7.00.02 - Output - Aster Analytics

Teradata Aster® Analytics Foundation User GuideUpdate 2

Product
Aster Analytics
Release Number
7.00.02
Release Date
September 2017
Content Type
Programming Reference
User Guide
Publication ID
B700-1022-700K
Language
English (United States)

The reported p-values support these conclusions:

  • For product A from factory F1, all 4 tests fail to reject the null hypothesis that the data fit a normal distribution with the specified parameters. All 4 tests reject the null hypothesis that the data fit the specified gamma, Weibull, or uniform distributions.
  • For product C from factory F1, all 4 tests fail to reject the null hypothesis that the data fit a Weibull distribution with the specified parameters. All 4 tests reject the null hypothesis that the data fit the specified gamma or uniform distributions.
  • For product B from factory F2, all 4 tests reject the null hypothesis for each of the specified distributions.
  • For product D from factory F2, all 4 tests fail to reject the null hypothesis that the data fit a uniform distribution with the specified parameters.
    distnmatch (Hypothesis Test Mode) Example 2 Output Table
    Column Name Value
    -[ RECORD 1 ]------------------------------------------------ ----------------------------------------
    factory F1
    product A
    group_size 4000
    NORMAL:10000,150_KS_statistic 0.00772035
    NORMAL:10000,150_KS_p-value 0.815753
    NORMAL:10000,150_CvM_statistic 0.0322619
    NORMAL:10000,150_CvM_p-value 0.814989
    NORMAL:10000,150_AD_statistic 0.200188
    NORMAL:10000,150_AD_p-value 0.883759
    NORMAL:10000,150_CHISQ_statistic 6.395
    NORMAL:10000,150_CHISQ_p-value 0.494456
    GAMMA:1,10000_KS_statistic 0.614549
    GAMMA:1,10000_KS_p-value 5.55112e-16
    GAMMA:1,10000_CvM_statistic 390.822
    GAMMA:1,10000_CvM_p-value 7.37e-10
    GAMMA:1,10000_AD_statistic 1781.74
    GAMMA:1,10000_AD_p-value 1.5e-07
    GAMMA:1,10000_CHISQ_statistic 36000
    GAMMA:1,10000_CHISQ_p-value 0
    WEIBULL:100,10000_KS_statistic 0.193984
    WEIBULL:100,10000_KS_p-value 3.33067e-16
    WEIBULL:100,10000_CvM_statistic 53.7847
    WEIBULL:100,10000_CvM_p-value 7.37e-10
    WEIBULL:100,10000_AD_statistic Infinity
    WEIBULL:100,10000_AD_p-value 1.5e-07
    WEIBULL:100,10000_CHISQ_statistic 1653.06
    WEIBULL:100,10000_CHISQ_p-value 0
    UNIFORMCONTINUOUS:9500,10500_KS_statistic 0.213031
    UNIFORMCONTINUOUS:9500,10500_KS_p-value 0
    UNIFORMCONTINUOUS:9500,10500_CvM_statistic 85.2624
    UNIFORMCONTINUOUS:9500,10500_CvM_p-value 7.37e-10
    UNIFORMCONTINUOUS:9500,10500_AD_statistic Infinity
    UNIFORMCONTINUOUS:9500,10500_AD_p-value 1.5e-07
    UNIFORMCONTINUOUS:9500,10500_CHISQ_statistic 3468.4
    UNIFORMCONTINUOUS:9500,10500_CHISQ_p-value 0
    -[ RECORD 2 ]------------------------------------------------ ----------------------------------------
    factory F1
    product C
    group_size 4000
    NORMAL:10000,150_KS_statistic 0.193211
    NORMAL:10000,150_KS_p-value 0
    NORMAL:10000,150_CvM_statistic 56.5262
    NORMAL:10000,150_CvM_p-value 7.37e-10
    NORMAL:10000,150_AD_statistic 308.282
    NORMAL:10000,150_AD_p-value 0
    NORMAL:10000,150_CHISQ_statistic 885.585
    NORMAL:10000,150_CHISQ_p-value 0
    GAMMA:1,10000_KS_statistic 0.609315
    GAMMA:1,10000_KS_p-value 7.77156e-16
    GAMMA:1,10000_CvM_statistic 391.021
    GAMMA:1,10000_CvM_p-value 7.37e-10
    GAMMA:1,10000_AD_statistic 1782.73
    GAMMA:1,10000_AD_p-value 1.5e-07
    GAMMA:1,10000_CHISQ_statistic 36000
    GAMMA:1,10000_CHISQ_p-value 0
    WEIBULL:100,10000_KS_statistic 0.0110351
    WEIBULL:100,10000_KS_p-value 0.714696
    WEIBULL:100,10000_CvM_statistic 0.0825799
    WEIBULL:100,10000_CvM_p-value 0.191825
