housing-and-income.csv

The data in housing-and-income.csv include data on house prices and household incomes for $n=42$ cities in the United States. The data, collated by Construction Coverage, come from the U.S. Census Bureau’s American Community Survey and Zillow’s Zillow Home Value Index.

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The attributes included in the data are:

• city: City name
• state: State
• house_income_ratio: The ratio of median house cost to median household income
• median_house_price: Median listing price of the house (in thousands of dollars)
• median_income: Median household income (in thousands of dollars)
• house_change: 5-year change in the median house price (as a percentage)
• greater_30: Percentage of mortgage holders who spend more than 30% of their household income on housing costs annually

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Preview

# Import data
library(tidyverse)
house <- read_csv(file = "https://raw.githubusercontent.com/zief0002/epsy-5261/main/data/housing-and-income.csv")

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	city	state	house_income_ratio	median_house_price	median_income	house_change	greater_30
1	Bellevue	WA	9.9	1257	127	65.4
2	Buffalo	NY	4.8	195	41	87.8	23
3	Cambridge	MA	7.9	946	120	30.9
4	Cedar Rapids	IA	2.9	166	57	27.6	18.5
5	Centennial	CO	5.6	622	111	48.3
6	Chesapeake	VA	4.3	337	78	30.5	28.1
7	Chula Vista	CA	8.4	738	88	59.4	41
8	Cleveland	OH	3	97	32	98.5	30.1
9	Columbia	MD	4.1	430	104	24.4
10	Dallas	TX	5.1	282	55	60.8	32.1

Showing 1 to 10 of 42 entries

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