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An exploratory investigation on the Invasiveness of Environmental Modeling Frameworks18th IMACS World Congress, MODSIM09Cairns, AustraliaJuly 2009
Wes J. Lloyd, Olaf David, James C. Ascough, Ken Rojas, Jack Carlson, George Leavesley, Peter Krause, Tim Green, Lajpat Ahuja
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Framework InvasivenessCoupling between application code and framework codeUse of framework functions/methodsUse of framework specific data typesImplementation of framework interfacesExtension of framework classesImport/Include of framework libraries
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Framework InvasivenessObject-oriented coupling correlates inversely with software quality (Briand, 2000; Basil, 1996).Framework invasiveness may impactUnderstandabilityMaintainabilityUpgrading the framework Ease of bug defects / Feature EnhancementsPortabilityReusability
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Framework Design Classification
Heavyweight FrameworksLightweight FrameworksOverloads/wraps native language data types
Large programming interface (API)
Components tightly-coupled / bound to framework at compile time
May use many external libraries
Uses native language data types
Small programming interface (API)
Components loosely-coupled, largely framework independent
Components bound to framework dynamically:language annotations, dependency injection, IoC design pattern
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Research QuestionsHow does framework design (lightweight vs. heavyweight) impact invasiveness?How does framework to application invasiveness impact Software Quality? in terms of:MaintainabilityUnderstandabilityPortabilityReusability
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Measuring InvasivenessAre Object Oriented Coupling Measures useful?Coupling Between Object Classes (CBO)Efferent Coupling / Fan OutAfferent Coupling / Fan InResponse for a Class (RFC)Message Passage Coupling (MPC)Framework Invasiveness measures needed
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Invasiveness Metrics Count # Used, # of UsesFramework Data Types (FDT)Framework Functions (FF)Framework Dependent Lines of Code (FDLOC)Three scalingsRaw countPer 1000 LOC (kloc)As a % of all data types used
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Empirical StudyEnvironmental Modeling FrameworksSupport aggregation of models into classes (components)Component interaction/communicationTime/spatial data loopingRegridding arrays and spatial dataMultithreading/multiprocessor supportCross language interoperability
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Environmental Modeling FrameworksCCA 0.6.6: Common Component Architecture - JavaESMF-C/Fortran 3.1.1: Earth Science Modeling FrameworkOpenMI 1.4: Open Modeling Interface - JavaOMS 2.2: Object Modeling System - JavaOMS 3.0: Object Modeling System- Java
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Modeling Application: ThornthwaiteThornthwaite Water balance modelModels allocation of water among components of hydrological systemModel8 ComponentsClimate, Daylen, HamonET, Snow, Soil moisture, Runoff, Output, ControllerFORTRAN Implementation = 244 LOC
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Modeling Application: ThornthwaiteEight implementations
Sheet51
SUMMARY OUTPUT
Regression Statistics
Multiple R0.659176385
R Square0.4345135065
Adjusted R Square0.2460180087
Standard Error0.0895421439
Observations5
ANOVA
dfSSMSFSignificance F
Regression10.01848235360.01848235362.30516649740.2262421713
Residual30.02405338660.0080177955
Total40.0425357402
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.18727752410.09398487871.99263463130.1403246333-0.11182430580.4863793539-0.11182430580.4863793539
% FDT Used0.50611958060.33335117471.51827747710.2262421713-0.55475263371.5669917948-0.55475263371.5669917948
RESIDUAL OUTPUT
ObservationPredicted % FDLOCResiduals
10.3406470939-0.0321548929
20.3253101370.0888910465
30.2113784565-0.0629685625
40.3981606826-0.071494016
50.30636448420.0777264249
Sheet51
0.3084922010
0.41420118340
0.1484098940
0.32666666670
0.38409090910
% FDLOC
Predicted % FDLOC
% FDT Used
% FDLOC
% FDT Used Line Fit Plot
Sheet53
SUMMARY OUTPUT
Regression Statistics
Multiple R0.7269831793
R Square0.528504543
Adjusted R Square0.3713393907
Standard Error0.0817626815
Observations5
ANOVA
dfSSMSFSignificance F
Regression10.02248033190.02248033193.36273362870.1640513944
Residual30.02005540830.0066851361
Total40.0425357402
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.19369385640.07624003812.54057921710.0846366433-0.04893597130.4363236841-0.04893597130.4363236841
% FDT Uses0.30756279260.16772104591.83377578470.1640513944-0.22620043020.8413260154-0.22620043020.8413260154
RESIDUAL OUTPUT
ObservationPredicted % FDLOCResiduals
10.3462249975-0.0377327964
20.35333359160.0608675918
30.1978501104-0.0494402164
40.3914127945-0.0647461278
50.29303936020.0910515489
Sheet53
0.3084922010
0.41420118340
0.1484098940
0.32666666670
0.38409090910
% FDLOC
Predicted % FDLOC
% FDT Uses
% FDLOC
% FDT Uses Line Fit Plot
Sheet54
SUMMARY OUTPUT
Regression Statistics
Multiple R0.7397560663
R Square0.5472390376
Adjusted R Square0.3963187168
Standard Error0.0801218295
Observations5
ANOVA
dfSSMSFSignificance F
Regression10.02327721750.02327721753.62601294950.1529957059
Residual30.01925852270.0064195076
Total40.0425357402
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.12784875080.10528816841.2142746210.3115083319-0.20722519180.4629226934-0.20722519180.4629226934
% FF Used0.39373734120.20677209541.90420927150.1529957059-0.26430374981.0517784321-0.26430374981.0517784321
RESIDUAL OUTPUT
ObservationPredicted % FDLOCResiduals
10.3106553735-0.0021631725
20.4372138046-0.0230126212
30.2328453751-0.0844354811
40.32471742140.0019492453
50.27642887960.1076620295
Sheet54
0.3084922010
0.41420118340
0.1484098940
0.32666666670
0.38409090910
% FDLOC
Predicted % FDLOC
% FF Used
% FDLOC
% FF Used Line Fit Plot
Sheet55
SUMMARY OUTPUT
Regression Statistics
Multiple R0.9717254579
R Square0.9442503656
Adjusted R Square0.9256671542
Standard Error0.0281149543
Observations5
ANOVA
dfSSMSFSignificance F
Regression10.04016438830.040164388350.81201210570.0056829874
Residual30.0023713520.0007904507
Total40.0425357402
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept-0.04446013680.0521581773-0.85240970990.4566309202-0.21045073530.1215304618-0.21045073530.1215304618
% FF Uses0.49408032190.06931294657.12825449220.00568298740.27349559160.71466505230.27349559160.7146650523
RESIDUAL OUTPUT
ObservationPredicted % FDLOCResiduals
10.3322149602-0.0237227591
20.4303703025-0.0161691191
30.1550723009-0.0066624069
40.31786543270.008801234
50.3463378580.0377530511
Sheet55
0.3084922010
0.41420118340
0.1484098940
0.32666666670
0.38409090910
% FDLOC
Predicted % FDLOC
% FF Uses
% FDLOC
% FF Uses Line Fit Plot
Sheet56
SUMMARY OUTPUT
Regression Statistics
Multiple R0.1984937086
R Square0.0393997523
Adjusted R Square-0.2808003302
Standard Error0.1167045309
Observations5
ANOVA
dfSSMSFSignificance F
Regression10.00167589760.00167589760.12304728980.7489394932
Residual30.04085984260.0136199475
Total40.0425357402
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.2831352110.10817486782.6173843960.0791795257-0.06112549730.6273959193-0.06112549730.6273959193
FDT Ref/KLOC0.0036817950.01049599420.35078097130.7489394932-0.02972114290.0370847329-0.02972114290.0370847329
RESIDUAL OUTPUT
ObservationPredicted % FDLOCResiduals
10.3462877845-0.0377955834
20.29930707790.1148941055
30.2956158721-0.1472059782
40.32404404470.002622622
50.3166060750.0674848341
Sheet56
0.3084922010
0.41420118340
0.1484098940
0.32666666670
0.38409090910
% FDLOC
Predicted % FDLOC
FDT Ref/KLOC
% FDLOC
FDT Ref/KLOC Line Fit Plot
Sheet57
SUMMARY OUTPUT
Regression Statistics
Multiple R0.6205101285
R Square0.3850328195
Adjusted R Square0.1800437594
Standard Error0.0933775209
Observations5
ANOVA
dfSSMSFSignificance F
Regression10.0163776560.0163776561.87830911190.264070016
Residual30.02615808420.0087193614
Total40.0425357402
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.21883078650.08251810412.65191243480.0768679989-0.04377864910.4814402221-0.04377864910.4814402221
FDT Refs/KLOC0.00079276560.00057844391.37051417790.264070016-0.00104810120.0026336324-0.00104810120.0026336324
RESIDUAL OUTPUT
ObservationPredicted % FDLOCResiduals
10.3847268528-0.0762346518
20.34534828790.0688528955
30.2215181276-0.0731082336
40.345673287-0.0190066204
50.28459429880.0994966103
Sheet57
0.3084922010
0.41420118340
0.1484098940
0.32666666670
0.38409090910
% FDLOC
Predicted % FDLOC
FDT Refs/KLOC
% FDLOC
FDT Refs/KLOC Line Fit Plot
Sheet58
SUMMARY OUTPUT
Regression Statistics
Multiple R0.7226310017
R Square0.5221955646
Adjusted R Square0.3629274194
Standard Error0.0823078881
Observations5
ANOVA
dfSSMSFSignificance F
Regression10.02221197490.02221197493.27871944570.1678691146
Residual30.02032376530.0067745884
