Mathematics
Diagnostic Measures using Multiple Regression

### Question Description

I need an explanation for this Statistics question to help me study.

SU_MBA5008_W4_A4_Peak.E.xlsx

In the Week 4 assignment, you were asked to build a multiple regression model to explain the variability in the median school year, using a minimum of seven independent variables. Using the same model, thoroughly assess your model's diagnostics. Identify all relevant assessment dimensions, briefly outline their purpose and importance, and provide an assessment of your model in terms of the identified diagnostic measures.

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 Assignment 4 Grading Criteria Maximum Points Used the multiple regression model created in Week 4 and provided a thorough assessment of your model's diagnostics. 10 Identified all relevant assessment dimensions. 10 Briefly outlined the purpose and importance of the assessment dimensions. 10 Provided an assessment of your model in terms of the identified diagnostic measures. 10 Presented a structured document free of spelling and grammatical errors. 5 Demonstrated an understanding of the purpose of each diagnostic. 15 Total: 60

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SUMMARY OUTPUT Regression Statistics Multiple R 0.672246817 R Square 0.451915783 Adjusted R Square 0.442489273 Standard Error 0.894751299 Observations 415 ANOVA df 7 407 414 SS 268.6638894 325.8360142 594.4999036 MS 38.38055563 0.800579887 F 47.9409441 Coefficients Intercept 10.50552284 Gender 0.041825652 Age -0.000992701 Income 8.02912E-07 WealthScore 0.006499513 NumberOfChildren -0.050064601 EstimatedMedianFamilyIncome 1.24247E-05 own 0.077031933 Standard Error 0.303841109 0.094325367 0.003866078 8.72972E-07 0.000906884 0.040695038 1.57423E-06 0.047046868 t Stat 34.57571255 0.443418913 -0.256772145 0.919745441 7.166859374 -1.230238462 7.892533808 1.63734456 P-value 3.446E-123 0.657698373 0.797484424 0.358250587 3.63295E-12 0.219318405 2.7699E-14 0.102331392 Regression Residual Total As we can see gender, age, income and number of children does not have any impact on the model. This may be definition of the variable income, as the range mid point, but that was the only option. We'll try another model leaving out Gender, age and income, which is included in the next sheet. Significance F 1.81402E-49 Lower 95% 9.90822905 -0.143600065 -0.008592676 -9.13185E-07 0.004716751 -0.130063299 9.33004E-06 -0.015453254 Upper 95% 11.10281662 0.227251368 0.006607273 2.51901E-06 