Multiple Regression Analysis

User Generated

1171428301_

Computer Science

Description

The purpose of this assignment is to apply multiple regression concepts, interpret multiple regression analysis models, and justify business predictions based upon the analysis.

For this assignment, you will use the "Strength" dataset. You will use SPSS to analyze the dataset and address the questions presented. Findings should be presented in a Word document along with the SPSS outputs.

The compressive strength (Y) of concrete is influenced by the mixing proportions and by the time that it is allowed to cure, although the exact relationship between the strength and the components is unknown. The provided data includes the results of n = 1030 concrete strength experiments that include the following:

  1. Strength (in MPa): The compressive strength of the concrete.
  2. Age (in days): The number of days the concrete was allowed to cured.
  3. Coarse_Aggregate (in kg/m3): The proportion of coarse aggregate in the mix.
  4. Fine_Aggregate (in kg/m3): The proportion of fine aggregate in the mix.
  5. Cement (in kg/m3): The proportion of cement in the mix.
  6. Slag (in kg/m3): The proportion of furnace slag in the mix.
  7. Superplasticizer (in kg/m3): The proportion of plasticizer in the mix.
  8. Water (in kg/m3): The proportion of water in the mix.
  9. Ash (in kg/m3): The proportion of fly ash in the mix.

Part 1:

Derive various transformations of compressive strength to determine which transformation, if any, results in a variable that most closely mimics a normal distribution. To do this, plot Q-Q plots after each transformation listed below, and decide which one should be used to build a multiple linear model. Explain your answer and provide the SPSS output as an illustration.

  1. Strength (no transformation)
  2. Square root of Strength
  3. Squared Strength
  4. (Natural) Log of Strength
  5. Reciprocal of Strength

Part 2:

Based on the transformation selected in Part 1, build a multiple linear regression model with all eight predictors.

  1. Use t-tests to determine if any of the predictors significantly affect the compressive strength of concrete. Explain why each variable should or should not be included in the model. Assume α = 0.05. Show the appropriate model results to explain your answer.
  2. If any predictors from question 1 are found to be not significant, remove them and re-run the model to create a reduced model (RM). Are all the remaining variables still statistically significant? Show the appropriate model results to explain your answer.
  3. Based on the RM, should there be concern about multicollinearity among the predictors selected? Show the appropriate model results to explain your answer.
  4. After fitting the RM, derive the residual plot (standardized residuals vs. standardized predicted values) and normal probability plot. Interpret each plot.
  5. What is the coefficient of determination, R2, of the RM? How would you interpret the R2?
  6. Based on the RM, what would be the new estimated compressive strength that is currently 50 MPa, after a 10-day increase in curing time? Assume all other predictors are held constant.
  7. How would you interpret the intercept (constant) in the RM? Does the interpretation make sense given the data you used to build the RM?

Part 3:

Given the following components and aging time below, what is the estimated compressive strength based on the RM?

  1. Age: 50 days
  2. Coarse_Aggregate: 900 kg/m3
  3. Fine_Aggregate: 600 kg/m3
  4. Cement: 300 kg/m3
  5. Slag: 200 kg/m3
  6. Superplasticizer: 7 kg/m3
  7. Water: 190 kg/m3
  8. Ash: 70 kg/m3

Part 4:

What is a 95% confidence interval of the estimate in Part 3? How would you interpret the 95% confidence interval? (Hint: Use the SPSS scoring wizard to address this question.)

APA format is not required, but solid academic writing is expected.

