Brassica family tolerance field study analysis 1 16:22 Sunday, May 5, 1996 ---------------------------------- YEAR=1991 ---------------------------------- General Linear Models Procedure Class Level Information Class Levels Values BLOCK 3 1 2 3 CROP 7 1 3 4 5 6 7 8 PYRRAT 3 0 1 2 Number of observations in by group = 63 Brassica family tolerance field study analysis 2 16:22 Sunday, May 5, 1996 ---------------------------------- YEAR=1991 ---------------------------------- General Linear Models Procedure Dependent Variable: YLDKGA Sum of Mean Source DF Squares Square F Value Pr > F Model 34 185.81274170 5.46508064 25.45 0.0001 Error 28 6.01215419 0.21471979 Corrected Total 62 191.82489589 R-Square C.V. Root MSE YLDKGA Mean 0.968658 13.65102 0.4633787 3.3944619 Source DF Type I SS Mean Square F Value Pr > F BLOCK 2 3.44212475 1.72106237 8.02 0.0018 CROP 6 157.95957679 26.32659613 122.61 0.0001 BLOCK*CROP 12 15.96434155 1.33036180 6.20 0.0001 PYRRAT 2 1.31905718 0.65952859 3.07 0.0622 CROP*PYRRAT 12 7.12764143 0.59397012 2.77 0.0130 Source DF Type III SS Mean Square F Value Pr > F BLOCK 2 3.44212475 1.72106237 8.02 0.0018 CROP 6 157.95957679 26.32659613 122.61 0.0001 BLOCK*CROP 12 15.96434155 1.33036180 6.20 0.0001 PYRRAT 2 1.31905718 0.65952859 3.07 0.0622 CROP*PYRRAT 12 7.12764143 0.59397012 2.77 0.0130 Tests of Hypotheses using the Type III MS for BLOCK*CROP as an error term Source DF Type III SS Mean Square F Value Pr > F CROP 6 157.95957679 26.32659613 19.79 0.0001 Brassica family tolerance field study analysis 3 16:22 Sunday, May 5, 1996 ---------------------------------- YEAR=1991 ---------------------------------- General Linear Models Procedure Dependent Variable: LOGYLD Sum of Mean Source DF Squares Square F Value Pr > F Model 34 2.79136789 0.08209906 18.54 0.0001 Error 28 0.12401816 0.00442922 Corrected Total 62 2.91538605 R-Square C.V. Root MSE LOGYLD Mean 0.957461 13.93847 0.0665524 0.4774728 Source DF Type I SS Mean Square F Value Pr > F BLOCK 2 0.07746061 0.03873031 8.74 0.0011 CROP 6 2.26174281 0.37695714 85.11 0.0001 BLOCK*CROP 12 0.29751186 0.02479265 5.60 0.0001 PYRRAT 2 0.04401846 0.02200923 4.97 0.0142 CROP*PYRRAT 12 0.11063414 0.00921951 2.08 0.0540 Source DF Type III SS Mean Square F Value Pr > F BLOCK 2 0.07746061 0.03873031 8.74 0.0011 CROP 6 2.26174281 0.37695714 85.11 0.0001 BLOCK*CROP 12 0.29751186 0.02479265 5.60 0.0001 PYRRAT 2 0.04401846 0.02200923 4.97 0.0142 CROP*PYRRAT 12 0.11063414 0.00921951 2.08 0.0540 Tests of Hypotheses using the Type III MS for BLOCK*CROP as an error term Source DF Type III SS Mean Square F Value Pr > F CROP 6 2.26174281 0.37695714 15.20 0.0001 Brassica family tolerance field study analysis 4 16:22 Sunday, May 5, 1996 ---------------------------------- YEAR=1991 ---------------------------------- General Linear Models Procedure Source Type III Expected Mean Square BLOCK Var(Error) + 3 Var(BLOCK*CROP) + 21 Var(BLOCK) CROP Var(Error) + 3 Var(BLOCK*CROP) + Q(CROP,CROP*PYRRAT) BLOCK*CROP Var(Error) + 3 Var(BLOCK*CROP) PYRRAT Var(Error) + Q(PYRRAT,CROP*PYRRAT) CROP*PYRRAT Var(Error) + Q(CROP*PYRRAT) Brassica family tolerance field study analysis 5 16:22 Sunday, May 5, 1996 ---------------------------------- YEAR=1992 ---------------------------------- General Linear Models Procedure Class Level Information Class Levels Values BLOCK 3 1 2 3 CROP 7 1 3 4 5 6 7 8 PYRRAT 3 0 1 2 Number of observations in by group = 63 Brassica family tolerance field study analysis 6 16:22 Sunday, May 5, 1996 ---------------------------------- YEAR=1992 ---------------------------------- General Linear Models Procedure Dependent Variable: YLDKGA Sum of Mean Source DF Squares Square F Value Pr > F Model 34 671.57780383 19.75228835 26.58 0.0001 Error 28 20.80720136 0.74311433 Corrected Total 62 692.38500519 R-Square C.V. Root MSE YLDKGA Mean 0.969949 19.30464 0.8620408 4.4654586 Source DF Type I SS Mean Square F Value Pr > F BLOCK 2 11.11327952 5.55663976 7.48 0.0025 CROP 6 583.10645009 97.18440835 130.78 0.0001 BLOCK*CROP 12 47.83922475 3.98660206 5.36 0.0001 PYRRAT 2 3.07498384 1.53749192 2.07 0.1452 CROP*PYRRAT 12 26.44386564 2.20365547 