0.008282275 0.029934098 1.55193E-05 0.169517121 n the model. This may be due the improper ext sheet. SUMMARY OUTPUT Regression Statistics Multiple R 0.670997975 R Square 0.450238283 Adjusted R Square 0.444874754 Standard Error 0.892835013 Observations 415 ANOVA df SS 267.6666159 326.8332877 594.4999036 MS F 66.91665398 83.94441192 0.79715436 Coefficients Standard Error Intercept 10.40602497 0.250621462 WealthScore 0.006921181 0.00077941 NumberOfChildren -0.046189667 0.036967544 EstimatedMedianFamilyIncome1.2417E-05 1.5702E-06 own 0.076760417 0.046756309 t Stat P-value 41.52088526 5.9961E-149 8.880023395 2.11326E-17 -1.249465377 0.212207716 7.907868972 2.45258E-14 1.641712507 0.101416378 Regression Residual Total 4 410 414 Although, we've reduced it to a 4-variable model, the R-square value didn't change much. So we can say this is a terms of goodness-of-fit too it is a good model as the MSE is very less. The R^2 is only .45 though, which means, this model explains only 45% variability in the data. Significance F 5.07747E-52 Lower 95% 9.913361629 0.005389042 -0.118859237 9.3303E-06 -0.015151581 Upper 95% 10.89868831 0.008453319 0.026479903 1.55036E-05 0.168672415 uch. So we can say this is a good model. In he data. Age 60 30 62 44 0 30 62 68 46 56 36 28 0 0 34 26 52 50 44 48 60 82 38 66 66 46 66 54 46 64 52 68 38 64 76 58 38 0 38 70 88 58 0 52 34 48 WealthScore NumberOfChildren MailResponder MailBuyer MailDonor NumberOfCars TruckOwnerCode NewVehicleCode 141.12 0 1 1 0 0 0 246.38 0 0 0 0 0 0 375.33 0 2 2 1 0 0 333.88 4 2 1 1 2 0 0 336.18 1 2 2 0 2 0 1 323.68 2 2 2 0 1 1 0 332.89 0 2 2 0 1 1 0 384.21 0 1 1 0 0 0 295.39 2 1 1 0 0 0 0 274.67 0 2 2 0 2 0 0 363.49 2 2 2 0 0 0 190.13 1 0 0 0 0 0 217.76 0 0 0 0 0 0 270.39 0 0 0 0 0 0 102.3 0 0 0 0 0 0 174.67 0 0 0 0 1 0 1 376.97 2 2 2 0 0 0 180.26 1 0 0 0 0 0 244.08 1 2 2 0 0 1 0 357.57 1 2 2 0 0 0 178.62 3 2 2 1 0 0 0 284.21 0 2 2 0 2 0 0 261.51 3 0 0 0 0 1 0 234.21 0 0 0 0 0 0 490.46 0 2 2 0 0 0 310.53 4 2 2 0 0 0 299.34 1 2 2 0 0 0 190.13 1 0 0 0 0 0 191.12 0 2 2 0 2 0 0 490.46 0 2 2 1 0 0 203.29 0 0 0 0 0 0 151.32 0 1 1 0 0 0 285.86 2 1 1 0 1 1 0 274.67 0 2 2 0 0 1 1 186.84 0 2 2 0 0 0 229.28 0 1 1 0 1 1 1 369.74 1 2 2 1 127.96 0 2 2 0 0 0 247.7 2 1 1 0 0 0 136.84 0 1 1 0 1 0 0 325.99 0 2 2 0 2 0 1 349.34 0 2 2 0 1 0 0 206.25 0 0 0 1 200.66 0 0 0 0 0 0 178.95 0 2 2 0 2 1 1 332.24 1 2 2 0 0 0 46 46 46 50 40 0 44 44 32 44 46 78 54 48 52 48 50 0 82 64 30 0 38 54 68 46 58 24 56 50 40 32 48 36 24 0 70 50 58 58 36 76 36 30 0 72 64 283.55 376.64 144.08 