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34                                                 3 Univariate Statistics

                       Negative Skewness               Positive Skewness
                  40                             40
                  35                             35
                  30                             30
                  25                             25
                f(x)  20                        f(x)  20
                  15                             15
                  10                             10
                  5                               5
                  0                               0
                  −2     0   2    4    6    8     −2    0    2   4    6    8
                               x                               x
                a                              b
                          High Kurtosis                   Low Kurtosis
                                                 80
                 100
                                                 70
                  80                             60
                                                 50
                  60
                f(x)                            f(x)  40
                  40                             30
                                                 20
                  20
                                                 10
                  0                               0
                    0      10      20      30      6   8   10  12  14  16  18
                               x                               x
                c                              d
                       Bimodal Distribution           Trimodal Distribution
                  80                             60
                          Mode 1   Mode 2                    Mode 2  Mode 3
                  70
                                                 50
                  60                                    Mode 1
                                                 40
                  50
                f(x)  40                        f(x)  30
                  30
                                                 20
                  20
                                                 10
                  10
                  0                               0
                       10      15       20             5    10    15    20
                               x                               x
                e                              f
            Fig. 3.3 Dispersion and shape of a distribution.  a-b Unimodal distributions showing a
            negative or positive skew. c-d Distributions showing a high or low kurtosis. e-f Bimodal and
            trimodal distribution showing two or three modes.
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