Unformatted Attachment Preview

Strength Age 79.99 61.89 40.27 41.05 44.3 47.03 43.7 36.45 45.85 39.29 38.07 28.02 43.01 42.33 47.81 52.91 39.36 56.14 40.56 42.62 41.84 28.24 8.06 44.21 52.52 53.3 41.15 52.12 37.43 38.6 55.26 52.91 41.72 42.13 53.69 38.41 30.08 37.72 42.23 36.25 50.46 43.7 39 53.1 41.54 35.08 Coarse 28 28 270 365 360 90 365 28 28 28 90 28 270 90 28 90 90 365 90 180 180 28 3 180 365 270 270 180 28 7 365 365 180 270 365 270 28 90 90 180 90 365 365 180 90 7 Fine 1040 1055 932 932 978.4 932 932 932 932 932 978.4 978.4 932 932 932 932 1047 932 932 932 932 1047 1047 1047 932 932 932 932 932 932 932 932 978.4 932 932 932 932 932 932 932 932 932 932 932 932 932 Cement 676 676 594 594 825.5 670 594 594 670 594 825.5 825.5 594 670 670 670 806.9 670 594 594 594 806.9 806.9 806.9 670 670 594 670 594 594 670 670 825.5 594 670 594 594 594 594 594 670 594 594 670 594 594 Slag 540 540 332.5 332.5 198.6 266 380 380 266 475 198.6 198.6 427.5 190 304 380 139.6 342 380 475 427.5 139.6 139.6 139.6 380 380 380 342 427.5 475 304 266 198.6 475 190 237.5 237.5 332.5 475 237.5 342 427.5 237.5 380 427.5 427.5 0 0 142.5 142.5 132.4 114 95 95 114 0 132.4 132.4 47.5 190 76 0 209.4 38 95 0 47.5 209.4 209.4 209.4 0 0 95 38 47.5 0 76 114 132.4 0 190 237.5 237.5 142.5 0 237.5 38 47.5 237.5 0 47.5 47.5 Superplasticizer 2.5 2.5 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 0 0 0 0 0 0 0 0 0 0 0 15.05 40.76 26.26 32.82 39.78 46.93 33.12 49.19 14.59 14.64 41.93 9.13 50.95 33.02 54.38 51.73 9.87 50.66 48.7 55.06 44.7 30.28 40.86 71.99 34.4 28.8 33.4 36.3 29 37.8 40.2 33.4 28.1 41.3 33.4 25.2 41.1 35.3 28.3 28.6 35.3 24.4 35.3 39.3 40.6 35.3 24.1 3 180 7 7 180 180 90 90 7 7 365 3 180 28 270 270 3 270 180 270 360 7 28 28 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 3 1047 932 932 932 932 932 932 932 1047 978.4 932 978.4 932 932 932 932 971 932 932 932 1047 932 932 1120 926.1 1046.9 852.1 936 852.1 852.1 852.1 852.1 852.1 852.1 852.1 852.1 946.8 944.7 942.7 1134.3 944.7 1004.6 944.7 884.9 944.7 944.7 944.7 806.9 594 594 594 594 670 594 670 806.9 825.5 594 825.5 670 594 670 670 850.6 670 670 670 806.9 594 670 800 756.7 611.8 887.1 803.7 992.6 781.5 840.5 887.1 925.7 893.7 887.1 880.4 852.1 755.8 659.9 605 755.8 803.7 755.8 707.9 755.8 755.8 755.8 349 380 237.5 380 332.5 190 237.5 304 139.6 198.6 475 198.6 304 332.5 304 266 310 190 266 342 139.6 332.5 190 485 374 313.3 425 425 375 475 469 425 388.6 531.3 425 318.8 401.8 362.6 323.7 379.5 362.6 286.3 362.6 439 389.9 362.6 337.9 0 95 237.5 95 142.5 190 237.5 76 209.4 132.4 0 132.4 76 142.5 76 114 0 190 114 38 209.4 142.5 190 0 189.2 262.2 106.3 106.3 93.8 118.8 117.2 106.3 97.1 0 106.3 212.5 94.7 189 282.8 151.2 189 200.9 189 177 189 189 189 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10.1 8.6 16.5 18.6 23.4 8.9 32.2 16.5 12.1 28.2 16.5 14.3 11.4 11.6 10.3 15.9 11.6 11.2 11.6 11.1 22 11.6 9.5 46.2 42.8 49.2 46.8 45.7 55.6 54.9 49.2 34.9 46.9 49.2 33.4 54.1 55.9 49.8 47.1 55.9 38 55.9 56.1 59.09 22.9 35.1 61.09 59.8 60.29 61.8 56.7 68.3 66.9 60.29 50.7 56.4 60.29 55.5 68.5 71.3 74.7 52.2 71.3 67.7 71.3 66 74.5 71.3 49.9 63.4 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 7 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 56 926.1 1046.9 852.1 936 852.1 852.1 852.1 852.1 852.1 852.1 852.1 852.1 946.8 944.7 942.7 1134.3 944.7 1004.6 944.7 884.9 944.7 944.7 944.7 926.1 1046.9 852.1 936 852.1 852.1 852.1 852.1 852.1 852.1 852.1 852.1 946.8 944.7 942.7 1134.3 944.7 1004.6 944.7 884.9 944.7 944.7 944.7 926.1 756.7 611.8 887.1 803.7 992.6 781.5 840.5 887.1 925.7 893.7 887.1 880.4 852.1 755.8 659.9 605 755.8 803.7 755.8 707.9 755.8 755.8 755.8 756.7 611.8 887.1 803.7 992.6 781.5 840.5 887.1 925.7 893.7 887.1 880.4 852.1 755.8 659.9 605 755.8 803.7 755.8 707.9 755.8 755.8 755.8 756.7 374 313.3 425 425 375 475 469 425 388.6 531.3 425 318.8 401.8 362.6 323.7 379.5 362.6 286.3 362.6 439 389.9 362.6 337.9 374 313.3 425 425 375 475 469 425 388.6 531.3 425 318.8 401.8 362.6 323.7 379.5 362.6 286.3 362.6 439 389.9 362.6 337.9 374 189.2 262.2 106.3 106.3 93.8 118.8 117.2 106.3 97.1 0 106.3 212.5 94.7 189 282.8 151.2 189 200.9 189 177 189 189 189 189.2 262.2 106.3 106.3 93.8 118.8 117.2 106.3 97.1 0 106.3 212.5 94.7 189 282.8 151.2 189 200.9 189 177 189 189 189 189.2 10.1 8.6 16.5 18.6 23.4 8.9 32.2 16.5 12.1 28.2 16.5 14.3 11.4 11.6 10.3 15.9 11.6 11.2 11.6 11.1 22 11.6 9.5 10.1 8.6 16.5 18.6 23.4 8.9 32.2 16.5 12.1 28.2 16.5 14.3 11.4 11.6 10.3 15.9 11.6 11.2 11.6 11.1 22 11.6 9.5 10.1 64.9 64.3 64.9 60.2 72.3 69.3 64.3 55.2 58.8 64.3 66.1 73.7 77.3 80.2 54.9 77.3 72.99 77.3 71.7 79.4 77.3 59.89 64.9 66.6 65.2 66.7 62.5 74.19 70.7 65.2 57.6 59.2 65.2 68.1 75.5 79.3 56.5 79.3 76.8 79.3 73.3 82.6 79.3 67.8 11.58 24.45 24.89 56 56 56 56 56 56 56 56 56 56 56 56 56 56 56 56 56 56 56 56 56 56 91 91 91 91 91 91 91 91 91 91 91 91 91 91 91 91 91 91 91 91 91 91 3 14 28 1046.9 852.1 936 852.1 852.1 852.1 852.1 852.1 852.1 852.1 852.1 946.8 944.7 942.7 1134.3 944.7 1004.6 944.7 884.9 944.7 944.7 944.7 926.1 1046.9 852.1 936 852.1 852.1 852.1 852.1 852.1 852.1 852.1 852.1 946.8 944.7 1134.3 944.7 1004.6 944.7 884.9 944.7 944.7 944.7 967.1 967.1 967.1 611.8 887.1 803.7 992.6 781.5 840.5 887.1 925.7 893.7 887.1 880.4 852.1 755.8 659.9 605 755.8 803.7 755.8 707.9 755.8 755.8 755.8 756.7 611.8 887.1 803.7 992.6 781.5 840.5 887.1 925.7 893.7 887.1 880.4 852.1 755.8 605 755.8 803.7 755.8 707.9 755.8 755.8 755.8 870.3 870.3 870.3 313.3 425 425 375 475 469 425 388.6 531.3 425 318.8 401.8 362.6 323.7 379.5 362.6 286.3 362.6 439 389.9 362.6 337.9 374 313.3 425 425 375 475 469 425 388.6 531.3 425 