2.97 0.0087 Source DF Type III SS Mean Square F Value Pr > F BLOCK 2 11.11327952 5.55663976 7.48 0.0025 CROP 6 583.10645009 97.18440835 130.78 0.0001 BLOCK*CROP 12 47.83922475 3.98660206 5.36 0.0001 PYRRAT 2 3.07498384 1.53749192 2.07 0.1452 CROP*PYRRAT 12 26.44386564 2.20365547 2.97 0.0087 Tests of Hypotheses using the Type III MS for BLOCK*CROP as an error term Source DF Type III SS Mean Square F Value Pr > F CROP 6 583.10645009 97.18440835 24.38 0.0001 Brassica family tolerance field study analysis 7 16:22 Sunday, May 5, 1996 ---------------------------------- YEAR=1992 ---------------------------------- General Linear Models Procedure Dependent Variable: LOGYLD Sum of Mean Source DF Squares Square F Value Pr > F Model 34 7.80285337 0.22949569 17.67 0.0001 Error 28 0.36369864 0.01298924 Corrected Total 62 8.16655201 R-Square C.V. Root MSE LOGYLD Mean 0.955465 21.99947 0.1139703 0.5180595 Source DF Type I SS Mean Square F Value Pr > F BLOCK 2 0.04823494 0.02411747 1.86 0.1749 CROP 6 7.24331454 1.20721909 92.94 0.0001 BLOCK*CROP 12 0.18760913 0.01563409 1.20 0.3283 PYRRAT 2 0.01847444 0.00923722 0.71 0.4997 CROP*PYRRAT 12 0.30522032 0.02543503 1.96 0.0701 Source DF Type III SS Mean Square F Value Pr > F BLOCK 2 0.04823494 0.02411747 1.86 0.1749 CROP 6 7.24331454 1.20721909 92.94 0.0001 BLOCK*CROP 12 0.18760913 0.01563409 1.20 0.3283 PYRRAT 2 0.01847444 0.00923722 0.71 0.4997 CROP*PYRRAT 12 0.30522032 0.02543503 1.96 0.0701 Tests of Hypotheses using the Type III MS for BLOCK*CROP as an error term Source DF Type III SS Mean Square F Value Pr > F CROP 6 7.24331454 1.20721909 77.22 0.0001 Brassica family tolerance field study analysis 8 16:22 Sunday, May 5, 1996 ---------------------------------- YEAR=1992 ---------------------------------- General Linear Models Procedure Source Type III Expected Mean Square BLOCK Var(Error) + 3 Var(BLOCK*CROP) + 21 Var(BLOCK) CROP Var(Error) + 3 Var(BLOCK*CROP) + Q(CROP,CROP*PYRRAT) BLOCK*CROP Var(Error) + 3 Var(BLOCK*CROP) PYRRAT Var(Error) + Q(PYRRAT,CROP*PYRRAT) CROP*PYRRAT Var(Error) + Q(CROP*PYRRAT) Brassica family tolerance field study analysis 9 16:22 Sunday, May 5, 1996 ---------------------------------- YEAR=1991 ---------------------------------- The MIXED Procedure Class Level Information Class Levels Values BLOCK 3 1 2 3 CROP 7 1 3 4 5 6 7 8 PYRRAT 3 0 1 2 REML Estimation Iteration History Iteration Evaluations Objective Criterion 0 1 43.97897791 1 1 26.50635382 0.00000000 Convergence criteria met. Covariance Parameter Estimates (REML) Cov Parm Ratio Estimate Std Error Z Pr > |Z| BLOCK 0.08664683 0.01860479 0.08593929 0.22 0.8286 BLOCK*CROP 1.73193474 0.37188067 0.18204708 2.04 0.0411 Residual 1.00000000 0.21471979 0.05738628 3.74 0.0002 Model Fitting Information for YLDKGA Description Value Observations 63.0000 Variance Estimate 0.2147 Standard Deviation Estimate 0.4634 REML Log Likelihood -51.8486 Akaike's Information Criterion -54.8486 Schwarz's Bayesian Criterion -57.4551 -2 REML Log Likelihood 103.6972 Tests of Fixed Effects Source NDF DDF Type III F Pr > F CROP 6 12 19.79 0.0001 PYRRAT 2 28 3.07 0.0622 CROP*PYRRAT 12 28 2.77 0.0130 Brassica family tolerance field study analysis 10 16:22 Sunday, May 5, 1996 ---------------------------------- YEAR=1992 ---------------------------------- The MIXED Procedure Class Level Information Class Levels Values BLOCK 3 1 2 3 CROP 7 1 3 4 5 6 7 8 PYRRAT 3 0 1 2 REML Estimation Iteration History Iteration Evaluations Objective Criterion 0 1 92.00750836 1 1 76.78276605 0.00000000 Convergence criteria met. Covariance Parameter Estimates (REML) Cov Parm Ratio Estimate Std Error Z Pr > |Z| BLOCK 0.10060861 0.07476370 0.27571831 0.27 0.7863 BLOCK*CROP 1.45490744 1.08116258 0.54653219 1.98 0.0479 Residual 1.00000000 0.74311433 0.19860566 3.74 0.0002 Model Fitting Information for YLDKGA Description Value Observations 63.0000 Variance Estimate 0.7431 Standard Deviation Estimate 0.8620 REML Log Likelihood -76.9868 Akaike's Information Criterion -79.9868 Schwarz's Bayesian Criterion -82.5933 -2 REML Log Likelihood 153.9736 Tests of Fixed Effects Source NDF DDF Type III F Pr > F CROP 6 