더북(TheBook)

코드를 실행하면 ARIMA() 함수를 호출하여 sales 데이터셋에 대한 정보를 보여 줍니다.

ARIMA Model Results
================================================================================
Dep. Variable:                D.Sales     No. Observations:                 35
Model:                  ARIMA(5, 1, 0)    Log Likelihood              -197.350
Method:                        css-mle    S.D. of innovations           66.436
Date:                 Sun, 02 Aug 2020    AIC                          408.699
Time:                         10:28:58    BIC                          419.587
Sample:                     02-01-1991    HQIC                         412.458
                          - 12-01-1993
================================================================================
                     coef   std err          z     P>|z|     [0.025     0.975]
--------------------------------------------------------------------------------
const             12.4256     3.774      3.292     0.001      5.028     19.823
ar.L1.D.Sales     -1.0850     0.188     -5.764     0.000     -1.454     -0.716
ar.L2.D.Sales     -0.6688     0.283     -2.365     0.018     -1.223     -0.114
ar.L3.D.Sales     -0.4426     0.297     -1.489     0.136     -1.025      0.140
ar.L4.D.Sales     -0.0495     0.288     -0.172     0.864     -0.614      0.515
ar.L5.D.Sales      0.1652     0.197      0.840     0.401     -0.220      0.551
                                   Roots
================================================================================
                     Real       Imaginary           Modulus          Frequency
--------------------------------------------------------------------------------
AR.1              -1.1401       -0.4612j             1.2298            -0.4388
AR.2              -1.1401       +0.4612j             1.2298             0.4388
AR.3               0.0222       -1.2562j             1.2564            -0.2472
AR.4               0.0222       +1.2562j             1.2564             0.2472
AR.5               2.5355       -0.0000j             2.5355            -0.0000
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