245.07 153.29 191.45 100 232.57 195.72 234.87 307.24 312.17 361.51 479.93 364.47 321.38 479.93 160.2 261.18 287.5 186.84 195.07 397.37 158.55 293.42 235.86 304.93 155.26 239.14 259.87 260.86 256.25 293.42 384.87 113.16 244.41 285.53 215.79 367.43 275 381.25 335.2 376.64 488.82 113.82 205.92 335.86 2 1 0 0 0 0 0 0 0 0 1 0 0 2 1 0 1 0 0 1 0 0 4 0 0 1 0 0 0 0 0 1 3 2 0 0 0 0 0 0 4 0 1 0 0 0 0 1 0 2 0 1 0 1 0 2 2 2 2 1 2 2 2 1 2 2 1 2 0 1 0 1 1 0 0 2 2 2 0 2 2 1 2 2 2 2 2 2 2 0 2 2 2 2 1 0 2 0 1 0 1 0 2 2 2 2 1 2 2 2 1 2 1 1 2 0 1 0 1 1 0 0 2 2 2 0 2 2 1 2 2 0 2 2 2 2 0 2 2 1 2 0 0 1 0 1 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 1 1 0 0 0 1 1 0 0 0 0 0 0 0 0 0 1 0 0 0 1 1 1 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 1 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 1 0 1 0 0 0 0 0 0 1 3 0 0 2 0 0 1 1 0 0 0 2 0 0 1 0 1 0 0 1 52 58 62 48 70 68 52 56 0 42 62 38 44 40 74 62 78 34 72 0 60 40 44 32 48 76 34 42 72 0 0 56 38 58 44 52 52 58 26 76 26 28 76 38 44 0 40 362.17 225.33 242.11 279.61 263.49 302.3 440.13 490.46 193.42 331.25 391.78 267.43 294.41 314.8 262.83 490.46 460.53 267.43 289.8 247.04 280.26 403.95 431.58 383.22 341.12 441.78 205.92 150.33 282.89 196.38 314.47 261.18 300.33 490.46 293.75 251.32 401.64 245.39 323.68 279.61 211.51 180.59 376.64 267.76 385.2 222.04 341.12 0 0 0 0 0 0 0 0 1 2 0 0 0 2 0 0 0 0 0 0 0 0 3 1 2 0 0 0 0 0 0 0 0 1 0 0 1 0 0 2 1 0 1 4 2 0 2 2 1 2 2 2 2 2 0 0 2 2 0 2 1 2 2 2 2 1 0 2 1 1 1 2 2 2 1 1 0 2 0 2 2 1 2 2 2 0 1 0 1 1 2 2 0 2 2 0 2 2 2 2 2 0 0 2 2 0 2 1 2 2 2 2 1 0 2 1 1 1 2 2 2 1 1 0 2 0 2 1 1 2 1 2 0 1 0 1 1 2 1 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 1 2 1 0 2 0 0 0 2 0 0 0 1 0 1 1 0 0 0 0 2 0 0 0 0 0 0 0 1 0 1 0 0 1 1 0 0 0 0 1 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 1 0 1 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 1 1 0 66 32 0 70 36 32 34 62 78 38 76 78 60 52 56 58 64 30 0 52 0 34 34 62 88 48 48 64 78 0 40 62 0 66 30 38 48 62 0 44 34 62 46 42 60 78 58 232.89 359.54 220.07 207.57 346.38 164.14 284.21 199.34 405.59 308.22 196.38 364.8 244.74 231.91 329.61 302.63 224.01 223.68 123.36 390.13 131.25 281.91 346.05 464.47 159.54 366.45 268.09 362.5 374.34 421.71 468.42 296.05 216.78 141.12 168.09 287.17 328.62 344.74 196.38 213.82 188.16 244.74 300.33 266.12 334.21 217.11 169.41 0 3 0 0 1 3 1 0 0 0 0 0 2 1 0 0 0 0 0 0 0 1 0 0 0 2 1 0 0 2 2 0 0 0 0 0 2 0 0 0 0 0 1 0 0 0 0 1 2 2 1 1 0 0 0 2 1 2 2 2 1 2 2 2 2 1 2 0 2 2 2 0 0 0 2 2 2 2 1 0 2 0 0 2 2 0 0 1 1 2 2 2 2 1 1 2 2 1 1 0 0 0 2 1 2 2 2 1 1 