12 24.38 0.0001 PYRRAT 2 28 2.07 0.1452 CROP*PYRRAT 12 28 2.97 0.0087 Brassica family tolerance field study analysis 11 16:22 Sunday, May 5, 1996 ---------------------------------- YEAR=1991 ---------------------------------- The MIXED Procedure Class Level Information Class Levels Values BLOCK 3 1 2 3 CROP 7 1 3 4 5 6 7 8 PYRRAT 3 0 1 2 REML Estimation Iteration History Iteration Evaluations Objective Criterion 0 1 -121.1083199 1 1 -137.5447909 0.00000000 Convergence criteria met. Covariance Parameter Estimates (REML) Cov Parm Ratio Estimate Std Error Z Pr > |Z| BLOCK 0.14984527 0.00066370 0.00190624 0.35 0.7277 BLOCK*CROP 1.53250716 0.00678781 0.00339685 2.00 0.0457 Residual 1.00000000 0.00442922 0.00118376 3.74 0.0002 Model Fitting Information for LOGYLD Description Value Observations 63.0000 Variance Estimate 0.0044 Standard Deviation Estimate 0.0666 REML Log Likelihood 30.1770 Akaike's Information Criterion 27.1770 Schwarz's Bayesian Criterion 24.5705 -2 REML Log Likelihood -60.3540 Tests of Fixed Effects Source NDF DDF Type III F Pr > F CROP 6 12 15.20 0.0001 PYRRAT 2 28 4.97 0.0142 CROP*PYRRAT 12 28 2.08 0.0540 Brassica family tolerance field study analysis 12 16:22 Sunday, May 5, 1996 ---------------------------------- YEAR=1992 ---------------------------------- The MIXED Procedure Class Level Information Class Levels Values BLOCK 3 1 2 3 CROP 7 1 3 4 5 6 7 8 PYRRAT 3 0 1 2 REML Estimation Iteration History Iteration Evaluations Objective Criterion 0 1 -113.3979650 1 1 -113.9001515 0.00000000 Convergence criteria met. Covariance Parameter Estimates (REML) Cov Parm Ratio Estimate Std Error Z Pr > |Z| BLOCK 0.03110038 0.00040397 0.00118799 0.34 0.7338 BLOCK*CROP 0.06787304 0.00088162 0.00242187 0.36 0.7158 Residual 1.00000000 0.01298924 0.00347152 3.74 0.0002 Model Fitting Information for LOGYLD Description Value Observations 63.0000 Variance Estimate 0.0130 Standard Deviation Estimate 0.1140 REML Log Likelihood 18.3547 Akaike's Information Criterion 15.3547 Schwarz's Bayesian Criterion 12.7482 -2 REML Log Likelihood -36.7093 Tests of Fixed Effects Source NDF DDF Type III F Pr > F CROP 6 12 77.22 0.0001 PYRRAT 2 28 0.71 0.4997 CROP*PYRRAT 12 28 1.96 0.0701 Brassica family tolerance field study analysis 13 16:22 Sunday, May 5, 1996 General Linear Models Procedure Class Level Information Class Levels Values YEAR 2 1991 1992 BLOCK 3 1 2 3 CROP 7 1 3 4 5 6 7 8 PYRRAT 3 0 1 2 Number of observations in data set = 126 Brassica family tolerance field study analysis 14 16:22 Sunday, May 5, 1996 General Linear Models Procedure Dependent Variable: YLDKGA Sum of Mean Source DF Squares Square F Value Pr > F Model 69 893.52211211 12.94959583 27.04 0.0001 Error 56 26.81935555 0.47891706 Corrected Total 125 920.34146767 R-Square C.V. Root MSE YLDKGA Mean 0.970859 17.60930 0.6920383 3.9299602 Source DF Type I SS Mean Square F Value Pr > F YEAR 1 36.13156659 36.13156659 75.44 0.0001 BLOCK(YEAR) 4 14.55540427 3.63885107 7.60 0.0001 CROP 6 518.28361134 86.38060189 180.37 0.0001 YEAR*CROP 6 222.78241554 37.13040259 77.53 0.0001 BLOCK*CROP(YEAR) 24 63.80356630 2.65848193 5.55 0.0001 PYRRAT 2 3.90379963 1.95189981 4.08 0.0223 YEAR*PYRRAT 2 0.49024139 0.24512069 0.51 0.6022 CROP*PYRRAT 12 25.75779682 2.14648307 4.48 0.0001 YEAR*CROP*PYRRAT 12 7.81371024 0.65114252 1.36 0.2130 Source DF Type III SS Mean Square F Value Pr > F YEAR 1 36.13156659 36.13156659 75.44 0.0001 BLOCK(YEAR) 4 14.55540427 3.63885107 7.60 0.0001 CROP 6 518.28361134 86.38060189 180.37 0.0001 YEAR*CROP 6 222.78241554 37.13040259 77.53 0.0001 BLOCK*CROP(YEAR) 24 63.80356630 2.65848193 5.55 0.0001 PYRRAT 2 3.90379963 1.95189981 4.08 0.0223 YEAR*PYRRAT 2 0.49024139 0.24512069 0.51 0.6022 CROP*PYRRAT 12 25.75779682 2.14648307 4.48 0.0001 YEAR*CROP*PYRRAT 12 7.81371024 0.65114252 1.36 0.2130 Tests of Hypotheses using the Type III MS for BLOCK(YEAR) as an error term Source DF Type III SS Mean Square F Value Pr > F YEAR 1 36.13156659 36.13156659 9.93 0.0345 Brassica family tolerance field study analysis 15 16:22 Sunday, May 5, 1996 General Linear Models Procedure Dependent Variable: YLDKGA Tests of Hypotheses using