Total40.0425357402
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.63312602710.17876295973.5417070080.03831692910.06422250661.20202954770.06422250661.2020295477
FF Used/KLOC-0.01525710710.0084259731-1.81072345920.1678691146-0.0420723140.0115580998-0.0420723140.0115580998
RESIDUAL OUTPUT
ObservationPredicted % FDLOCResiduals
10.29291609140.0155761096
20.38740395060.0267972328
30.2193739697-0.0709640758
40.3957932498-0.0691265831
50.28637359270.0977173164
Sheet58
0.3084922010
0.41420118340
0.1484098940
0.32666666670
0.38409090910
% FDLOC
Predicted % FDLOC
FF Used/KLOC
% FDLOC
FF Used/KLOC Line Fit Plot
Sheet59
SUMMARY OUTPUT
Regression Statistics
Multiple R0.7019965598
R Square0.4927991699
Adjusted R Square0.3237322266
Standard Error0.0848020494
Observations5
ANOVA
dfSSMSFSignificance F
Regression10.02096157750.02096157752.91481681840.1863074746
Residual30.02157416280.0071913876
Total40.0425357402
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.20484475590.07553519722.71191131370.0730464142-0.03554195340.4452314651-0.03554195340.4452314651
FF Uses/KLOC0.00068719530.0004025081.70728346160.1863074746-0.00059376490.0019681554-0.00059376490.0019681554
RESIDUAL OUTPUT
ObservationPredicted % FDLOCResiduals
10.29560639730.0128858037
20.35375383670.0604473467
30.2537637423-0.1053538483
40.25523907680.0714275899
50.4234978011-0.0394068921
Sheet59
0.3084922010
0.41420118340
0.1484098940
0.32666666670
0.38409090910
% FDLOC
Predicted % FDLOC
FF Uses/KLOC
% FDLOC
FF Uses/KLOC Line Fit Plot
Sheet61
SUMMARY OUTPUT
Regression Statistics
Multiple R0.0779781689
R Square0.0060805948
Adjusted R Square-0.2423992565
Standard Error0.3236516527
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.00256336560.00256336560.02447117860.8832698235
Residual40.41900156910.1047503923
Total50.4215649346
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.32698586150.26538329131.23212678520.2853770629-0.40983627851.0638080016-0.40983627851.0638080016
% FDT Uses0.09796046170.62621487570.15643266480.8832698235-1.64069076451.836611688-1.64069076451.836611688
RESIDUAL OUTPUT
ObservationPredicted % FDT UsedResiduals
10.34763687190.5549605307
20.3755678792-0.0725375761
30.377832006-0.1051047332
40.3283096516-0.2806906039
50.38996044410.0267062226
60.3586279576-0.1233338399
Sheet61
0.90259740260
0.3030303030
0.27272727270
0.04761904760
0.41666666670
0.23529411760
% FDT Used
Predicted % FDT Used
% FDT Uses
% FDT Used
% FDT Uses Line Fit Plot
Sheet62
SUMMARY OUTPUT
Regression Statistics
Multiple R0.8281586389
R Square0.6858467312
Adjusted R Square0.607308414
Standard Error0.1819587881
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.28912893240.28912893248.73263848250.0417569893
Residual40.13243600220.0331090006
Total50.4215649346
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept-0.14717791790.1879427966-0.78309954160.4773369354-0.66899077550.3746349397-0.66899077550.3746349397
% FF Used0.91081302630.30821693152.95510380230.04175698930.05506563551.76656041720.05506563551.7665604172
RESIDUAL OUTPUT
ObservationPredicted % FDT UsedResiduals
10.7333151010.1692823016
20.27569955870.0273307444
30.5684608886-0.2957336158
40.0957055558-0.0480865082
50.30822859530.1084380713
60.1965251110.0387690067
Sheet62
0.90259740260
0.3030303030
0.27272727270
0.04761904760
0.41666666670
0.23529411760
% FDT Used
Predicted % FDT Used
% FF Used
% FDT Used
% FF Used Line Fit Plot
Sheet63
SUMMARY OUTPUT
Regression Statistics
Multiple R0.6325475728
R Square0.4001164318
Adjusted R Square0.2501455398
Standard Error0.2514407869
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.16867505740.16867505742.66796060450.1777249778
Residual40.25288987720.0632224693
Total50.4215649346
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept-0.3396047880.4422235093-0.76794829070.4853431194-1.56741408570.8882045096-1.56741408570.8882045096
% FF Uses0.9189363210.56259479671.63338929980.1777249778-0.64307724842.4809498903-0.64307724842.4809498903
RESIDUAL OUTPUT
ObservationPredicted % FDT UsedResiduals
10.52041210630.3821852963
20.360970427-0.0579401239
30.5435288191-0.2708015464
40.03150411080.0161149368
50.33428184730.0823848193
60.3872374997-0.1519433821
Sheet63
0.90259740260
0.3030303030
0.27272727270
0.04761904760
0.41666666670
0.23529411760
% FDT Used
Predicted % FDT Used
% FF Uses
% FDT Used
% FF Uses Line Fit Plot
Sheet64
SUMMARY OUTPUT
Regression Statistics
Multiple R0.9020543735
R Square0.8137020927
Adjusted R Square0.7671276159
Standard Error0.1401219693
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.34302826950.343028269517.47098729250.0139202055
Residual40.07853666510.0196341663
Total50.4215649346
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.01645127530.10072713580.16332515720.8781821361-0.2632120880.2961146385-0.2632120880.2961146385
FDT Ref/KLOC0.02841326280.00679770614.17983101240.01392020550.00953980490.04728672060.00953980490.0472867206
RESIDUAL OUTPUT
ObservationPredicted % FDT UsedResiduals
10.813191950.0894054526
20.503814273-0.20078397
30.14125330790.1314739648
40.1127674203-0.0651483726
50.33215419490.0845124717
60.2747536641-0.0394595464
Sheet64
0.90259740260
0.3030303030
0.27272727270
0.04761904760
0.41666666670
0.23529411760
% FDT Used
Predicted % FDT Used
FDT Ref/KLOC
% FDT Used
FDT Ref/KLOC Line Fit Plot
Sheet65
SUMMARY OUTPUT
Regression Statistics
Multiple R0.6730825778
R Square0.4530401566
Adjusted R Square0.3163001957
Standard Error0.2400932583
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.1909858440.1909858443.31315113560.1428428512
Residual40.23057909060.0576447727
Total50.4215649346
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.0250381560.20995103580.11925712060.9108211905-0.55787936970.6079556817-0.55787936970.6079556817
FDT Refs/KLOC0.00249503810.00137074471.82020634420.1428428512-0.00131075920.0063008355-0.00131075920.0063008355
RESIDUAL OUTPUT
ObservationPredicted % FDT UsedResiduals
10.51780441320.3847929894
20.5471559139-0.2441256108
30.423221402-0.1504941293
40.03349591240.0141231352
50.4242442581-0.0075775914
60.23201291060.003281207
Sheet65
0.90259740260
0.3030303030
0.27272727270
0.04761904760
0.41666666670
0.23529411760
% FDT Used
Predicted % FDT Used
FDT Refs/KLOC
% FDT Used
FDT Refs/KLOC Line Fit Plot
Sheet66
SUMMARY OUTPUT
Regression Statistics
Multiple R0.8224973731
R Square0.6765019288
Adjusted R Square0.595627411
Standard Error0.1846452296
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.28518949140.28518949148.36483415460.04446447
Residual40.13637544330.0340938608
Total50.4215649346
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.04064771260.13455049110.30210006870.777632174-0.33292433990.4142197651-0.33292433990.4142197651
FF Used/KLOC0.01092466010.00377728082.89220230180.044464470.00043724740.02141207280.00043724740.0214120728
RESIDUAL OUTPUT
ObservationPredicted % FDT UsedResiduals
10.8406581260.0619392766
20.28425076820.0187795348
30.21659392230.0561333505
40.3369096816-0.289290634
50.21058686980.2060797968
60.2889354423-0.0536413247
Sheet66
0.90259740260
0.3030303030
0.27272727270
0.04761904760
0.41666666670
0.23529411760
% FDT Used
Predicted % FDT Used
FF Used/KLOC
% FDT Used
FF Used/KLOC Line Fit Plot
Sheet67
SUMMARY OUTPUT
Regression Statistics
Multiple R0.6823884923
R Square0.4656540544
Adjusted R Square0.332067568
Standard Error0.2373086143
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.1963034210.1963034213.48578712540.1352957455
Residual40.22526151360.0563153784
Total50.4215649346
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.07488636980.18220261580.41100600810.702133641-0.4309891910.5807619306-0.4309891910.5807619306
FF Uses/KLOC0.00140415010.00075207841.86702627870.1352957455-0.00068395420.0034922545-0.00068395420.0034922545
RESIDUAL OUTPUT
ObservationPredicted % FDT UsedResiduals
10.66407988440.2385175182
20.26034015940.0426901436
30.3791531603-0.1064258876
40.1748428191-0.1272237715
50.17785737870.238809288
60.5216614084-0.2863672907
Sheet67
0.90259740260
0.3030303030
0.27272727270
0.04761904760
0.41666666670
0.23529411760
% FDT Used
Predicted % FDT Used
FF Uses/KLOC
% FDT Used
FF Uses/KLOC Line Fit Plot
Sheet68
SUMMARY OUTPUT
Regression Statistics
Multiple R0.1757543984
R Square0.0308896086
Adjusted R Square-0.2113879893
Standard Error0.2543964687
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.00825127960.00825127960.12749675920.7390828947
Residual40.25887025310.0647175633
Total50.2671215327
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.28134449560.26276270721.07071699240.3446030544-0.44820173671.0108907279-0.44820173671.0108907279
% FF Used0.15386651180.43091790070.35706688340.7390828947-1.04255338421.3502864078-1.04255338421.3502864078
RESIDUAL OUTPUT
ObservationPredicted % FDT UsesResiduals
10.4300889531-0.2192793062
20.35278251890.1431524404
30.4022396120.116808007
40.3223755654-0.3088620519
50.35827775150.2845793914
60.3394073302-0.0163984807
Sheet68
0.21080964690
0.49593495930
0.5190476190
0.01351351350
0.64285714290
0.32300884960
% FDT Uses
Predicted % FDT Uses
% FF Used
