U.S. Census Bureau
Housing & Urban Development
Units, Seasonally Adjusted
New private housing units authorized by building permits provides a general indication of the amount of new housing stock that may have been added to the housing inventory. Since not all permits become actual housing starts and starts lag the permit stage of construction, these numbers do not represent total new construction, but should provide a general indicator.
The data shows autocorrection and a non-normal distribution. The data should be differenced. While the Untransformed transformation, provides the best normality, the Arcsin variable will also perform well.
Data is able to be distributed by time but not by geography. The roll up method used is Sum.
New Private Housing Units
Auto Correction Function
Auto Correlation Function After Differencing
Partial Auto Correlation Function
Seasonal and Trend Decompostion
Data shows autocorrectation indicating a need for differencing
The ACF indicates 1 order differencing is appropriate.
Following first order differencing, no further differencing is required based on the differenced ACF at lag one of -0.43
The Kwiatkowski-Phillips-Schmidt-Shin (KPSS) test, KPSS Trend = 0.38 p-value = 0.01 indicates that the data is not stationary.
The Shapiro-Wilk test returned W = 0.97 with a p-value =0.05 indicating the data does not follow a normal distribution.
A skewness score of 0.09 indicates the data are fairly symmetrical.
Hartigan's dip test score of 0.02 with a p-value of 0.97 inidcates the data is unimodal
Statistics (Pearson P/ df, lower => more normal)
The following states do not report for this feature: District of Columbia, Nebraska, Wisconsin, Puerto Rico.