the Type III MS for BLOCK*CROP(YEAR) as an error term Source DF Type III SS Mean Square F Value Pr > F CROP 6 518.28361134 86.38060189 32.49 0.0001 YEAR*CROP 6 222.78241554 37.13040259 13.97 0.0001 Brassica family tolerance field study analysis 16 16:22 Sunday, May 5, 1996 General Linear Models Procedure Dependent Variable: LOGYLD Sum of Mean Source DF Squares Square F Value Pr > F Model 69 10.64611057 0.15429146 17.72 0.0001 Error 56 0.48771680 0.00870923 Corrected Total 125 11.13382737 R-Square C.V. Root MSE LOGYLD Mean 0.956195 18.74841 0.0933232 0.4977661 Source DF Type I SS Mean Square F Value Pr > F YEAR 1 0.05188931 0.05188931 5.96 0.0178 BLOCK(YEAR) 4 0.12569555 0.03142389 3.61 0.0110 CROP 6 6.95157751 1.15859625 133.03 0.0001 YEAR*CROP 6 2.55347984 0.42557997 48.87 0.0001 BLOCK*CROP(YEAR) 24 0.48512099 0.02021337 2.32 0.0050 PYRRAT 2 0.05241903 0.02620952 3.01 0.0574 YEAR*PYRRAT 2 0.01007388 0.00503694 0.58 0.5641 CROP*PYRRAT 12 0.30686834 0.02557236 2.94 0.0032 YEAR*CROP*PYRRAT 12 0.10898612 0.00908218 1.04 0.4245 Source DF Type III SS Mean Square F Value Pr > F YEAR 1 0.05188931 0.05188931 5.96 0.0178 BLOCK(YEAR) 4 0.12569555 0.03142389 3.61 0.0110 CROP 6 6.95157751 1.15859625 133.03 0.0001 YEAR*CROP 6 2.55347984 0.42557997 48.87 0.0001 BLOCK*CROP(YEAR) 24 0.48512099 0.02021337 2.32 0.0050 PYRRAT 2 0.05241903 0.02620952 3.01 0.0574 YEAR*PYRRAT 2 0.01007388 0.00503694 0.58 0.5641 CROP*PYRRAT 12 0.30686834 0.02557236 2.94 0.0032 YEAR*CROP*PYRRAT 12 0.10898612 0.00908218 1.04 0.4245 Tests of Hypotheses using the Type III MS for BLOCK(YEAR) as an error term Source DF Type III SS Mean Square F Value Pr > F YEAR 1 0.05188931 0.05188931 1.65 0.2681 Brassica family tolerance field study analysis 17 16:22 Sunday, May 5, 1996 General Linear Models Procedure Dependent Variable: LOGYLD Tests of Hypotheses using the Type III MS for BLOCK*CROP(YEAR) as an error term Source DF Type III SS Mean Square F Value Pr > F CROP 6 6.95157751 1.15859625 57.32 0.0001 YEAR*CROP 6 2.55347984 0.42557997 21.05 0.0001 Brassica family tolerance field study analysis 18 16:22 Sunday, May 5, 1996 General Linear Models Procedure Source Type III Expected Mean Square YEAR Var(Error) + 3 Var(BLOCK*CROP(YEAR)) + 21 Var(BLOCK(YEAR)) + Q(YEAR,YEAR*CROP,YEAR*PYRRAT,YEAR*CROP*PYRRAT) BLOCK(YEAR) Var(Error) + 3 Var(BLOCK*CROP(YEAR)) + 21 Var(BLOCK(YEAR)) CROP Var(Error) + 3 Var(BLOCK*CROP(YEAR)) + Q(CROP,YEAR*CROP,CROP*PYRRAT,YEAR*CROP*PYRRAT) YEAR*CROP Var(Error) + 3 Var(BLOCK*CROP(YEAR)) + Q(YEAR*CROP,YEAR*CROP*PYRRAT) BLOCK*CROP(YEAR) Var(Error) + 3 Var(BLOCK*CROP(YEAR)) PYRRAT Var(Error) + Q(PYRRAT,YEAR*PYRRAT,CROP*PYRRAT,YEAR*CROP*PYRRAT) YEAR*PYRRAT Var(Error) + Q(YEAR*PYRRAT,YEAR*CROP*PYRRAT) CROP*PYRRAT Var(Error) + Q(CROP*PYRRAT,YEAR*CROP*PYRRAT) YEAR*CROP*PYRRAT Var(Error) + Q(YEAR*CROP*PYRRAT) Brassica family tolerance field study analysis 19 16:22 Sunday, May 5, 1996 The MIXED Procedure Class Level Information Class Levels Values YEAR 2 1991 1992 BLOCK 3 1 2 3 CROP 7 1 3 4 5 6 7 8 PYRRAT 3 0 1 2 REML Estimation Iteration History Iteration Evaluations Objective Criterion 0 1 149.02831432 1 1 117.54575510 0.00000000 Convergence criteria met. Covariance Parameter Estimates (REML) Cov Parm Ratio Estimate Std Error Z Pr > |Z| BLOCK(YEAR) 0.09747877 0.04668424 0.12786028 0.37 0.7150 BLOCK*CROP(YEAR) 1.51700926 0.72652162 0.25758537 2.82 0.0048 Residual 1.00000000 0.47891706 0.09050682 5.29 0.0001 Model Fitting Information for YLDKGA Description Value Observations 126.0000 Variance Estimate 0.4789 Standard Deviation Estimate 0.6920 REML Log Likelihood -135.964 Akaike's Information Criterion -138.964 Schwarz's Bayesian Criterion -142.610 -2 REML Log Likelihood 271.9274 Tests of Fixed Effects Source NDF DDF Type III F Pr > F CROP 6 24 32.49 0.0001 YEAR 1 4 9.93 0.0345 YEAR*CROP 6 24 13.97 0.0001 PYRRAT 2 56 4.08 0.0223 Brassica family tolerance field study analysis 20 16:22 Sunday, May 5, 1996 Tests of Fixed Effects Source NDF DDF Type III F Pr > F CROP*PYRRAT 12 56 4.48 0.0001 YEAR*PYRRAT 2 56 0.51 0.6022 YEAR*CROP*PYRRAT 12 56 1.36 0.2130 Brassica family tolerance field study analysis 21 