2 2 2 1 2 0 2 2 2 0 0 0 2 2 2 1 1 0 2 0 0 2 2 0 0 1 1 2 2 2 2 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 1 1 0 1 0 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 1 0 1 1 0 0 0 1 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 1 0 0 1 0 1 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 0 1 0 42 0 64 46 78 52 28 0 68 62 66 44 80 64 56 26 72 58 50 30 50 60 48 0 64 38 0 86 44 40 38 52 92 52 38 44 80 52 42 44 40 0 40 28 58 28 0 185.2 163.82 304.61 262.83 269.74 179.61 250 160.53 418.09 277.96 490.46 308.22 287.83 382.89 229.93 185.2 253.29 324.34 285.2 189.14 350.33 352.3 454.93 124.67 212.83 300.99 242.11 308.88 324.01 437.5 343.42 231.25 359.54 178.29 170.72 320.39 416.12 265.46 347.37 285.2 463.82 363.49 210.53 157.57 350.66 223.68 298.68 0 0 0 0 1 0 2 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 1 0 0 0 0 0 0 2 0 1 0 0 3 2 1 0 3 0 1 0 0 2 0 0 0 2 1 2 1 1 1 2 1 2 2 0 0 2 2 0 0 1 1 2 0 2 2 2 0 0 0 0 2 2 0 2 2 2 0 1 2 2 0 1 0 2 0 0 0 2 1 0 2 1 2 1 1 1 2 1 2 2 0 0 2 2 0 0 1 1 2 0 2 2 2 0 0 0 0 2 2 0 2 2 1 0 1 2 2 0 1 0 2 0 0 0 2 1 0 0 0 2 0 0 0 0 0 0 2 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 3 1 1 1 2 1 1 2 2 0 3 0 1 0 1 1 3 2 3 0 1 3 0 0 0 1 0 0 0 0 0 1 0 0 0 1 0 0 1 1 1 0 0 0 1 0 0 1 0 0 1 0 0 0 1 0 0 1 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 1 1 1 1 1 1 0 1 1 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 1 1 0 0 1 0 0 0 0 0 64 0 52 46 90 68 38 44 40 68 50 72 60 48 28 62 58 58 0 44 42 66 0 60 62 52 64 22 38 60 0 62 46 38 0 60 56 76 46 54 70 62 72 0 26 72 369.08 275.33 222.7 258.88 250.99 148.68 290.79 243.42 475.66 109.54 396.05 229.28 293.09 392.11 298.68 212.83 273.68 285.53 214.47 229.93 344.74 313.16 387.5 131.25 283.22 237.5 257.24 454.93 219.08 311.51 320.72 274.34 331.91 372.04 203.95 254.61 282.24 314.14 387.5 254.93 261.51 313.16 398.68 265.13 398.68 187.17 337.83 0 3 0 1 3 0 0 0 2 0 0 0 0 0 2 1 1 0 0 0 0 3 1 0 0 0 0 0 0 0 0 0 0 3 2 0 0 0 0 1 0 0 0 0 0 3 0 0 2 0 1 2 1 1 2 2 1 0 0 2 2 2 2 2 2 1 2 2 1 2 0 0 1 1 1 0 2 2 2 0 2 0 2 2 0 2 2 2 2 2 1 0 2 2 0 2 0 1 2 1 1 2 2 1 0 0 2 2 2 2 2 2 1 0 2 1 2 0 0 1 1 1 0 2 2 2 0 2 0 2 2 0 2 2 2 2 2 1 0 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 1 0 1 0 0 0 1 1 1 0 0 1 1 1 1 1 0 1 1 0 1 0 1 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 5 0 1 1 1 0 0 0 0 0 0 0 1 1 2 1 2 1 1 0 0 1 0 2 62 28 64 52 54 24 48 62 44 48 52 0 18 48 78 26 58 28 54 42 64 74 52 42 58 68 38 60 60 44 60 48 56 44 52 78 58 40 36 72 40 0 54 66 56 34 28 323.36 283.88 231.91 234.87 318.09 248.36 