% FDT Uses
% FF Used Line Fit Plot
Sheet69
SUMMARY OUTPUT
Regression Statistics
Multiple R0.5219497779
R Square0.2724315707
Adjusted R Square0.0905394633
Standard Error0.2204252674
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.07277233870.07277233871.49776466210.2881731321
Residual40.1943491940.0485872985
Total50.2671215327
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept-0.09396119450.3876747145-0.24237122240.8204124675-1.17031875790.9823963689-1.17031875790.9823963689
% FF Uses0.60359154850.49319806071.22383195830.2881731321-0.7657457931.97292889-0.7657457931.97292889
RESIDUAL OUTPUT
ObservationPredicted % FDT UsesResiduals
10.4709298835-0.2601202367
20.36620265930.1297323
30.48611380020.0329338189
40.1497969309-0.1362834174
50.34867260780.2941845351
60.3834558495-0.060447
Sheet69
0.21080964690
0.49593495930
0.5190476190
0.01351351350
0.64285714290
0.32300884960
% FDT Uses
Predicted % FDT Uses
% FF Uses
% FDT Uses
% FF Uses Line Fit Plot
Sheet70
SUMMARY OUTPUT
Regression Statistics
Multiple R0.0067687104
R Square0.0000458154
Adjusted R Square-0.2499427307
Standard Error0.2584130871
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.00001223830.00001223830.00018327020.9898470894
Residual40.26710929440.0667773236
Total50.2671215327
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.36959850640.18576109271.98964433810.117498428-0.14615697020.885353983-0.14615697020.885353983
FDT Ref/KLOC-0.00016971360.0125363369-0.01353773090.9898470894-0.03497616490.0346367378-0.03497616490.0346367378
RESIDUAL OUTPUT
ObservationPredicted % FDT UsesResiduals
10.3648395424-0.1540298956
20.36668746770.1292474917
30.36885305880.1501945602
40.3690232062-0.3555096927
50.36771280020.2751443427
60.3680556559-0.0450468063
Sheet70
0.21080964690
0.49593495930
0.5190476190
0.01351351350
0.64285714290
0.32300884960
% FDT Uses
Predicted % FDT Uses
FDT Ref/KLOC
% FDT Uses
FDT Ref/KLOC Line Fit Plot
Sheet71
SUMMARY OUTPUT
Regression Statistics
Multiple R0.6546026999
R Square0.4285046947
Adjusted R Square0.2856308684
Standard Error0.1953578139
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.11446283080.11446283082.99918260550.1583461145
Residual40.15265870190.0381646755
Total50.2671215327
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.10589993530.17083184960.61990744410.5688871858-0.36840531740.580205188-0.36840531740.580205188
FDT Refs/KLOC0.00193156280.00111534031.731814830.1583461145-0.00116511820.0050282439-0.00116511820.0050282439
RESIDUAL OUTPUT
ObservationPredicted % FDT UsesResiduals
10.4873806726-0.2765710258
20.5101034787-0.0141685194
30.41415813290.1048894862
40.1124476059-0.0989340924
50.41494998880.227907154
60.26613185220.0568769973
Sheet71
0.21080964690
0.49593495930
0.5190476190
0.01351351350
0.64285714290
0.32300884960
% FDT Uses
Predicted % FDT Uses
FDT Refs/KLOC
% FDT Uses
FDT Refs/KLOC Line Fit Plot
Sheet72
SUMMARY OUTPUT
Regression Statistics
Multiple R0.4948531102
R Square0.2448796007
Adjusted R Square0.0560995009
Standard Error0.2245600802
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.06541261430.06541261431.29716850950.3183100507
Residual40.20170891840.0504272296
Total50.2671215327
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.52190473850.16363633733.18941835930.03323467860.06757743070.97623204620.06757743070.9762320462
FF Used/KLOC-0.00523205050.0045938174-1.13893305750.3183100507-0.01798653240.0075224314-0.01798653240.0075224314
RESIDUAL OUTPUT
ObservationPredicted % FDT UsesResiduals
10.13876285140.0720467954
20.40523808910.0906968703
30.43764038180.0814072372
40.380018623-0.3665051095
50.44051728610.2023398567
60.4029944997-0.0799856501
Sheet72
0.21080964690
0.49593495930
0.5190476190
0.01351351350
0.64285714290
0.32300884960
% FDT Uses
Predicted % FDT Uses
FF Used/KLOC
% FDT Uses
FF Used/KLOC Line Fit Plot
Sheet73
SUMMARY OUTPUT
Regression Statistics
Multiple R0.2155007268
R Square0.0464405633
Adjusted R Square-0.1919492959
Standard Error0.2523471113
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.01240527440.01240527440.1948093070.6817528974
Residual40.25471625820.0636790646
Total50.2671215327
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.43995331780.19374898762.27073866680.0856577287-0.09798011040.9778867461-0.09798011040.9778867461
FF Uses/KLOC-0.00035298220.0007997384-0.44137207320.6817528974-0.00257341190.0018674476-0.00257341190.0018674476
RESIDUAL OUTPUT
ObservationPredicted % FDT UsesResiduals
10.2918389423-0.0810292954
20.39333302830.102601931
30.36346522940.1555823897
40.414825772-0.4013122585
50.41406795710.2287891858
60.3276408022-0.0046319526
Sheet73
0.21080964690
0.49593495930
0.5190476190
0.01351351350
0.64285714290
0.32300884960
% FDT Uses
Predicted % FDT Uses
FF Uses/KLOC
% FDT Uses
FF Uses/KLOC Line Fit Plot
Sheet74
SUMMARY OUTPUT
Regression Statistics
Multiple R0.8228066161
R Square0.6770107274
Adjusted R Square0.5962634093
Standard Error0.167756979
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.23595470210.23595470218.38431223440.0443145287
Residual40.1125696160.028142404
Total50.3485243181
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept-0.27086246980.295043938-0.91804112840.4105442361-1.09003576740.5483108278-1.09003576740.5483108278
% FF Uses1.08686174340.37535359582.89556768780.04431452870.04471308982.1290103970.04471308982.129010397
RESIDUAL OUTPUT
ObservationPredicted % FF UsedResiduals
10.74631297510.2203980769
20.5577350969-0.0934493826
30.77365401080.0120602749
40.1680624650.0986042017
50.5261694753-0.0261694753
60.588802186-0.2114436954
Sheet74
0.96671105190
0.46428571430
0.78571428570
0.26666666670
0.50
0.37735849060
% FF Used
Predicted % FF Used
% FF Uses
% FF Used
% FF Uses Line Fit Plot
Sheet75
SUMMARY OUTPUT
Regression Statistics
Multiple R0.6100624319
R Square0.3721761708
Adjusted R Square0.2152202135
Standard Error0.2338866563
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.12971244610.12971244612.37121404770.1984317018
Residual40.2188118720.054702968
Total50.3485243181
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.34702608350.16813018772.06403197540.1079578397-0.11977815320.8138303201-0.11977815320.8138303201
FDT Ref/KLOC0.01747217520.01134649161.53987468570.1984317018-0.01403073590.0489750863-0.01403073590.0489750863
RESIDUAL OUTPUT
ObservationPredicted % FF UsedResiduals
10.8369660380.1297450139
20.646720341-0.1824346267
30.42377063050.3619436552
40.4062537961-0.1395871294
50.5411613636-0.0411613636
60.50586404-0.1285055494
Sheet75
0.96671105190
0.46428571430
0.78571428570
0.26666666670
0.50
0.37735849060
% FF Used
Predicted % FF Used
FDT Ref/KLOC
% FF Used
FDT Ref/KLOC Line Fit Plot
Sheet76
SUMMARY OUTPUT
Regression Statistics
Multiple R0.6815184161
R Square0.4644673515
Adjusted R Square0.3305841894
Standard Error0.2160128186
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.1618781670.1618781673.4691991450.1359939025
Residual40.18664615110.0466615378
Total50.3485243181
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.24898885450.18889374631.31814239180.257871726-0.27546426270.7734419718-0.27546426270.7734419718
FDT Refs/KLOC0.00229705150.00123326421.86257862790.1359939025-0.00112703880.0057211419-0.00112703880.0057211419
RESIDUAL OUTPUT
ObservationPredicted % FF UsedResiduals
10.70265305670.2640579952
20.7296754531-0.2653897388
30.61557540950.1701388762
40.25677546990.0098911968
50.6165170997-0.1165170997
60.4395397203-0.0621812297
Sheet76
0.96671105190
0.46428571430
0.78571428570
0.26666666670
0.50
0.37735849060
% FF Used
Predicted % FF Used
FDT Refs/KLOC
% FF Used
FDT Refs/KLOC Line Fit Plot
Sheet77
SUMMARY OUTPUT
Regression Statistics
Multiple R0.6314753703
R Square0.3987611433
Adjusted R Square0.2484514292
Standard Error0.2288811714
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.13897795560.13897795562.65292995560.1786908629
Residual40.20954636250.0523865906
Total50.3485243181
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.3351020810.16678510512.00918469760.1149057567-0.12796760770.7981717696-0.12796760770.7981717696
FF Used/KLOC0.00762630440.00468221381.62878173970.1786908629-0.00537360530.020626214-0.00537360530.020626214
RESIDUAL OUTPUT
ObservationPredicted % FF UsedResiduals
10.89357464190.07313641
20.5051568953-0.040871181
30.4579268950.3277873907
40.5419171146-0.2752504479
50.45373348220.0462665178
60.5084271802-0.1310686896
Sheet77
0.96671105190
0.46428571430
0.78571428570
0.26666666670
0.50
0.37735849060
% FF Used
Predicted % FF Used
FF Used/KLOC
% FF Used
FF Used/KLOC Line Fit Plot
Sheet78
SUMMARY OUTPUT
Regression Statistics
Multiple R0.6623492073
R Square0.4387064723
Adjusted R Square0.2983830904
Standard Error0.2211472609
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.15289987410.15289987413.12639608860.1517646307
Residual40.1956244440.048906111
Total50.3485243181
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.30585742420.16979412881.80134275790.1460100839-0.16556665350.777281502-0.16556665350.777281502
FF Uses/KLOC0.00123923360.00070085981.76816178240.1517646307-0.00070666530.0031851324-0.00070666530.0031851324
