In: Statistics and Probability
Descriptive Statistic | Price | Living Area (Square Feet) | Number of Bedrooms | Number of Bathrooms | Age (Years) |
Mean | 160695.775 | 1733.874 | 3.136 | 1.8805 | 27.871 |
Standard Error | 2132.773719 | 17.45410352 | 0.022891658 | 0.019322088 | 1.012996802 |
Median | 148829.5 | 1656 | 3 | 2 | 18 |
Mode | 139079 | 1480 | 3 | 2.5 | 1 |
Standard Deviation | 67444.22686 | 551.9472165 | 0.723897802 | 0.611018079 | 32.03377158 |
Sample Variance | 4548723737 | 304645.7299 | 0.524028028 | 0.373343093 | 1026.162522 |
Kurtosis | 3.889356216 | -0.420418335 | -0.363359978 | -1.004482917 | 5.291745807 |
Skewness | 1.371395188 | 0.478357102 | 0.010298402 | 0.018867528 | 2.173487195 |
Range | 552807 | 2785 | 4 | 3 | 208 |
Minimum | 26049 | 672 | 1 | 1 | 0 |
Maximum | 578856 | 3457 | 5 | 4 | 208 |
Sum | 160695775 | 1733874 | 3136 | 1880.5 | 27871 |
Count | 1000 | 1000 | 1000 | 1000 | 1000 |
Describe what the tabular data indicates about the central tendency, variability and distribution of each variable. For example, do the variables appear to be distributed in a symmetric or skewed pattern.
Sol:
Price
For Price mean=160695.775
median=148829.5
mean>median
Price is positvely skewed
standard deviation is 67444.22686
since standard deviation is high there is more variability in the observed values.
measure of center:median
measure of dispersion:range
Living Area (Square Feet |
For living area, mean=1733.874
median=1656
mean>median
living area is positively skewed
standard deviation is 551.9472165
since standard deviation is high there is more variability in the observed values.
measure of center:median
measure of dispersion:range
Number of Bedrooms |
For number of bed rooms, mean=3.136
median=3
mean is approximately equal to median equal to
living area is normal distributed
shape is symmetrical
since standard deviation is less there is less variability in the observed values.
Measure of center:mean
measure of dispersion:standard deviation
Number of Bathrooms
For number of bath rooms, mean=1.8805
median=2
mean is less than median
distribution is negatively skewed
since standard deviation is less there is less variability in the observed values.
measure of center:median
measure of dispersion:range
Age (Years)
For age
mean=27.871
median=18
mean>median
Distribution is positively skewed
since standard deviation is high,more variability in the observed values
measure of center:median
measure of variation:range