314.8 245.39 375.33 279.28 237.5 139.8 390.79 441.78 234.54 252.3 447.04 100 333.88 330.92 447.04 283.55 325.33 259.87 318.09 271.38 320.07 258.55 362.5 342.11 241.78 381.25 193.42 183.22 157.24 158.22 480.92 316.12 337.17 297.37 343.42 402.96 247.7 401.97 315.13 162.17 195.72 0 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 1 0 0 0 0 2 0 0 0 0 0 0 1 0 0 0 0 0 0 0 2 0 4 0 0 0 0 0 0 2 1 1 0 1 0 0 2 2 1 1 0 0 2 2 1 1 0 1 2 1 2 2 0 2 0 1 2 2 1 2 1 0 0 0 1 2 0 1 2 2 0 2 0 0 1 1 1 1 1 0 1 0 0 2 2 1 1 0 0 2 2 1 1 0 0 2 1 2 2 0 2 0 1 2 2 1 2 1 0 0 0 1 2 0 1 1 2 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 2 1 1 2 1 0 1 1 3 3 1 0 0 2 2 1 1 2 0 0 0 1 0 0 0 0 1 1 1 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 0 1 1 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 1 1 0 0 0 1 0 0 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 34 52 30 32 32 82 40 64 52 44 84 34 50 32 34 68 40 76 60 72 36 56 0 86 0 38 44 60 70 70 68 42 72 62 30 42 76 42 40 54 54 38 36 0 56 54 0 263.49 447.04 189.14 195.07 174.01 220.72 316.12 310.53 446.05 329.28 290.46 194.74 186.18 143.75 175.99 323.03 490.46 227.63 182.24 341.45 123.36 110.2 153.29 275.99 209.21 172.7 207.57 384.21 220.72 185.53 290.79 300.66 259.87 213.49 300.66 336.18 335.2 176.97 299.01 213.16 297.04 367.11 319.74 219.41 357.57 382.24 200.99 2 1 0 0 1 0 1 1 0 3 0 2 0 1 1 0 3 0 0 0 0 0 0 0 0 0 1 0 0 0 1 1 0 0 0 0 1 0 1 1 0 0 0 0 0 0 0 2 1 0 0 2 2 0 2 2 2 0 0 0 0 0 2 2 1 2 2 0 1 0 1 1 0 0 1 2 2 1 2 2 2 2 2 2 0 2 1 1 1 2 1 1 1 0 2 1 0 0 2 2 0 2 2 2 0 0 0 0 0 2 2 1 2 2 0 1 0 1 1 0 0 1 2 2 1 2 2 2 0 2 2 0 2 1 1 1 2 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 1 0 1 1 1 2 1 2 1 1 0 1 2 1 2 0 0 5 1 0 1 2 0 1 1 1 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 1 0 0 0 0 1 0 1 0 0 0 0 1 0 1 1 1 1 1 0 1 0 1 1 0 0 0 0 0 0 1 0 1 1 0 54 78 0 44 0 54 46 48 96 64 0 50 76 28 60 42 36 32 70 56 78 52 42 0 66 72 36 56 76 36 54 64 50 0 46 28 60 0 50 32 30 62 48 30 54 60 50 338.16 368.09 405.92 229.61 157.24 275.99 399.01 213.49 406.91 209.21 176.64 303.95 490.46 200.99 385.2 125.66 275.99 289.14 326.97 203.62 217.43 324.01 242.76 186.51 227.63 344.41 490.46 268.75 490.46 258.55 261.51 156.91 167.11 270.07 270.07 154.93 230.26 264.14 346.38 331.25 286.18 298.36 288.49 228.95 266.45 213.49 382.89 2 1 0 0 1 0 0 2 0 2 0 0 1 1 0 0 0 1 0 0 2 0 1 0 0 0 3 0 0 0 1 0 0 1 2 0 0 0 0 3 1 0 0 3 0 0 1 2 2 2 1 2 2 2 0 1 1 2 2 2 0 1 0 0 1 2 2 2 0 0 2 2 1 2 2 2 0 1 0 2 1 0 0 0 0 1 2 1 2 2 0 0 2 2 2 2 2 1 2 2 2 0 1 1 2 2 2 0 1 0 0 1 1 2 2 0 0 2 2 1 