023-08-31 DOI: 10.21837/pm.v21i28.1321
S. Sulaiman, Noorazrein Noorazlan Ong, S. Shariff
End of Life Vehicle (ELV) is a vehicle that has reached the end of it service life due to the age or condition of the vehicle itself that is no longer roadworthy. Several countries namely EU countries, Japan, Taiwan and South Korea have their own law and policy being implemented to deal with the disposal of ELV through recycling system management which includes the process to de-register, dismantling, depollution and recycling. However, since Malaysia do not implement such policy, the old and unused vehicles are just being abandoned by the roadsides and also housing area. Eventually, it will become a nuisance and eye sore to the public as well as impacting the environment and quality of life. The objective of this study is to examine the legislations and procedures adopted by the local authorities in dealing with these abandoned vehicles, to identify the challenges and to find solution in solving this abandoned vehicles issues. This research employed a qualitative methodology by analysing available legislations, conducting interviews with the enforcement officers from the selected local authorities. References to other jurisdictions were also made to learn a lessons from their practices. At the end of the research, it was found out that the current procedures being enforced through the limited powers given under existing provisions are unable to solve the increasing number of abandoned vehicles. Therefore, this research proposed law and policy to regulate End-of-Life Vehicles and amending the Street and Drainage Building Act 1974 to give absolute power to Local Authority to deregister the abandoned vehicles.
报废车辆(End of Life Vehicle,简称ELV)是指由于车辆本身的年龄或状况不再适合道路行驶而达到使用寿命的车辆。几个国家,即欧盟国家、日本、台湾和韩国,都有自己的法律和政策,通过回收系统管理来处理废旧汽车的处置,包括注销、拆解、去污染和回收的过程。然而,由于马来西亚没有实施这样的政策,旧的和未使用的车辆只是被遗弃在路边和住宅区。最终,它将成为公众的滋扰和眼疾,并影响环境和生活质量。这项研究的目的是审查地方当局在处理这些被遗弃车辆方面所采取的立法和程序,确定挑战并找到解决这些被遗弃车辆问题的办法。这项研究采用了定性方法,分析了现有的立法,与选定的地方当局的执法官员进行了面谈。还提到了其他司法管辖区,以便从它们的做法中吸取教训。在研究结束时,我们发现,目前的程序是通过现有规定赋予的有限权力来执行的,无法解决越来越多的废弃车辆。因此,本研究提出了规范报废车辆的法律和政策,并修改1974年“街道和排水建筑法案”,赋予地方当局撤销废弃车辆登记的绝对权力。
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引用次数: 0
COMPARATIVE STUDY ON URBAN TRANSPORT AND THE ENVIRONMENT (CUTE) FRAMEWORK AS STRATEGY FOR THE REDUCTION OF CARBON DIOXIDE EMISSIONS OF ROAD VEHICLES AT ZAPOTE STREET 城市交通与环境的比较研究(可爱)框架策略,以减少道路车辆的二氧化碳排放在zapote街
Q2 Social Sciences Pub Date : 2023-08-31 DOI: 10.21837/pm.v21i28.1311
Joanna Marie L. Acierto, Susane Marie H. Quilla, Bobby Joel N. Valencia, Geoffrey L. Cueto, Cris Edward F. Monjardin, W. M. Wan Mohamed
Carbon emissions from vehicles contribute significantly to carbon footprint production, which is one of the primary causes of climate change. In Caloocan City, increasing air pollution is observed despite the drastic decrease in air pollutants in major Metro Manila cities. This study primarily aims to provide strategies to reduce carbon dioxide emissions in Zapote St., Caloocan City, through a Comparative study on Urban Transport and the Environment (CUTE) Framework. The study identified that the hourly average carbon footprint contributed by private and public vehicles along Zapote Street is 686.27 and 243.71 kg CO2e on weekdays and 634.65 and 212.97 kg CO2e on weekends. The exploratory data analysis via Python shows that only the vehicle and fuel types affect the emissions volume. Accordingly, the Unified Vehicular Volume Reduction Program (UVVRP) was ineffective. It only resulted in additional private vehicles and increased congestion, indicating the need for an improved public transport system to encourage Filipinos to shift to public transport. Furthermore, the Traffic Volume Emission Projection (TVEP) model projects a decrease of 87.19 kg CO2e per hour in 2023 and 164.72 kg CO2e per hour by 2052, resulting from the 20% reduction in volume upon the implementation of the "no exemption of motorcycles" in the number coding scheme of Caloocan city.