318.8 401.8 362.6 379.5 362.6 286.3 362.6 439 389.9 362.6 337.9 222.4 222.4 222.4 262.2 106.3 106.3 93.8 118.8 117.2 106.3 97.1 0 106.3 212.5 94.7 189 282.8 151.2 189 200.9 189 177 189 189 189 189.2 262.2 106.3 106.3 93.8 118.8 117.2 106.3 97.1 0 106.3 212.5 94.7 189 151.2 189 200.9 189 177 189 189 189 0 0 0 8.6 16.5 18.6 23.4 8.9 32.2 16.5 12.1 28.2 16.5 14.3 11.4 11.6 10.3 15.9 11.6 11.2 11.6 11.1 22 11.6 9.5 10.1 8.6 16.5 18.6 23.4 8.9 32.2 16.5 12.1 28.2 16.5 14.3 11.4 11.6 15.9 11.6 11.2 11.6 11.1 22 11.6 9.5 4.5 4.5 4.5 29.45 40.71 10.38 22.14 22.84 27.66 34.56 12.45 24.99 25.72 33.96 37.34 15.04 21.06 26.4 35.34 40.57 12.47 20.92 24.9 34.2 39.61 10.03 20.08 24.48 31.54 35.34 9.45 22.72 28.47 38.56 40.39 10.76 25.48 21.54 28.63 33.54 7.75 17.82 24.24 32.85 39.23 18 30.39 45.71 50.77 53.9 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 967.1 967.1 947 947 947 947 947 1006.4 1006.4 1006.4 1006.4 1006.4 1090 1090 1090 1090 1090 1057.6 1057.6 1057.6 1057.6 1057.6 1029.4 1029.4 1029.4 1029.4 1029.4 1088.1 1088.1 1088.1 1088.1 1088.1 1058.6 1058.6 1058.6 1058.6 1058.6 1058.7 1058.7 1058.7 1058.7 1058.7 1065.8 1065.8 1065.8 1065.8 1065.8 870.3 870.3 852.2 852.2 852.2 852.2 852.2 905.9 905.9 905.9 905.9 905.9 804 804 804 804 804 779.3 779.3 779.3 779.3 779.3 758.6 758.6 758.6 758.6 758.6 802.6 802.6 802.6 802.6 802.6 780.1 780.1 780.1 780.1 780.1 780.1 780.1 780.1 780.1 780.1 785.4 785.4 785.4 785.4 785.4 222.4 222.4 233.8 233.8 233.8 233.8 233.8 194.7 194.7 194.7 194.7 194.7 190.7 190.7 190.7 190.7 190.7 212.1 212.1 212.1 212.1 212.1 230 230 230 230 230 190.3 190.3 190.3 190.3 190.3 166.1 166.1 166.1 166.1 166.1 168 168 168 168 168 213.7 213.7 213.7 213.7 213.7 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 0 0 0 0 42.1 42.1 42.1 42.1 42.1 98.1 98.1 98.1 98.1 98.1 4.5 4.5 4.6 4.6 4.6 4.6 4.6 7.5 7.5 7.5 7.5 7.5 7.8 7.8 7.8 7.8 7.8 5.7 5.7 5.7 5.7 5.7 4.6 4.6 4.6 4.6 4.6 9.9 9.9 9.9 9.9 9.9 4.5 4.5 4.5 4.5 4.5 5.7 5.7 5.7 5.7 5.7 6.9 6.9 6.9 6.9 6.9 13.18 17.84 40.23 47.13 49.97 13.36 22.32 24.54 31.35 40.86 19.93 25.69 30.23 39.59 44.3 13.82 24.92 29.22 38.33 42.35 13.54 26.31 31.64 42.55 42.92 13.33 25.37 37.4 44.4 47.74 19.52 31.35 38.5 45.08 47.82 15.44 26.77 33.73 42.7 45.84 17.22 29.93 29.65 36.97 43.58 13.12 24.43 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 1066 1066 1066 1066 1066 1028.1 1028.1 1028.1 1028.1 1028.1 949.9 949.9 949.9 949.9 949.9 956.9 956.9 956.9 956.9 956.9 1007.8 1007.8 1007.8 1007.8 1007.8 1003.8 1003.8 1003.8 1003.8 1003.8 1085.4 1085.4 1085.4 1085.4 1085.4 1056.4 1056.4 1056.4 1056.4 1056.4 1028.4 1028.4 1028.4 1028.4 1028.4 1028.4 1028.4 785.5 785.5 785.5 785.5 785.5 757.6 757.6 757.6 757.6 757.6 847 847 847 847 847 861.2 861.2 861.2 861.2 861.2 903.6 903.6 903.6 903.6 903.6 903.8 903.8 903.8 903.8 903.8 799.5 799.5 799.5 799.5 799.5 778.5 778.5 778.5 778.5 778.5 757.7 757.7 757.7 757.7 757.7 757.7 757.7 213.8 213.8 213.8 213.8 213.8 229.7 229.7 229.7 229.7 229.7 238.1 238.1 238.1 238.1 238.1 250 250 250 250 250 212.5 212.5 212.5 212.5 212.5 212.6 212.6 212.6 212.6 212.6 212 212 212 212 212 231.8 231.8 231.8 231.8 231.8 251.4 251.4 251.4 251.4 251.4 251.4 251.4 98.1 98.1 98.1 98.1 98.1 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 0 0 0 0 0 0 0 0 0 0 0 0 6.7 6.7 6.7 6.7 6.7 6.1 6.1 6.1 6.1 6.1 7 7 7 7 7 5.5 5.5 5.5 5.5 5.5 8.7 8.7 8.7 8.7 8.7 10.4 10.4 10.4 10.4 10.4 7.8 7.8 7.8 7.8 7.8 6.7 6.7 6.7 6.7 6.7 5.8 5.8 5.8 5.8 5.8 6.4 6.4 32.66 36.64 44.21 13.62 21.6 27.77 35.57 45.37 7.32 21.5 31.27 43.5 48.67 7.4 23.51 31.12 39.15 48.15 22.5 34.67 34.74 45.08 48.97 23.14 41.89 48.28 51.04 55.64 22.95 35.23 39.94 48.72 52.04 21.02 33.36 33.94 44.14 45.37 15.36 28.68 30.85 42.03 51.06 21.78 42.29 50.6 55.83 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 1028.4 1028.4 1028.4 1055.6 1055.6 1055.6 1055.6 1055.6 1059.4 1059.4 1059.4 1059.4 1059.4 1080.8 1080.8 1080.8 1080.8 1080.8 961.2 961.2 961.2 961.2 961.2 973.9 973.9 973.9 973.9 973.9 955.1 955.1 955.1 955.1 955.1 1006 1006 1006 1006 1006 987.8 987.8 987.8 987.8 987.8 987.8 987.8 987.8 987.8 757.7 757.7 757.7 777.8 777.8 777.8 777.8 777.8 780.7 780.7 780.7 780.7 780.7 796.2 796.2 796.2 796.2 796.2 865 865 865 865 865 875.6 875.6 875.6 875.6 875.6 859.2 859.2 859.2 859.2 859.2 899.8 899.8 899.8 899.8 899.8 889 889 889 889 889 889 889 889 889 251.4 251.4 251.4 181.4 181.4 181.4 181.4 181.4 182 182 182 182 182 168.9 168.9 168.9 168.9 168.9 290.4 290.4 290.4 290.4 290.4 277.1 277.1 277.1 277.1 277.1 295.7 295.7 295.7 295.7 295.7 251.8 251.8 251.8 251.8 251.8 249.1 249.1 249.1 249.1 249.1 252.3 252.3 252.3 252.3 0 0 0 0 0 0 0 0 45.2 45.2 45.2 45.2 45.2 42.2 42.2 42.2 42.2 42.2 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 6.4 6.4 6.4 7.6 7.6 7.6 7.6 7.6 8.2 8.2 8.2 8.2 8.2 10.8 10.8 10.8 10.8 10.8 9.4 9.4 9.4 9.4 9.4 11.8 11.8 11.8 11.8 11.8 8.9 8.9 8.9 8.9 8.9 12.4 12.4 12.4 12.4 12.4 12.8 12.8 12.8 12.8 12.8 14.2 14.2 14.2 14.2 60.95 23.52 42.22 52.5 60.32 66.42 23.8 38.77 51.33 56.85 58.61 21.91 36.99 47.4 51.96 56.74 17.57 33.73 40.15 46.64 50.08 17.37 33.7 45.94 51.43 59.3 30.45 47.71 63.14 66.82 66.95 27.42 35.96 55.51 61.99 63.53 18.02 38.6 52.2 53.96 56.63 15.34 26.05 30.22 37.27 46.23 16.28 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 14 28 56 100 3 987.8 1086.8 1086.8 1086.8 1086.8 1086.8 1053.6 1053.6 1053.6 1053.6 1053.6 1022.8 1022.8 1022.8 1022.8 1022.8 1053.5 1053.5 1053.5 1053.5 1053.5 1052.3 1052.3 1052.3 1052.3 1052.3 1061.7 1061.7 1061.7 1061.7 1061.7 1075.7 1075.7 1075.7 1075.7 1075.7 1014.3 1014.3 1014.3 1014.3 1014.3 1078.7 1078.7 1078.7 1078.7 1078.7 1003.5 889 800.9 