2 1 2 0 1 0 2 1 0 0 0 0 1 2 1 2 2 0 0 2 2 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 1 1 1 0 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 1 1 0 0 0 0 0 1 2 1 1 0 2 1 0 3 0 2 1 0 0 0 0 1 0 4 1 1 0 74 56 44 52 44 82 70 62 22 40 54 76 38 42 38 72 34 78 80 34 40 0 0 32 56 38 52 60 56 74 60 58 40 60 44 66 26 40 56 42 70 42 0 0 50 0 262.83 372.7 218.09 128.95 209.54 186.18 431.91 200.33 376.64 472.37 271.38 260.86 490.46 235.86 318.75 215.13 490.46 352.63 325 339.14 164.14 224.67 323.68 315.46 325 352.3 387.17 127.63 256.58 323.36 285.53 357.24 371.71 240.79 356.58 216.12 115.46 171.38 250.99 389.47 415.79 115.46 233.22 225.33 100 420.07 309.21 1 0 0 0 0 0 0 0 0 0 0 1 0 2 0 2 0 0 0 0 0 0 0 0 0 1 3 0 0 0 0 1 1 3 0 0 0 0 0 0 1 0 0 2 0 1 0 2 1 0 0 2 1 1 1 2 2 1 2 2 2 1 1 2 0 2 2 0 1 1 1 1 0 2 0 2 1 2 2 2 1 1 1 1 0 1 2 2 1 0 2 0 2 1 2 1 0 0 2 1 1 1 2 2 1 2 2 2 1 1 2 0 2 2 0 1 1 1 1 0 2 0 2 1 2 1 2 1 1 1 1 0 1 2 2 1 0 2 0 2 1 0 0 0 0 1 0 0 0 0 1 0 0 1 0 0 0 2 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 1 1 0 0 0 0 0 0 2 1 1 1 1 1 1 0 0 1 1 0 2 2 1 0 0 0 1 0 0 0 0 0 1 1 1 0 0 0 0 1 0 0 0 1 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 1 0 0 0 0 0 0 1 0 0 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 1 1 0 4 2 0 62 50 72 78 64 66 96 32 56 0 60 0 0 44 28 30 38 60 58 52 44 56 0 68 58 64 46 60 40 64 78 52 62 28 0 30 0 52 48 48 46 62 0 38 42 28 62 393.42 233.88 209.54 304.93 238.49 299.67 466.78 275.66 145.39 331.58 278.62 156.58 273.68 366.12 181.91 228.29 217.11 340.79 269.41 237.5 290.79 424.67 140.13 294.08 354.28 187.17 276.64 379.28 262.83 402.96 238.16 201.97 321.71 490.46 152.96 288.16 249.01 382.89 245.07 308.55 365.79 273.68 270.72 344.08 167.43 425 195.72 0 0 0 0 0 0 0 0 0 5 2 1 4 3 0 0 0 0 0 0 2 0 0 0 0 0 0 0 6 0 0 0 0 1 0 1 0 0 0 0 0 0 0 2 0 0 0 2 1 2 2 1 1 2 1 2 2 2 0 1 2 2 0 1 2 2 2 1 2 1 2 2 2 1 1 2 2 2 1 0 1 0 1 2 2 1 0 2 1 1 2 0 1 1 2 1 2 2 1 1 2 1 2 2 1 0 1 2 2 0 1 2 2 2 1 2 0 2 2 2 1 1 2 2 2 1 0 1 0 1 2 2 1 0 2 1 1 2 0 1 1 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 1 2 0 2 1 1 0 2 1 3 1 0 0 0 3 0 2 2 0 0 0 1 1 0 1 0 0 0 1 1 0 1 0 0 1 0 0 0 1 0 0 1 0 0 0 1 1 0 1 1 0 1 0 0 0 0 0 0 0 0 1 0 1 0 0 1 0 1 0 1 1 0 0 0 1 1 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 1 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 52 40 50 24 0 34 34 62 0 54 30 0 54 70 50 42 44 56 52 76 42 48 62 48 60 0 50 0 70 54 28 66 48 46 40 82 66 42 64 76 24 82 32 36 70 70 62 278.95 177.63 173.36 151.97 149.34 211.18 371.38 350.99 318.09 351.97 254.61 