Spearman correlation test results showed that a significant relationship (p-value < 0.05) between the number of COVID-19 confirmation cases with population density, population growth, decreased mobility outside the home, hypertension and diabetes prevalence, number of health workers (general practitioners, specialist doctors, and nurses) as well as the number of COVID-19 specialized hospitals. This study showed that sociodemographic conditions in Indonesia varied greatly. Spearman correlation were used in this study. This research is an ecological study where secondary data published by the Indonesian government was used. This study was conducted to identify the correlation between sociodemographic factors and the number of confirmed cases and mortality rates due to COVID-19 in Indonesia. Based on data compiled attributes, it can be made road Density Map, The Average Daily Traffic Map, and Highway Capacity Map.Indonesia is a country with the highest COVID-19 confirmed cases and mortality rate among southeast Asian countries. In GIS there are 2 kinds of data, the spatial data such as maps and attribute data such as tables. Based on the analysis, the population density affect road density of 75.4% and 24.6% are influenced by other factors.

14 In 2006, the degree of saturation is divided into 4 criteria.The results of the study stated conditions the capacity of some roads in the District Tembalang can still accommodate traffic flow and some other roads do not have a large capacity so that the degree of saturation of the high road. To obtain the value of capacity (C) and the degree of saturation (DS) based Permenhub No. Road density values calculated using reference Indonesian Highway Capacity Manual (MKJI, 1997). In this study, the population is divided into sub zones.To assist the process of analysis using statistical software and for mapping use the GIS software.

This research analyzes the effect of population density value to the value of the density of roads in the city of Semarang District Tembalang.

Jam associated with the volume of traffic passing on a road segment. Jam is a complicated issue that have broad impact to the user community as well as the way economic actors.

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