800.9 800.9 800.9 800.9 777.5 777.5 777.5 777.5 777.5 753.5 753.5 753.5 753.5 753.5 776.4 776.4 776.4 776.4 776.4 775.5 775.5 775.5 775.5 775.5 782.5 782.5 782.5 782.5 782.5 792.7 792.7 792.7 792.7 792.7 780.6 780.6 780.6 780.6 780.6 794.9 794.9 794.9 794.9 794.9 762.4 252.3 246.8 246.8 246.8 246.8 246.8 275.1 275.1 275.1 275.1 275.1 297.2 297.2 297.2 297.2 297.2 213.7 213.7 213.7 213.7 213.7 213.5 213.5 213.5 213.5 213.5 277.2 277.2 277.2 277.2 277.2 218.2 218.2 218.2 218.2 218.2 214.9 214.9 214.9 214.9 214.9 218.9 218.9 218.9 218.9 218.9 376 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 97.8 97.8 97.8 97.8 97.8 54.6 54.6 54.6 54.6 54.6 53.8 53.8 53.8 53.8 53.8 0 0 0 0 0 0 14.2 12 12 12 12 12 9.9 9.9 9.9 9.9 9.9 9.5 9.5 9.5 9.5 9.5 10.2 10.2 10.2 10.2 10.2 11.7 11.7 11.7 11.7 11.7 11.2 11.2 11.2 11.2 11.2 11.9 11.9 11.9 11.9 11.9 9.6 9.6 9.6 9.6 9.6 11.3 11.3 11.3 11.3 11.3 0 25.62 31.97 36.3 43.06 67.57 57.23 81.75 64.02 78.8 41.37 60.28 56.83 51.02 55.55 44.13 39.38 55.65 47.28 44.33 52.3 49.25 41.37 29.16 39.4 39.3 67.87 58.52 53.58 59 76.24 69.84 14.4 19.42 20.73 14.94 21.29 23.08 15.52 15.82 12.55 8.49 15.61 12.18 11.98 16.88 33.09 34.24 14 28 56 100 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 3 3 3 3 3 3 3 3 3 3 3 3 3 14 14 14 1003.5 1003.5 1003.5 1003.5 966 1098 1130 1030 1030 801 855 920 870 903 1124.4 1124.4 967 996 967 1120 1145 801 833 824 981 860 1044 1031 1061 830 1033 1005.6 1005.8 1007.3 1006.3 1006.3 1006.2 1007.3 1007.2 1079 948.9 1043.6 998 1043.6 1005.6 1005.8 1007.3 762.4 762.4 762.4 762.4 853 641 745 630 745 802 855 720 805 768 613.2 613.2 633 652 633 695 660 802 880 879 760 800 662 685 657 765 655 900.9 746.6 746.8 746.6 856.4 793.5 770.1 746.6 798.9 857.2 771.9 901.8 754.3 900.9 746.6 746.8 376 376 376 376 500 475 315 505 451 516 520 528 520 385 500.1 450.1 397 333 334 405 200 516 145 160 234 250 475 285 356 275 500 165 165 178 167.4 172.4 173.5 167 173.8 190.3 250 213.5 194.7 251.4 165 165 178 0 0 0 0 0 0 137 0 0 0 0 0 0 0 0 50 17.2 17.5 17.6 0 200 0 116 128 156 180 0 190 119 180 0 0 128.5 129.8 129.9 13.6 50.1 75.4 93.4 0 0 0 0 0 0 128.5 129.8 0 0 0 0 4 1.9 5.9 0 11.3 8.2 5.2 6.9 5.2 20 3 3 20.8 17.9 15.3 0 0 8.3 5.7 6.4 5.9 9.5 9.5 7.6 9 10.4 9 0 8.1 3.6 7.8 4.1 6.5 7.9 9.7 9.9 5.3 11.7 7.5 5.8 0 8.1 3.6 31.81 29.75 33.01 32.9 29.55 19.42 24.66 29.59 24.28 20.73 26.2 46.39 39.16 41.2 33.69 38.2 41.41 37.81 24.85 27.22 44.64 37.27 33.27 36.56 53.72 48.59 51.72 35.85 53.77 53.46 48.99 31.72 39.64 51.26 43.39 39.27 37.96 55.02 49.99 53.66 37.68 56.06 56.81 50.94 33.56 41.16 52.96 14 14 14 14 14 14 14 14 14 14 28 28 28 28 28 28 28 28 28 28 28 28 28 56 56 56 56 56 56 56 56 56 56 56 56 56 100 100 100 100 100 100 100 100 100 100 100 1006.3 1006.3 1006.2 1007.3 1007.2 1079 948.9 1043.6 998 1043.6 1005.6 1005.8 1007.3 1006.3 1006.3 1006.2 1007.3 1007.2 1079 948.9 1043.6 998 1043.6 1005.6 1005.8 1007.3 1006.3 1006.3 1006.2 1007.3 1007.2 1079 948.9 1043.6 998 1043.6 1005.6 1005.8 1007.3 1006.3 1006.3 1006.2 1007.3 1007.2 1079 948.9 1043.6 746.6 856.4 793.5 770.1 746.6 798.9 857.2 771.9 901.8 754.3 900.9 746.6 746.8 746.6 856.4 793.5 770.1 746.6 798.9 857.2 771.9 901.8 754.3 900.9 746.6 746.8 746.6 856.4 793.5 770.1 746.6 798.9 857.2 771.9 901.8 754.3 900.9 746.6 746.8 746.6 856.4 793.5 770.1 746.6 798.9 857.2 771.9 167.4 172.4 173.5 167 173.8 190.3 250 213.5 194.7 251.4 165 165 178 167.4 172.4 173.5 167 173.8 190.3 250 213.5 194.7 251.4 165 165 178 167.4 172.4 173.5 167 173.8 190.3 250 213.5 194.7 251.4 165 165 178 167.4 172.4 173.5 167 173.8 190.3 250 213.5 129.9 13.6 50.1 75.4 93.4 0 0 0 0 0 0 128.5 129.8 129.9 13.6 50.1 75.4 93.4 0 0 0 0 0 0 128.5 129.8 129.9 13.6 50.1 75.4 93.4 0 0 0 0 0 0 128.5 129.8 129.9 13.6 50.1 75.4 93.4 0 0 0 7.8 4.1 6.5 7.9 9.7 9.9 5.3 11.7 7.5 5.8 0 8.1 3.6 7.8 4.1 6.5 7.9 9.7 9.9 5.3 11.7 7.5 5.8 0 8.1 3.6 7.8 4.1 6.5 7.9 9.7 9.9 5.3 11.7 7.5 5.8 0 8.1 3.6 7.8 4.1 6.5 7.9 9.7 9.9 5.3 11.7 44.28 40.15 57.03 44.42 51.02 53.39 35.36 25.02 23.35 52.01 38.02 39.3 61.07 56.14 55.25 54.77 50.24 46.68 46.68 22.75 25.51 34.77 36.84 45.9 41.67 56.34 47.97 61.46 44.03 55.45 55.55 57.92 25.61 33.49 59.59 29.55 37.92 61.86 62.05 32.01 72.1 39 65.7 32.11 40.29 74.36 21.97 100 100 28 28 28 28 3 3 3 7 7 7 56 56 56 56 28 28 28 3 3 3 7 7 7 56 56 56 28 28 28 28 3 7 56 3 7 56 28 3 28 7 56 3 7 56 28 998 1043.6 967 967 967 967 967 967 967 967 967 967 967 967 967 967 938 938 938 938 938 938 938 938 938 938 938 938 967 967 882 822 882 882 882 822 822 822 822 882 822 822 822 822 822 822 942 901.8 754.3 712 712 712 712 712 712 712 712 712 712 712 712 712 712 845 845 845 845 845 845 845 845 845 845 845 845 871 871 699 699 699 699 699 699 699 699 750 750 750 750 750 750 750 750 801 194.7 251.4 446 446 446 446 446 446 446 446 446 446 446 446 446 446 387 387 387 387 387 387 387 387 387 387 387 387 355 355 491 491 491 491 491 491 491 491 424 424 424 424 424 424 424 424 202 0 0 24 24 24 24 24 24 24 24 24 24 24 24 24 24 20 20 20 20 20 20 20 20 20 20 20 20 19 19 26 26 26 26 26 26 26 26 22 22 22 22 22 22 22 22 11 7.5 5.8 11.6 11.6 11.6 10.3 11.6 11.6 11.6 11.6 11.6 11.6 11.6 11.6 11.6 10.3 14.3 13.9 11.6 14.3 13.9 11.6 14.3 13.9 11.6 14.3 13.9 11.6 13.1 12.3 3.9 3.9 3.9 3.9 3.9 3.9 3.9 3.9 8.5 8.5 8.9 8.5 8.5 8.9 8.9 8.9 1.7 9.85 15.07 23.25 43.73 13.4 24.13 44.52 62.94 59.49 25.12 23.64 35.75 38.61 68.75 66.78 23.85 32.07 11.65 19.2 48.85 39.6 43.94 34.57 54.32 24.4 15.62 21.86 10.22 14.6 18.75 31.97 23.4 25.57 41.68 27.74 8.2 9.62 25.42 15.69 27.94 32.63 17.24 19.77 39.44 25.75 33.08 24.07 3 7 56 28 3 7 56 28 28 3 3 7 7 56 56 28 90 3 3 90 28 28 7 90 3 3 90 7 7 28 28 7 28 90 7 3 7 7 7 28 