16:22 Sunday, May 5, 1996 The MIXED Procedure Class Level Information Class Levels Values YEAR 2 1991 1992 BLOCK 3 1 2 3 CROP 7 1 3 4 5 6 7 8 PYRRAT 3 0 1 2 REML Estimation Iteration History Iteration Evaluations Objective Criterion 0 1 -234.1529142 1 1 -242.9617257 0.00000000 Convergence criteria met. Covariance Parameter Estimates (REML) Cov Parm Ratio Estimate Std Error Z Pr > |Z| BLOCK(YEAR) 0.06129520 0.00053383 0.00109397 0.49 0.6256 BLOCK*CROP(YEAR) 0.44030481 0.00383472 0.00202093 1.90 0.0578 Residual 1.00000000 0.00870923 0.00164589 5.29 0.0001 Model Fitting Information for LOGYLD Description Value Observations 126.0000 Variance Estimate 0.0087 Standard Deviation Estimate 0.0933 REML Log Likelihood 44.2900 Akaike's Information Criterion 41.2900 Schwarz's Bayesian Criterion 37.6438 -2 REML Log Likelihood -88.5801 Tests of Fixed Effects Source NDF DDF Type III F Pr > F CROP 6 24 57.32 0.0001 YEAR 1 4 1.65 0.2681 YEAR*CROP 6 24 21.05 0.0001 PYRRAT 2 56 3.01 0.0574 Brassica family tolerance field study analysis 22 16:22 Sunday, May 5, 1996 Tests of Fixed Effects Source NDF DDF Type III F Pr > F CROP*PYRRAT 12 56 2.94 0.0032 YEAR*PYRRAT 2 56 0.58 0.5641 YEAR*CROP*PYRRAT 12 56 1.04 0.4245 Brassica family tolerance field study analysis 23 16:22 Sunday, May 5, 1996 General Linear Models Procedure Class Level Information Class Levels Values YEAR 2 1991 1992 BLOCK 3 1 2 3 CROP 7 1 3 4 5 6 7 8 PYRRAT 3 0 1 2 Number of observations in data set = 126 Brassica family tolerance field study analysis 24 16:22 Sunday, May 5, 1996 General Linear Models Procedure Dependent Variable: YLDKGA Sum of Mean Source DF Squares Square F Value Pr > F Model 55 885.21816048 16.09487565 32.08 0.0001 Error 70 35.12330718 0.50176153 Corrected Total 125 920.34146767 R-Square C.V. Root MSE YLDKGA Mean 0.961837 18.02439 0.7083513 3.9299602 Source DF Type I SS Mean Square F Value Pr > F YEAR 1 36.13156659 36.13156659 72.01 0.0001 BLOCK(YEAR) 4 14.55540427 3.63885107 7.25 0.0001 CROP 6 518.28361134 86.38060189 172.15 0.0001 YEAR*CROP 6 222.78241554 37.13040259 74.00 0.0001 BLOCK*CROP(YEAR) 24 63.80356630 2.65848193 5.30 0.0001 PYRRAT 2 3.90379963 1.95189981 3.89 0.0250 CROP*PYRRAT 12 25.75779682 2.14648307 4.28 0.0001 Source DF Type III SS Mean Square F Value Pr > F YEAR 1 36.13156659 36.13156659 72.01 0.0001 BLOCK(YEAR) 4 14.55540427 3.63885107 7.25 0.0001 CROP 6 518.28361134 86.38060189 172.15 0.0001 YEAR*CROP 6 222.78241554 37.13040259 74.00 0.0001 BLOCK*CROP(YEAR) 24 63.80356630 2.65848193 5.30 0.0001 PYRRAT 2 3.90379963 1.95189981 3.89 0.0250 CROP*PYRRAT 12 25.75779682 2.14648307 4.28 0.0001 Tests of Hypotheses using the Type III MS for BLOCK(YEAR) as an error term Source DF Type III SS Mean Square F Value Pr > F YEAR 1 36.13156659 36.13156659 9.93 0.0345 Tests of Hypotheses using the Type III MS for BLOCK*CROP(YEAR) as an error term Source DF Type III SS Mean Square F Value Pr > F CROP 6 518.28361134 86.38060189 32.49 0.0001 YEAR*CROP 6 222.78241554 37.13040259 13.97 0.0001 Brassica family tolerance field study analysis 25 16:22 Sunday, May 5, 1996 General Linear Models Procedure Dependent Variable: LOGYLD Sum of Mean Source DF Squares Square F Value Pr > F Model 55 10.52705057 0.19140092 22.08 0.0001 Error 70 0.60677680 0.00866824 Corrected Total 125 11.13382737 R-Square C.V. Root MSE LOGYLD Mean 0.945502 18.70424 0.0931034 0.4977661 Source DF Type I SS Mean Square F Value Pr > F YEAR 1 0.05188931 0.05188931 5.99 0.0169 BLOCK(YEAR) 4 0.12569555 0.03142389 3.63 0.0096 CROP 6 6.95157751 1.15859625 133.66 0.0001 YEAR*CROP 6 2.55347984 0.42557997 49.10 0.0001 BLOCK*CROP(YEAR) 24 0.48512099 0.02021337 2.33 0.0033 PYRRAT 2 0.05241903 0.02620952 3.02 0.0550 CROP*PYRRAT 12 0.30686834 0.02557236 2.95 0.0023 Source DF Type III SS Mean Square F Value Pr > F YEAR 1 0.05188931 0.05188931 5.99 0.0169 BLOCK(YEAR) 4 0.12569555 0.03142389 3.63 0.0096 CROP 6 6.95157751 1.15859625 133.66 0.0001 YEAR*CROP 6 2.55347984 0.42557997 49.10 0.0001 BLOCK*CROP(YEAR) 24 0.48512099 0.02021337 2.33 0.0033 PYRRAT 2 0.05241903 0.02620952 3.02 0.0550 CROP*PYRRAT 12 0.30686834 0.02557236 2.95 0.0023 Tests of Hypotheses