Home prices in California in 1990 from the California Census.
housingA data frame with 20460 rows and 10 variables.
The variables are as follows:
longitude
latitude
Median age of houses in the area
Total # of rooms in the house
Total # of bedrooms in the house
population of area
# of households in the area
Median income of area in ten-thousands
Median House Value of area
Distance from Ocean
The data was obtained from Kaggle California Housing Data 1990.
summary(housing)
#> longitude latitude housing_median_age total_rooms
#> Min. :-124.3 Min. :32.54 Min. : 1.00 Min. : 2
#> 1st Qu.:-121.8 1st Qu.:33.93 1st Qu.:18.00 1st Qu.: 1448
#> Median :-118.5 Median :34.26 Median :29.00 Median : 2127
#> Mean :-119.6 Mean :35.63 Mean :28.64 Mean : 2636
#> 3rd Qu.:-118.0 3rd Qu.:37.71 3rd Qu.:37.00 3rd Qu.: 3148
#> Max. :-114.3 Max. :41.95 Max. :52.00 Max. :39320
#>
#> total_bedrooms population households median_income
#> Min. : 1.0 Min. : 3 Min. : 1.0 Min. : 0.4999
#> 1st Qu.: 296.0 1st Qu.: 787 1st Qu.: 280.0 1st Qu.: 2.5634
#> Median : 435.0 Median : 1166 Median : 409.0 Median : 3.5348
#> Mean : 537.9 Mean : 1425 Mean : 499.5 Mean : 3.8707
#> 3rd Qu.: 647.0 3rd Qu.: 1725 3rd Qu.: 605.0 3rd Qu.: 4.7432
#> Max. :6445.0 Max. :35682 Max. :6082.0 Max. :15.0001
#> NA's :207
#> median_house_value ocean_proximity
#> Min. : 14999 Length:20640
#> 1st Qu.:119600 Class :character
#> Median :179700 Mode :character
#> Mean :206856
#> 3rd Qu.:264725
#> Max. :500001
#>
table(housing$ocean_proximity)
#>
#> <1H OCEAN INLAND ISLAND NEAR BAY NEAR OCEAN
#> 9136 6551 5 2290 2658
sum(is.na(housing$total_bedrooms))
#> [1] 207