28 7 7 28 28 28 7 942 942 942 842 842 842 842 942 942 942 942 942 942 942 942 838.4 913.2 913.2 940.6 940.6 940.6 936.2 936.2 936.2 936.2 931.2 889.8 889.8 913.2 889.8 931.2 931.2 913.2 931.2 940.6 889.8 1040.6 941.6 1040.6 1012.4 998.2 1026.6 1012.4 941.6 1055 1040.6 1047.8 801 801 801 801 801 801 801 801 801 801 801 801 801 801 801 719.7 895.3 895.3 785.6 785.6 785.6 712.2 712.2 712.2 712.2 842.6 945 945 895.3 945 842.6 842.6 895.3 842.6 785.6 945 734.3 664.3 734.3 714.3 704.3 724.3 714.3 664.3 744.3 734.3 739.3 202 202 202 284 284 284 284 359 359 359 359 359 359 359 359 436 289 289 393 393 393 480 480 480 480 333 255 255 289 255 333 333 289 333 393 255 158.8 239.6 238.2 181.9 193.5 255.5 272.8 239.6 220.8 397 382.5 11 11 11 15 15 15 15 19 19 19 19 19 19 19 19 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 238.2 359.4 158.8 272.8 290.2 170.3 181.9 359.4 147.2 0 0 1.7 1.7 1.7 5.5 5.5 5.5 5.5 10.9 10.9 10.9 10.9 10.9 10.9 10.9 10.9 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 21.82 21.07 14.84 32.05 11.96 25.45 22.49 25.22 39.7 13.09 38.7 7.51 17.58 21.18 18.2 17.2 22.63 21.86 12.37 25.73 37.81 21.92 33.04 14.54 26.91 8 31.9 10.34 19.77 37.44 11.48 24.44 17.6 10.73 31.38 13.22 20.97 27.04 32.04 35.17 36.45 38.89 6.47 12.84 18.42 21.95 24.1 7 28 7 28 7 7 28 28 28 7 28 7 28 7 28 7 28 7 7 28 28 7 28 7 28 7 28 7 28 28 7 7 28 7 28 3 7 14 28 90 180 365 3 14 28 90 180 977 1040.6 1091.4 1026.6 1076.2 1040.6 1104.6 1091.4 955.8 1055 977 1076.2 1118.8 1069.2 1076.2 998.2 1076.2 998.2 1012.4 1026.6 977 955.8 998.2 1104.6 1040.6 1083.4 1069.2 1118.8 1111.6 1047.8 1111.6 977 1083.4 1026.6 1012.4 968 968 968 968 968 968 968 968 968 968 968 968 689.3 734.3 769.3 724.3 759.3 734.3 784.3 769.3 674.3 744.3 689.3 759.3 789.3 754.3 759.3 704.3 759.3 704.3 714.3 724.3 689.3 674.3 704.3 784.3 734.3 764.3 754.3 789.3 784.3 739.3 784.3 689.3 764.3 724.3 714.3 781 781 781 781 781 781 781 885 885 885 885 885 210.7 158.8 295.8 255.5 203.5 397 381.4 295.8 228 220.8 316.1 135.7 238.1 339.2 135.7 193.5 203.5 290.2 181.9 170.3 210.7 228 290.2 381.4 238.2 186.2 339.2 238.1 252.5 382.5 252.5 316.1 186.2 170.3 272.8 339 339 339 339 339 339 339 236 236 236 236 236 316.1 238.2 0 170.3 135.7 0 0 0 342.1 147.2 210.7 203.5 0 0 203.5 290.2 135.7 193.5 272.8 155.5 316.1 342.1 193.5 0 158.8 124.1 0 0 0 0 0 210.7 124.1 155.5 181.9 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 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 25.08 21.26 25.97 11.36 31.25 32.33 33.7 9.31 26.94 27.63 29.79 34.49 36.15 12.54 27.53 32.92 9.99 7.84 12.25 11.17 17.34 17.54 30.57 14.2 24.5 15.58 26.85 26.06 38.21 43.7 30.14 12.73 20.87 20.28 34.29 19.54 47.71 43.38 29.89 6.9 33.19 4.9 4.57 25.46 24.29 33.95 11.41 365 14 28 3 90 180 360 3 90 180 365 180 365 3 28 90 7 7 28 7 28 7 28 7 28 7 28 7 28 28 7 7 28 7 28 7 90 90 28 3 90 3 3 90 28 28 3 968 968 968 968 968 968 968 968 968 968 968 968 968 968 968 968 968 1125 1125 1113 1113 1063 1063 1088 1088 1075 1075 1038 1038 1025 1025 1100 1100 1050 1050 963.4 977.6 935.4 971.8 975.6 958.2 959.2 887 887 958.2 975.6 965.4 885 856 856 856 856 856 856 863 863 863 863 812 812 812 812 812 885 845 845 833 833 783 783 808 808 795 795 758 758 745 745 820 820 770 770 630 694.1 781.2 748.5 692.6 800.1 800 942 942 800.1 692.6 806.2 236 277 277 277 277 277 277 254 254 254 254 307 307 307 307 307 236 200 200 225 225 325 325 275 275 300 300 375 375 400 400 250 250 350 350 203.5 250.2 157 141.3 166.8 122.6 183.9 102 102 122.6 166.8 200 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 0 0 305.3 166.8 236 212 250.2 183.9 122.6 153 153 183.9 250.2 133 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 20.59 25.89 29.23 31.02 10.39 33.66 27.87 19.35 11.39 12.79 39.32 4.78 16.11 43.38 20.42 6.94 15.03 13.57 32.53 15.75 7.68 38.8 33 17.28 24.28 24.05 36.59 50.73 13.66 14.14 47.78 2.33 16.89 23.52 6.81 39.7 17.96 32.88 22.35 10.79 7.72 41.68 9.56 6.88 50.53 17.17 30.44 28 7 90 90 7 28 28 7 7 3 28 3 3 28 7 3 7 3 90 7 7 28 28 28 28 28 90 90 7 3 90 3 7 7 3 90 28 28 28 7 7 28 3 3 90 7 28 938.2 965.4 938.2 909.8 971.8 935.4 927.4 977.6 946.8 929.8 929.8 888 932 965.4 972.6 946.8 973.4 972.6 959.2 975.6 887 932 973.4 887 946.8 959.2 927.4 929.8 927.4 965.4 972.6 938.2 935.4 932 973.4 973.4 888 972.6 909.8 959.2 938.2 963.4 963.4 927.4 932 965.4 965.4 849 631 849 891.9 748.5 781.2 839.2 694.1 856.8 716.1 716.1 943.1 717.8 631 749.1 856.8 750 749.1 800 692.6 942 717.8 750 942 856.8 800 839.2 716.1 839.2 631 749.1 849 781.2 717.8 750 750 943.1 749.1 891.9 800 849 630 630 839.2 717.8 806.2 806.2 108.3 305.3 108.3 116 141.3 157 133 250.2 173 192 192 153 288 305.3 236 173 212 236 183.9 166.8 102 288 212 102 173 183.9 133 192 133 305.3 236 108.3 157 288 212 212 153 236 116 183.9 108.3 203.5 203.5 133 288 200 200 162.4 203.5 162.4 173 212 236 200 166.8 116 288 288 102 192 203.5 157 116 141.3 157 122.6 250.2 153 192 141.3 153 116 122.6 200 288 200 203.5 157 162.4 236 192 141.3 141.3 102 157 173 122.6 162.4 305.3 305.3 200 192 133 133 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9.73 3.32 26.32 43.25 6.28 32.1 36.96 54.6 21.48 9.69 8.37 39.66 10.09 4.83 10.35 43.57 51.86 11.85 17.24 27.83 35.76 38.7 14.31 17.44 31.74 37.91 39.38 15.87 9.01 33.61 40.66 40.86 12.05 17.54 18.91 25.18 30.96 43.89 54.28 36.94 14.5 22.44 12.64 26.06 33.21 36.94 44.09 3 3 90 90 3 90 28 90 7 3 7 90 7 3 7 90 90 3 7 28 90 120 3 7 28 90 120 3 7 28 90 120 7 28 7 28 7 28 90 28 7 28 1 3 7 14 28 977.6 958.2 888 965.4 909.8 946.8 977.6 965.4 929.8 935.4 888 971.8 909.8 971.8 958.2 975.6 963.4 1012 1012 1012 1012 1012 1025 1025 1025 1025 1025 1056 1056 1056 1056 1056 