using the Type III MS for BLOCK(YEAR) as an error term Source DF Type III SS Mean Square F Value Pr > F YEAR 1 0.05188931 0.05188931 1.65 0.2681 Tests of Hypotheses using the Type III MS for BLOCK*CROP(YEAR) as an error term Source DF Type III SS Mean Square F Value Pr > F CROP 6 6.95157751 1.15859625 57.32 0.0001 YEAR*CROP 6 2.55347984 0.42557997 21.05 0.0001 Brassica family tolerance field study analysis 26 16:22 Sunday, May 5, 1996 General Linear Models Procedure Source Type III Expected Mean Square YEAR Var(Error) + 3 Var(BLOCK*CROP(YEAR)) + 21 Var(BLOCK(YEAR)) + Q(YEAR,YEAR*CROP) BLOCK(YEAR) Var(Error) + 3 Var(BLOCK*CROP(YEAR)) + 21 Var(BLOCK(YEAR)) CROP Var(Error) + 3 Var(BLOCK*CROP(YEAR)) + Q(CROP,YEAR*CROP,CROP*PYRRAT) YEAR*CROP Var(Error) + 3 Var(BLOCK*CROP(YEAR)) + Q(YEAR*CROP) BLOCK*CROP(YEAR) Var(Error) + 3 Var(BLOCK*CROP(YEAR)) PYRRAT Var(Error) + Q(PYRRAT,CROP*PYRRAT) CROP*PYRRAT Var(Error) + Q(CROP*PYRRAT) Brassica family tolerance field study analysis 27 16:22 Sunday, May 5, 1996 General Linear Models Procedure Least Squares Means Standard Errors and Probabilities calculated using the Type III MS for BLOCK*CROP(YEAR) as an Error term YEAR CROP YLDKGA Std Err Pr > |T| LSMEAN LSMEAN H0:LSMEAN=0 1991 1 6.9795111 0.5434951 0.0001 1991 3 2.7931556 0.5434951 0.0001 1991 4 2.9674556 0.5434951 0.0001 1991 5 2.9487889 0.5434951 0.0001 1991 6 3.4120444 0.5434951 0.0001 1991 7 3.2494000 0.5434951 0.0001 1991 8 1.4108778 0.5434951 0.0158 1992 1 7.4011878 0.5434951 0.0001 1992 3 0.8630556 0.5434951 0.1254 1992 4 10.2108444 0.5434951 0.0001 1992 5 3.5096222 0.5434951 0.0001 1992 6 4.3012111 0.5434951 0.0001 1992 7 3.3253000 0.5434951 0.0001 1992 8 1.6469889 0.5434951 0.0058 Standard Errors and Probabilities calculated using the Type III MS for BLOCK*CROP(YEAR) as an Error term YEAR CROP LOGYLD Std Err Pr > |T| LSMEAN LSMEAN H0:LSMEAN=0 1991 1 0.84221138 0.04739125 0.0001 1991 3 0.44033644 0.04739125 0.0001 1991 4 0.45193926 0.04739125 0.0001 1991 5 0.45287902 0.04739125 0.0001 1991 6 0.51520562 0.04739125 0.0001 1991 7 0.49949729 0.04739125 0.0001 1991 8 0.14024030 0.04739125 0.0068 1992 1 0.86764854 0.04739125 0.0001 1992 3 -0.07994954 0.04739125 0.1046 1992 4 0.99132763 0.04739125 0.0001 1992 5 0.52025193 0.04739125 0.0001 1992 6 0.59794860 0.04739125 0.0001 1992 7 0.51872532 0.04739125 0.0001 1992 8 0.21046370 0.04739125 0.0002 Brassica family tolerance field study analysis 28 16:22 Sunday, May 5, 1996 General Linear Models Procedure Least Squares Means CROP PYRRAT YLDKGA Std Err Pr > |T| LSMEAN LSMEAN H0:LSMEAN=0 1 0 6.69938167 0.28918320 0.0001 1 1 7.46024333 0.28918320 0.0001 1 2 7.41142333 0.28918320 0.0001 3 0 1.76686667 0.28918320 0.0001 3 1 1.84336667 0.28918320 0.0001 3 2 1.87408333 0.28918320 0.0001 4 0 7.33553333 0.28918320 0.0001 4 1 6.45180000 0.28918320 0.0001 4 2 5.98011667 0.28918320 0.0001 5 0 3.15178333 0.28918320 0.0001 5 1 3.40000000 0.28918320 0.0001 5 2 3.13583333 0.28918320 0.0001 6 0 5.26986667 0.28918320 0.0001 6 1 3.60000000 0.28918320 0.0001 6 2 2.70001667 0.28918320 0.0001 7 0 3.01446667 0.28918320 0.0001 7 1 3.42650000 0.28918320 0.0001 7 2 3.42108333 0.28918320 0.0001 8 0 1.74533333 0.28918320 0.0001 8 1 1.39653333 0.28918320 0.0001 8 2 1.44493333 0.28918320 0.0001 CROP PYRRAT LOGYLD Std Err Pr > |T| LSMEAN LSMEAN H0:LSMEAN=0 1 0 0.82539713 0.03800930 0.0001 1 1 0.87168425 0.03800930 0.0001 1 2 0.86770850 0.03800930 0.0001 3 0 0.18366792 0.03800930 0.0001 3 1 0.15715217 0.03800930 0.0001 3 2 0.19976026 0.03800930 0.0001 4 0 0.77292343 0.03800930 0.0001 4 1 0.70097947 0.03800930 0.0001 4 2 0.69099743 0.03800930 0.0001 5 0 0.46520577 0.03800930 0.0001 5 1 0.51275998 0.03800930 0.0001 5 2 0.48173067 0.03800930 0.0001 6 0 0.71219626 0.03800930 0.0001 6 1 0.54439650 0.03800930 0.0001 6 2 0.41313857 0.03800930 0.0001 7 0 0.47639117 0.03800930 0.0001 7 1 0.52775547 0.03800930 0.0001 7 2 0.52318729 0.03800930 0.0001 8 0 0.23757278 0.03800930 0.0001 8 1 0.13669688 0.03800930 0.0006 8 2 0.15178634 0.03800930 0.0002 Brassica family tolerance field study analysis 29 16:22 Sunday, May 5, 1996 OBS _NAME_ CROP PYRRAT LSMEAN STDERR 1 YLDKGA 1 0 