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1Nominal RegressionNotesOutput Created26-JUN-2015 04:39:42CommentsInputData/Users/samuel/Documents/Tugas Samuel.savActive DatasetDataSet0FilterWeightSplit FileN of Rows in Working Data File100Missing Value HandlingDefinition of MissingUser-defined missing values are treated as missing.Cases UsedStatistics are based on all cases with valid data for all variables in the model.SyntaxNOMREG diagnosis (BASE=FIRST ORDER=ASCENDING) BY pendidikan pekerjaan riwayatDM WITH pendapatan /CRITERIA CIN(95) DELTA(0) MXITER(100) MXSTEP(5) CHKSEP(20) LCONVERGE(0) PCONVERGE(0.000001) SINGULAR(0.00000001) /MODEL /STEPWISE=PIN(.05) POUT(0.1) MINEFFECT(0) RULE(SINGLE) ENTRYMETHOD(LR) REMOVALMETHOD(LR) /INTERCEPT=INCLUDE /PRINT=CLASSTABLE FIT PARAMETER SUMMARY LRT CPS STEP MFI IC.ResourcesProcessor Time00:00:00.12Elapsed Time00:00:00.00[DataSet0] /Users/samuel/Documents/Tugas Samuel.savWarningsThere are 63 (48.5%) cells (i.e., dependent variable levels by subpopulations) with zero frequencies.Unexpected singularities in the Hessian matrix are encountered. This indicates that either some predictor variables should be excluded or some categories should be merged.The NOMREG procedure continues despite the above warning(s). Subsequent results shown are based on the last iteration. Validity of the model fit is uncertain.Case Processing SummaryNMarginal PercentagediagnosisDM2838.4%Tidak DM4561.6%pendidikand356.8%s12534.2%S156.8%s211.4%sd34.1%sma2027.4%SMA56.8%smp912.3%pekerjaanburuh11.4%guru34.1%ibu rt1824.7%Ibu Rt22.7%ojek11.4%pensiun2939.7%pns34.1%pNS11.4%PNS11.4%s111.4%swasta1115.1%Swasta11.4%tdk krja11.4%riwayatDMya1926.0%tidak5474.0%Valid73100.0%Missing27Total100Subpopulation65aa. The dependent variable has only one value observed in 63 (96.9%) subpopulations.Model Fitting InformationModelModel Fitting CriteriaLikelihood Ratio TestsAICBIC-2 Log LikelihoodChi-SquaredfSig.Intercept Only96.43198.72294.431Final75.314125.70531.31463.11721.000Goodness-of-FitChi-SquaredfSig.Pearson36.01543.766Deviance28.54243.956Pseudo R-SquareCox and Snell.579Nagelkerke.786McFadden.649Likelihood Ratio TestsEffectModel Fitting CriteriaLikelihood Ratio TestsAIC of Reduced ModelBIC of Reduced Model-2 Log Likelihood of Reduced ModelChi-SquaredfSig.Intercept75.314125.70531.314a.0000.pendapatan76.198124.29834.1982.8831.089pendidikan72.127106.48442.12710.8127.147pekerjaan74.19097.09554.19022.87612.029riwayatDM81.947130.04739.9478.6331.003The chi-square statistic is the difference in -2 log-likelihoods between the final model and a reduced model. The reduced model is formed by omitting an effect from the final model. The null hypothesis is that all parameters of that effect are 0.a. This reduced model is equivalent to the final model because omitting the effect does not increase the degrees of freedom.Parameter EstimatesdiagnosisaBStd. ErrorWalddfSig.Exp(B)Tidak DMIntercept-36.4676582.541.0001.996pendapatan.000.0002.6411.1041.000[pendidikan=d3]14.8514595.279.0001.9972817385.589[pendidikan=s1]15.3464595.279.0001.9974619900.189[pendidikan=S1]-3.1797584.947.00011.000.042[pendidikan=s2]16.788.000.1.19531247.745[pendidikan=sd]15.7748863.778.0001.9997091487.722[pendidikan=sma]17.5814595.279.0001.99743175046.637[pendidikan=SMA]32.5627367.619.0001.996138567098764472.340[pendidikan=smp]0c..0..[pekerjaan=buruh]39.728.000.1.179278599498471680.000[pekerjaan=guru]5.4739347.654.00011.000238.181[pekerjaan=ibu rt]40.1036582.540.0001.995260955983218420320.000[pekerjaan=Ibu Rt]41.449.000.1.1002519756431727870.000[pekerjaan=ojek].780.000.1.2.181[pekerjaan=pensiun]23.0435194.441.0001.99610175445987.433[pekerjaan=pns]4.8319345.653.00011.000125.331[pekerjaan=pNS]3.015.000.1.20.386[pekerjaan=PNS]24.244.000.1.33797162231.499[pekerjaan=s1]57.167.000.1.6716967979305625000000000.000[pekerjaan=swasta]25.6595194.441.0001.996139223734848.673[pekerjaan=Swasta]25.172.000.1.85480116826.612[pekerjaan=tdk krja]0c..0..[riwayatDM=1]-2.9881.2375.8341.016.050[riwayatDM=2]0c..0..Parameter Estimatesdiagnosisa95% Confidence Interval for Exp(B)Lower BoundUpper BoundTidak DMInterceptpendapatan1.0001.000[pendidikan=d3].000.[pendidikan=s1].000.[pendidikan=S1].000.[pendidikan=s2]19531247.74519531247.745[pendidikan=sd].000.[pendidikan=sma].000.[pendidikan=SMA].000.[pendidikan=smp].c.[pekerjaan=buruh]179278599498471680.000179278599498471680.000[pekerjaan=guru].000.[pekerjaan=ibu rt].000.[pekerjaan=Ibu Rt]1002519756431727870.0001002519756431727870.000[pekerjaan=ojek]2.1812.181[pekerjaan=pensiun].000.[pekerjaan=pns].000.[pekerjaan=pNS]20.38620.386[pekerjaan=PNS]33797162231.49933797162231.499[pekerjaan=s1]6716967979305625000000000.0006716967979305625000000000.000[pekerjaan=swasta].000.[pekerjaan=Swasta]85480116826.61285480116826.612[pekerjaan=tdk krja].c.[riwayatDM=1].004.569[riwayatDM=2].c.a. The reference category is: DM.b. Floating point overflow occurred while computing this statistic. Its value is therefore set to system missing.c. This parameter is set to zero because it is redundant.ClassificationObservedPredictedDMTidak DMPercent CorrectDM23582.1%Tidak DM34293.3%Overall Percentage35.6%64.4%89.0%