RESIDUAL OUTPUT
ObservationPredicted % FF UsedResiduals
10.82585053240.1408605195
20.4695297833-0.005244069
30.57438827220.2113260135
40.3940740516-0.127407385
50.39673455310.1032654469
60.7001590165-0.3228005259
Sheet78
0.96671105190
0.46428571430
0.78571428570
0.26666666670
0.50
0.37735849060
% FF Used
Predicted % FF Used
FF Uses/KLOC
% FF Used
FF Uses/KLOC Line Fit Plot
Sheet79
SUMMARY OUTPUT
Regression Statistics
Multiple R0.4666393938
R Square0.2177523238
Adjusted R Square0.0221904048
Standard Error0.1976433294
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.043495350.043495351.11346996830.3508468156
Residual40.15625154260.0390628857
Total50.1997468927
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.64117530190.14207655364.51288608450.01071639050.246707551.03564305380.246707551.0356430538
FDT Ref/KLOC0.01011760140.00958822711.05521086440.3508468156-0.01650358480.0367387877-0.01650358480.0367387877
RESIDUAL OUTPUT
ObservationPredicted % FF UsesResiduals
10.92488452080.0109984939
20.8147190656-0.052342828
30.68561571810.2754232429
40.6754722559-0.271626102
50.7535930955-0.0202597622
60.73315349660.0578069553
Sheet79
0.93588301460
0.76237623760
0.9610389610
0.40384615380
0.73333333330
0.7909604520
% FF Uses
Predicted % FF Uses
FDT Ref/KLOC
% FF Uses
FDT Ref/KLOC Line Fit Plot
Sheet80
SUMMARY OUTPUT
Regression Statistics
Multiple R0.775342466
R Square0.6011559396
Adjusted R Square0.5014449244
Standard Error0.1411274794
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.12007903090.12007903096.02898224310.0700371653
Residual40.07966786170.0199169654
Total50.1997468927
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.49660269790.12340979794.02401354190.01581174740.15396216870.83924322720.15396216870.8392432272
FDT Refs/KLOC0.00197838220.00080572752.45539859150.0700371653-0.0002586760.0042154403-0.0002586760.0042154403
RESIDUAL OUTPUT
ObservationPredicted % FF UsesResiduals
10.88733018060.048552834
20.9106037668-0.1482275292
30.81233279330.1487061678
40.5033090781-0.0994629243
50.8131438431-0.0798105097
60.66071849050.1302419615
Sheet80
0.93588301460
0.76237623760
0.9610389610
0.40384615380
0.73333333330
0.7909604520
% FF Uses
Predicted % FF Uses
FDT Refs/KLOC
% FF Uses
FDT Refs/KLOC Line Fit Plot
Sheet81
SUMMARY OUTPUT
Regression Statistics
Multiple R0.2742443294
R Square0.0752099522
Adjusted R Square-0.1559875598
Standard Error0.2148976142
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.01502295420.01502295420.32530606220.5989464574
Residual40.18472393840.0461809846
Total50.1997468927
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.69059086130.15659532394.4100350130.0116003010.25581254081.12536918180.25581254081.1253691818
FF Used/KLOC0.00250737240.00439615270.57035608370.5989464574-0.00969830420.0147130491-0.00969830420.0147130491
RESIDUAL OUTPUT
ObservationPredicted % FF UsesResiduals
10.87420518320.0616778315
20.74650139580.0158748418
30.73097314060.2300658204
40.7585874019-0.354741248
50.72959443250.0037389008
60.74757659840.0433838535
Sheet81
0.93588301460
0.76237623760
0.9610389610
0.40384615380
0.73333333330
0.7909604520
% FF Uses
Predicted % FF Uses
FF Used/KLOC
% FF Uses
FF Used/KLOC Line Fit Plot
Sheet82
SUMMARY OUTPUT
Regression Statistics
Multiple R0.670752636
R Square0.4499090987
Adjusted R Square0.3123863734
Standard Error0.1657399682
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.08986794440.08986794443.27152547050.1447599027
Residual40.10987894820.0274697371
Total50.1997468927
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.56963978750.12725309554.47643167590.01102003050.21632855340.92295102150.21632855340.9229510215
FF Uses/KLOC0.00095006210.00052526311.80873587640.1447599027-0.00050830190.0024084262-0.00050830190.0024084262
RESIDUAL OUTPUT
ObservationPredicted % FF UsesResiduals
10.9682940645-0.0324110498
20.69511969270.0672565449
30.7755097680.185529193
40.6372713296-0.2334251758
50.63931101110.0940223223
60.8719322865-0.0809718346
Sheet82
0.93588301460
0.76237623760
0.9610389610
0.40384615380
0.73333333330
0.7909604520
% FF Uses
Predicted % FF Uses
FF Uses/KLOC
% FF Uses
FF Uses/KLOC Line Fit Plot
Sheet83
SUMMARY OUTPUT
Regression Statistics
Multiple R0.6813364478
R Square0.4642193551
Adjusted R Square0.3302741939
Standard Error7.5440987259
Observations6
ANOVA
dfSSMSFSignificance F
Regression1197.2472426709197.24724267093.46574188140.1361401113
Residual4227.653702345856.9134255864
Total5424.9009450167
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept1.3356223146.5969838280.20245954040.8494382299-16.980541143419.6517857714-16.980541143419.6517857714
FDT Refs/KLOC0.08018295730.04307090161.86165031130.1361401113-0.03940103650.1997669511-0.03940103650.1997669511
RESIDUAL OUTPUT
ObservationPredicted FDT Ref/KLOCResiduals
117.171635061210.8695188626
218.1149032565-0.9622445944
314.13202399-9.73963746
41.60742894891.7824015596
514.1648954805-3.0537843694
67.98716308931.1037460017
Sheet83
28.04115392370
17.15265866210
4.392386530
3.38983050850
11.11111111110
9.09090909090
FDT Ref/KLOC
Predicted FDT Ref/KLOC
FDT Refs/KLOC
FDT Ref/KLOC
FDT Refs/KLOC Line Fit Plot
Sheet84
SUMMARY OUTPUT
Regression Statistics
Multiple R0.8126607144
R Square0.6604174367
Adjusted R Square0.5755217959
Standard Error6.0060168175
Observations6
ANOVA
dfSSMSFSignificance F
Regression1280.6119929666280.61199296667.77916781510.0493565814
Residual4144.288952050136.0722380125
Total5424.9009450167
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept2.08514694654.3765685920.47643419790.6586229642-10.066155497614.2364493906-10.066155497614.2364493906
FF Used/KLOC0.34268436380.1228648682.78911595580.04935658140.00155680240.68381192530.00155680240.6838119253
RESIDUAL OUTPUT
ObservationPredicted FDT Ref/KLOCResiduals
127.17984617490.8613077489
29.72647924497.4261794172
37.6042216204-3.2118350903
411.3782822371-7.9884517287
57.41579260623.6953185049
69.8734279429-0.782518852
Sheet84
28.04115392370
17.15265866210
4.392386530
3.38983050850
11.11111111110
9.09090909090
FDT Ref/KLOC
Predicted FDT Ref/KLOC
FF Used/KLOC
FDT Ref/KLOC
FF Used/KLOC Line Fit Plot
Sheet85
SUMMARY OUTPUT
Regression Statistics
Multiple R0.6023181114
R Square0.3627871073
Adjusted R Square0.2034838841
Standard Error8.2272771969
Observations6
ANOVA
dfSSMSFSignificance F
Regression1154.1485847185154.14858471852.27733689260.2057794551
Residual4270.752360298267.6880900746
Total5424.9009450167
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept4.12300125186.31680156670.6527039370.5495588551-13.415251537621.6612540412-13.415251537621.6612540412
FF Uses/KLOC0.03934770240.02607388451.50908478640.2057794551-0.03304500660.1117404115-0.03304500660.1117404115
RESIDUAL OUTPUT
ObservationPredicted FDT Ref/KLOCResiduals
120.63363693657.4075169872
29.31986761277.8327910494
312.6492969504-8.2569104204
46.9240241379-3.5341936294
57.00849943134.1026116799
616.6427247576-7.5518156667
Sheet85
28.04115392370
17.15265866210
4.392386530
3.38983050850
11.11111111110
9.09090909090
FDT Ref/KLOC
Predicted FDT Ref/KLOC
FF Uses/KLOC
FDT Ref/KLOC
FF Uses/KLOC Line Fit Plot
Sheet86
SUMMARY OUTPUT
Regression Statistics
Multiple R0.2553264978
R Square0.0651916205
Adjusted R Square-0.1685104744
Standard Error84.6749021354
Observations6
ANOVA
dfSSMSFSignificance F
Regression12000.03952269542000.03952269540.27895180190.6253328274
Residual428679.35620656137169.8390516403
Total530679.3957292568
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept108.455136487661.70237754461.75771405910.1536261813-62.8581276157279.7684005908-62.8581276157279.7684005908
FF Used/KLOC0.91487226851.73219139950.52815887940.6253328274-3.89446206375.7242066006-3.89446206375.7242066006
RESIDUAL OUTPUT
ObservationPredicted FDT Refs/KLOCResiduals
1175.451027843622.0474591445
2128.8553757580.4070599275
3123.18953612636.4005077978
4133.2652319035-129.875401395
5122.686482885937.3135171141
6129.2476880435-46.293142589
Sheet86
197.49848698810
209.26243567750
159.59004392390
3.38983050850
1600
82.95454545450
FDT Refs/KLOC
Predicted FDT Refs/KLOC
FF Used/KLOC
FDT Refs/KLOC
FF Used/KLOC Line Fit Plot
Sheet87
SUMMARY OUTPUT
Regression Statistics
Multiple R0.3024013844
R Square0.0914465973
Adjusted R Square-0.1356917534
Standard Error83.4773463016
Observations6
ANOVA
dfSSMSFSignificance F
Regression12805.5263470562805.5263470560.40260307010.5602247122
Residual427873.86938220076968.4673455502
Total530679.3957292568
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept101.007040879164.09287292531.57594809330.1901638456-76.9433024224278.9573841807-76.9433024224278.9573841807
FF Uses/KLOC0.16786369690.26455638180.63451010240.5602247122-0.56666257430.9023899681-0.56666257430.9023899681
RESIDUAL OUTPUT
ObservationPredicted FDT Refs/KLOCResiduals
1171.44409747926.0543895091
2123.177717829186.0847178485
3137.381604776922.208439147
4112.956659981-109.5668294725
5113.317045318946.6829546811
6154.4182171676-71.4636717131
Sheet87
197.49848698810
209.26243567750
159.59004392390
3.38983050850
1600
82.95454545450
FDT Refs/KLOC
Predicted FDT Refs/KLOC
FF Uses/KLOC
FDT Refs/KLOC
FF Uses/KLOC Line Fit Plot
Sheet88
SUMMARY OUTPUT
Regression Statistics
Multiple R0.7223267016
R Square0.5217558639
Adjusted R Square0.4021948299
Standard Error16.9026055497
Observations6
ANOVA
dfSSMSFSignificance F
Regression11246.76611264511246.76611264514.36392900230.1049490429
Residual41142.7922974762285.6980743691
Total52389.5584101213
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept6.545636709112.97761126340.50437916320.6405111301-29.485988558342.5772619766-29.485988558342.5772619766
FF Uses/KLOC0.11190309610.05356773262.08900191530.1049490429-0.0368247730.2606309651-0.0368247730.2606309651
RESIDUAL OUTPUT
ObservationPredicted FF Used/KLOCResiduals
153.501142014819.7286340595
221.32529090540.9731653553
330.7940381975-14.6886209208
414.511619818312.6070242495
514.75186375340.8036918022
642.1511672729-19.4238945457
Sheet88
73.22977607420
22.29845626070
16.10541727670
27.11864406780
15.55555555560
22.72727272730
FF Used/KLOC
Predicted FF Used/KLOC
FF Uses/KLOC
FF Used/KLOC
FF Uses/KLOC Line Fit Plot
Sheet89
SUMMARY OUTPUT
Regression Statistics
Multiple R0.9150613523
R Square0.8373372785
Adjusted R Square0.7966715981
Standard Error1.4786268568
Observations6
ANOVA
dfSSMSFSignificance F
Regression145.018349047245.018349047220.59076033870.0105154627
Residual48.7453495272.1863373818
Total553.7636985742
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept-1.67791079980.7078983323-2.37027087550.0767982732-3.64335165940.2875300597-3.64335165940.2875300597
Total LOC0.00078621360.00017326244.53770430270.01051546270.000305160.00126726710.000305160.0012672671
RESIDUAL OUTPUT
ObservationPredicted Inv 2Residuals
16.1166105603-0.0860331894
2-1.21954828691.8517692141
3-1.14092692960.0711562133
4-1.4459777959-2.2539764605
5-1.3241146921-0.0526531029
6-0.98604285580.4697373253
Sheet89
6.03057737090
0.63222092720
-1.06977071630
-3.69995425630
-1.3767677950
-0.51630553050
Inv 2
Predicted Inv 2
Total LOC
Inv 2
Total LOC Line Fit Plot
Sheet90
SUMMARY OUTPUT
Regression Statistics
Multiple R0.1661552052
R Square0.0276075522
Adjusted R Square-0.2154905597
Standard Error3.6152252509
Observations6
ANOVA
dfSSMSFSignificance F
Regression11.48428411561.48428411560.11356547360.7530607615
Residual452.279414458613.0698536146
Total553.7636985742
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept-2.15533954946.5638499946-0.32836514410.7591060728-20.37950873716.0688296383-20.37950873716.0688296383
Avg CC/method1.20860161653.58641062580.33699476790.7530607615-8.748870610311.1660738432-8.748870610311.1660738432
RESIDUAL OUTPUT
ObservationPredicted Inv 2Residuals
10.40689587755.6236814934
20.22560563510.4066152921
3-0.4149532217-0.6548174947
40.7211322978-4.4210865542
5-0.7291896419-0.6475781531
6-0.2094909469-0.3068145836
Sheet90
6.03057737090
0.63222092720
-1.06977071630
-3.69995425630
-1.3767677950
-0.51630553050
Inv 2
Predicted Inv 2
Avg CC/method
Inv 2
Avg CC/method Line Fit Plot
Sheet91
SUMMARY OUTPUT
Regression Statistics
Multiple R0.9268445748
R Square0.8590408659
Adjusted R Square0.8238010824
Standard Error1.3764523598
Observations6
ANOVA
dfSSMSFSignificance F
Regression146.185214178646.185214178624.3770188170.0078318208
Residual47.57848439551.8946210989
Total553.7636985742
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept-3.13849995070.848437826-3.69915137520.0208509105-5.4941409995-0.7828589018-5.4941409995-0.7828589018
Total CC0.0261905420.00530461894.93730886380.00783182080.01146255880.04091852520.01146255880.0409185252
RESIDUAL OUTPUT
ObservationPredicted Inv 2Residuals
15.97580866820.0547687027
2-1.43611472012.0683356473
3-1.67182959820.6020588819
4-2.3265931484-1.3733611079
5-0.4408741238-0.9358936712
6-0.1003970777-0.4159084528
Sheet91
6.03057737090
0.63222092720
-1.06977071630
-3.69995425630
-1.3767677950
-0.51630553050
Inv 2
Predicted Inv 2
Total CC
Inv 2
Total CC Line Fit Plot
Sheet92
SUMMARY OUTPUT
Regression Statistics
Multiple R0.6205573838
R Square0.3850914665
Adjusted R Square0.2313643332
Standard Error0.6882725552
Observations6
ANOVA
dfSSMSFSignificance F
Regression11.1866817711.1866817712.50503250860.1886496007
Residual41.89487644080.4737191102
Total53.0815582117
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.17155707270.32951315050.52063801550.6301096555-0.74331810091.0864322464-0.74331810091.0864322464
Total LOC0.00012764770.00008065031.5827294490.1886496007-0.00009627360.0003515689-0.00009627360.0003515689
RESIDUAL OUTPUT
ObservationPredicted Inv 1Residuals
11.4370560689-0.0289575592
20.24597566410.1677500599
30.25874043110.6678862172
40.2092131353-1.0894692439
50.2289985240.4519571285
60.283887022-0.1691666025
Sheet92
1.40809850970
0.4137257240
0.92662664820
-0.88025610860
0.68095565260
0.11472041950
Inv 1
Predicted Inv 1
Total LOC
Inv 1
Total LOC Line Fit Plot
Sheet93
SUMMARY OUTPUT
Regression Statistics
Multiple R0.4084680326
R Square0.1668461337
Adjusted R Square-0.0414423329
Standard Error0.8011573095
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.51414607330.51414607330.80103395270.4213736071
Residual42.56741213840.6418530346
Total53.0815582117
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept1.71250759021.45459163311.17731159130.3043395554-2.32608622945.7511014098-2.32608622945.7511014098
Avg CC/method-0.7113247380.7947718022-0.89500500150.4213736071-2.91796501771.4953155418-2.91796501771.4953155418
RESIDUAL OUTPUT
ObservationPredicted Inv 1Residuals
10.20449914581.2035993639
20.31119785650.1025278675
30.68819996760.2384266807
40.0195547139-0.8998108226
50.8731443995-0.1921887469
60.5672747621-0.4525543427
Sheet93
1.40809850970
0.4137257240
0.92662664820
-0.88025610860
0.68095565260
0.11472041950
Inv 1
Predicted Inv 1
Avg CC/method
Inv 1
Avg CC/method Line Fit Plot
Sheet94
SUMMARY OUTPUT
Regression Statistics
Multiple R0.6712105555
R Square0.4505236098
Adjusted R Square0.3131545122
Standard Error0.6506234476
Observations6
ANOVA
dfSSMSFSignificance F
Regression11.38831472931.38831472933.27965763640.1443822677
Residual41.69324348240.4233108706
Total53.0815582117
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept-0.10016648560.4010407912-0.24976632750.8150706089-1.21363422721.013301256-1.21363422721.013301256
Total CC0.00454084810.00250739481.81098250580.1443822677-0.00242079590.011502492-0.00242079590.011502492
RESIDUAL OUTPUT
ObservationPredicted Inv 1Residuals
11.4800486411-0.0719501314
20.19498863860.2187370854
30.15412100610.7725056422
40.0405998044-0.9208559131
50.36754086510.3134147874
60.42657189-0.3118514705
Sheet94
1.40809850970
0.4137257240
0.92662664820
-0.88025610860
0.68095565260
0.11472041950
Inv 1
Predicted Inv 1
Total CC
Inv 1
Total CC Line Fit Plot
Sheet95
SUMMARY OUTPUT
Regression Statistics
Multiple R0.8364064304
R Square0.6995757169
Adjusted R Square0.5994342891
Standard Error0.0652655327
Observations5
ANOVA
dfSSMSFSignificance F
Regression10.0297569710.0297569716.98587720210.0774512059
Residual30.01277876930.0042595898
Total40.0425357402
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.09263186460.08954197111.03450776710.3769781128-0.19233065050.3775943796-0.19233065050.3775943796
X Variable 10.00038696010.00014640492.64308100560.0774512059-0.00007896570.0008528859-0.00007896570.0008528859
RESIDUAL OUTPUT
ObservationPredicted YResiduals
10.3182295791-0.0097373781
20.35692558510.0572755984
30.2067850821-0.0583751881
40.26676389120.0599027754
50.4331567167-0.0490658076
Sheet95
0.3084922010
0.41420118340
0.1484098940
0.32666666670
0.38409090910
Y
Predicted Y
X Variable 1
Y
X Variable 1 Line Fit Plot
Sheet96
SUMMARY OUTPUT
Regression Statistics
Multiple R0.7919222761
R Square0.6271408914
Adjusted R Square0.5028545218
Standard Error0.0727090966
Observations5
ANOVA
dfSSMSFSignificance F
Regression10.0266759020.0266759025.04593459160.1103138398
Residual30.01585983820.0052866127
Total40.0425357402
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.61512078230.13691228624.49280922470.02057866580.17940478311.05083678160.17940478311.0508367816
X Variable 1-0.17409592740.0775028733-2.24631578180.1103138398-0.42074466020.0725528053-0.42074466020.0725528053
RESIDUAL OUTPUT
ObservationPredicted YResiduals
10.27215180530.0363403958
20.36442264680.0497785366
30.200772475-0.052362581
40.4096875879-0.0830209213
50.33482633920.0492645699
Sheet96
0.3084922010
0.41420118340
0.1484098940
0.32666666670
0.38409090910
Y
Predicted Y
X Variable 1
Y
X Variable 1 Line Fit Plot
Sheet97
SUMMARY OUTPUT
Regression Statistics
Multiple R0.6034386464
R Square0.3641382
Adjusted R Square0.1521842667
Standard Error0.0949506053
Observations5
ANOVA
dfSSMSFSignificance F
Regression10.01548888790.01548888791.71800633410.2812600657
Residual30.02704685230.0090156174
Total40.0425357402
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.18389241720.10963105281.67737527330.1920621211-0.16500252170.5327873561-0.16500252170.5327873561
X Variable 10.00178544140.0013621761.31072740650.2812600657-0.00254961060.0061204934-0.00254961060.0061204934
RESIDUAL OUTPUT
ObservationPredicted YResiduals
10.29994610970.0085460913
20.28387713690.1303240465
30.2392411013-0.0908312073
40.3677928839-0.0411262172
50.3910036224-0.0069127133
Sheet97
0.3084922010
0.41420118340
0.1484098940
0.32666666670
0.38409090910
Y
Predicted Y
X Variable 1
Y
X Variable 1 Line Fit Plot
Sheet98
SUMMARY OUTPUT
Regression Statistics
Multiple R0.9153293737
R Square0.8378278623
Adjusted R Square0.7972848279
Standard Error0.1307345465
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.3531988480.35319884820.6651493670.0104501657
Residual40.06836608660.0170915217
Total50.4215649346
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.21436692110.06258967033.42495686660.02665862990.04059013730.38814370480.04059013730.3881437048
Total LOC0.00006963950.00001531924.54589368190.01045016570.00002710650.00011217240.00002710650.0001121724
RESIDUAL OUTPUT
ObservationPredicted % FDT UsedResiduals
10.9047725264-0.0021751238
20.25496672620.0480635768
30.26193067220.0107966005
40.2349105617-0.1872915141
50.2457046780.1709619886
60.2756496458-0.0403555281
Sheet98
0.90259740260
0.3030303030
0.27272727270
0.04761904760
0.41666666670
0.23529411760
% FDT Used
Predicted % FDT Used
Total LOC
% FDT Used
Total LOC Line Fit Plot
Sheet99
SUMMARY OUTPUT
Regression Statistics
Multiple R0.004649751
R Square0.0000216202
Adjusted R Square-0.2499729748
Standard Error0.3246366509
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.00000911430.00000911430.00008648260.9930254237
Residual40.42155582030.1053889551
Total50.4215649346
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.35764817760.58941452640.60678548220.5767479942-1.2788288991.9941252542-1.2788288991.9941252542
Avg CC/method0.00299492940.32204918180.00929960260.9930254237-0.89115694510.8971468039-0.89115694510.8971468039
RESIDUAL OUTPUT
ObservationPredicted % FDT UsedResiduals
10.36399742790.5385999746
20.3635481885-0.0605178855
30.361960876-0.0892336032
40.3647761096-0.317157062
50.36118219430.0554844724
60.362470014-0.1271758963
Sheet99
0.90259740260
0.3030303030
0.27272727270
0.04761904760
0.41666666670
0.23529411760
% FDT Used
Predicted % FDT Used
Avg CC/method
% FDT Used
Avg CC/method Line Fit Plot
Sheet100
SUMMARY OUTPUT
Regression Statistics
Multiple R0.9483305713
R Square0.8993308725
Adjusted R Square0.8741635907
Standard Error0.1030031239
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.37912636050.379126360535.73412803730.0039356231
Residual40.04243857410.0106096435
Total50.4215649346
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.07863297810.06349057121.23849851530.2832467541-0.09764510740.2549110637-0.09764510740.2549110637
Total CC0.00237293040.00039695695.9778029440.00393562310.00127080120.00347505950.00127080120.0034750595
RESIDUAL OUTPUT
ObservationPredicted % FDT UsedResiduals
10.9044127495-0.0018153469
20.23287345270.0701568504
30.21151707930.0612101934
40.1521938198-0.1045747722
50.3230448070.0936218596
60.3538929019-0.1185987843
Sheet100
0.90259740260
0.3030303030
0.27272727270
0.04761904760
0.41666666670
0.23529411760
% FDT Used
Predicted % FDT Used
Total CC
% FDT Used
Total CC Line Fit Plot
Sheet101
SUMMARY OUTPUT
Regression Statistics
Multiple R0.3162930596
R Square0.1000412995
Adjusted R Square-0.1249483756
Standard Error0.2451521708
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.02672318530.02672318530.44464840220.541381595
Residual40.24039834740.0600995869
Total50.2671215327
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.40840931010.11736755093.47974637780.02535783180.08254474790.73427387230.08254474790.7342738723
Total LOC-0.00001915530.0000287264-0.66681961740.541381595-0.00009891270.000060602-0.00009891270.000060602
RESIDUAL OUTPUT
ObservationPredicted % FDT UsesResiduals
10.2185032688-0.0076936219
20.39724174680.0986932125
30.39532621280.1237214062
40.4027584848-0.3892449713
50.39978940710.2430677358
60.3915526108-0.0685437613
Sheet101
0.21080964690
0.49593495930
0.5190476190
0.01351351350
0.64285714290
0.32300884960
% FDT Uses
Predicted % FDT Uses
Total LOC
% FDT Uses
Total LOC Line Fit Plot
Sheet102
SUMMARY OUTPUT
Regression Statistics
Multiple R0.8645868382
R Square0.7475104007
Adjusted R Square0.6843880009
Standard Error0.1298512695
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.19967612390.199676123911.84223671660.0262635697
Residual40.06744540870.0168613522
Total50.2671215327
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept1.15806206450.23575965414.9120451470.00797473610.50348832711.8126358020.50348832711.812635802
Avg CC/method-0.44328978090.1288163089-3.44125510770.0262635697-0.8009411912-0.0856383707-0.8009411912-0.0856383707
RESIDUAL OUTPUT
ObservationPredicted % FDT UsesResiduals
10.2182877289-0.0074780821
20.28478119610.2111537633
30.51972478-0.0006771609
40.1030323859-0.0895188724
50.6349801230.0078770198
60.4443655172-0.1213566677
Sheet102
0.21080964690
0.49593495930
0.5190476190
0.01351351350
0.64285714290
0.32300884960
% FDT Uses
Predicted % FDT Uses
Avg CC/method
% FDT Uses
Avg CC/method Line Fit Plot
Sheet103
SUMMARY OUTPUT
Regression Statistics
Multiple R0.1900427656
R Square0.0361162528
Adjusted R Square-0.204854684
Standard Error0.2537095307
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.00964742880.00964742880.14987804440.7183676678
Residual40.25747410390.064368526
Total50.2671215327
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.4128889760.15638518922.64020511270.0575680242-0.0213059170.8470838689-0.0213059170.8470838689
Total CC-0.00037852870.0009777544-0.38714085870.7183676678-0.00309321020.0023361528-0.00309321020.0023361528
RESIDUAL OUTPUT
ObservationPredicted % FDT UsesResiduals
10.2811609935-0.0703513467
20.38828461140.1076503479
30.39169136960.1273562495
40.4011545867-0.3876410732
50.37390052140.2689566215
60.3689796485-0.0459707989
Sheet103
0.21080964690
0.49593495930
0.5190476190
0.01351351350
0.64285714290
0.32300884960
% FDT Uses
Predicted % FDT Uses
Total CC
% FDT Uses
Total CC Line Fit Plot
Sheet104
SUMMARY OUTPUT
Regression Statistics
Multiple R0.765096008
R Square0.5853719015
Adjusted R Square0.4817148769
Standard Error0.1900710231
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.20401634280.20401634285.64719953760.0762888404
Residual40.14450797530.0361269938
Total50.3485243181
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.44716741370.09099723824.91407676420.00796312660.19451857720.69981625030.19451857720.6998162503
Total LOC0.00005292710.00002227212.37638371010.0762888404-0.00000891020.0001147645-0.00000891020.0001147645
RESIDUAL OUTPUT
ObservationPredicted % FF UsedResiduals
10.9718868467-0.0051757947
20.4780239227-0.0137382084
30.48331663430.3023976514
40.4627809131-0.1961142464
50.47098461620.0290153838
60.4937432763-0.1163847857
Sheet104
0.96671105190
0.46428571430
0.78571428570
0.26666666670
0.50
0.37735849060
% FF Used
Predicted % FF Used
Total LOC
% FF Used
Total LOC Line Fit Plot
Sheet105
SUMMARY OUTPUT
Regression Statistics
Multiple R0.1102334362
R Square0.0121514105
Adjusted R Square-0.2348107369
Standard Error0.2933808344
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.0042350620.0042350620.04920353410.8353195916
Residual40.34428925610.086072314
Total50.3485243181
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.67525232030.53266605951.2676841490.2736812144-0.80366575322.1541703938-0.80366575322.1541703938
Avg CC/method-0.06455866470.2910424853-0.22181869660.8353195916-0.87262214850.743504819-0.87262214850.743504819
RESIDUAL OUTPUT
ObservationPredicted % FF UsedResiduals
10.53838795110.4283231009
20.5480717508-0.0837860365
30.58228784310.2034264426
40.5216026982-0.2549360316
50.5990730959-0.0990730959
60.5713128701-0.1939543795
Sheet105
0.96671105190
0.46428571430
0.78571428570
0.26666666670
0.50
0.37735849060
% FF Used
Predicted % FF Used
Avg CC/method
% FF Used
Avg CC/method Line Fit Plot
Sheet106
SUMMARY OUTPUT
Regression Statistics
Multiple R0.7272525042
R Square0.5288962048
Adjusted R Square0.411120256
Standard Error0.2026025228
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.18433318910.18433318914.49069789090.1014417879
Residual40.1641911290.0410477822
Total50.3485243181
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.36184566760.12488310462.89747495350.04422981410.01511458320.70857675190.01511458320.7085767519
Total CC0.00165460670.00078079652.11912668120.1014417879-0.00051323190.0038224453-0.00051323190.0038224453
RESIDUAL OUTPUT
ObservationPredicted % FF UsedResiduals
10.93764879260.0290622593
20.4693951018-0.0051093876
30.45450364170.331210644
40.4131384747-0.146471808
50.5322701557-0.0322701557
60.5537800426-0.176421552
Sheet106
0.96671105190
0.46428571430
0.78571428570
0.26666666670
0.50
0.37735849060
% FF Used
Predicted % FF Used
Total CC
% FF Used
Total CC Line Fit Plot
Sheet107
SUMMARY OUTPUT
Regression Statistics
Multiple R0.4546321963
R Square0.2066904339
Adjusted R Square0.0083630424
Standard Error0.1990358766
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.04128577190.04128577191.04216786360.3650357686
Residual40.15846112070.0396152802
Total50.1997468927
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.71376008910.09528919657.49046182840.001699020.44919486590.97832531230.44919486590.9783253123
Total LOC0.00002380930.00002332261.0208662320.3650357686-0.00004094470.0000885632-0.00004094470.0000885632
RESIDUAL OUTPUT
ObservationPredicted % FF UsesResiduals
10.9498051263-0.0139221117
20.72764088970.0347353479
30.7300218160.231017145
40.7207838218-0.316937668
50.72447425770.0088590757
60.73471224090.0562482111
Sheet107
0.93588301460
0.76237623760
0.9610389610
0.40384615380
0.73333333330
0.7909604520
% FF Uses
Predicted % FF Uses
Total LOC
% FF Uses
Total LOC Line Fit Plot
Sheet108
SUMMARY OUTPUT
Regression Statistics
Multiple R0.4686760957
R Square0.2196572827
Adjusted R Square0.0245716034
Standard Error0.1974025285
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.04387585970.04387585971.12595288120.3484599153
Residual40.1558710330.0389677582
Total50.1997468927
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept1.13514280360.35840659863.1671928140.0339490160.14004655732.130239050.14004655732.13023905
Avg CC/method-0.20779613730.1958291604-1.06110926920.3484599153-0.75150505120.3359127766-0.75150505120.3359127766
RESIDUAL OUTPUT
ObservationPredicted % FF UsesResiduals
10.69461499250.2412680221
20.72578441310.0365918245
30.83591636590.1251225952
40.6405879968-0.236741843
50.8899433616-0.1566100283
60.8005910225-0.0096305706
Sheet108
0.93588301460
0.76237623760
0.9610389610
0.40384615380
0.73333333330
0.7909604520
% FF Uses
Predicted % FF Uses
Avg CC/method
% FF Uses
Avg CC/method Line Fit Plot
Sheet109
SUMMARY OUTPUT
Regression Statistics
Multiple R0.5099225084
R Square0.2600209646
Adjusted R Square0.0750262057
Standard Error0.1922293636
Observations6
ANOVA
dfSSMSFSignificance F
Regression10.05193837970.05193837971.40555854750.3014115087
Residual40.1478085130.0369521282
Total50.1997468927
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept0.6593247850.11848914515.56443195360.00510859090.33034617820.98830339190.33034617820.9883033919
Total CC0.00087828850.00074082011.18556254480.3014115087-0.00117855770.0029351347-0.00117855770.0029351347
RESIDUAL OUTPUT
ObservationPredicted % FF UsesResiduals
10.9649691882-0.0290861736
20.71641353850.0459626991
30.70850894190.2525300192
40.686551729-0.2827055752
50.7497885021-0.0164551687
60.76120625280.0297541992
Sheet109
0.93588301460
0.76237623760
0.9610389610
0.40384615380
0.73333333330
0.7909604520
% FF Uses
Predicted % FF Uses
Total CC
% FF Uses
Total CC Line Fit Plot
Sheet110
SUMMARY OUTPUT
Regression Statistics
Multiple R0.846019288
R Square0.7157486356
Adjusted R Square0.6446857945
Standard Error5.4949675464
Observations6
ANOVA
dfSSMSFSignificance F
Regression1304.1222716717304.122271671710.07205206840.0337396435
Residual4120.77867334530.1946683362
Total5424.9009450167
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept7.83521999682.63073698692.97833650260.04080599180.53112316715.13931682660.53112316715.1393168266
Total LOC0.00204347750.00064388883.17364964490.03373964350.00025575560.00383119950.00025575560.0038311995
RESIDUAL OUTPUT
ObservationPredicted FDT Ref/KLOCResiduals
128.0942562864-0.0531023627
29.02656740028.1260912619
39.2309151537-4.8385286237
48.4380458699-5.0482153614
58.75478488792.3563262232
69.6334802283-0.5425711374
Sheet110
28.04115392370
17.15265866210
4.392386530
3.38983050850
11.11111111110
9.09090909090
FDT Ref/KLOC
Predicted FDT Ref/KLOC
Total LOC
FDT Ref/KLOC
Total LOC Line Fit Plot
Sheet111
SUMMARY OUTPUT
Regression Statistics
Multiple R0.2347320601
R Square0.05509914
Adjusted R Square-0.181126075
Standard Error10.018598559
Observations6
ANOVA
dfSSMSFSignificance F
Regression123.411676670823.41167667080.23324834330.6543686772
Residual4401.4892683459100.3723170865
Total5424.9009450167
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept3.636348096418.18989787180.19991030860.8513026307-46.866904810954.1396010037-46.866904810954.1396010037
Avg CC/method4.79999637839.93874678180.48295791050.6543686772-22.794388474432.394381231-22.794388474432.394381231
RESIDUAL OUTPUT
ObservationPredicted FDT Ref/KLOCResiduals
113.812340418414.2288135053
213.09234096174.0603177004
310.5483428812-6.1559563512
415.0603394768-11.6705089683
59.30034382281.8107672883
611.3643422655-2.2734331746
Sheet111
28.04115392370
17.15265866210
4.392386530
3.38983050850
11.11111111110
9.09090909090
FDT Ref/KLOC
Predicted FDT Ref/KLOC
Avg CC/method
FDT Ref/KLOC
Avg CC/method Line Fit Plot
Sheet112
SUMMARY OUTPUT
Regression Statistics
Multiple R0.8701357582
R Square0.7571362377
Adjusted R Square0.6964202971
Standard Error5.0791988081
Observations6
ANOVA
dfSSMSFSignificance F
Regression1321.7079028898321.707902889812.4701393140.0242020198
Residual4103.193042126925.7982605317
Total5424.9009450167
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept3.91307750773.13079080691.24986872290.2794828209-4.779391303212.6055463185-4.779391303212.6055463185
Total CC0.06912320550.01957438913.53130844220.02420201980.01477598870.12347042240.01477598870.1234704224
RESIDUAL OUTPUT
ObservationPredicted FDT Ref/KLOCResiduals
127.96795303420.0732008896
28.40608586758.7465727946
37.7839770177-3.3915904877
46.0558968793-2.6660663708
511.03276767790.0783434332
611.9313693498-2.8404602589
Sheet112
28.04115392370
17.15265866210
4.392386530
3.38983050850
11.11111111110
9.09090909090
FDT Ref/KLOC
Predicted FDT Ref/KLOC
Total CC
FDT Ref/KLOC
Total CC Line Fit Plot
Sheet113
SUMMARY OUTPUT
Regression Statistics
Multiple R0.4017796477
R Square0.1614268853
Adjusted R Square-0.0482163934
Standard Error80.1980617512
Observations6
ANOVA
dfSSMSFSignificance F
Regression14952.47929463384952.47929463380.77000744450.4297595471
Residual425726.91643462296431.7291086557
Total530679.3957292568
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept117.850327891538.39513255393.06940802260.037314491211.2483500548224.452305728211.2483500548224.4523057282
Total LOC0.00824626120.00939744140.87750068060.4297595471-0.0178452190.0343377415-0.0178452190.0343377415
RESIDUAL OUTPUT
ObservationPredicted FDT Refs/KLOCResiduals
1199.6037618445-2.1052748564
2122.657898195686.604537482
3123.482524319836.1075196041
4120.2829749579-116.8931444494
5121.561145450438.4388545496
6125.1070377844-42.1524923299
Sheet113
197.49848698810
209.26243567750
159.59004392390
3.38983050850
1600
82.95454545450
FDT Refs/KLOC
Predicted FDT Refs/KLOC
Total LOC
FDT Refs/KLOC
Total LOC Line Fit Plot
Sheet114
SUMMARY OUTPUT
Regression Statistics
Multiple R0.329223861
R Square0.1083883507
Adjusted R Square-0.1145145617
Standard Error82.6953847366
Observations6
ANOVA
dfSSMSFSignificance F
Regression13325.28910230413325.28910230410.4862581180.5240062242
Residual427354.10662695266838.5266567382
Total530679.3957292568
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept237.4660674475150.14281627981.58160126030.1889006548-179.3972198701654.3293547652-179.3972198701654.3293547652
Avg CC/method-57.205706741482.0362732455-0.69732210490.5240062242-284.9749160298170.5635025471-284.9749160298170.5635025471
RESIDUAL OUTPUT
ObservationPredicted FDT Refs/KLOCResiduals
1116.189969155881.3085178323
2124.77082516784.4916105105
3155.089849744.5001941839
4101.3164854031-97.9266548946
5169.9633334927-9.9633334927
6145.3648795939-62.4103341394
Sheet114
197.49848698810
209.26243567750
159.59004392390
3.38983050850
1600
82.95454545450
FDT Refs/KLOC
Predicted FDT Refs/KLOC
Avg CC/method
FDT Refs/KLOC
Avg CC/method Line Fit Plot
Sheet115
SUMMARY OUTPUT
Regression Statistics
Multiple R0.4419924293
R Square0.1953573076
Adjusted R Square-0.0058033655
Standard Error78.5588180619
Observations6
ANOVA
dfSSMSFSignificance F
Regression15993.44414813655993.44414813650.97115059610.3801845815
Residual424685.95158112036171.4878952801
Total530679.3957292568
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept99.696521148648.42323261742.05885720060.1085932114-34.7479260224234.1409683196-34.7479260224234.1409683196
Total CC0.29835356840.30275264490.98546973370.3801845815-0.54222253071.1389296674-0.54222253071.1389296674
RESIDUAL OUTPUT
ObservationPredicted FDT Refs/KLOCResiduals
1203.5235629427-6.0250759546
2119.089503092990.1729325846
3116.404320977643.1857229463
4108.9454817682-105.5556512597
5130.426938691129.5730613089
6134.30553508-51.3509896254
Sheet115
197.49848698810
209.26243567750
159.59004392390
3.38983050850
1600
82.95454545450
FDT Refs/KLOC
Predicted FDT Refs/KLOC
Total CC
FDT Refs/KLOC
Total CC Line Fit Plot
Sheet116
SUMMARY OUTPUT
Regression Statistics
Multiple R0.976047038
R Square0.9526678203
Adjusted R Square0.9408347754
Standard Error5.3174948986
Observations6
ANOVA
dfSSMSFSignificance F
Regression12276.45540213462276.455402134680.5091020180.0008537451
Residual4113.103007986728.2757519967
Total52389.5584101213
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept17.57411697592.54577126966.90325842920.002309386210.505922795824.64231115610.505922795824.642311156
Total LOC0.00559081770.00062309298.97268644380.00085374510.00386083430.0073208010.00386083430.007320801
RESIDUAL OUTPUT
ObservationPredicted FF Used/KLOCResiduals
173.00148323430.2282928399
220.83356367041.4648925904
321.3926454361-5.2872281594
419.22340818497.8952358829
520.0899849219-4.5344293663
622.49403651470.2332362126
Sheet116
73.22977607420
22.29845626070
16.10541727670
27.11864406780
15.55555555560
22.72727272730
FF Used/KLOC
Predicted FF Used/KLOC
Total LOC
FF Used/KLOC
Total LOC Line Fit Plot
Sheet117
SUMMARY OUTPUT
Regression Statistics
Multiple R0.5305455987
R Square0.2814786323
Adjusted R Square0.1018482904
Standard Error20.7180403091
Observations6
ANOVA
dfSSMSFSignificance F
Regression1672.6096331239672.60963312391.56698823430.2788502267
Residual41716.9487769974429.2371942494
Total52389.5584101213
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept-16.375763804237.6159434981-0.43534103580.6857755175-120.814366001188.0628383928-120.814366001188.0628383928
Avg CC/method25.728009793220.55291019351.25179400630.2788502267-31.336017107982.7920366943-31.336017107982.7920366943
RESIDUAL OUTPUT
ObservationPredicted FF Used/KLOCResiduals
138.167616957435.0621591168
234.3084154884-12.0099592277
320.6725702981-4.5671530213
444.8568995037-17.7382554359
513.98328775181.5722678037
625.0463319629-2.3190592356
Sheet117
73.22977607420
22.29845626070
16.10541727670
27.11864406780
15.55555555560
22.72727272730
FF Used/KLOC
Predicted FF Used/KLOC
Avg CC/method
FF Used/KLOC
Avg CC/method Line Fit Plot
Sheet118
SUMMARY OUTPUT
Regression Statistics
Multiple R0.9223874074
R Square0.8507985293
Adjusted R Square0.8134981616
Standard Error9.4409431358
Observations6
ANOVA
dfSSMSFSignificance F
Regression12033.03278094852033.032780948522.80938720360.0088018138
Residual4356.525629172889.1314072932
Total52389.5584101213
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept8.68287587295.81934653391.49207059970.209958025-7.474220325624.8399720713-7.474220325624.8399720713
Total CC0.17376615680.03638382784.77591742010.00880181380.07274845630.27478385730.07274845630.2747838573
RESIDUAL OUTPUT
ObservationPredicted FF Used/KLOCResiduals
169.15349843244.0762776418
219.97767606362.3207801971
318.4137806526-2.3083633759
414.069626733113.0490173347
526.5807900212-11.0252344657
628.8397500594-6.1124773321
Sheet118
73.22977607420
22.29845626070
16.10541727670
27.11864406780
15.55555555560
22.72727272730
FF Used/KLOC
Predicted FF Used/KLOC
Total CC
FF Used/KLOC
Total CC Line Fit Plot
Sheet119
SUMMARY OUTPUT
Regression Statistics
Multiple R0.776765599
R Square0.6033647957
Adjusted R Square0.5042059947
Standard Error99.3610165005
Observations6
ANOVA
dfSSMSFSignificance F
Regression160073.197913281260073.19791328126.08483351190.06918811
Residual439490.44640004379872.6116000109
Total599563.6443133249
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept143.885955252547.56947133033.02475413810.038980754811.8119294279275.959981077111.8119294279275.9599810771
Total LOC0.02872011210.01164291642.46674553040.06918811-0.00360580630.0610460305-0.00360580630.0610460305
RESIDUAL OUTPUT
ObservationPredicted FF Uses/KLOCResiduals
1428.6171466152-9.0085123606
2160.629780607-28.5543089089
3163.50179181753.189276997
4152.3583883221-81.1719476441
5156.8100056977-83.4766723643
6169.1596539008149.022164281
Sheet119
419.60863425460
132.07547169810
216.69106881410
71.1864406780
73.33333333330
318.18181818180
FF Uses/KLOC
Predicted FF Uses/KLOC
Total LOC
FF Uses/KLOC
Total LOC Line Fit Plot
Sheet120
SUMMARY OUTPUT
Regression Statistics
Multiple R0.1087918896
R Square0.0118356753
Adjusted R Square-0.2352054059
Standard Error156.83210876
Observations6
ANOVA
dfSSMSFSignificance F
Regression11178.40296094211178.40296094210.04790974520.8374559783
Residual498385.241352382924596.3103380957
Total599563.6443133249
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept144.4493479487284.74641683230.50729118760.638640726-646.1334472442935.0321431416-646.1334472442935.0321431416
Avg CC/method34.0542690904155.58210133340.21888294860.8374559783-397.9108945891466.0194327699-397.9108945891466.0194327699
RESIDUAL OUTPUT
ObservationPredicted FF Uses/KLOCResiduals
1216.6443984204202.9642358342
2211.5362580569-79.4607863587
3193.487495438923.2035733751
4225.4985083839-154.312067706
5184.6333854754-111.3000521421
6199.2767211843118.9050969975
Sheet120
419.60863425460
132.07547169810
216.69106881410
71.1864406780
73.33333333330
318.18181818180
FF Uses/KLOC
Predicted FF Uses/KLOC
Avg CC/method
FF Uses/KLOC
Avg CC/method Line Fit Plot
Sheet121
SUMMARY OUTPUT
Regression Statistics
Multiple R0.8047347791
R Square0.6475980647
Adjusted R Square0.5594975809
Standard Error93.6568483127
Observations6
ANOVA
dfSSMSFSignificance F
Regression164477.223369871764477.22336987177.3506754620.0534701741
Residual435086.42094345328771.6052358633
Total599563.6443133249
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept87.913002889357.72957720021.52284162040.202462784-72.3699991444248.1960049229-72.3699991444248.1960049229
Total CC0.9785796240.36093794742.71121291340.0534701741-0.02354477331.9807040213-0.02354477331.9807040213
RESIDUAL OUTPUT
ObservationPredicted FF Uses/KLOCResiduals
1428.4587120259-8.8500777714
2151.5206784464-19.4452067483
3142.713461830873.9776069833
4118.2489712319-47.0625305539
5188.7067041567-115.3733708234
6201.4282392681116.7535789137
Sheet121
419.60863425460
132.07547169810
216.69106881410
71.1864406780
73.33333333330
318.18181818180
FF Uses/KLOC
Predicted FF Uses/KLOC
Total CC
FF Uses/KLOC
Total CC Line Fit Plot
Sheet122
SUMMARY OUTPUT
Regression Statistics
Multiple R0.3798053727
R Square0.1442521212
Adjusted R Square-0.1409971718
Standard Error3.8657892652
Observations5
ANOVA
dfSSMSFSignificance F
Regression17.55742738327.55742738320.50570544690.5283086178
Residual344.832979928314.9443266428
Total452.3904073116
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept3.88824484065.44839995970.71364893720.5269538451-13.450995478721.22748516-13.450995478721.22748516
Fan In/method-1.73152247762.4348898426-0.71112969770.5283086178-9.48042865996.0173837047-9.48042865996.0173837047
RESIDUAL OUTPUT
ObservationPredicted Inv 2Residuals
11.15243932614.8781380448
2-1.35826826641.9904891935
3-1.1678007938-2.5321534625
41.5853199455-2.9620877405
50.8580805049-1.3743860354
Sheet122
6.03057737090
0.63222092720
-3.69995425630
-1.3767677950
-0.51630553050
Inv 2
Predicted Inv 2
Fan In/method
Inv 2
Fan In/method Line Fit Plot
Sheet123
SUMMARY OUTPUT
Regression Statistics
Multiple R0.9587135344
R Square0.919131641
Adjusted R Square0.8921755213
Standard Error1.1883779238
Observations5
ANOVA
dfSSMSFSignificance F
Regression148.153681042548.153681042534.09732750070.0100077725
Residual34.23672626911.4122420897
Total452.3904073116
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept-5.26571877611.0784568618-4.8826420070.0164257555-8.6978498309-1.8335877213-8.6978498309-1.8335877213
Total Fan In0.04287693990.00734283235.83929169510.01000777250.01950877030.06624510950.01950877030.0662451095
RESIDUAL OUTPUT
ObservationPredicted Inv 2Residuals
15.83940865830.1911687126
2-0.9780247861.6102457132
3-3.6363950599-0.0635591965
4-0.2919937476-1.0847740474
50.1367756514-0.6530811819
Sheet123
6.03057737090
0.63222092720
-3.69995425630
-1.3767677950
-0.51630553050
Inv 2
Predicted Inv 2
Total Fan In
Inv 2
Total Fan In Line Fit Plot
Sheet124
SUMMARY OUTPUT
Regression Statistics
Multiple R0.2588174523
R Square0.0669864736
Adjusted R Square-0.2440180352
Standard Error4.0365397176
Observations5
ANOVA
dfSSMSFSignificance F
Regression13.50944863583.50944863580.21538746770.6741803492
Residual348.880958675816.2936528919
Total452.3904073116
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept1.85776588043.97543806160.4673109860.6721265601-10.793852289114.5093840498-10.793852289114.5093840498
Fan Out/method-0.5845703191.2595822895-0.46409855390.6741803492-4.5931233223.423982684-4.5931233223.423982684
RESIDUAL OUTPUT
ObservationPredicted Inv 2Residuals
10.71785375835.3127236127
2-0.8897146191.5219355462
3-0.5682009436-3.1317533127
41.3901096251-2.7668774201
50.4197228956-0.936028426
Sheet124
6.03057737090
0.63222092720
-3.69995425630
-1.3767677950
-0.51630553050
Inv 2
Predicted Inv 2
Fan Out/method
Inv 2
Fan Out/method Line Fit Plot
Sheet125
SUMMARY OUTPUT
Regression Statistics
Multiple R0.9583926692
R Square0.9185165084
Adjusted R Square0.8913553445
Standard Error1.1928891142
Observations5
ANOVA
dfSSMSFSignificance F
Regression148.12145399548.12145399533.8172735280.0101241707
Residual34.26895331661.4229844389
Total452.3904073116
CoefficientsStandard Errort StatP-valueLower 95%Upper 95%Lower 95.0%Upper 95.0%
Intercept-4.86568640691.0235242391-4.75385557190.0176661009-8.1229973396-1.6083754743-8.1229973396-1.6083754743
Total Fan Out0.03277187450.0056354945.81526212030.01012417070.01483721760.05070653140.01483721760.0507065314
RESIDUAL OUTPUT
ObservationPredicted Inv 2Residuals
15.58854156410.4420358068
20.21395414330.4182667839
3-3.096005183-0.6039490733
4-2.57165519071.1948873957