6.69938 0.28918 2 YLDKGA 1 1 7.46024 0.28918 3 YLDKGA 1 2 7.41142 0.28918 4 YLDKGA 3 0 1.76687 0.28918 5 YLDKGA 3 1 1.84337 0.28918 6 YLDKGA 3 2 1.87408 0.28918 7 YLDKGA 4 0 7.33553 0.28918 8 YLDKGA 4 1 6.45180 0.28918 9 YLDKGA 4 2 5.98012 0.28918 10 YLDKGA 5 0 3.15178 0.28918 11 YLDKGA 5 1 3.40000 0.28918 12 YLDKGA 5 2 3.13583 0.28918 13 YLDKGA 6 0 5.26987 0.28918 14 YLDKGA 6 1 3.60000 0.28918 15 YLDKGA 6 2 2.70002 0.28918 16 YLDKGA 7 0 3.01447 0.28918 17 YLDKGA 7 1 3.42650 0.28918 18 YLDKGA 7 2 3.42108 0.28918 19 YLDKGA 8 0 1.74533 0.28918 20 YLDKGA 8 1 1.39653 0.28918 21 YLDKGA 8 2 1.44493 0.28918 22 LOGYLD 1 0 0.82540 0.03801 23 LOGYLD 1 1 0.87168 0.03801 24 LOGYLD 1 2 0.86771 0.03801 25 LOGYLD 3 0 0.18367 0.03801 26 LOGYLD 3 1 0.15715 0.03801 27 LOGYLD 3 2 0.19976 0.03801 28 LOGYLD 4 0 0.77292 0.03801 29 LOGYLD 4 1 0.70098 0.03801 30 LOGYLD 4 2 0.69100 0.03801 31 LOGYLD 5 0 0.46521 0.03801 32 LOGYLD 5 1 0.51276 0.03801 33 LOGYLD 5 2 0.48173 0.03801 34 LOGYLD 6 0 0.71220 0.03801 35 LOGYLD 6 1 0.54440 0.03801 36 LOGYLD 6 2 0.41314 0.03801 37 LOGYLD 7 0 0.47639 0.03801 38 LOGYLD 7 1 0.52776 0.03801 39 LOGYLD 7 2 0.52319 0.03801 40 LOGYLD 8 0 0.23757 0.03801 41 LOGYLD 8 1 0.13670 0.03801 42 LOGYLD 8 2 0.15179 0.03801 Brassica family tolerance field study analysis 30 16:22 Sunday, May 5, 1996 Plot of LSMEAN*PYRRAT. Symbol is value of CROP. LSMEAN | | 8 + | | |4 1 1 | 7 + | |1 | 4 | 6 + 4 | | | |6 5 + | | | | 4 + | | 6 | 5 7 |5 5 3 +7 | 6 | | | 2 + |3 3 3 | | 8 8 | 1 + |1 1 1 | 5 4 |5 5 |3 3 3 0 + | -+----------------------------------+----------------------------------+ 0 1 2 PYRRAT NOTE: 13 obs hidden. Brassica family tolerance field study analysis 31 16:22 Sunday, May 5, 1996 Plot of LSMEAN*YEAR. Symbol is value of CROP. LSMEAN | 12 + | | | | | | 4 10 + | | | | | | 8 + | | 1 | | 1 | | 6 + | | | | | | 6 4 + | | 6 5 | 7 | 3 | | 2 + | 8 | 8 | | 1 3 | 3 5 | 8 0 + 8 3 | ---+----------------------------------------------+-- 1991 1992 YEAR NOTE: 11 obs hidden. Brassica family tolerance field study analysis 32 16:22 Sunday, May 5, 1996 The MIXED Procedure Class Level Information Class Levels Values YEAR 2 1991 1992 BLOCK 3 1 2 3 CROP 7 1 3 4 5 6 7 8 PYRRAT 3 0 1 2 REML Estimation Iteration History Iteration Evaluations Objective Criterion 0 1 160.53005251 1 1 126.51416707 0.00000000 Convergence criteria met. Covariance Parameter Estimates (REML) Cov Parm Ratio Estimate Std Error Z Pr > |Z| BLOCK(YEAR) 0.09304070 0.04668424 0.12786028 0.37 0.7150 BLOCK*CROP(YEAR) 1.43276588 0.71890680 0.25736999 2.79 0.0052 Residual 1.00000000 0.50176153 0.08481318 5.92 0.0001 Model Fitting Information for YLDKGA Description Value Observations 126.0000 Variance Estimate 0.5018 Standard Deviation Estimate 0.7084 REML Log Likelihood -153.313 Akaike's Information Criterion -156.313 Schwarz's Bayesian Criterion -160.191 -2 REML Log Likelihood 306.6261 Tests of Fixed Effects Source NDF DDF Type III F Pr > F CROP 6 24 32.49 0.0001 PYRRAT 2 70 3.89 0.0250 CROP*PYRRAT 12 70 4.28 0.0001 YEAR 1 4 9.93 0.0345 Brassica family tolerance field study analysis 33 16:22 Sunday, May 5, 1996 Tests of Fixed Effects Source NDF DDF Type III F Pr > F YEAR*CROP 6 24 13.97 0.0001 Least Squares Means Level LSMEAN Std Error DDF T Pr > |T| YEAR*CROP 1991 1 6.97951111 0.55762738 24 12.52 0.0001 YEAR*CROP 1991 3 2.79315556 0.55762738 24 5.01 0.0001 YEAR*CROP 1991 4 2.96745556 0.55762738 24 5.32 0.0001 YEAR*CROP 1991 5 2.94878889 0.55762738 24 5.29 0.0001 YEAR*CROP 1991 6 3.41204444 0.55762738 24 6.12 0.0001 YEAR*CROP 1991 7 3.24940000 0.55762738 24 5.83 0.0001 YEAR*CROP 1991 8 1.41087778 0.55762738 24 2.53 0.0184 YEAR*CROP 1992 1 7.40118778 0.55762738 24 13.27 0.0001 YEAR*CROP 1992 3 0.86305556 0.55762738 24 1.55 0.1348 YEAR*CROP 1992 4 10.21084444 0.55762738 24 18.31 0.0001 YEAR*CROP 1992 5 3.50962222 0.55762738 24 6.29 0.0001 YEAR*CROP 1992 6 4.30121111 0.55762738 24 7.71 0.0001 YEAR*CROP 1992 7 3.32530000 0.55762738 24 5.96 0.0001 YEAR*CROP 1992 8 1.64698889 0.55762738 24 2.95 0.0069 CROP*PYRRAT 1 0 6.69938167 0.45959268 70 14.58 0.0001 CROP*PYRRAT 1 1 7.46024333 0.45959268 70 16.23 0.0001 CROP*PYRRAT 1 2 