A Look at Philadelphia
How Poverty, Education, and Work-force can help understand the health of a Great City, a series.
Philadelphia is a diverse city with 1.59 million inhabitants covering 142.7 square miles. Of these 1.59 million inhabitants, approximately 500,000 of them live in poverty. Today, a quick look at the dynamics of poverty within Philadelphia will be investigated by utilizing R and maps. Poverty will be explored at the zip-code level as per the 2010 Census. Here, several issues will be investigated including Poverty, Education, and Work-force throughout Philadelphia to gain a snap-shot of the city’s health. For all, the investigation will utilize zip-code centric color-coded maps.
Here, raw counts of poverty, per-capita counts of poverty, disparity-counts of poverty, and comparison between the disparity of the Black and Hispanic communities are looked at.
Basic Counts of Poverty
A quick look at the total number of persons in poverty gives us:
Here it is evident that the largest population of those in poverty is centered in “North Philadelphia” (zips: 19140, 19133, 19134, 19120, 19111, 19149, 19124) and in the “South West” (zips: 19139, 19143, 19131). Other areas have moderate poverty levels with fewer persons in poverty towards “Center City” (zips: 19102, 19103, 19109, 19107, 19123, 19130).
Although counts are helpful, they are not incredibly insightful without the back-drop of demographics or overall populations within each zip code. First, demographic-level poverty data will be mapped to explore any demographically-specific patterns in poverty.
Poverty of White Persons
Below is the map of the raw counts of poverty per zip code for White Persons:
It is apparent that as one moves more north-east in Philadelphia, the raw poverty counts of White Persons increases. As well, in “South Philadelphia,” a traditionally Italian-heritage area (zips: 19148, 19147, 19145), there is an increase in White Person poverty counts as well. West, South West, and…