In: Statistics and Probability
Case Study 1 - Data Visualization and Descriptive Statistics The data file Home_Values.xlsx contains median home values (Home Value), median household income (HH Inc), median per capita (Per Cap Inc) and percent of homes that are owner occupied (Pct Owner Occ) for each state and the District of Columbia. Prior to a more detailed analysis of the data, a company wants to get a good understanding of the 4 variables (e.g. central tendency, variability, shape of the distribution, pattern of relationship between the variables). A company representative contracts with you to help with this process. To help the company get a better understanding of the data, you are asked to perform the following analysis steps:
State | Home Value | HH Inc | Per Cap Inc | Pct Owner Occ |
New York | 303900 | 55603 | 30948 | 55.2 |
North Carolina | 149100 | 45570 | 24745 | 68.1 |
North Dakota | 111300 | 46781 | 25803 | 66.6 |
Ohio | 136400 | 47358 | 25113 | 69.2 |
Oklahoma | 104300 | 42979 | 23094 | 68.2 |
Oregon | 252600 | 49260 | 26171 | 63.8 |
Pennsylvania | 159300 | 50398 | 27049 | 71 |
Rhode Island | 279300 | 54902 | 28707 | 62.5 |
South Carolina | 134100 | 43939 | 23443 | 69.9 |
South Dakota | 122200 | 46369 | 24110 | 68.9 |
Tennessee | 134100 | 43314 | 23722 | 69.6 |
Texas | 123500 | 49646 | 24870 | 64.8 |
Utah | 218100 | 56330 | 23139 | 71.2 |
Vermont | 208400 | 51841 | 27478 | 71.4 |
Virginia | 255100 | 61406 | 32145 | 68.9 |
Washington | 285400 | 57244 | 29733 | 64.8 |
West Virginia | 94500 | 38380 | 21232 | 74.6 |
Wisconsin | 169000 | 51598 | 26624 | 69.5 |
Wyoming | 174000 | 53802 | 27860 | 70.2 |
The descriptive statistics of the data is:
Home Value | HH Inc | Per Cap Inc | Pct Owner Occ | |
count | 19 | 19 | 19 | 19 |
mean | 1,79,715.79 | 49,827.37 | 26,104.53 | 67.811 |
sample standard deviation | 67,262.61 | 5,843.50 | 2,875.21 | 4.244 |
sample variance | 4,52,42,59,181.29 | 3,41,46,444.80 | 82,66,860.93 | 18.012 |
minimum | 94500 | 38380 | 21232 | 55.2 |
maximum | 303900 | 61406 | 32145 | 74.6 |
range | 209400 | 23026 | 10913 | 19.4 |
1st quartile | 1,28,800.00 | 45,969.50 | 23,916.00 | 65.700 |
median | 1,59,300.00 | 49,646.00 | 25,803.00 | 68.900 |
3rd quartile | 2,35,350.00 | 54,352.00 | 27,669.00 | 70.050 |
interquartile range | 1,06,550.00 | 8,382.50 | 3,753.00 | 4.350 |
mode | 1,34,100.00 | #N/A | #N/A | 68.900 |
low extremes | 0 | 0 | 0 | 0 |
low outliers | 0 | 0 | 0 | 1 |
high outliers | 0 | 0 | 0 | 0 |
high extremes | 0 | 0 | 0 | 0 |
The boxplots are: