Trabalho Regressões

Ident Foto_a Nome_CondominioSJS_01 SJS_01 Residencial Vista del MareSJS_02 SJS_02 Residencial Moradas do LuarSJS_03 SJS_03 Residencial Portal das MontanhasSJS_04 SJS_04 Residencial Campo BeloSJS_05 SJS_05 Ilhas de Santa CatarinaSJS_06 SJS_06 Residencial Ilha das FloresSJS_07 SJS_07 Residencial AntaresSJS_08 SJS_08 Residencial ColinasSJS_09 SJS_09 Solaris ResidenceSJS_10 SJS_10 Residencial Ana Clara IISJS_11 SJS_11 Residencial Caminho verdeSJS_12 SJS_12 Residencial Caminho verdeSJS_13 SJS_13 Residencial quatro ilhasSJS_14 SJS_14 Residencial Cores das AreiasSJS_15 SJS_15 Ed. Belo Horizonte IISJS_16 SJS_16 Residencial Villagio Mira MarSJS_17 SJS_17 Privilege TowerSJS_18 SJS_18 Residencial Santa PaulinaSJS_19 SJS_19 Mirante 4 estaesSJS_20 SJS_20 Residencial Ilhas do CaribeSJS_21 SJS_21 Residencial Villa di MaranelloSJS_22 SJS_22 Edifcio IpanemaSJS_23 SJS_23 Residencial VeberSJS_24 SJS_24 Residencial VeberSJS_25 SJS_25 Residencial CamilaSJS_26 SJS_26 Residencial Villa AorianaSJS_27 SJS_27 Residencial Sta. Maria IISJS_28 SJS_28 Residencial Vila RomanaSJS_29 SJS_29 Residencial Jardins de So JosSJS_30 SJS_30 Residencial Jardins de So JosSJS_31 SJS_31 Residencial Village San Fernando ISJS_32 SJS_32 Residencial canto das araucariasSJS_33 SJS_33 Residencial Vila di trentoSJS_34 SJS_34 Residencial HavanaSJS_35 SJS_35 Residencial Ilhas do ArvoredoSJS_36 SJS_36 Residencial ElisabeteSJS_37 SJS_37 Residencial Boa VistaSJS_38 SJS_38 Residencial Prof. Maria EstherSJS_39 SJS_39 Residencial Ilhas do norteSJS_40 SJS_40 Residencial Porto Rico

Endereco Valor_Total Area_TotalRua Adelia Schroeder Pontes R$ 147,000.00 97.34Rua Manoel Marques junior R$ 110,000.00 58.00

Rua Domingos Antonio Zimermann R$ 110,000.00 47.00Rua Alcebades Vidal de Souza R$ 112,040.00 87.00 Rua Amarildo Rohling Guizoni R$ 125,000.00 62.38Rua venceslau Evaristo Silva R$ 100,000.00 54.00

Rua Canrio R$ 100,000.00 58.00Rua Domingos Virgilino da Silva R$ 188,000.00 98.57Rua Domingos Virgilino da Silva R$ 188,000.00 90.00Avenida Jaime Estefano Backer R$ 155,000.00 77.00Avenida Jaime Estefano Backer R$ 190,000.00 101.57Avenida Jaime Estefano Backer R$ 235,000.00 109.52

Rua Fagundes Varela R$ 178,800.00 113.00Rua Fagundes Varela R$ 179,000.00 63.58Rua Josefina Borsato R$ 133,464.00 101.00Rua Amaro Damasio R$ 130,000.00 58.00

Rua Elis Regina R$ 195,000.00 95.00Rua So Benedito R$ 150,000.00 112.00Br-101 - Km 199 R$ 550,000.00 154.00

Rua Hamilton Ferreira R$ 152,500.00 73.00Rua Lo Augusto Da Silva R$ 160,000.00 100.00

Rua Nossa Senhora De Guadalupe R$ 156,000.00 70.00Rua Maria Justino Cunha R$ 173,000.00 71.00Rua Maria Justino Cunha R$ 210,000.00 83.00

Avenida Jaime Estefano Backer R$ 237,000.00 107.00Rua Jardim Beira Rio R$ 165,000.00 68.00Rua Jos zimermann R$ 122,000.00 65.00

Travessa Jos Graciliano da silva R$ 110,000.00 51.00Rua venceslau Evaristo Silva R$ 144,888.00 62.00Rua venceslau Evaristo Silva R$ 191,000.00 85.00

Rua So Benedito R$ 165,000.00 82.00Rua Alvaro Medeiros Santiago R$ 177,000.00 78.35

Rua Amaro Damasio R$ 105,000.00 54.00Rua Manoel Marques junior R$ 110,000.00 55.00

Rua Manoel Rosa R$ 152,000.00 88.00Rua Maria Elizabete Marques De Mattos R$ 237,646.00 84.64

Rua Josefina Borsato R$ 128,000.00 65.00Travessa Claudio Hofman R$ 180,000.00 102.00Rua Ado Monoel da Silva R$ 142,000.00 65.00

Rua Hamilton Ferreira R$ 155,000.00 61.52

Area_Privativa N_Quartos N_Suites N_Garagem Padrao Elevador Idade Dist_BM58.98 2 0 1 baixo sim 0 1.6247.00 2 0 0 baixo no 10 0.7542.00 2 0 1 baixo no 5 1.4658.00 2 0 1 baixo sim 0 1.153.03 2 0 1 baixo no 10 1.246.00 2 0 1 baixo no 10 0.749.00 2 0 1 baixo no 8 1.8163.36 2 0 1 mdio sim 0 164.00 2 0 1 mdio sim 0 0.9564.00 2 0 1 baixo no 0 2.6868.99 2 1 1 mdio no 0 2.4477.55 3 1 2 baixo no 0 2.4472.20 3 1 1 mdio sim 0 1.5251.90 2 0 1 baixo no 5 1.3559.00 2 0 1 baixo sim 0 1.3349.00 2 0 0 baixo no 8 0.6656.00 2 0 1 mdio sim 2 1.2581.00 3 0 1 baixo no 11 1.15

112.77 3 1 1 alto sim 2 0.4657.00 2 0 1 baixo sim 0 2.4765.23 2 0 1 mdio no 7 0.3761.00 3 0 1 baixo no 10 0.6260.00 2 0 1 mdio no 0 1.174.00 2 0 1 mdio no 0 1.182.00 2 1 1 mdio sim 0 1.657.00 2 0 1 mdio no 1 0.642.00 2 0 1 baixo no 15 0.2343.00 2 0 1 baixo no 6 0.4651.00 2 0 1 baixo no 2 0.6571.80 3 0 1 baixo no 2 0.6556.00 3 0 1 baixo no 10 1.2162.54 2 1 1 mdio sim 0 1.4347.00 2 0 1 baixo no 2 0.6742.00 2 0 1 baixo no 12 0.5460.00 2 0 1 baixo no 0 1.9673.00 3 1 1 mdio no 0 251.00 2 0 1 baixo no 1 1.590.00 2 0 2 mdio no 10 0.7256.00 2 0 1 baixo sim 10 0.5652.78 2 0 1 baixo sim 1 2.11

E_UTM N_UTM Observao733489.49 6950751.99734221.35 6951207.77 732579.15 6952471.46733143.58 6951739.02734124.34 6950756.12734442.03 6951114.13732799.63 6951062.61734032.32 6950986.64734060.46 6951039.00733208.67 6949522.74733414.00 6949657.00733414.00 6949657.00733700.73 6949702.65733886.14 6949443.02733510.66 6950800.96733392.65 6952193.41733990.47 6949875.38734055.13 6950794.49734855.79 6950873.78733075.53 6949938.29734357.50 6951565.52734953.00 6950633.00 734133.16 6949443.78 734133.16 6949443.78 733621.60 6949818.07734740.88 6950221.71733788.46 6952380.77734243.95 6951524.40 734422.87 6951149.65734422.87 6951149.65734147.01 6950859.81 733914.77 6950381.25733359.10 6952290.73734391.79 6951317.70733280.92 6949924.11733293.00 6950332.00 733464.92 6950872.47734041.00 6951389.00 734659.00 6949641.65733365.36 6950171.49

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Ident Valor_Total Area_Total ln_Area Inv_AreaSJS_01 R$ 147,000.00 97.34 4.57821 0.01027SJS_02 R$ 110,000.00 58.00 4.06044 0.01724SJS_03 R$ 110,000.00 47.00 3.85015 0.02128SJS_04 R$ 112,040.00 87.00 4.46591 0.01149SJS_05 R$ 125,000.00 62.38 4.13324 0.01603SJS_06 R$ 100,000.00 54.00 3.98898 0.01852SJS_07 R$ 100,000.00 58.00 4.06044 0.01724SJS_08 R$ 188,000.00 98.57 4.59077 0.01015SJS_09 R$ 188,000.00 90.00 4.49981 0.01111SJS_10 R$ 155,000.00 77.00 4.34381 0.01299SJS_11 R$ 190,000.00 101.57 4.62075 0.00985SJS_12 R$ 235,000.00 109.52 4.69611 0.00913SJS_13 R$ 178,800.00 113.00 4.72739 0.00885SJS_14 R$ 179,000.00 63.58 4.15230 0.01573SJS_15 R$ 133,464.00 101.00 4.61512 0.00990SJS_16 R$ 130,000.00 58.00 4.06044 0.01724SJS_17 R$ 195,000.00 95.00 4.55388 0.01053SJS_18 R$ 150,000.00 112.00 4.71850 0.00893SJS_19 R$ 550,000.00 154.00 5.03695 0.00649SJS_20 R$ 152,500.00 73.00 4.29046 0.01370SJS_21 R$ 160,000.00 100.00 4.60517 0.01000SJS_22 R$ 156,000.00 70.00 4.24850 0.01429SJS_23 R$ 173,000.00 71.00 4.26268 0.01408SJS_24 R$ 210,000.00 83.00 4.41884 0.01205SJS_25 R$ 237,000.00 107.00 4.67283 0.00935SJS_26 R$ 165,000.00 68.00 4.21951 0.01471SJS_27 R$ 122,000.00 65.00 4.17439 0.01538SJS_28 R$ 110,000.00 51.00 3.93183 0.01961SJS_29 R$ 144,888.00 62.00 4.12713 0.01613SJS_30 R$ 191,000.00 85.00 4.44265 0.01176SJS_31 R$ 165,000.00 82.00 4.40672 0.01220SJS_32 R$ 177,000.00 78.35 4.36119 0.01276SJS_33 R$ 105,000.00 54.00 3.98898 0.01852SJS_34 R$ 110,000.00 55.00 4.00733 0.01818SJS_35 R$ 152,000.00 88.00 4.47734 0.01136SJS_36 R$ 237,646.00 84.64 4.43841 0.01181SJS_37 R$ 128,000.00 65.00 4.17439 0.01538SJS_38 R$ 180,000.00 102.00 4.62497 0.00980SJS_39 R$ 142,000.00 65.00 4.17439 0.01538SJS_40 R$ 155,000.00 61.52 4.11936 0.01625

Summary|R| 0.784

0.6150.605

Standard Error 0.198# Points 40PRESS 1.81

0.530Durbin-Watson d 2.296First Order Autocorrelation -0.182Collinearity 1.000Coefficient of Variation 1.653Precision Index 53.235

ANOVASource SS

Regression 2.376Residual 1.487 LOF Error 1.438 Pure Error 0.04851Total 3.862

Ln Valor_Total = b0 + b1*Area_Total

b0 11.08b1 0.01096

Tipo 1VT=

Tipo 2VT=

R2

R2 adjusted

R2 for Prediction


Data Analysis SummaryPotential Outlier Casesabs(Standard Residual) > 3

Potential Influence CasesCook's Distance > 1Case 19 - Cooks Distance = 1,554515

Potential Leverage CasesHat Matrix Diagonal > 0,1000Case 19 - hat(i,i) = 0,300357

44330.627017

SS% MS F F Signif df62 2.376 60.72 2.13777E-009 1 Outlier e Ponto influenciante 38 0.03912 38

37 (97) 0.04358 4.4922 0.04981 331 (3) 0.00970 5

100 39

Ln Valor_Total = b0 + b1*Area_TotalP value Std Error -95% 95% t Stat9.63196E-047 0.117 10.85 11.32 94.732.13777E-009 0.00141 0.00811 0.01380 7.793

113.52 m226,134.09

95.44 m185,492.90


Cutof

Case Area_Total Ln Valor_Total1 97.34 11.89818786582 58 11.60823564483 47 11.60823564484 87 11.62661122945 62.38 11.73606901636 54 11.5129254657 58 11.5129254658 98.57 12.14419724189 90 12.1441972418

10 77 11.951180395911 101.57 12.154779351112 109.52 12.367340793113 113 12.094023141714 63.58 12.095141084815 101 11.801587057516 58 11.775289729417 95 12.180754837518 112 11.9183905731

Outlier e Ponto influenciante 19 154 13.217673557220 73 11.93491987521 100 11.982929094222 70 11.957611286223 71 12.061046873524 83 12.254862809725 107 12.375815420126 68 12.013700752927 65 11.711776323728 51 11.608235644829 62 11.883716309130 85 12.16002870731 82 12.013700752932 78.35 12.083905011633 54 11.561715629134 55 11.608235644835 88 11.931635799836 84.64 12.378537450437 65 11.759785542938 102 12.100712129939 65 11.8635823366

40 61.52 11.9511803959Case Area_Total VT

1.00 97.34 147,000.002.00 58.00 110,000.003.00 47.00 110,000.004.00 87.00 112,040.005.00 62.38 125,000.006.00 54.00 100,000.007.00 58.00 100,000.008.00 98.57 188,000.009.00 90.00 188,000.00

10.00 77.00 155,000.0011.00 101.57 190,000.0012.00 109.52 235,000.0013.00 113.00 178,800.0014.00 63.58 179,000.0015.00 101.00 133,464.0016.00 58.00 130,000.0017.00 95.00 195,000.0018.00 112.00 150,000.0019.00 154.00 550,000.0020.00 73.00 152,500.0021.00 100.00 160,000.0022.00 70.00 156,000.0023.00 71.00 173,000.0024.00 83.00 210,000.0025.00 107.00 237,000.0026.00 68.00 165,000.0027.00 65.00 122,000.0028.00 51.00 110,000.0029.00 62.00 144,888.0030.00 85.00 191,000.0031.00 82.00 165,000.0032.00 78.35 177,000.0033.00 54.00 105,000.0034.00 55.00 110,000.0035.00 88.00 152,000.0036.00 84.64 237,646.0037.00 65.00 128,000.0038.00 102.00 180,000.0039.00 65.00 142,000.0040.00 61.52 155,000.00

166233.45

3Predicted Ln Valor_Total Residuals Standardized Residuals12.15 -0.253 -1.28111.72 -0.112 -0.56811.60 0.00824 0.0416812.04 -0.412 -2.08111.77 -0.03245 -0.16411.68 -0.164 -0.82811.72 -0.208 -1.05012.17 -0.02087 -0.10612.07 0.07303 0.36911.93 0.02246 0.11412.20 -0.04316 -0.21812.29 0.08229 0.41612.32 -0.229 -1.15911.78 0.313 1.58512.19 -0.390 -1.97211.72 0.05477 0.27712.13 0.05480 0.27712.31 -0.394 -1.99112.77 0.445 2.25111.88 0.05003 0.25312.18 -0.198 -1.00011.85 0.106 0.53411.86 0.198 1.00111.99 0.260 1.31712.26 0.118 0.59811.83 0.184 0.92811.80 -0.08545 -0.43211.64 -0.03559 -0.18011.76 0.119 0.60312.02 0.144 0.72611.98 0.03020 0.15311.94 0.140 0.71011.68 -0.115 -0.58111.69 -0.07942 -0.40212.05 -0.118 -0.59512.01 0.366 1.85111.80 -0.03744 -0.18912.20 -0.102 -0.51511.80 0.06636 0.335

11.76 0.192 0.971VT estimado (VT - VT est)189,395.21 1,797,353,420.17 536,466,901.88123,071.81 170,872,128.16 1,862,927,459.77109,096.80 815,777.53 3,264,597,234.13169,107.63 3,256,714,036.71 8,260,892.69129,122.53 16,995,266.22 1,377,220,269.61117,794.08 316,629,199.41 2,346,372,793.66123,071.81 532,308,260.44 1,862,927,459.77191,965.10 15,722,017.49 662,117,808.33174,758.99 175,324,251.49 72,684,893.03151,556.79 11,855,702.25 215,404,379.22198,380.33 70,230,014.09 1,033,422,212.83216,436.71 344,595,804.01 2,520,367,129.67224,849.27 2,120,534,905.24 3,435,813,893.11130,831.57 2,320,197,212.59 1,253,292,787.04197,145.16 4,055,289,862.76 955,533,681.06123,071.81 47,999,863.59 1,862,927,459.77184,600.74 108,144,633.50 337,357,297.86222,398.93 5,241,605,131.71 3,154,561,195.27352,372.05 39,056,806,570.60 34,647,578,457.62145,057.53 55,390,373.33 448,419,626.62194,996.73 1,224,771,304.07 827,326,435.30140,366.65 244,401,628.72 669,091,336.44141,913.17 966,390,711.02 591,475,793.63161,855.73 2,317,870,867.68 19,164,444.57210,542.02 700,024,471.79 1,963,249,767.14137,323.98 765,962,194.45 835,757,572.06132,883.19 118,443,760.33 1,112,240,038.93113,984.85 15,878,995.94 2,729,916,642.32128,586.00 265,755,116.93 1,417,330,290.43165,441.95 653,214,021.62 626,475.40160,091.88 24,089,676.40 37,718,925.20153,815.37 537,526,842.46 154,208,589.96117,794.08 163,688,422.91 2,346,372,793.66119,091.90 82,662,704.49 2,222,325,431.11170,970.81 359,891,718.10 22,442,601.26164,790.61 5,307,907,137.29 2,081,773.11132,883.19 23,845,515.75 1,112,240,038.93199,317.25 373,156,290.84 1,094,538,067.82132,883.19 83,116,278.39 1,112,240,038.93127,911.47 733,788,596.50 1,468,574,347.67

74677770686.9804 81597175236.7959

0.447 1.1500.850

Studentized Residuals PRESS Residuals R Student DFFITS Covariance Ratio-1.307 -0.264 -1.320 -0.269 1.002-0.582 -0.118 -0.577 -0.132 1.090

0.04347 0.00897 0.04290 0.01271 1.147-2.110 -0.423 -2.216 -0.372 0.845-0.168 -0.03384 -0.165 -0.03420 1.098-0.854 -0.174 -0.851 -0.214 1.079-1.077 -0.218 -1.079 -0.247 1.043-0.108 -0.02179 -0.106 -0.02230 1.1000.375 0.07528 0.371 0.06503 1.0790.115 0.02305 0.114 0.01837 1.082

-0.224 -0.04534 -0.221 -0.04965 1.1050.431 0.08834 0.426 0.116 1.121

-1.208 -0.249 -1.215 -0.357 1.0601.617 0.326 1.653 0.333 0.952

-2.020 -0.409 -2.110 -0.468 0.8820.284 0.05764 0.281 0.06429 1.1050.282 0.05686 0.279 0.05394 1.090

-2.072 -0.426 -2.170 -0.623 0.8982.691 0.636 2.952 1.934 0.9880.257 0.05145 0.253 0.04269 1.081

-1.023 -0.207 -1.024 -0.222 1.0440.542 0.109 0.537 0.09484 1.0711.016 0.204 1.017 0.177 1.0281.334 0.267 1.348 0.218 0.9830.618 0.126 0.613 0.157 1.1010.944 0.190 0.942 0.173 1.040

-0.440 -0.08870 -0.435 -0.08494 1.084-0.186 -0.03818 -0.184 -0.04972 1.1300.616 0.125 0.611 0.128 1.0790.736 0.148 0.731 0.120 1.0520.155 0.03098 0.153 0.02452 1.0810.719 0.144 0.714 0.115 1.053

-0.599 -0.122 -0.594 -0.150 1.101-0.413 -0.08422 -0.409 -0.101 1.109-0.603 -0.121 -0.598 -0.102 1.0651.875 0.376 1.943 0.317 0.892

-0.193 -0.03886 -0.190 -0.03714 1.093-0.529 -0.107 -0.523 -0.119 1.0930.342 0.06888 0.338 0.06589 1.088

0.993 0.201 0.992 0.209 1.045

Std Error Prediction Std Error Mean 95% Confid Int Pred 95% Confid Int Mean0.202 0.03949 0.408 0.079950.203 0.04417 0.410 0.089430.206 0.05618 0.416 0.1140.200 0.03271 0.406 0.066220.202 0.04006 0.409 0.081100.204 0.04831 0.412 0.097800.203 0.04417 0.410 0.089430.202 0.04057 0.409 0.082140.201 0.03418 0.406 0.069200.200 0.03159 0.405 0.063960.202 0.04338 0.410 0.087830.204 0.05176 0.414 0.1050.205 0.05574 0.416 0.1130.202 0.03903 0.408 0.079010.202 0.04283 0.410 0.086710.203 0.04417 0.410 0.089430.201 0.03758 0.408 0.076070.205 0.05458 0.415 0.1100.226 0.108 0.457 0.2190.201 0.03287 0.406 0.066530.202 0.04188 0.409 0.084790.201 0.03440 0.406 0.069640.201 0.03384 0.406 0.068500.200 0.03152 0.405 0.063820.204 0.04899 0.413 0.099170.201 0.03566 0.407 0.072190.201 0.03787 0.408 0.076660.204 0.05160 0.414 0.1040.202 0.04040 0.409 0.081780.200 0.03200 0.406 0.064780.200 0.03138 0.405 0.063520.200 0.03138 0.405 0.063530.204 0.04831 0.412 0.097800.203 0.04725 0.412 0.095650.201 0.03315 0.406 0.067100.200 0.03189 0.406 0.064570.201 0.03787 0.408 0.076660.203 0.04380 0.410 0.088680.201 0.03787 0.408 0.07666

0.202 0.04083 0.409 0.08265

+95 % Confid Int Pred -95 % Confid Int Pred +95 % Confid Int Mean12.56 11.74 12.2312.13 11.31 11.8112.02 11.18 11.7112.44 11.63 12.1012.18 11.36 11.8512.09 11.26 11.7712.13 11.31 11.8112.57 11.76 12.2512.48 11.66 12.1412.33 11.52 11.9912.61 11.79 12.2912.70 11.87 12.3912.74 11.91 12.4412.19 11.37 11.8612.60 11.78 12.2812.13 11.31 11.8112.53 11.72 12.2012.73 11.90 12.4213.23 12.32 12.9912.29 11.48 11.9512.59 11.77 12.2712.26 11.45 11.9212.27 11.46 11.9312.40 11.59 12.0612.67 11.84 12.3612.24 11.42 11.9012.20 11.39 11.8712.06 11.23 11.7512.17 11.36 11.8512.42 11.61 12.0812.39 11.58 12.0512.35 11.54 12.0112.09 11.26 11.7712.10 11.28 11.7812.46 11.64 12.1212.42 11.61 12.0812.20 11.39 11.8712.61 11.79 12.2912.20 11.39 11.87

12.17 11.35 11.84

0.1 1

-95 % Confid Int Mean Hat Diagonal Cook's Distance Cumulative Probability12.07 0.03987 0.03549 0.0911.63 0.04988 0.00890 0.2611.49 0.08066 8.29128082E-005 0.4911.97 0.02735 0.06261 0.0111.69 0.04102 0.000600 0.4411.58 0.05966 0.02313 0.1911.63 0.04988 0.03043 0.1412.08 0.04208 0.000255 0.4612.00 0.02987 0.00216 0.6611.86 0.02551 0.000173 0.5112.11 0.04811 0.00126 0.3612.18 0.06849 0.00683 0.6912.21 0.07942 0.06289 0.1111.70 0.03894 0.05294 0.9412.10 0.04689 0.100 0.0611.63 0.04988 0.00212 0.5912.05 0.03609 0.00149 0.6112.20 0.07615 0.177 0.0412.55 0.300 1.555 0.9911.82 0.02761 0.000934 0.5612.10 0.04484 0.02458 0.1611.78 0.03024 0.00458 0.7111.79 0.02927 0.01557 0.8911.93 0.02540 0.02317 0.9112.16 0.06134 0.01247 0.7411.76 0.03251 0.01496 0.8411.72 0.03666 0.00369 0.3111.54 0.06805 0.00127 0.4111.68 0.04172 0.00827 0.7611.95 0.02617 0.00728 0.8111.92 0.02517 0.000309 0.5411.88 0.02517 0.00667 0.7911.58 0.05966 0.01140 0.2411.59 0.05706 0.00517 0.3411.98 0.02809 0.00526 0.2111.95 0.02600 0.04695 0.9611.72 0.03666 0.000708 0.3912.11 0.04905 0.00720 0.2911.72 0.03666 0.00222 0.64

11.68 0.04261 0.02192 0.86

0.316

Expected Normal Value (Rankits) dfbeta [b0] dfbeta[b1(Area_Total)] Area_Total-1.356 0.101 -0.164 97.34-0.636 -0.115 0.09341 58

-0.03134 0.01206 -0.01056 47-2.241 0.00992 -0.109 87-0.157 -0.02773 0.02138 62.38-0.887 -0.194 0.163 54-1.092 -0.215 0.175 58

-0.09414 0.00910 -0.01421 98.570.419 -0.00939 0.02625 90

0.03134 0.00737 -0.00261 77-0.352 0.02359 -0.03441 101.570.489 -0.07010 0.09212 109.52

-1.213 0.231 -0.295 1131.534 0.263 -0.199 63.58

-1.534 0.217 -0.320 1010.221 0.05592 -0.04540 580.286 -0.01681 0.02990 95

-1.780 0.397 -0.511 1122.241 -1.635 1.852 1540.157 0.02351 -0.01313 73

-0.984 0.09793 -0.148 1000.561 0.06110 -0.03949 701.213 0.109 -0.06740 711.356 0.03138 0.02731 830.636 -0.08942 0.121 1070.984 0.120 -0.08300 68

-0.489 -0.06490 0.04790 65-0.221 -0.04616 0.03954 510.714 0.104 -0.08075 620.887 0.00688 0.02536 85

0.09414 0.00461 0.00199 820.798 0.03967 -0.00945 78.35

-0.714 -0.136 0.114 54-0.419 -0.09045 0.07540 55-0.798 0.00683 -0.03369 881.780 0.02314 0.06232 84.64

-0.286 -0.02838 0.02094 65-0.561 0.05753 -0.08324 1020.352 0.05035 -0.03716 65

1.092 0.173 -0.135 61.52

Correlation MatrixArea_Total

Area_Total 1.000

11.40 11.60 11.80 12.00 12.20 12.40 12.60 12.80 13.00-3.000

-2.000

-1.000

0.000

1.000

2.000

3.000

Standardized Residuals vs. Predicted Ln Valor_Total

Predicted Ln Valor_Total

Standardized Residuals

Ident Valor_Total Area_Total ln_Area Inv_AreaSJS_01 R$ 147,000.00 97.34 4.57821 0.01027SJS_02 R$ 110,000.00 58.00 4.06044 0.01724SJS_03 R$ 110,000.00 47.00 3.85015 0.02128SJS_04 R$ 112,040.00 87.00 4.46591 0.01149SJS_05 R$ 125,000.00 62.38 4.13324 0.01603SJS_06 R$ 100,000.00 54.00 3.98898 0.01852SJS_07 R$ 100,000.00 58.00 4.06044 0.01724SJS_08 R$ 188,000.00 98.57 4.59077 0.01015SJS_09 R$ 188,000.00 90.00 4.49981 0.01111SJS_10 R$ 155,000.00 77.00 4.34381 0.01299SJS_11 R$ 190,000.00 101.57 4.62075 0.00985SJS_12 R$ 235,000.00 109.52 4.69611 0.00913SJS_13 R$ 178,800.00 113.00 4.72739 0.00885SJS_14 R$ 179,000.00 63.58 4.15230 0.01573SJS_15 R$ 133,464.00 101.00 4.61512 0.00990SJS_16 R$ 130,000.00 58.00 4.06044 0.01724SJS_17 R$ 195,000.00 95.00 4.55388 0.01053SJS_18 R$ 150,000.00 112.00 4.71850 0.00893SJS_20 R$ 152,500.00 73.00 4.29046 0.01370SJS_21 R$ 160,000.00 100.00 4.60517 0.01000SJS_22 R$ 156,000.00 70.00 4.24850 0.01429SJS_23 R$ 173,000.00 71.00 4.26268 0.01408SJS_24 R$ 210,000.00 83.00 4.41884 0.01205SJS_25 R$ 237,000.00 107.00 4.67283 0.00935SJS_26 R$ 165,000.00 68.00 4.21951 0.01471SJS_27 R$ 122,000.00 65.00 4.17439 0.01538SJS_28 R$ 110,000.00 51.00 3.93183 0.01961SJS_29 R$ 144,888.00 62.00 4.12713 0.01613SJS_30 R$ 191,000.00 85.00 4.44265 0.01176SJS_31 R$ 165,000.00 82.00 4.40672 0.01220SJS_32 R$ 177,000.00 78.35 4.36119 0.01276SJS_33 R$ 105,000.00 54.00 3.98898 0.01852SJS_34 R$ 110,000.00 55.00 4.00733 0.01818SJS_35 R$ 152,000.00 88.00 4.47734 0.01136SJS_36 R$ 237,646.00 84.64 4.43841 0.01181SJS_37 R$ 128,000.00 65.00 4.17439 0.01538SJS_38 R$ 180,000.00 102.00 4.62497 0.00980SJS_39 R$ 142,000.00 65.00 4.17439 0.01538SJS_40 R$ 155,000.00 61.52 4.11936 0.01625

Summary|R| 0.682

0.4650.451

Standard Error 0.180 29416.867546# Points 39PRESS 1.34

0.406Durbin-Watson d 1.851First Order Autocorrelation 0.047Collinearity 1.000Coefficient of Variation 1.511Precision Index 25.399

ANOVASource SS SS%

Regression 1.046 47Residual 1.203 53 LOF Error 1.155 51 (96) Pure Error 0.04851 2 (4)Total 2.249 100

Ln Valor_Total = b0 + b1*Area_TotalP value

b0 11.26 2.38246E-045b1 0.00858 1.74938E-006

Tipo 1 113.52VT= 205,631.90

Tipo 2 95.44VT= 176,072.71

R2

R2 adjusted

R2 for Prediction


Data Analysis SummaryPotential Outlier Casesabs(Standard Residual) > 3

Potential Influence CasesCook's Distance > 1

Potential Leverage CasesHat Matrix Diagonal > 0,1026Case 13 - hat(i,i) = 0,110473Case 18 - hat(i,i) = 0,105655

MS F F Signif df1.046 32.17 1.74938E-006 1

0.03252 370.03609 3.7199 0.07320 320.00970 5

38

Ln Valor_Total = b0 + b1*Area_TotalStd Error -95% 95% t Stat

0.122 11.01 11.51 92.320.00151 0.00552 0.01165 5.671

m

m


Cutof

Case Area_Total Ln Valor_Total Predicted Ln Valor_Total Residuals1 97.34 11.8981878658 12.09 -0.1972 58 11.6082356448 11.76 -0.1493 47 11.6082356448 11.66 -0.054634 87 11.6266112294 12.01 -0.3805 62.38 11.7360690163 11.79 -0.058816 54 11.512925465 11.72 -0.2107 58 11.512925465 11.76 -0.2448 98.57 12.1441972418 12.11 0.038689 90 12.1441972418 12.03 0.112

10 77 11.9511803959 11.92 0.0308111 101.57 12.1547793511 12.13 0.0235112 109.52 12.3673407931 12.20 0.16813 113 12.0940231417 12.23 -0.13514 63.58 12.0951410848 11.81 0.29015 101 11.8015870575 12.13 -0.32516 58 11.7752897294 11.76 0.0180117 95 12.1807548375 12.07 0.10618 112 11.9183905731 12.22 -0.30219 73 11.934919875 11.89 0.0488820 100 11.9829290942 12.12 -0.13521 70 11.9576112862 11.86 0.0973222 71 12.0610468735 11.87 0.19223 83 12.2548628097 11.97 0.28324 107 12.3758154201 12.18 0.19825 68 12.0137007529 11.84 0.17126 65 11.7117763237 11.82 -0.10627 51 11.6082356448 11.70 -0.0889628 62 11.8837163091 11.79 0.0921029 85 12.160028707 11.99 0.17130 82 12.0137007529 11.96 0.0504131 78.35 12.0839050116 11.93 0.15232 54 11.5617156291 11.72 -0.16133 55 11.6082356448 11.73 -0.12334 88 11.9316357998 12.01 -0.0831535 84.64 12.3785374504 11.99 0.39336 65 11.7597855429 11.82 -0.0575837 102 12.1007121299 12.13 -0.0342538 65 11.8635823366 11.82 0.0462139 61.52 11.9511803959 11.79 0.164

Case Area_Total VT VT estimado (VT - VT est)1.00 97.34 147,000.00 178,967.78 1,021,939,219.032.00 58.00 110,000.00 127,680.22 312,590,172.393.00 47.00 110,000.00 116,176.41 38,147,990.924.00 87.00 112,040.00 163,768.18 2,675,804,400.255.00 62.38 125,000.00 132,571.86 57,333,018.406.00 54.00 100,000.00 123,370.82 546,195,390.767.00 58.00 100,000.00 127,680.22 766,194,568.518.00 98.57 188,000.00 180,867.29 50,875,489.639.00 90.00 188,000.00 168,040.08 398,398,310.04

10.00 77.00 155,000.00 150,297.45 22,113,943.8711.00 101.57 190,000.00 185,585.23 19,490,190.4312.00 109.52 235,000.00 198,691.52 1,318,305,558.0413.00 113.00 178,800.00 204,716.12 671,645,343.4514.00 63.58 179,000.00 133,944.44 2,030,003,591.3515.00 101.00 133,464.00 184,679.45 2,623,022,228.8916.00 58.00 130,000.00 127,680.22 5,381,380.1517.00 95.00 195,000.00 175,408.98 383,807,902.5218.00 112.00 150,000.00 202,966.45 2,805,444,789.7519.00 73.00 152,500.00 145,224.69 52,930,105.6220.00 100.00 160,000.00 183,101.03 533,657,461.9421.00 70.00 156,000.00 141,532.80 209,299,902.6122.00 71.00 173,000.00 142,752.88 914,888,139.7423.00 83.00 210,000.00 158,240.76 2,679,018,954.5224.00 107.00 237,000.00 194,439.86 1,811,365,220.8325.00 68.00 165,000.00 139,123.83 669,576,311.7326.00 65.00 122,000.00 135,587.03 184,607,388.2927.00 51.00 110,000.00 120,234.50 104,744,952.9928.00 62.00 144,888.00 132,140.15 162,507,802.0329.00 85.00 191,000.00 160,980.75 901,155,550.4230.00 82.00 165,000.00 156,888.30 65,799,602.5731.00 78.35 177,000.00 152,049.20 622,542,444.2532.00 54.00 105,000.00 123,370.82 337,487,155.8333.00 55.00 110,000.00 124,434.34 208,350,208.4934.00 88.00 152,000.00 165,179.94 173,710,846.7435.00 84.64 237,646.00 160,484.07 5,953,963,199.0036.00 65.00 128,000.00 135,587.03 57,563,026.4937.00 102.00 180,000.00 186,271.48 39,331,432.9838.00 65.00 142,000.00 135,587.03 41,126,182.3039.00 61.52 155,000.00 131,596.83 547,708,182.81

156,393.28 6,007,900.06 32,018,027,560.54

3 0.453

Standardized Residuals Studentized Residuals PRESS Residuals R Student DFFITS-1.091 -1.120 -0.207 -1.124 -0.261-0.826 -0.850 -0.158 -0.847 -0.204-0.303 -0.318 -0.06034 -0.314 -0.102-2.105 -2.138 -0.392 -2.253 -0.403-0.326 -0.333 -0.06148 -0.329 -0.07023-1.165 -1.206 -0.225 -1.214 -0.326-1.355 -1.394 -0.258 -1.412 -0.3400.214 0.221 0.04091 0.218 0.052320.622 0.634 0.116 0.628 0.1200.171 0.173 0.03162 0.171 0.027770.130 0.135 0.02511 0.133 0.034700.931 0.978 0.185 0.977 0.315

-0.751 -0.796 -0.152 -0.792 -0.2791.608 1.642 0.302 1.682 0.347

-1.801 -1.860 -0.346 -1.926 -0.4950.09984 0.103 0.01905 0.101 0.02436

0.587 0.601 0.111 0.596 0.130-1.677 -1.773 -0.338 -1.828 -0.6280.271 0.275 0.05027 0.271 0.04574

-0.748 -0.771 -0.143 -0.767 -0.1920.540 0.548 0.100 0.543 0.096261.066 1.082 0.198 1.084 0.1891.569 1.591 0.291 1.626 0.2721.098 1.147 0.216 1.152 0.3480.946 0.962 0.176 0.961 0.178

-0.586 -0.597 -0.110 -0.592 -0.118-0.493 -0.514 -0.09650 -0.509 -0.1480.511 0.522 0.09637 0.517 0.1110.948 0.962 0.176 0.961 0.1660.280 0.283 0.05179 0.280 0.046260.843 0.854 0.156 0.850 0.138

-0.894 -0.926 -0.173 -0.924 -0.248-0.684 -0.707 -0.132 -0.702 -0.183-0.461 -0.469 -0.08593 -0.464 -0.084692.177 2.209 0.404 2.338 0.400

-0.319 -0.326 -0.05986 -0.322 -0.06399-0.190 -0.196 -0.03664 -0.194 -0.051200.256 0.261 0.04804 0.258 0.051330.908 0.929 0.171 0.927 0.202

509,608,141.87824,439,943.50

1,617,397,120.3454,389,090.40

567,460,291.551,090,482,769.20

824,439,943.50598,977,278.90135,647,958.69

37,159,126.10852,169,849.64

1,789,141,122.142,335,096,793.46

503,950,561.48800,107,247.62824,439,943.50361,596,925.84

2,169,059,941.26124,737,402.39713,303,655.83220,833,954.30186,060,510.15

3,413,173.731,447,542,358.21

298,234,066.16432,900,118.19

1,307,457,651.07588,214,647.18

21,044,834.69245,047.30

18,871,052.981,090,482,769.201,021,373,894.56

77,205,376.8016,734,558.89

432,900,118.19892,706,577.31432,900,118.19614,863,840.18

25,837,589,774.51

1.1540.846

Covariance Ratio Std Error Prediction Std Error Mean 95% Confid Int Pred1.039 0.185 0.04080 0.3751.074 0.185 0.04216 0.3751.160 0.189 0.05547 0.3820.837 0.183 0.03174 0.3711.098 0.184 0.03760 0.3731.045 0.186 0.04675 0.3771.003 0.185 0.04216 0.3751.114 0.185 0.04214 0.3751.071 0.183 0.03388 0.3721.083 0.183 0.02894 0.3701.127 0.186 0.04555 0.3771.107 0.189 0.05538 0.3821.147 0.190 0.05994 0.3850.947 0.184 0.03647 0.3730.925 0.186 0.04489 0.3771.117 0.185 0.04216 0.3751.085 0.184 0.03838 0.3740.989 0.190 0.05862 0.3841.082 0.183 0.02997 0.3701.087 0.186 0.04374 0.3761.072 0.183 0.03149 0.3711.021 0.183 0.03092 0.3710.942 0.183 0.02974 0.3701.072 0.188 0.05217 0.3801.039 0.183 0.03281 0.3711.077 0.184 0.03520 0.3721.130 0.187 0.05040 0.3791.089 0.184 0.03797 0.3731.034 0.183 0.03061 0.3711.080 0.183 0.02942 0.3701.042 0.183 0.02888 0.3701.081 0.186 0.04675 0.3771.098 0.186 0.04557 0.3771.079 0.183 0.03240 0.3710.820 0.183 0.03043 0.3711.092 0.184 0.03520 0.3721.128 0.186 0.04606 0.3771.094 0.184 0.03520 0.3721.056 0.184 0.03845 0.374

95% Confid Int Mean +95 % Confid Int Pred -95 % Confid Int Pred0.08267 12.47 11.720.08542 12.13 11.38

0.112 12.05 11.280.06431 12.38 11.640.07619 12.17 11.420.09473 12.10 11.350.08542 12.13 11.380.08538 12.48 11.730.06865 12.40 11.660.05865 12.29 11.550.09229 12.51 11.75

0.112 12.58 11.820.121 12.61 11.84

0.07389 12.18 11.430.09095 12.50 11.750.08542 12.13 11.380.07777 12.45 11.70

0.119 12.61 11.840.06072 12.26 11.520.08862 12.49 11.740.06380 12.23 11.490.06264 12.24 11.500.06026 12.34 11.60

0.106 12.56 11.800.06648 12.21 11.470.07131 12.19 11.45

0.102 12.08 11.320.07694 12.17 11.420.06202 12.36 11.620.05960 12.33 11.590.05851 12.30 11.560.09473 12.10 11.350.09234 12.11 11.350.06565 12.39 11.640.06166 12.36 11.620.07131 12.19 11.450.09332 12.51 11.760.07131 12.19 11.450.07791 12.16 11.41

0.1025641026 1

+95 % Confid Int Mean -95 % Confid Int Mean Hat Diagonal Cook's Distance12.18 12.01 0.05119 0.0338511.84 11.67 0.05465 0.0208811.78 11.55 0.09461 0.0053012.07 11.94 0.03098 0.0730911.87 11.72 0.04348 0.0025311.82 11.63 0.06721 0.0523811.84 11.67 0.05465 0.0561312.19 12.02 0.05460 0.0014012.10 11.96 0.03529 0.0073411.98 11.86 0.02576 0.00039612.22 12.04 0.06380 0.00061912.31 12.09 0.09431 0.0497912.35 12.11 0.110 0.0393311.88 11.73 0.04089 0.0574612.22 12.04 0.06195 0.11411.84 11.67 0.05465 0.00030512.15 12.00 0.04530 0.0085712.34 12.10 0.106 0.18611.95 11.83 0.02761 0.0010712.21 12.03 0.05882 0.0185711.92 11.80 0.03049 0.0047211.93 11.81 0.02939 0.0177112.03 11.91 0.02720 0.0353912.28 12.07 0.08368 0.0600311.91 11.78 0.03310 0.0158411.89 11.75 0.03809 0.0070611.80 11.60 0.07811 0.0111811.87 11.71 0.04434 0.0063312.05 11.93 0.02881 0.0137312.02 11.90 0.02661 0.0011011.99 11.87 0.02564 0.0095911.82 11.63 0.06721 0.0308711.82 11.64 0.06386 0.0170312.08 11.95 0.03228 0.0036612.05 11.92 0.02848 0.0714911.89 11.75 0.03809 0.0021012.23 12.04 0.06522 0.0013511.89 11.75 0.03809 0.0013511.87 11.71 0.04546 0.02055

0.320

Cumulative Probability Expected Normal Value (Rankits) dfbeta [b0]0.14 -1.076 0.1350.19 -0.869 -0.1770.42 -0.194 -0.096860.01 -2.232 0.075690.37 -0.327 -0.056470.12 -1.198 -0.2970.09 -1.342 -0.2950.55 0.129 -0.028530.73 0.615 -0.036810.53 0.06432 0.008390.50 0 -0.020860.81 0.869 -0.2230.22 -0.779 0.2060.96 1.769 0.2710.04 -1.769 0.2930.47 -0.06432 0.021190.71 0.539 -0.059920.06 -1.521 0.4580.60 0.260 0.022320.24 -0.695 0.1100.68 0.466 0.058190.88 1.198 0.1070.94 1.521 -0.0007520.91 1.342 -0.2360.83 0.967 0.1190.29 -0.539 -0.088270.32 -0.466 -0.1380.65 0.396 0.090350.86 1.076 -0.016350.63 0.327 0.002180.76 0.695 0.032270.17 -0.967 -0.2260.27 -0.615 -0.1650.35 -0.396 0.019430.99 2.232 -0.032800.40 -0.260 -0.047970.45 -0.129 0.031150.58 0.194 0.038480.78 0.779 0.166

Correlation Matrixdfbeta[b1(Area_Total)] Area_Total Area_Total

-0.184 97.34 Area_Total 1.0000.148 58

0.08679 47-0.167 87

0.04498 62.380.256 540.247 58

0.03810 98.570.06286 90

-0.00188 770.02684 101.57

0.269 109.52-0.245 113-0.212 63.58-0.379 101

-0.01775 580.08546 95

-0.547 112-0.01223 73

-0.144 100-0.03837 70-0.06737 710.06510 83

0.290 107-0.08443 680.06731 65

0.121 51-0.07235 620.05489 850.00882 82

0.000404 78.350.195 540.142 55

-0.03840 880.126 84.64

0.03658 65-0.03989 102-0.02934 65

-0.134 61.52

40 50 60 70 80 90 100 110 12011

11.5

12

12.5

Ln Valor_Total vs. Area_Total

Area_Total

Ln Valor_Total

Estatsticas da Regresso

Modelo Analisado

Y = a + b.X R$ 246,461.30 R$ 202,945.60 Y = a + b.ln(X) R$ 235,945.53 R$ 204,449.18 Y = a + b.inv(X) R$ 224,245.93 R$ 203,122.75 ln(Y) = a + b.X R$ 226,134.09 R$ 185,492.90

ln(Y) = a + b.ln(X) R$ 220,307.27 R$ 189,009.23 ln(Y) = a + b.inv(X) R$ 211,730.81 R$ 189,859.92

inv(Y) = a + b.X R$ 216,024.01 R$ 174,692.04 inv(Y) = a + b.ln(X) R$ 213,881.80 R$ 179,635.07 inv(Y) = a + b.inv(X) R$ 206,948.55 R$ 182,035.28

Estatsticas da Regresso Aps Saneamento

Modelo Analisado

ln(Y) = a + b.X R$ 205,631.90 R$ 176,072.71

Valor Estimado para o Apto Tipo 1




Estatsticas da Regresso

0.7464 0.5455 R$ 48,966.47 0.6770 0.4441 R$ 54,153.06 0.6152 0.3622 R$ 58,006.54 0.7843 0.6050 R$ 44,330.63 0.7602 0.5667 R$ 51,791.77 0.7329 0.5250 R$ 56,927.62 0.7537 0.5567 R$ 33,703.78 0.7687 0.5801 R$ 47,317.24 0.7728 0.5866 R$ 55,567.53

Estatsticas da Regresso Aps Saneamento

0.6819 0.4506 R$ 29,416.87

Coeficiente de Correlao Linear [R]

Coeficiente de Determinao Ajustado

[RAjust]

Erro padro da Equao de

Regresso [Sy]

Todos os modelos possuem um grau de

relao forte (de 0,6 at 0,9)

Desejvel o maior: modelo ln(Y) = a + b.X

Desejvelo menor: modelo inv(Y) = a +

b.X

Conforme indicaes, ser desenvolvido o modelo que apresentou o maior coeficiente de determinao.

Coeficiente de Correlao Linear [R]

Coeficiente de Determinao Ajustado

[RAjust]

Erro padro da Equao de

Regresso [Sy]

Ident Area_Total (Area_Total) Anlise de Coerncia e Significncia do RegressorSJS_01 97.34 9475.08 x =SJS_02 58.00 3364.00 sb =SJS_03 47.00 2209.00 t obs = SJS_04 87.00 7569.00 t tab = SJS_05 62.38 3891.26 Nvel de significncia = SJS_06 54.00 2916.00 Grau de fundamentao atingido:SJS_07 58.00 3364.00 SJS_08 98.57 9716.04SJS_09 90.00 8100.00SJS_10 77.00 5929.00SJS_11 101.57 10316.46SJS_12 109.52 11994.63SJS_13 113.00 12769.00 Anlise de Coerncia e Significncia do Regressor Aps SaneamentoSJS_14 63.58 4042.42 x =SJS_15 101.00 10201.00 sb =SJS_16 58.00 3364.00 t obs = SJS_17 95.00 9025.00 t tab = SJS_18 112.00 12544.00 Nvel de significncia = SJS_19 154.00 23716.00 Grau de fundamentao atingido:SJS_20 73.00 5329.00 SJS_21 100.00 10000.00SJS_22 70.00 4900.00SJS_23 71.00 5041.00SJS_24 83.00 6889.00SJS_25 107.00 11449.00SJS_26 68.00 4624.00SJS_27 65.00 4225.00SJS_28 51.00 2601.00SJS_29 62.00 3844.00SJS_30 85.00 7225.00SJS_31 82.00 6724.00SJS_32 78.35 6138.72SJS_33 54.00 2916.00SJS_34 55.00 3025.00SJS_35 88.00 7744.00SJS_36 84.64 7163.93SJS_37 65.00 4225.00SJS_38 102.00 10404.00SJS_39 65.00 4225.00SJS_40 61.52 3784.71

3207.47 276983.26

Logo, como t obs > t tab, a hipotese de b = 0 deve ser descartada, logo, o modelo possui b 0, e verifica-se a coerncia do mesmo, pois h relao entre as variveis analisadas. O nvel de significncia foi de 0,0035 %, o que indica um grau de fundamentao III


Anlise de Coerncia e Significncia do Regressor19786.664078315.153.47691E-0051.686 (Para t 0,95;38)0.0035%III (Menor que 10 %)

Anlise de Coerncia e Significncia do Regressor Aps Saneamento14198.565744246.873.47691E-0051.686 (Para t 0,95;38)0.0035%III (Menor que 10 %)

> t tab, a hipotese de b = 0 deve ser descartada, logo, o modelo possui b 0, e verifica-se a coerncia do mesmo, pois h relao entre as variveis analisadas. O nvel de significncia foi de 0,0035 %, o que indica um grau de fundamentao III


Anlise de VarinciaFonte de variao Soma dos Quadrados Graus de Liberdade

Explicada 81,597,175,236.80 1No Explicada 74,677,770,686.98 38

Total 156,274,945,923.78 39

Anlise de Varincia Aps SaneamentoFonte de variao Soma dos Quadrados Graus de Liberdade

Explicada 25,837,589,774.51 1No Explicada 32,018,027,560.54 38

Total 57,855,617,335.06 39

Para = 1, grau de liberdade 1 no numerador e grau de liberdade 38 no denominador, tem-se Ftab = 7,486. Este valor muito menor que o valor obtido, de Fobs = 41,52. Portanto admite-se a hiptese de existir a regresso. O nvel de significncia foi menor que 1 % e, portanto, o Grau de fundamentao III

Para = 1, grau de liberdade 1 no numerador e grau de liberdade 38 no denominador, tem-se Ftab = 7,486. Este valor muito menor que o valor obtido, de Fobs = 30,66. Portanto admite-se a hiptese de existir a regresso. O nvel de significncia foi menor que 1 % e, portanto, o Grau de fundamentao III

Anlise de VarinciaVarincia Funo F de Snedecor

81,597,175,236.8041.521,965,204,491.76

-

Anlise de Varincia Aps SaneamentoVarincia Funo F de Snedecor

25,837,589,774.5130.66842,579,672.65

-

= 1, grau de liberdade 1 no numerador e grau de liberdade 38 no denominador, tem-se Ftab = 7,486. Este valor muito menor que o valor obtido, de Fobs = 41,52. Portanto admite-se a hiptese de existir a regresso. O nvel de significncia foi menor que 1 % e, portanto, o Grau de fundamentao III

= 1, grau de liberdade 1 no numerador e grau de liberdade 38 no denominador, tem-se Ftab = 7,486. Este valor muito menor que o valor obtido, de Fobs = 30,66. Portanto admite-se a hiptese de existir a regresso. O nvel de significncia foi menor que 1 % e, portanto, o Grau de fundamentao III

11.40 11.60 11.80 12.00 12.20 12.40 12.60 12.80 13.00-3.000

-2.000

-1.000

0.000

1.000

2.000

3.000




Possvel Outlier

11.60 11.70 11.80 11.90 12.00 12.10 12.20 12.30-3.000

-2.000

-1.000

0.000

1.000

2.000

3.000

Standardized Residuals vs. Predicted Ln Valor_Total (Aps Saneamento)



40 60 80 100 120 140 16010.5

11

11.5

12

12.5

13

13.5


Area_Total

Ln Valor_Total

Possvel Ponto Influenciante

11.40 11.60 11.80 12.00 12.20 12.40 12.60 12.80 13.00-3.000

-2.000

-1.000

0.000

1.000

2.000

3.000




Possvel Outlier

11.60 11.70 11.80 11.90 12.00 12.10 12.20 12.30-3.000

-2.000

-1.000

0.000

1.000

2.000

3.000

Standardized Residuals vs. Predicted Ln Valor_Total (Aps Saneamento)



40 50 60 70 80 90 100 110 12011

11.211.411.611.8

1212.212.412.612.8

13

Ln Valor_Total vs. Area_Total (Aps Saneamento)

Area_Total

Ln Valor_Total

40 60 80 100 120 140 16010.5

11

11.5

12

12.5

13

13.5


Area_Total

Ln Valor_Total

Possvel Ponto Influenciante

40 50 60 70 80 90 100 110 12011

11.211.411.611.8

1212.212.412.612.8

13

Ln Valor_Total vs. Area_Total (Aps Saneamento)

Area_Total

Ln Valor_Total

90,000.00190,000.00290,000.00390,000.00490,000.00590,000.00

Poder de Predio

VT Observado

VT Estimado

90,000.00110,000.00130,000.00150,000.00170,000.00190,000.00210,000.00230,000.00250,000.00Poder de Predio Aps Saneamento

VT Observado

VT Estimado

90,000.00110,000.00130,000.00150,000.00170,000.00190,000.00210,000.00230,000.00250,000.00Poder de Predio Aps Saneamento

VT Observado

VT Estimado

Avaliao do Apartamento Tipo 1 - rea Total = 113,52 m

Ln Valor_Total = 12.33Mean Confidence Interval = 0.07349

Prediction Confidence Interval = 0.268

Limite inferior do IC = R$ 210,346.20 GP = 14.71%Limite superior do IC = R$ 243,650.48

Limite inferior do IP = R$ 173,164.97 GP = 54.24%Limite superior do IP = R$ 295,966.04

Semi-amplitude do intervalo de confiana:Inferior = R$ 16,040.53

Superior = R$ 17,263.75







Superior = R$ 9,397.89

Avaliao do Apartamento Tipo 1 - rea Total = 113,52 m Valor_Total = R$ 226,386.73

(Grau III)

(Sem classificao)


(Grau III)

(Sem classificao)







Superior = R$ 16,865.60







Superior = R$ 9,161.99


(Grau III)

(Sem classificao)


(Grau III)

(Grau I)

Dados_ColetadosDadosRegresso DadosDados SaneadosRegresso Dados SaneadosEstatsticasAnlise do RegressorAnlise de VarinciaSaneamentoPoder de PredioAvaliao do ApartamentoAvaliao do Apartamento AS

YAxis: XAxis: YAxis_2: YAxis_3: XAxis_2:

Trabalho Regressões

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