Evina Widianawati, Widya Ratna Wulan, Anis Tri Wahyuni, Faik Agiwahyuanto
{"title":"使用k -均值聚类方法绘制爪哇中部幼儿和儿童中COVID-19病例的传播情况","authors":"Evina Widianawati, Widya Ratna Wulan, Anis Tri Wahyuni, Faik Agiwahyuanto","doi":"10.20473/jbe.v11i32023.258-266","DOIUrl":null,"url":null,"abstract":"Background: Toddlers and children under 12 are still easily sick, particularly during the COVID-19 epidemic. The high number of COVID-19 cases in toddlers and children in Central Java Province must be monitored to prevent transmission to toddlers and children still susceptible to the disease. Purpose: The purpose of this study was to map the spread of COVID-19 cases in toddlers aged 0-5 years and children aged 6-11 years in the province of Central Java using the K-means cluster Methods: This was a descriptive observational study with a cross-sectional design. Data on COVID-19 cases in children 6-11 years and toddlers 0-5 years from 35 cities in Central Java in 2020-2021 were analyzed using the K-means cluster. The K-means cluster was used to cluster low, medium, and high cases and then map the spread of COVID-19. Results: Semarang, Semarang Regency, Boyolali, Klaten, Surakarta, and Banyumas became high cluster areas in cases of COVID-19 toddlers and children in 2021. Based on the mapping data, COVID-19 spread in young children and toddlers in 2020 and 2021 followed a nearly identical pattern. The high zone of COVID-19 in toddlers and children mostly had a higher total population, healthcare facilities, and population density than the medium and low zones. Conclusion: Semarang City, Semarang Regency, Boyolali, Klaten, Surakarta, and Banyumas should be looking for COVID-19 cases in toddlers and young children.","PeriodicalId":31943,"journal":{"name":"Jurnal Berkala Epidemiologi","volume":"12 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-09-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"MAPPING SPREAD OF COVID-19 CASES IN TODDLERS AND CHILDREN AT CENTRAL JAVA USING K-MEANS CLUSTER\",\"authors\":\"Evina Widianawati, Widya Ratna Wulan, Anis Tri Wahyuni, Faik Agiwahyuanto\",\"doi\":\"10.20473/jbe.v11i32023.258-266\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Background: Toddlers and children under 12 are still easily sick, particularly during the COVID-19 epidemic. The high number of COVID-19 cases in toddlers and children in Central Java Province must be monitored to prevent transmission to toddlers and children still susceptible to the disease. Purpose: The purpose of this study was to map the spread of COVID-19 cases in toddlers aged 0-5 years and children aged 6-11 years in the province of Central Java using the K-means cluster Methods: This was a descriptive observational study with a cross-sectional design. Data on COVID-19 cases in children 6-11 years and toddlers 0-5 years from 35 cities in Central Java in 2020-2021 were analyzed using the K-means cluster. The K-means cluster was used to cluster low, medium, and high cases and then map the spread of COVID-19. Results: Semarang, Semarang Regency, Boyolali, Klaten, Surakarta, and Banyumas became high cluster areas in cases of COVID-19 toddlers and children in 2021. Based on the mapping data, COVID-19 spread in young children and toddlers in 2020 and 2021 followed a nearly identical pattern. The high zone of COVID-19 in toddlers and children mostly had a higher total population, healthcare facilities, and population density than the medium and low zones. Conclusion: Semarang City, Semarang Regency, Boyolali, Klaten, Surakarta, and Banyumas should be looking for COVID-19 cases in toddlers and young children.\",\"PeriodicalId\":31943,\"journal\":{\"name\":\"Jurnal Berkala Epidemiologi\",\"volume\":\"12 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-09-15\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Jurnal Berkala Epidemiologi\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.20473/jbe.v11i32023.258-266\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Jurnal Berkala Epidemiologi","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.20473/jbe.v11i32023.258-266","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
MAPPING SPREAD OF COVID-19 CASES IN TODDLERS AND CHILDREN AT CENTRAL JAVA USING K-MEANS CLUSTER
Background: Toddlers and children under 12 are still easily sick, particularly during the COVID-19 epidemic. The high number of COVID-19 cases in toddlers and children in Central Java Province must be monitored to prevent transmission to toddlers and children still susceptible to the disease. Purpose: The purpose of this study was to map the spread of COVID-19 cases in toddlers aged 0-5 years and children aged 6-11 years in the province of Central Java using the K-means cluster Methods: This was a descriptive observational study with a cross-sectional design. Data on COVID-19 cases in children 6-11 years and toddlers 0-5 years from 35 cities in Central Java in 2020-2021 were analyzed using the K-means cluster. The K-means cluster was used to cluster low, medium, and high cases and then map the spread of COVID-19. Results: Semarang, Semarang Regency, Boyolali, Klaten, Surakarta, and Banyumas became high cluster areas in cases of COVID-19 toddlers and children in 2021. Based on the mapping data, COVID-19 spread in young children and toddlers in 2020 and 2021 followed a nearly identical pattern. The high zone of COVID-19 in toddlers and children mostly had a higher total population, healthcare facilities, and population density than the medium and low zones. Conclusion: Semarang City, Semarang Regency, Boyolali, Klaten, Surakarta, and Banyumas should be looking for COVID-19 cases in toddlers and young children.