1119 1119 1090 1090 1040 936 936 1040 1104 1104 1125 1125 1125 1125 1125 694.1 800.1 943.1 806.2 891.9 856.8 694.1 631 716.1 781.2 943.1 748.5 891.9 748.5 800.1 692.6 630 830 830 830 830 830 821 821 821 821 821 809 809 809 809 809 789 789 769 769 734 721 721 734 774 774 613 613 613 613 613 250.2 122.6 153 200 116 173 250.2 305.3 192 157 153 141.3 116 141.3 122.6 166.8 203.5 310 310 310 310 310 331 331 331 331 331 349 349 349 349 349 238 238 296 296 297 480 480 397 281 281 500 500 500 500 500 166.8 183.9 102 133 173 116 166.8 203.5 288 236 102 212 173 212 183.9 250.2 305.3 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 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 0 0 0 0 0 0 0 0 0 0 0 52.61 59.76 67.31 69.66 71.62 74.17 18.13 22.53 27.34 29.98 31.35 32.72 6.27 14.7 23.22 27.92 31.35 39 41.24 14.99 13.52 24 37.42 11.47 22.44 21.16 31.84 14.8 25.18 17.54 14.2 21.65 29.39 13.52 16.26 31.45 37.23 18.13 32.72 39.49 41.05 42.13 18.13 26.74 61.92 47.22 51.04 7 14 28 90 180 270 7 14 28 56 90 180 1 3 7 14 28 180 360 3 3 7 28 7 28 7 28 7 28 28 7 28 90 3 7 28 90 7 28 90 180 360 14 180 180 90 180 1125 1125 1125 1125 1125 1125 974 974 974 974 974 974 966 966 966 966 966 978 978 1047 978 1047 1047 1111 1104 1069 1069 1069 1069 1118 1085 1085 1085 879 978 978 978 1047 1047 1047 1047 1047 974 974 1125 1125 1125 613 613 613 613 613 613 775 775 775 775 775 775 763 763 763 763 763 825 825 806 825 739 739 784 774 754 754 769 769 789 765 765 765 825 825 825 825 806 806 806 806 806 817 817 613 613 613 540 540 540 540 540 540 350 350 350 350 350 350 385 385 385 385 385 331 331 349 331 382 382 382 281 339 339 295 295 238 296 296 296 331 331 331 331 349 349 349 349 349 302 302 525 500 500 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 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 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 55.16 41.64 13.71 19.69 31.65 19.11 39.58 48.79 24 37.42 11.47 19.69 14.99 27.92 34.68 37.33 38.11 33.8 42.42 48.4 55.94 58.78 67.11 20.77 25.18 29.59 21.75 39.09 24.39 50.51 74.99 37.17 33.76 16.5 19.99 36.35 33.69 15.42 33.42 39.05 27.68 26.86 45.3 30.12 15.57 44.61 53.52 270 3 7 28 28 3 28 90 7 28 7 28 7 28 90 180 360 3 7 14 28 90 270 14 28 180 28 28 3 7 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 1125 1125 1111 1111 1060 940 940 940 1047 1047 1111 1111 970 970 970 970 970 1125 1125 1125 1125 1125 1125 974 974 974 974 1040 936 896 896 904 838 923 860 944 914 943 895 1013 953 1002 914 959 991 883 878 613 613 784 784 754 758 758 758 739 739 784 784 850 850 850 850 850 613 613 613 613 613 613 800 800 800 817 734 721 896 896 680 741 658 829 695 651 844 722 730 720 684 804 705 772 785 655 500 540 252 252 339 393 393 393 382 382 252 252 310 310 310 310 310 525 525 525 525 525 525 322 322 322 302 397 480 522 522 273 162 154 147 152 310 144 304 374 159 153 310 305 151 142 298 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 0 105 190 144 115 178 143 0 140 0 149 239 143 0 0 167 137 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 9 19 10 9 18 22 18 6 7 15 6 10 10 12 11 6 57.21 65.91 52.82 33.4 18.03 37.36 32.84 42.64 40.06 41.94 61.23 40.87 33.3 52.42 15.09 38.46 37.26 35.23 42.13 31.87 41.54 39.45 37.91 44.28 31.18 23.69 32.76 32.4 28.63 36.8 18.28 33.06 31.42 31.03 44.39 12.18 25.56 36.44 32.96 23.84 26.23 17.95 40.68 19.01 33.72 8.54 13.46 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 870 824 825 835 1023 1022 829 879 861 904 882 801 867 951 849 925 870 869 908 880 833 1049 859 870 818 892 990 864 853 1002 1047 827 819 949 867 992 1002 916 847 878 867 1002 801 1000 895 898 1074 774 757 805 821 729 698 710 815 737 696 790 778 736 709 846 783 780 656 829 744 790 688 827 768 813 780 789 761 695 689 697 872 778 795 824 816 689 753 893 728 824 830 792 822 733 713 678 321 366 280 252 165 156 160 298 318 287 326 356 132 322 164 314 321 140 288 298 265 160 166 276 322 149 159 261 237 313 155 146 296 133 313 152 153 140 149 300 153 148 326 153 262 158 151 164 187 129 97 0 243 188 0 0 121 166 0 207 149 0 0 0 164 121 0 111 250 260 116 0 139 187 100 92 0 183 230 0 210 145 0 145 133 236 0 145 0 0 145 111 0 0 5 7 9 8 12 11 11 6 6 9 9 11 5 8 13 10 11 6 7 11 6 12 13 9 10 6 11 9 6 8 9 3 11 3 8 8 8 7 13 10 8 16 11 8 5 11 16 32.24 23.52 29.72 49.77 52.44 40.93 44.86 13.2 37.43 29.87 56.61 12.46 23.79 13.29 39.42 46.23 44.52 23.74 26.14 15.52 43.57 35.86 41.05 28.99 46.24 26.92 10.54 25.1 29.07 9.74 33.8 39.84 26.97 27.23 30.65 33.05 24.58 21.91 30.88 15.34 24.34 23.89 22.93 29.41 28.63 36.8 18.29 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 931 953 967 936 917 970 986 979 1069 814 811 1047 877 961 910 869 1000 986 941 839 946 953 1002 880 924 1000 824 1000 923 877 919 822 847 961 820 819 935 965 848 1021 845 898 923 854 852.9 1001.9 1047.4 762 780 643 763 759 794 817 812 675 805 802 697 868 805 745 690 822 817 774 884 666 784 689 699 760 828 869 822 764 868 749 638 783 641 680 704 623 643 669 709 612 636 623 614 695.4 688.7 696.7 273 149 143 260 313 284 336 145 150 144 331 155 155 135 266 314 313 146 144 148 277 298 313 155 289 148 145 313 136 155 255 162 136 164 162 157 149 135 159 144 154 167 184 156 236.9 313.3 154.8 0 118 169 101 161 120 0 0 237 170 170 0 183 0 112 145 145 173 136 0 117 0 145 184 134 175 0 0 162 0 99 207 196 163 214 214 153 105 209 15 174 187 86 178 91.7 0 183.4 11 7 8 10 10 7 3 11 12 8 8 9 9 10 10 8 8 3 7 15 7 13 8 9 6 2 8 8 10 9 6 10 6 8 10 9 8 6 7 6 7 7 6 7 6 8 9.1 32.72 31.42 28.94 40.93 12.18 25.56 36.44 32.96 23.84 26.23 17.96 38.63 19.01 33.72 8.54 13.46 32.25 23.52 29.73 49.77 52.45 40.93 44.87 13.2 37.43 29.87 56.62 12.46 23.79 13.29 