    WEIBULL:100,10000_AD_statistic 0.575701
    WEIBULL:100,10000_AD_p-value 0.671256
    WEIBULL:100,10000_CHISQ_statistic 7.795
    WEIBULL:100,10000_CHISQ_p-value 0.55493
    UNIFORMCONTINUOUS:9500,10500_KS_statistic 0.348953
    UNIFORMCONTINUOUS:9500,10500_KS_p-value 2.22045e-16
    UNIFORMCONTINUOUS:9500,10500_CvM_statistic 137.658
    UNIFORMCONTINUOUS:9500,10500_CvM_p-value 7.37e-10
    UNIFORMCONTINUOUS:9500,10500_AD_statistic Infinity
    UNIFORMCONTINUOUS:9500,10500_AD_p-value 1.5e-07
    UNIFORMCONTINUOUS:9500,10500_CHISQ_statistic 5733.04
    UNIFORMCONTINUOUS:9500,10500_CHISQ_p-value 0
    -[ RECORD 3 ]------------------------------------------------ ----------------------------------------
    factory F2
    product B
    group_size 4000
    NORMAL:10000,150_KS_statistic 0.105561
    NORMAL:10000,150_KS_p-value 0
    NORMAL:10000,150_CvM_statistic 20.4224
    NORMAL:10000,150_CvM_p-value 7.37e-10
    NORMAL:10000,150_AD_statistic 140.674
    NORMAL:10000,150_AD_p-value 0
    NORMAL:10000,150_CHISQ_statistic 789.855
    NORMAL:10000,150_CHISQ_p-value 0
    GAMMA:1,10000_KS_statistic 0.620046
    GAMMA:1,10000_KS_p-value 2.88658e-15
    GAMMA:1,10000_CvM_statistic 394.989
    GAMMA:1,10000_CvM_p-value 7.37e-10
    GAMMA:1,10000_AD_statistic 1799.61
    GAMMA:1,10000_AD_p-value 1.5e-07
    GAMMA:1,10000_CHISQ_statistic 36000
    GAMMA:1,10000_CHISQ_p-value 0
    WEIBULL:100,10000_KS_statistic 0.156687
    WEIBULL:100,10000_KS_p-value 1.11022e-16
    WEIBULL:100,10000_CvM_statistic 62.6341
    WEIBULL:100,10000_CvM_p-value 7.37e-10
    WEIBULL:100,10000_AD_statistic 397.239
    WEIBULL:100,10000_AD_p-value 1.5e-07
    WEIBULL:100,10000_CHISQ_statistic 825.73
    WEIBULL:100,10000_CHISQ_p-value 0
    UNIFORMCONTINUOUS:9500,10500_KS_statistic 0.291416
    UNIFORMCONTINUOUS:9500,10500_KS_p-value 0
    UNIFORMCONTINUOUS:9500,10500_CvM_statistic 148.82
    UNIFORMCONTINUOUS:9500,10500_CvM_p-value 7.37e-10
    UNIFORMCONTINUOUS:9500,10500_AD_statistic 784.555
    UNIFORMCONTINUOUS:9500,10500_AD_p-value 1.5e-07
    UNIFORMCONTINUOUS:9500,10500_CHISQ_statistic 6954.15
    UNIFORMCONTINUOUS:9500,10500_CHISQ_p-value 0
    -[ RECORD 4 ]------------------------------------------------ ----------------------------------------
    factory F2
    product D
    group_size 4000
    NORMAL:10000,150_KS_statistic 0.208405
    NORMAL:10000,150_KS_p-value 0
    NORMAL:10000,150_CvM_statistic 82.98
    NORMAL:10000,150_CvM_p-value 7.37e-10
    NORMAL:10000,150_AD_statistic 1162.94
    NORMAL:10000,150_AD_p-value Infinity
    NORMAL:10000,150_CHISQ_statistic 4221.82
    NORMAL:10000,150_CHISQ_p-value 0
    GAMMA:1,10000_KS_statistic 0.613272
    GAMMA:1,10000_KS_p-value 1.22125e-15
    GAMMA:1,10000_CvM_statistic 379.171
    GAMMA:1,10000_CvM_p-value 7.37e-10
    GAMMA:1,10000_AD_statistic 1731.83
    GAMMA:1,10000_AD_p-value 1.5e-07
    GAMMA:1,10000_CHISQ_statistic 36000
    GAMMA:1,10000_CHISQ_p-value 0
    WEIBULL:100,10000_KS_statistic 0.345556
    WEIBULL:100,10000_KS_p-value 2.22045e-16
    WEIBULL:100,10000_CvM_statistic 137.136
    WEIBULL:100,10000_CvM_p-value 7.37e-10
    WEIBULL:100,10000_AD_statistic Infinity
    WEIBULL:100,10000_AD_p-value 1.5e-07
    WEIBULL:100,10000_CHISQ_statistic 6596
    WEIBULL:100,10000_CHISQ_p-value 0
    UNIFORMCONTINUOUS:9500,10500_KS_statistic 0.0112432
    UNIFORMCONTINUOUS:9500,10500_KS_p-value 0.69272
    UNIFORMCONTINUOUS:9500,10500_CvM_statistic 0.0776112
    UNIFORMCONTINUOUS:9500,10500_CvM_p-value 0.222524
    UNIFORMCONTINUOUS:9500,10500_AD_statistic 0.53247
    UNIFORMCONTINUOUS:9500,10500_AD_p-value 0.713925
    UNIFORMCONTINUOUS:9500,10500_CHISQ_statistic 4.445
    UNIFORMCONTINUOUS:9500,10500_CHISQ_p-value 0.879764