SPLIT-PLOT ANALYSIS FOR YAM TYPE 17:56 Thursday, April 10, 2008 1 The data as SAS sees it Note that this is the REVERSE of Yates order! Obs Yam Field Water yy 1 NewYam Fld1 Dry 120 2 NewYam Fld1 Medium 147 3 NewYam Fld1 Wet 140 4 NewYam Fld2 Dry 122 5 NewYam Fld2 Medium 145 6 NewYam Fld2 Wet 157 7 NewYam Fld3 Dry 125 8 NewYam Fld3 Medium 160 9 NewYam Fld3 Wet 135 10 NewYam Fld4 Dry 127 11 NewYam Fld4 Medium 144 12 NewYam Fld4 Wet 150 13 NewYam Fld5 Dry 134 14 NewYam Fld5 Medium 155 15 NewYam Fld5 Wet 165 16 OldYam Fld1 Dry 131 17 OldYam Fld1 Medium 141 18 OldYam Fld1 Wet 136 19 OldYam Fld2 Dry 140 20 OldYam Fld2 Medium 129 21 OldYam Fld2 Wet 139 22 OldYam Fld3 Dry 139 23 OldYam Fld3 Medium 134 24 OldYam Fld3 Wet 138 25 OldYam Fld4 Dry 136 26 OldYam Fld4 Medium 140 27 OldYam Fld4 Wet 136 28 OldYam Fld5 Dry 132 29 OldYam Fld5 Medium 133 30 OldYam Fld5 Wet 137 SPLIT-PLOT ANALYSIS FOR YAM TYPE 17:56 Thursday, April 10, 2008 2 AN IDEA OF THE MEANS OF THE VARIOUS LEVELS: Ways 1 means levels of main effects only NEWYAM appears to do better overall Overall, yield is less with Water=Dry The MEANS Procedure Analysis Variable : yy N Field Obs N Mean Std Dev Minimum Maximum ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ Fld1 6 6 135.8333333 9.4109865 120.0000000 147.0000000 Fld2 6 6 138.6666667 12.2420042 122.0000000 157.0000000 Fld3 6 6 138.5000000 11.6404467 125.0000000 160.0000000 Fld4 6 6 138.8333333 7.8591772 127.0000000 150.0000000 Fld5 6 6 142.6666667 13.8948432 132.0000000 165.0000000 ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ Analysis Variable : yy N Water Obs N Mean Std Dev Minimum Maximum ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ Dry 10 10 130.6000000 6.9314100 120.0000000 140.0000000 Medium 10 10 142.8000000 9.6815977 129.0000000 160.0000000 Wet 10 10 143.3000000 10.4141997 135.0000000 165.0000000 ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ Analysis Variable : yy N Yam Obs N Mean Std Dev Minimum Maximum ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ NewYam 15 15 141.7333333 14.3001831 120.0000000 165.0000000 OldYam 15 15 136.0666667 3.6147845 129.0000000 141.0000000 ƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒ SPLIT-PLOT ANALYSIS FOR YAM TYPE 17:56 Thursday, April 10, 2008 3 SPLIT-PLOT ANALYSIS FOR YAM TYPE TEST RUN TO COMPARE the size of the MSS terms to see if MSS_BC and MSS_ABC are suitable candidates to estimate the error. MSS_BC AND MSS_ABC are two of the three smallest MSS values, so that a splitplot analysis seems appropriate. The GLM Procedure Class Level Information Class Levels Values Yam 2 NewYam OldYam Water 3 Dry Medium Wet Field 5 Fld1 Fld2 Fld3 Fld4 Fld5 Number of Observations Read 30 Number of Observations Used 30 SPLIT-PLOT ANALYSIS FOR YAM TYPE 17:56 Thursday, April 10, 2008 4 SPLIT-PLOT ANALYSIS FOR YAM TYPE TEST RUN TO COMPARE the size of the MSS terms to see if MSS_BC and MSS_ABC are suitable candidates to estimate the error. MSS_BC AND MSS_ABC are two of the three smallest MSS values, so that a splitplot analysis seems appropriate. The GLM Procedure Dependent Variable: yy Sum of Source DF Squares Mean Square F Value Pr > F Model 29 3286.700000 113.334483 . . Error 0 0.000000 . Corrected Total 29 3286.700000 R-Square Coeff Var Root MSE yy Mean 1.000000 . . 