39.42 46.23 44.52 23.74 26.15 15.53 43.58 35.87 41.05 28.99 46.25 26.92 10.54 25.1 29.07 9.74 33.8 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 827 819.2 949.4 867.2 992 1001.9 916 846.8 878.2 867.2 1001.8 801.1 999.7 895.2 897.7 1074.5 931.3 953.4 967.4 935.7 916.6 970.4 985.8 979.5 1069.3 814.1 811 1047.4 877.2 961 909.7 869.1 999.7 985.8 941.5 838.9 946.5 953.2 1001.9 879.6 924.1 1000 824 999.7 922.6 877.2 919 871.8 778.4 795.3 824 815.9 688.7 753.4 892.7 727.6 824 830.1 792.5 822.2 732.6 712.9 678 762.2 780.3 643.5 762.9 759.5 794.2 816.8 811.5 674.8 805.3 802.3 696.7 867.7 804.9 744.5 690.2 822.2 816.8 774.3 884.3 665.6 784 688.7 698.5 760.1 828.5 868.7 822.2 764.4 867.7 749.3 145.9 296 133.1 313.3 151.6 153.1 139.9 149.5 299.8 153.1 148.1 326.5 152.7 261.9 158.4 150.7 272.6 149 143 259.9 312.9 284 336.5 144.8 150 143.7 330.5 154.8 154.8 134.7 266.2 314 312.7 145.7 143.8 148.1 277 298.1 313.3 155.2 289 147.8 145.4 312.7 136.4 154.8 255.3 230.5 0 210.2 145 0 145 132.6 236 0 145 0 0 144.7 110.5 0 0 0 117.6 169.4 100.6 160.5 119.7 0 0 236.8 170.2 169.6 0 183.4 0 112.3 145.3 144.7 172.6 136.3 0 116.8 0 145 183.9 133.7 175.1 0 0 161.6 0 98.8 3.4 10.5 3.1 8 7.9 8 7.4 12.6 9.9 8 16.1 10.8 8 5 11 15.6 10.6 7.1 8.4 10.4 9.6 7.2 3.4 11.1 11.9 8.5 8.1 9.1 9.1 10 10.4 8 8 3.4 7.5 15 7 12.8 8 9.2 5.5 2.2 7.8 8 10.4 9.1 6.5 37.17 33.76 16.5 19.99 36.35 38.22 15.42 33.42 39.06 27.68 26.86 45.3 30.12 15.57 44.61 53.52 57.22 65.91 52.83 33.4 18.03 37.36 35.31 42.64 40.06 43.8 61.24 40.87 33.31 52.43 15.09 38.46 37.27 35.23 42.14 31.88 41.54 39.46 37.92 44.28 31.18 23.7 32.77 32.4 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 28 904 838.1 923.2 860 944 913.9 942.7 895.5 1013.2 953.3 1001.8 914.3 959.4 991.2 882.6 878.4 870 824.3 825.1 835.5 1023.3 1022 828.7 879 860.5 904.4 881.6 801.4 866.9 951 849.3 925.3 870.1 868.6 907.9 879.6 832.6 1049.3 858.8 870.1 817.9 892.4 989.6 864.5 679.7 741.4 657.9 829.5 694.6 651.2 844.5 722.5 730.4 719.7 683.9 804 705.2 772.2 785.3 655.3 774 756.9 804.9 821.4 728.9 697.7 709.7 815.2 736.6 695.9 790 778.4 735.6 709.5 846 782.9 779.7 655.6 829.5 744.2 790.4 688.2 826.8 768.3 813.4 780 788.9 761.5 272.8 162 153.6 146.5 151.8 309.9 143.6 303.6 374.3 158.6 152.6 310 304.8 150.9 141.9 297.8 321.3 366 279.8 252.1 164.6 155.6 160.2 298.1 317.9 287.3 325.6 355.9 132 322.5 164.2 313.8 321.4 139.7 288.4 298.2 264.5 159.8 166 276.4 322.2 148.5 159.1 260.9 105.1 190.1 144.2 114.6 178.1 142.8 0 139.9 0 148.9 238.7 142.8 0 0 166.6 137.2 164.2 187 128.9 97.1 0 243.5 188 0 0 120.5 166.4 0 206.5 148.6 0 0 0 163.9 121 0 111 250 259.7 116 0 139.4 186.7 100.5 9 18.8 10.1 8.8 18.3 22.1 17.9 6.2 6.7 15 6.3 10 9.8 11.6 10.9 6 4.6 6.6 9.5 8.3 11.7 10.7 11.3 6.1 5.7 9.2 8.9 11 5.5 8.5 12.6 10.1 11.5 5.8 7 11.1 5.9 12.2 12.7 8.9 10.4 6.1 11.3 8.6 Water Ash 162 162 228 228 192 228 228 228 228 228 192 192 228 228 228 228 192 228 228 228 228 192 192 192 228 228 228 228 228 228 228 228 192 228 228 228 228 228 228 228 228 228 228 228 228 228 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 0 0 0 0 0 0 0 0 0 0 0 0 0 192 228 228 228 228 228 228 228 192 192 228 192 228 228 228 228 192 228 228 228 192 228 228 146 170.1 175.5 153.5 151.4 126.6 181.1 137.8 153.5 157.9 141.8 153.5 155.7 147.4 164.9 183.8 153.9 164.9 144.7 164.9 186 145.9 164.9 174.9 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 170.1 175.5 153.5 151.4 126.6 181.1 137.8 153.5 157.9 141.8 153.5 155.7 147.4 164.9 183.8 153.9 164.9 144.7 164.9 186 145.9 164.9 174.9 170.1 175.5 153.5 151.4 126.6 181.1 137.8 153.5 157.9 141.8 153.5 155.7 147.4 164.9 183.8 153.9 164.9 144.7 164.9 186 145.9 164.9 174.9 170.1 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 175.5 153.5 151.4 126.6 181.1 137.8 153.5 157.9 141.8 153.5 155.7 147.4 164.9 183.8 153.9 164.9 144.7 164.9 186 145.9 164.9 174.9 170.1 175.5 153.5 151.4 126.6 181.1 137.8 153.5 157.9 141.8 153.5 155.7 147.4 164.9 153.9 164.9 144.7 164.9 186 145.9 164.9 174.9 189.3 189.3 189.3 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 0 0 0 0 0 0 0 0 0 0 0 96.7 96.7 96.7 189.3 189.3 197.9 197.9 197.9 197.9 197.9 165.6 165.6 165.6 165.6 165.6 162.1 162.1 162.1 162.1 162.1 180.3 180.3 180.3 180.3 180.3 195.5 195.5 195.5 195.5 195.5 161.9 161.9 161.9 161.9 161.9 176.5 176.5 176.5 176.5 176.5 121.8 121.8 121.8 121.8 121.8 181.7 181.7 181.7 181.7 181.7 96.7 96.7 94.6 94.6 94.6 94.6 94.6 100.5 100.5 100.5 100.5 100.5 125.4 125.4 125.4 125.4 125.4 121.6 121.6 121.6 121.6 121.6 118.3 118.3 118.3 118.3 118.3 125.2 125.2 125.2 125.2 125.2 163.3 163.3 163.3 163.3 163.3 163.8 163.8 163.8 163.8 163.8 24.5 24.5 24.5 24.5 24.5 181.7 181.7 181.7 181.7 181.7 195.2 195.2 195.2 195.2 195.2 186.7 186.7 186.7 186.7 186.7 187.4 187.4 187.4 187.4 187.4 159.3 159.3 159.3 159.3 159.3 159.4 159.4 159.4 159.4 159.4 159 159 159 159 159 174 174 174 174 174 188.5 188.5 188.5 188.5 188.5 188.5 188.5 24.5 24.5 24.5 24.5 24.5 118.2 118.2 118.2 118.2 118.2 94.1 94.1 94.1 94.1 94.1 95.7 95.7 95.7 95.7 95.7 100.4 100.4 100.4 100.4 100.4 100.4 100.4 100.4 100.4 100.4 124.8 124.8 124.8 124.8 124.8 121.6 121.6 121.6 121.6 121.6 118.3 118.3 118.3 118.3 118.3 118.3 118.3 188.5 188.5 188.5 169.6 169.6 169.6 169.6 169.6 170.2 170.2 170.2 170.2 170.2 158.3 158.3 158.3 158.3 158.3 168.1 168.1 168.1 168.1 168.1 160.6 160.6 160.6 160.6 160.6 171.5 171.5 171.5 171.5 171.5 146.1 146.1 146.1 146.1 146.1 158.1 158.1 158.1 158.1 158.1 146.3 146.3 146.3 146.3 118.3 118.3 118.3 167 167 167 167 167 122 122 122 122 122 124.3 124.3 124.3 124.3 124.3 96.2 96.2 96.2 96.2 96.2 97.4 97.4 97.4 97.4 97.4 95.6 95.6 95.6 95.6 95.6 99.9 99.9 99.9 99.9 99.9 98.8 