汽车的碳排放对碳足迹的产生有很大贡献,而碳足迹是气候变化的主要原因之一。在Caloocan市,尽管马尼拉主要城市的空气污染物急剧减少,但空气污染仍在增加。本研究的主要目的是通过对城市交通与环境(CUTE)框架的比较研究,提供减少Caloocan市Zapote St.二氧化碳排放的策略。研究发现,Zapote街私人和公共车辆的小时平均碳足迹在工作日分别为686.27和243.71 kg CO2e,在周末分别为634.65和212.97 kg CO2e。通过Python进行的探索性数据分析表明,只有车辆和燃料类型会影响排放量。因此,统一车辆体积减少计划(UVVRP)是无效的。这只会导致私人车辆增加和拥堵加剧,表明需要改善公共交通系统,以鼓励菲律宾人转向公共交通。此外,交通量排放预测(Traffic Volume Emission Projection, TVEP)模型预测,由于Caloocan市在编号编码方案中实施“摩托车不豁免”,交通量减少了20%,到2023年和2052年分别减少了87.19 kg CO2e / h和164.72 kg CO2e / h。
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引用次数: 0
MODELLING FACTOR OF BUILT-UP SATURATION IN THE CITY CENTRE OF KUALA LUMPUR AND PENANG 吉隆坡和槟城市中心建筑饱和的模拟因子
Q2 Social Sciences Pub Date : 2023-08-31 DOI: 10.21837/pm.v21i28.1350
Dayang Shahrizat Abang Mahmud, Izuandi Yin, M. Tan, D. Mohamad, Adam Aruldewan S. Muthuveeran
In Kuala Lumpur and Penang City Centres, different built-up patterns have emerged based on the gazetted permitted development for the past few years. Since independence, Kuala Lumpur and Penang have experienced substantial growth and modernization throughout the years. Both cities have rapid growth despite the fact that the character of the cities has evolved in built-up patterns from bungalow and mansion settlements due to transporting tin from the mining area (Kuala Lumpur City Centre) into the golden triangle of Klang Valley; colonial areas and ancient shops due to resource transportation to the harbour (Georgetown) into UNESCO World Heritage Sites. There is development control, which is regulated to protect the distinctiveness of the city, including limiting its ability to grow and controlling the saturation of land. This demonstrates how these two city centres have largely concentrated buildings in Kuala Lumpur while Penang is maintaining its conservation plan. The research was conducted to observe the changes in development for both cities (1km radius) from 2015 until 2023 by using the method of overlay analysis between image processing and remote sensing data using the Geographic Information System (GIS) and the USGS Earth Explorer. This assessment is crucial in determining the saturated area, the pattern of built-up development, and the factor of development force.
在吉隆坡和槟城市中心,根据过去几年在宪报刊登的许可发展,出现了不同的建筑模式。自独立以来,吉隆坡和槟城多年来经历了大幅增长和现代化。这两个城市都在快速发展,尽管事实上,由于将锡从矿区(吉隆坡市中心)运输到巴生谷的金三角,城市的特点已经从平房和豪宅定居点演变为建筑模式;殖民地地区和古商店因资源运输以港口(乔治敦)进入联合国教科文组织世界遗产名录。发展控制是为了保护城市的独特性,包括限制其发展能力和控制土地饱和。这表明这两个城市中心的建筑主要集中在吉隆坡,而槟城则保持其保护计划。利用地理信息系统(GIS)和美国地质调查局地球探测器(USGS Earth Explorer),采用图像处理与遥感数据叠加分析的方法,对两个城市(半径1km) 2015 - 2023年的发展变化进行了观测。该评价对确定饱和面积、集聚发展格局和发展力量因素具有重要意义。
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引用次数: 0
THE EFFECT OF TOURIST EXPECTATIONS AND TOURIST EXPERIENCES ON TOURIST SATISFACTION WITH HERITAGE ATTRIBUTES: A CASE STUDY OF HỘI AN, VIETNAM 游客期望和游客体验对游客遗产属性满意度的影响:以越南hỘi an为例
Q2 Social Sciences Pub Date : 2023-08-31 DOI: 10.21837/pm.v21i28.1337
H. Minh, Suraiyati Rahman, Tran Cam Thi
Hoi An, Vietnam is a heritage town that offers many attractions and amenities attracting many domestic and international tourists. Along with the satisfaction studies conducted in Hoi An, the concern on how tourists’ expectations and experiences influence tourist satisfaction with destination attributes is not well explored. The present study determines the extent to which tourist expectations and tourist experiences affect tourist satisfaction with destination attributes; such as heritage attractions, price, people, tourist amenities, and safety. A quantitative research method was used to collect data from international and domestic tourists who had visited and stayed in Hội An, Vietnam for at least one night. Of the 275 responses received, 269 were usable. The findings indicate that tourist experiences with staff, safety, and tourist amenities had the biggest impact on tourist satisfaction in Hội An while tourist expectations did not significantly affect tourist satisfaction. This study also contributed to the strength of Hội An in the hopes that tourism stakeholders in Hội An will use these findings to take proactive steps to increase the competitiveness and attractiveness of Hội An.
越南会安是一个历史悠久的小镇,拥有许多景点和便利设施,吸引了许多国内外游客。随着在会安进行的满意度研究,对游客的期望和体验如何影响游客对目的地属性的满意度的关注并没有得到很好的探讨。本研究确定了游客期望和游客体验对游客目的地属性满意度的影响程度;比如文物景点、价格、人、旅游设施和安全。本研究采用定量研究方法,对在Hội, An, Vietnam至少停留一晚的国际和国内游客进行数据收集。在收到的275份答复中,269份是可用的。研究发现,在Hội中,旅游人员体验、安全体验和旅游设施体验对游客满意度的影响最大,而游客期望对游客满意度的影响不显著。本研究也有助于提升Hội安的实力,希望Hội安的旅游利益相关者能够利用这些研究结果采取积极措施,提高Hội安的竞争力和吸引力。
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引用次数: 0
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Planning Malaysia
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