138.9000 Source DF Type I SS Mean Square F Value Pr > F Yam 1 240.833333 240.833333 . . Water 2 1034.600000 517.300000 . . Field 4 142.866667 35.716667 . . Yam*Water 2 928.866667 464.433333 . . Yam*Field 4 279.666667 69.916667 . . Water*Field 8 347.733333 43.466667 . . Yam*Water*Field 8 312.133333 39.016667 . . Source DF Type III SS Mean Square F Value Pr > F Yam 1 240.833333 240.833333 . . Water 2 1034.600000 517.300000 . . Field 4 142.866667 35.716667 . . Yam*Water 2 928.866667 464.433333 . . Yam*Field 4 279.666667 69.916667 . . Water*Field 8 347.733333 43.466667 . . Yam*Water*Field 8 312.133333 39.016667 . . SPLIT-PLOT ANALYSIS FOR YAM TYPE 17:56 Thursday, April 10, 2008 5 SPLIT-PLOT ANALYSIS WITH P-VALUES The Yam-type main effect is significant, but this is dwarfed by the Yam*Waterlev interaction This suggests that the Yam-type main effect may be an artifact of the Yam*Waterlev interaction The GLM Procedure Class Level Information Class Levels Values Yam 2 NewYam OldYam Water 3 Dry Medium Wet Field 5 Fld1 Fld2 Fld3 Fld4 Fld5 Number of Observations Read 30 Number of Observations Used 30 SPLIT-PLOT ANALYSIS FOR YAM TYPE 17:56 Thursday, April 10, 2008 6 SPLIT-PLOT ANALYSIS WITH P-VALUES The Yam-type main effect is significant, but this is dwarfed by the Yam*Waterlev interaction This suggests that the Yam-type main effect may be an artifact of the Yam*Waterlev interaction The GLM Procedure Dependent Variable: yy Sum of Source DF Squares Mean Square F Value Pr > F Model 13 2626.833333 202.064103 4.90 0.0018 Error 16 659.866667 41.241667 Corrected Total 29 3286.700000 R-Square Coeff Var Root MSE yy Mean 0.799231 4.623447 6.421968 138.9000 Source DF Type I SS Mean Square F Value Pr > F Yam 1 240.833333 240.833333 5.84 0.0280 Water 2 1034.600000 517.300000 12.54 0.0005 Field 4 142.866667 35.716667 0.87 0.5053 Yam*Water 2 928.866667 464.433333 11.26 0.0009 Yam*Field 4 279.666667 69.916667 1.70 0.2002 Source DF Type III SS Mean Square F Value Pr > F Yam 1 240.833333 240.833333 5.84 0.0280 Water 2 1034.600000 517.300000 12.54 0.0005 Field 4 142.866667 35.716667 0.87 0.5053 Yam*Water 2 928.866667 464.433333 11.26 0.0009 Yam*Field 4 279.666667 69.916667 1.70 0.2002 SPLIT-PLOT ANALYSIS FOR YAM TYPE 17:56 Thursday, April 10, 2008 7 SPLIT-PLOT ANALYSIS WITH P-VALUES INTERACTION PLOTS: WATERLEVEL BY YAMTYPE: This suggests that the convential wisdom was true: The New Yam requires medium or high moisture and otherwise does worse. Plot of MeanYield*Water. Symbol is value of Yam. MeanYield ‚ ‚ ‚ 150 ˆ N ‚ N ‚ ‚ ‚ 145 ˆ ‚ ‚ ‚ ‚ 140 ˆ ‚ ‚ ‚ O ‚ O 135 ˆ O ‚ ‚ ‚ ‚ 130 ˆ ‚ ‚ ‚ ‚ N 125 ˆ ‚ Šƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒƒˆƒƒ Dry Medium Wet Water SPLIT-PLOT ANALYSIS FOR YAM TYPE 17:56 Thursday, April 10, 2008 8 SPLIT-PLOT ANALYSIS WITH P-VALUES INTERACTION PLOTS: FIELD BY YAMTYPE: If there is something special about Field5, the NewYam may have an advantage there. Plot of MeanYield*Field. Symbol is value of Yam. MeanYield ‚ ‚ ‚ 155 ˆ ‚ ‚ ‚ N 150 ˆ ‚ ‚ ‚ 145 ˆ ‚ ‚ ‚ N 140 ˆ N N ‚ ‚ O O ‚ N O 135 ˆ ‚ O ‚ ‚ 130 ˆ ‚ Šƒƒˆƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒˆƒƒ Fld1 Fld2 Fld3 Fld4 Fld5 Field NOTE: 1 obs hidden. SPLIT-PLOT ANALYSIS FOR YAM TYPE 17:56 Thursday, April 10, 2008 9 SPLIT-PLOT ANALYSIS WITH P-VALUES INTERACTION PLOTS: FIELD BY WATERLEVEL: The patterns look reasonably regular. Plot of MeanYield*Field. Symbol is value of Water. 160 ˆ ‚ ‚ ‚ ‚ ‚ W 150 ˆ ‚ W ‚ M MeanYield ‚ ‚ M W M ‚ M 140 ˆ ‚ W ‚ M W ‚ ‚ D ‚ D D D 130 ˆ ‚ ‚ ‚ D ‚ ‚ 120 ˆ Šƒƒˆƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒƒƒƒˆƒƒ Fld1 Fld2 Fld3 Fld4 Fld5 Field