School of Mathematical Sciences, Sunway University, 47500 Selangor, Malaysia.
Healthy Ageing and Well-Being Research Cluster, Sunway University, Malaysia.
J Environ Public Health. 2022 Sep 20;2022:4533957. doi: 10.1155/2022/4533957. eCollection 2022.
The aim of the study is to derive deeper insights into the control of the spread of COVID-19 during the second half of 2021, from seven countries that are among the earliest to have accelerated the deployment of COVID-19 vaccines. . This study used data from the Global COVID-19 Index and Google COVID-19 Community Mobility Reports. Data was extracted on the 5 of each month from July to December 2021. Seven countries were selected-United Kingdom, United States of America, Israel, Canada, France, Italy, and Austria. The sample comprised number of new cases, hospitalisations, ICU admissions and deaths due to COVID-19, government stringency measures, partial and full vaccination coverage, and changes in human mobility. Principal component analysis was conducted, and the results were interpreted and visualized through 2-dimensional and 3-dimensional plots to reveal the systematic patterns of the data.
The first three principal components captured around 77.3% of variance in the data. The first component was driven by the spread of COVID-19 (31.6%), the second by mobility activities (transit, retail, and recreational) (24.3%), whereas the third by vaccination coverage, workplace-related mobility, and government stringency measures (21.4%). Visualizations showed lower or moderate levels of severity in COVID-19 during this period for most countries. By contrast, the surge in the USA was more severe especially in September 2021. Human mobility activities peaked in September for most countries and then receded in the following months as more stringent government measures were imposed, and countries began to grapple with a surge in COVID-19 cases.
This study delineated the spread of COVID-19, human mobility patterns, widespread vaccination coverage, and government stringency measures on the overall control of COVID-19. While at least moderate levels of stringency measures are needed, high vaccine coverage is particularly important in curbing the spread of this disease.
本研究旨在深入了解 2021 年下半年七个最早加速部署 COVID-19 疫苗的国家/地区对 COVID-19 传播的控制情况。本研究使用了全球 COVID-19 指数和谷歌 COVID-19 社区流动性报告的数据。数据于 2021 年 7 月至 12 月每月 5 日提取。选择了七个国家/地区-英国、美国、以色列、加拿大、法国、意大利和奥地利。样本包括 COVID-19 新发病例、住院、重症监护病房入院和死亡人数、政府严格措施、部分和完全疫苗接种覆盖率以及人类流动性变化。进行了主成分分析,并通过二维和三维图对结果进行解释和可视化,以揭示数据的系统模式。
前三个主成分捕获了数据中约 77.3%的方差。第一成分由 COVID-19 的传播驱动(31.6%),第二成分由流动性活动(过境、零售和娱乐)驱动(24.3%),而第三成分由疫苗接种覆盖率、与工作场所相关的流动性和政府严格措施驱动(21.4%)。可视化显示,在此期间,大多数国家的 COVID-19 严重程度较低或中等。相比之下,美国的疫情在 2021 年 9 月尤为严重。大多数国家的人类流动性活动在 9 月达到峰值,随后随着政府采取更严格的措施,以及各国开始应对 COVID-19 病例的激增,流动性活动在接下来的几个月中下降。
本研究描绘了 COVID-19 的传播、人类流动模式、广泛的疫苗接种覆盖率以及政府严格措施对 COVID-19 的整体控制情况。虽然至少需要适度严格的措施,但高疫苗覆盖率对于遏制这种疾病的传播尤为重要。