204.61 133.22 203.95 404.93 332.24 238.49 269.41 194.74 276.64 351.64 228.62 279.93 204.61 190.46 237.5 217.11 174.34 171.05 279.28 192.43 367.43 316.45 260.2 112.83 392.43 452.3 276.97 281.25 285.86 239.8 221.71 213.16 290.79 319.41 418.75 309.87 0 0 0 2 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 1 2 2 0 4 0 0 0 0 0 3 2 0 0 0 1 2 1 0 0 0 1 1 0 1 0 1 0 2 0 1 0 2 2 0 2 0 2 1 1 1 1 2 2 1 0 1 1 2 2 2 2 2 2 1 2 2 2 2 1 0 2 2 1 2 1 1 2 1 1 2 2 2 1 0 2 0 1 0 2 2 0 2 0 2 1 1 1 1 2 2 1 0 1 1 2 2 2 2 2 2 1 2 2 2 2 1 0 2 2 1 2 1 1 2 1 1 2 2 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 3 2 0 1 1 0 1 2 2 1 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 1 1 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 60 78 26 52 46 48 28 0 64 60 54 26 0 54 30 0 50 60 0 60 68 50 40 0 48 42 82 48 60 38 32 58 48 40 76 46 68 46 56 52 66 0 78 48 50 54 58 243.09 288.82 170.07 138.82 200 307.89 185.2 203.29 355.26 370.07 277.96 140.13 125.99 314.47 308.88 254.93 293.42 437.5 302.3 259.21 387.83 278.29 471.05 335.2 442.76 259.87 228.29 299.34 287.83 288.82 110.53 238.82 326.64 175 318.75 112.83 346.71 296.05 241.12 367.76 463.16 270.07 194.41 165.79 399.67 202.63 270.72 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 3 0 0 0 0 0 1 0 1 3 1 0 2 1 0 0 1 3 0 0 0 0 1 1 1 0 0 0 0 0 0 0 2 2 1 1 2 1 2 1 1 2 2 1 2 2 2 0 2 1 0 2 2 1 0 0 2 0 2 1 2 2 0 2 2 0 0 0 2 2 2 2 2 1 2 0 0 0 0 2 2 1 1 2 1 2 1 1 2 2 1 2 2 2 0 2 1 0 2 2 1 0 0 2 0 2 1 2 1 0 2 2 0 0 0 2 2 2 2 2 1 2 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 2 1 0 1 0 3 1 1 0 2 3 1 0 1 3 1 0 3 7 0 0 0 0 3 1 0 1 0 0 0 0 0 1 0 0 1 0 0 0 0 1 0 0 1 0 0 0 1 1 0 0 1 0 0 0 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 1 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 1 1 0 1 0 0 0 1 0 0 0 1 0 1 0 1 0 0 1 0 0 0 0 0 0 1 1 0 0 1 0 0 0 1 0 56 52 46 58 48 40 46 40 36 0 60 46 62 38 44 68 78 42 26 44 0 52 36 44 58 62 44 30 50 34 0 32 0 64 0 64 58 0 0 46 58 24 52 62 52 36 287.5 264.14 464.47 408.22 456.25 288.82 312.17 247.7 183.55 209.54 406.25 439.47 249.34 392.76 415.79 354.61 490.46 355.59 167.11 230.26 255.26 158.22 144.74 186.18 186.18 281.91 391.45 230.26 126.64 404.61 280.26 138.82 232.89 230.26 425.99 123.68 183.22 282.57 242.11 100 312.5 222.04 282.57 294.41 173.36 221.38 266.12 0 0 1 1 0 1 2 0 2 0 0 0 0 0 1 3 1 0 0 0 0 0 0 0 0 0 0 0 3 0 0 0 1 0 0 0 0 0 0 0 3 0 3 2 0 1 0 1 1 1 2 1 0 0 1 2 0 0 2 0 2 2 2 2 2 0 0 1 1 1 0 1 0 2 1 0 2 0 0 1 1 1 0 2 2 0 2 2 2 0 2 0 1 1 1 1 1 2 1 0 0 1 2 0 0 2 0 2 2 2 2 2 0 0 1 1 1 0 1 0 2 1 0 2 0 0 