7.41142333 0.45959268 70 16.13 0.0001 CROP*PYRRAT 3 0 1.76686667 0.45959268 70 3.84 0.0003 CROP*PYRRAT 3 1 1.84336667 0.45959268 70 4.01 0.0001 CROP*PYRRAT 3 2 1.87408333 0.45959268 70 4.08 0.0001 CROP*PYRRAT 4 0 7.33553333 0.45959268 70 15.96 0.0001 CROP*PYRRAT 4 1 6.45180000 0.45959268 70 14.04 0.0001 CROP*PYRRAT 4 2 5.98011667 0.45959268 70 13.01 0.0001 CROP*PYRRAT 5 0 3.15178333 0.45959268 70 6.86 0.0001 CROP*PYRRAT 5 1 3.40000000 0.45959268 70 7.40 0.0001 CROP*PYRRAT 5 2 3.13583333 0.45959268 70 6.82 0.0001 CROP*PYRRAT 6 0 5.26986667 0.45959268 70 11.47 0.0001 CROP*PYRRAT 6 1 3.60000000 0.45959268 70 7.83 0.0001 CROP*PYRRAT 6 2 2.70001667 0.45959268 70 5.87 0.0001 CROP*PYRRAT 7 0 3.01446667 0.45959268 70 6.56 0.0001 CROP*PYRRAT 7 1 3.42650000 0.45959268 70 7.46 0.0001 CROP*PYRRAT 7 2 3.42108333 0.45959268 70 7.44 0.0001 CROP*PYRRAT 8 0 1.74533333 0.45959268 70 3.80 0.0003 CROP*PYRRAT 8 1 1.39653333 0.45959268 70 3.04 0.0033 CROP*PYRRAT 8 2 1.44493333 0.45959268 70 3.14 0.0024 Brassica family tolerance field study analysis 34 16:22 Sunday, May 5, 1996 The MIXED Procedure Class Level Information Class Levels Values YEAR 2 1991 1992 BLOCK 3 1 2 3 CROP 7 1 3 4 5 6 7 8 PYRRAT 3 0 1 2 REML Estimation Iteration History Iteration Evaluations Objective Criterion 0 1 -283.8774514 1 1 -293.6853818 0.00000000 Convergence criteria met. Covariance Parameter Estimates (REML) Cov Parm Ratio Estimate Std Error Z Pr > |Z| BLOCK(YEAR) 0.06158504 0.00053383 0.00109397 0.49 0.6256 BLOCK*CROP(YEAR) 0.44396304 0.00384838 0.00200541 1.92 0.0550 Residual 1.00000000 0.00866824 0.00146520 5.92 0.0001 Model Fitting Information for LOGYLD Description Value Observations 126.0000 Variance Estimate 0.0087 Standard Deviation Estimate 0.0931 REML Log Likelihood 56.7867 Akaike's Information Criterion 53.7867 Schwarz's Bayesian Criterion 49.9093 -2 REML Log Likelihood -113.573 Tests of Fixed Effects Source NDF DDF Type III F Pr > F CROP 6 24 57.32 0.0001 PYRRAT 2 70 3.02 0.0550 CROP*PYRRAT 12 70 2.95 0.0023 YEAR 1 4 1.65 0.2681 Brassica family tolerance field study analysis 35 16:22 Sunday, May 5, 1996 Tests of Fixed Effects Source NDF DDF Type III F Pr > F YEAR*CROP 6 24 21.05 0.0001 Least Squares Means Level LSMEAN Std Error DDF T Pr > |T| YEAR*CROP 1991 1 0.84221138 0.04923287 24 17.11 0.0001 YEAR*CROP 1991 3 0.44033644 0.04923287 24 8.94 0.0001 YEAR*CROP 1991 4 0.45193926 0.04923287 24 9.18 0.0001 YEAR*CROP 1991 5 0.45287902 0.04923287 24 9.20 0.0001 YEAR*CROP 1991 6 0.51520562 0.04923287 24 10.46 0.0001 YEAR*CROP 1991 7 0.49949729 0.04923287 24 10.15 0.0001 YEAR*CROP 1991 8 0.14024030 0.04923287 24 2.85 0.0089 YEAR*CROP 1992 1 0.86764854 0.04923287 24 17.62 0.0001 YEAR*CROP 1992 3 -0.07994954 0.04923287 24 -1.62 0.1175 YEAR*CROP 1992 4 0.99132763 0.04923287 24 20.14 0.0001 YEAR*CROP 1992 5 0.52025193 0.04923287 24 10.57 0.0001 YEAR*CROP 1992 6 0.59794860 0.04923287 24 12.15 0.0001 YEAR*CROP 1992 7 0.51872532 0.04923287 24 10.54 0.0001 YEAR*CROP 1992 8 0.21046370 0.04923287 24 4.27 0.0003 CROP*PYRRAT 1 0 0.82539713 0.04663770 70 17.70 0.0001 CROP*PYRRAT 1 1 0.87168425 0.04663770 70 18.69 0.0001 CROP*PYRRAT 1 2 0.86770850 0.04663770 70 18.61 0.0001 CROP*PYRRAT 3 0 0.18366792 0.04663770 70 3.94 0.0002 CROP*PYRRAT 3 1 0.15715217 0.04663770 70 3.37 0.0012 CROP*PYRRAT 3 2 0.19976026 0.04663770 70 4.28 0.0001 CROP*PYRRAT 4 0 0.77292343 0.04663770 70 16.57 0.0001 CROP*PYRRAT 4 1 0.70097947 0.04663770 70 15.03 0.0001 CROP*PYRRAT 4 2 0.69099743 0.04663770 70 14.82 0.0001 CROP*PYRRAT 5 0 0.46520577 0.04663770 70 9.97 0.0001 CROP*PYRRAT 5 1 0.51275998 0.04663770 70 10.99 0.0001 CROP*PYRRAT 5 2 0.48173067 0.04663770 70 10.33 0.0001 CROP*PYRRAT 6 0 0.71219626 0.04663770 70 15.27 0.0001 CROP*PYRRAT 6 1 0.54439650 0.04663770 70 11.67 0.0001 CROP*PYRRAT 6 2 0.41313857 0.04663770 70 8.86 0.0001 CROP*PYRRAT 7 0 0.47639117 0.04663770 70 10.21 0.0001 CROP*PYRRAT 7 1 0.52775547 0.04663770 70 11.32 0.0001 CROP*PYRRAT 7 2 0.52318729 0.04663770 70 11.22 0.0001 CROP*PYRRAT 8 0 0.23757278 0.04663770 70 5.09 0.0001 CROP*PYRRAT 8 1 0.13669688 0.04663770 70 2.93 0.0046 CROP*PYRRAT 8 2 0.15178634 0.04663770 70 3.25 0.0018