TD_FITMETRICS Function Examples | Teradata Vantage - TD_FITMETRICS Examples - Teradata Vantage

Database Unbounded Array Framework Time Series Functions

Deployment
VantageCloud
VantageCore
Edition
Enterprise
IntelliFlex
VMware
Product
Teradata Vantage
Release Number
17.20
Published
June 2022
Language
English (United States)
Last Update
2024-10-04
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TD_FITMETRICS Input Table FM_RES_INPUT from TD_ARIMAESTIMATE Residuals

ID ROW_I ACTUAL_VALUE CALC_VALUE RESIDUAL
1 13 434.00000 433.90101 0.09899
1 14 220.00000 221.11363 -1.11363
1 15 374.00000 211.76433 162.23567
1 16 308.00000 262.27635 45.72365
... ... ... ... ...

Example: TD_FITMETRICS Call Using a Single Series

EXECUTE FUNCTION INTO VOLATILE ART(ART_FMFSTAT)
TD_FITMETRICS(
   SERIES_SPEC(TABLE_NAME(FM_RES_INPUT),ROW_AXIS(Sequence(ROW_I)),SERIES_ID(ID),
     PAYLOAD(FIELDS(ACTUAL_VALUE, CALC_VALUE, RESIDUAL),
        CONTENT(MULTIVAR_REAL))),
   FUNC_PARAMS(VAR_COUNT(5), FSTAT(1), SIGNIFICANCE_LEVEL(0.05))
);

TD_FITMETRICS Output for a Single Series

SELECT * FROM ART_FMFSTAT;
ID 1
ROW_I 0
NUM_SAMPLES 10
VAR_COUNT 5
R_SQUARE 4.99152842415467E-001
R_ADJ_SQUARE 9.84751163478415E-002
STD_ERROR 7.35919851155132E 003
STD_ERROR_DF 8
ME 3.65067261451492E 001
MAE 5.79734813567028E 001
MSE 5.88735880924106E 003
MPE 9.53671168526718E 000
MAPE 1.99430509535384E 001
FSTAT_CALC 1.24577137669794E 000
P_VALUE 3.99058498089441E-001
NUM_DF 4
DENOM_DF 5
SIGNIFICANCE_LEVEL 5.00000000000000E-002
F_CRITICAL 5.19216777280392E 000
F_CRITICAL_P 5.00000000000000E-002
NULL_HYPOTH ACCEPT

Example: TD_FITMETRICS Call Using a Multi-level ART

EXECUTE FUNCTION INTO VOLATILE ART(FM_ARTSPEC_OUT)
TD_FITMETRICS(
   ART_SPEC(TABLE_NAME(ARMAVAL_ART),LAYER(ARTFITRESIDUALS)),
   FUNC_PARAMS(VAR_COUNT(5), FSTAT(1), SIGNIFICANCE_LEVEL(0.05))
);

TD_FITMETRICS Output for a Multi-level ART

SELECT * FROM FM_ARTSPEC_OUT;
ID 1
ROW_I 0
NUM_SAMPLES 10
VAR_COUNT 5
R_SQUARE 4.99152842415467E-001
R_ADJ_SQUARE 9.84751163478415E-002
STD_ERROR 7.35919851155132E 003
STD_ERROR_DF 8
ME 3.65067261451492E 001
MAE 5.79734813567028E 001
MSE 5.88735880924106E 003
MPE 9.53671168526718E 000
MAPE 1.99430509535384E 001
FSTAT_CALC 1.24577137669794E 000
P_VALUE 3.99058498089441E-001
NUM_DF 4
DENOM_DF 5
SIGNIFICANCE_LEVEL 5.00000000000000E-002
F_CRITICAL 5.19216777280392E 000
F_CRITICAL_P 5.00000000000000E-002
NULL_HYPOTH ACCEPT