1 1 1 0 2 2 0 2 2 2 0 2 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 3 0 2 2 2 3 1 0 2 0 0 1 3 2 1 0 2 1 1 2 2 2 3 2 0 1 1 0 0 0 1 1 1 0 0 1 0 0 0 0 0 0 1 0 1 1 0 0 0 1 1 0 0 0 0 0 1 0 0 0 1 0 0 1 0 1 0 0 0 0 0 0 0 1 1 0 0 0 0 1 1 0 0 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 74 58 0 76 32 0 46 66 56 62 48 54 54 30 0 38 42 28 54 30 0 52 0 34 44 30 0 72 50 0 38 0 72 42 62 66 56 40 34 62 42 34 28 26 48 0 58 327.96 276.32 315.46 385.53 195.07 226.32 255.92 250.33 333.22 354.28 242.76 231.58 350.99 346.38 246.38 414.14 223.68 139.47 201.32 389.47 344.41 385.53 152.96 167.76 241.12 311.84 139.8 283.22 247.37 232.24 490.46 191.78 221.05 245.72 350.33 208.88 383.88 357.24 110.2 251.97 216.45 142.11 241.12 184.54 399.34 138.82 420.39 0 0 0 0 0 1 3 0 0 0 0 0 0 3 0 1 0 2 0 2 0 0 0 1 0 0 0 0 0 0 2 0 0 0 1 0 0 0 0 0 0 2 0 0 0 4 0 2 2 0 2 0 2 0 1 1 2 1 2 2 2 0 2 0 0 1 1 2 1 0 0 0 2 1 2 1 0 2 0 2 0 2 2 2 1 1 1 2 0 0 0 1 2 0 2 2 0 2 0 2 0 1 1 2 1 2 2 2 0 1 0 0 1 1 2 1 0 0 0 2 1 2 1 0 2 0 2 0 2 2 2 1 1 1 2 0 0 0 1 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 3 1 1 1 1 0 1 0 3 3 1 1 0 3 0 0 0 4 1 0 0 0 1 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 1 0 1 0 0 0 0 0 1 1 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 1 0 1 0 0 0 0 0 0 0 0 1 1 82 50 28 34 48 52 0 90 40 46 64 44 54 54 80 36 46 54 50 46 46 58 42 40 40 32 0 40 66 48 50 30 36 62 30 44 74 54 78 44 34 72 34 58 80 30 0 201.97 322.37 266.45 403.62 417.76 245.07 217.11 209.21 274.67 242.11 422.04 160.86 167.76 206.91 329.28 256.58 314.47 275.99 267.76 305.59 274.01 179.93 241.12 490.46 351.32 128.29 230.26 209.54 382.24 205.92 224.01 130.59 386.84 320.39 127.96 220.72 355.59 254.61 223.03 328.62 264.8 228.95 304.61 305.59 299.34 159.21 188.49 0 1 0 2 1 0 0 0 0 3 0 0 0 0 0 0 0 0 0 1 1 0 0 0 3 0 0 0 0 1 0 0 0 1 1 1 0 0 0 0 0 0 3 1 0 3 0 1 2 0 1 2 1 1 2 1 1 2 2 0 2 2 1 0 2 2 2 0 1 0 2 0 0 1 0 2 2 2 2 1 2 1 2 2 2 0 2 0 2 0 2 2 2 2 1 2 0 1 2 1 1 2 1 1 2 2 0 2 2 1 0 2 2 2 0 1 0 2 0 0 1 0 2 2 1 2 1 2 1 2 2 2 0 2 0 2 0 1 2 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 1 0 0 0 0 0 1 0 0 0 0 0 0 0 1 0 1 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 1 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 1 0 0 0 0 0 0 0 2 0 1 2 1 1 1 1 0 0 0 1 0 0 1 1 0 0 0 0 0 0 1 0 0 0 1 0 0 1 1 0 0 0 0 0 0 0 0 0 0 1 0 0 1 0 0 26 26 60 48 40 26 72 0 68 60 62 0 46 72 66 44 90 70 58 40 68 70 60 62 0 40 44 52 86 84 0 52 44 44 0 0 50 26 44 70 60 44 36 64 30 32 44 19 ...
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