98.8 98.8 98.8 98.8 98.8 98.8 98.8 98.8 146.3 143.3 143.3 143.3 143.3 143.3 159.5 159.5 159.5 159.5 159.5 174.8 174.8 174.8 174.8 174.8 154.8 154.8 154.8 154.8 154.8 154.6 154.6 154.6 154.6 154.6 160.7 160.7 160.7 160.7 160.7 140.8 140.8 140.8 140.8 140.8 155.6 155.6 155.6 155.6 155.6 158.5 158.5 158.5 158.5 158.5 214.6 98.8 125.1 125.1 125.1 125.1 125.1 121.4 121.4 121.4 121.4 121.4 117.5 117.5 117.5 117.5 117.5 174.7 174.7 174.7 174.7 174.7 174.2 174.2 174.2 174.2 174.2 24.5 24.5 24.5 24.5 24.5 123.8 123.8 123.8 123.8 123.8 121.9 121.9 121.9 121.9 121.9 124.1 124.1 124.1 124.1 124.1 0 214.6 214.6 214.6 214.6 140 142 145 195 165 162 170 185 175 158 200 200 167 167 189 175 190 162 184 182 189 159 162 163 160 162 151 163.8 175.1 179.9 175.5 156.8 164.8 164 172.3 166.6 191.8 159.2 170.2 192.9 163.8 175.1 179.9 0 0 0 0 0 59 0 60 0 0 0 0 0 136 0 0 158 163 158 0 0 0 119 122 0 95 0 0 0 120 0 143.6 132.1 118.6 128.6 172.4 173.5 167 159.9 125.2 95.7 174.2 100.5 118.3 143.6 132.1 118.6 175.5 156.8 164.8 164 172.3 166.6 191.8 159.2 170.2 192.9 163.8 175.1 179.9 175.5 156.8 164.8 164 172.3 166.6 191.8 159.2 170.2 192.9 163.8 175.1 179.9 175.5 156.8 164.8 164 172.3 166.6 191.8 159.2 170.2 192.9 163.8 175.1 179.9 175.5 156.8 164.8 164 172.3 166.6 191.8 159.2 128.6 172.4 173.5 167 159.9 125.2 95.7 174.2 100.5 118.3 143.6 132.1 118.6 128.6 172.4 173.5 167 159.9 125.2 95.7 174.2 100.5 118.3 143.6 132.1 118.6 128.6 172.4 173.5 167 159.9 125.2 95.7 174.2 100.5 118.3 143.6 132.1 118.6 128.6 172.4 173.5 167 159.9 125.2 95.7 174.2 170.2 192.9 162 162 162 162 162 162 162 162 162 162 162 162 162 162 157 157 157 157 157 157 157 157 157 157 157 157 145 145 210 201 210 210 210 201 201 201 178 178 168 178 178 168 168 168 206 100.5 118.3 79 79 79 79 79 79 79 79 79 79 79 79 79 79 94 94 94 94 94 94 94 94 94 94 94 94 97 97 123 123 123 123 123 123 123 123 132 132 132 132 132 132 132 132 141 206 206 206 179 179 179 179 154 154 154 154 154 154 154 154 218 192 192 192 192 192 192 192 192 192 192 192 192 192 192 192 192 192 192 192 192 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 141 141 141 141 141 141 141 141 141 141 141 141 141 141 141 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 0 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 185.7 197 197 197 197 197 197 197 194 194 194 194 193 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 193 191 191 191 191 191 191 198 198 198 198 193 193 193 193 193 193 180 180 181 181 184 184 183 183 184 184 186 186 187 187 182 182 186 186 203.5 203.5 192 203.5 203.5 203.5 203.5 192 192 203.5 203.5 192 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 203.5 203.5 203.5 192 203.5 192 192 203.5 192 192 192 192 192 203.5 192 192 203.5 192 203.5 203.5 192 192 203.5 192 192 203.5 192 192 192 203.5 192 203.5 192 192 203.5 203.5 192 192 192 203.5 203.5 203.5 203.5 192 192 192 192 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 203.5 203.5 192 192 192 192 203.5 203.5 192 192 192 203.5 192 203.5 203.5 203.5 203.5 192 192 192 192 192 192 192 192 192 192 192 192 192 192 192 186 186 186 186 186 192 192 186 186 185 200 200 200 200 200 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 173 173 173 173 173 173 203 203 203 203 203 203 186 186 186 186 186 192 192 192 192 186 186 186 186 185 185 185 185 185 192 192 192 192 192 192 192 192 192 192 192 192 203 203 189 200 200 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 0 0 0 0 0 0 0 0 0 0 0 0 0 0 200 173 185 185 185 192 192 192 185 185 186 185 192 192 192 192 192 189 189 189 189 189 189 203 203 203 203 185 192 146 146 210 179 220 202 168 168 158 214 190 175 200 168 196 167 174 201 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 82 148 112 89 139 111 175 0 0 116 0 0 100 184 130 107 190 191 172 194 182 180 203 186 210 188 174 193 179 186 181 170 182 237 177 210 195 168 183 180 196 193 176 201 247 178 193 202 221 196 178 184 178 200 176 212 178 158 199 178 195 220 167 0 0 100 76 150 0 146 107 126 94 0 142 161 0 200 113 128 128 0 107 86 0 0 90 116 109 0 78 71 113 0 0 107 0 0 112 113 103 0 120 113 137 138 0 86 195 185 199 183 191 171 178 168 182 181 174 192 195 193 193 180 178 179 127 182 178 181 191 164 178 194 195 171 202 178 172 193 189 216 199 197 202 200 192 196 201 176 228 185 213 221 246.9 178.5 193.3 90 92 143 78 0 0 0 134 0 133 0 143 0 166 87 113 0 0 106 182 91 107 0 143 0 0 179 0 126 143 77 172 98 128 164 152 194 193 161 195 185 195 190 187 71.5 113 0 202.5 221.4 195.7 178.5 184.4 178.5 200.3 175.8 211.5 178.5 158.1 199 178.1 195.4 219.7 166.7 198.7 182.9 190.7 170.6 177.6 168.3 181.9 180.8 173.8 191.6 194.9 193.3 193.3 180.2 177.9 178.9 127.3 181.9 178.1 181.4 190.6 163.6 178.5 193.8 194.9 171.2 201.7 178.1 171.6 193.3 188.6 0 106.7 0 0 111.9 113 103.3 0 119.8 113 136.6 137.9 0 86.1 194.9 185.3 89.6 91.7 142.7 78.4 0 0 0 133.6 0 132.6 0 142.8 0 165.7 87.5 113.2 0 0 106.2 182.1 91 107.5 0 143.2 0 0 178.9 0 125.8 142.8 77 209.7 178.8 220.1 201.9 167.5 167.8 158.4 213.5 190.2 175.1 200 167.9 196 166.6 173.5 201.3 190.5 191.3 172.4 193.8 181.6 180.3 203.2 186.4 209.7 187.6 174 193.3 178.9 185.8 181.2 169.9 182.5 236.7 177.4 209.7 195.5 168.4 183.2 179.6 196 192.7 175.6 200.6 81.8 148.1 112.3 89.3 138.7 111.2 174.9 0 0 116 0 0 99.6 183.9 129.7 106.9 0 0 100.4 75.6 150.4 0 146.4 107 126.5 93.9 0 141.6 160.9 0 200.1 112.6 127.9 127.7 0 107 86.5 0 0 90.3 115.6 108.6 0 78.3
User generated content is uploaded by users for the purposes of learning and should be used following Studypool's honor code & terms of service.

This question has not been answered.

Create a free account to get help with this and any other question!

Related Tags