I will do that, thank you so much for your help StatDave! ... View more

Thank you so much for keep helping me with this StatDave, I really appreciate it! You are right, including weeks in the model will get me normal residuals. However, the issue that I am facing with this is that since my data is very unbalanced since not all avocado varieties were evaluated at all weeks for every harvest, I am getting a lot of inestimable lsmeans. So I am in a dilemma of whether I include weeks but get inestimable lsmeans, or I remove weeks and don't get normal residuals.  ... View more

I left out weeks because I wanted to compare varieties within Harvest for each season across week like in this graph   title2 'AvgFirm 2021: Comparing varieties within Harvest across Wks'; proc genmod data=one; where Season=2021; class Harvest Variety; model AvgFirm=Harvest|Variety/type3 dist=normal link=identity; slice Harvest*Variety/sliceby=Harvest / adjust=simulate(seed=1); run;     But you are right, if I include weeks then I get a normal distribution     ... View more

If I include Season, Harvest, and Variety in my model I get what it seems to me like a bimodal distribution of residuals   proc glm data=one plots=diagnostics; class Season Harvest Variety; model AvgFirm = Season|Harvest|Variety; quit; The GLM Procedure   Dependent Variable: AvgFirm   Source DF Sum of Squares Mean Square F Value Pr > F Model 144 111514.4612 774.4060 3.24 <.0001 Error 3374 805328.1297 238.6865     Corrected Total 3518 916842.5909       R-Square Coeff Var Root MSE AvgFirm Mean 0.121629 38.92753 15.44948 39.68780 Source DF Type I SS Mean Square F Value Pr > F Season 3 886.56917 295.52306 1.24 0.2942 Harvest 9 22270.81680 2474.53520 10.37 <.0001 Season*Harvest 11 7399.62936 672.69358 2.82 0.0011 Variety 15 53362.39688 3557.49313 14.90 <.0001 Season*Variety 21 11133.99185 530.19009 2.22 0.0011 Harvest*Variety 57 11054.28780 193.93487 0.81 0.8417 Season*Harves*Variet 28 5406.76936 193.09891 0.81 0.7497 Source DF Type III SS Mean Square F Value Pr > F Season 3 4648.63915 1549.54638 6.49 0.0002 Harvest 9 20269.82403 2252.20267 9.44 <.0001 Season*Harvest 11 7779.96955 707.26996 2.96 0.0006 Variety 15 48976.59968 3265.10665 13.68 <.0001 Season*Variety 20 11534.33573 576.71679 2.42 0.0004 Harvest*Variety 57 12750.65775 223.69575 0.94 0.6097 Season*Harves*Variet 28 5406.76936 193.09891 0.81 0.7497     Which dist= and link= option would be more appropriate in this case if using genmod?   ... View more

If you mean to transform it, then no. ... View more

Thank you so much for your comments. The missing values are probably due to the fact that the variety BL516 was not harvested at every harvest month like Hass.  ... View more

Oh ok, thank you for the clarification. These are the results when including both varieties at once:   The GLM Procedure   Class Level Information Class Levels Values Harvest 10 1 2 3 4 5 6 8 10 11 12 Variety 2 BL516 Hass Wks 4 0 1 3 6 Number of Observations Read 1185 Number of Observations Used 1086   Postharvest all years-Firmness_month The GLM Procedure   Dependent Variable: AvgFirm   Source DF Sum of Squares Mean Square F Value Pr > F Model 67 216459.0649 3230.7323 97.18 <.0001 Error 1018 33842.9324 33.2445     Corrected Total 1085 250301.9973       R-Square Coeff Var Root MSE AvgFirm Mean 0.864792 14.31739 5.765807 40.27135 Source DF Type I SS Mean Square F Value Pr > F Harvest 9 3235.3196 359.4800 10.81 <.0001 Variety 1 428.4845 428.4845 12.89 0.0003 Harvest*Variety 6 1940.0238 323.3373 9.73 <.0001 Wks 3 198566.1555 66188.7185 1990.97 <.0001 Harvest*Wks 27 7589.2734 281.0842 8.46 <.0001 Variety*Wks 3 1808.7425 602.9142 18.14 <.0001 Harvest*Variety*Wks 18 2891.0656 160.6148 4.83 <.0001 Source DF Type III SS Mean Square F Value Pr > F Harvest 9 1697.6082 188.6231 5.67 <.0001 Variety 1 37.4341 37.4341 1.13 0.2889 Harvest*Variety 6 1006.8005 167.8001 5.05 <.0001 Wks 3 133392.5502 44464.1834 1337.49 <.0001 Harvest*Wks 27 7703.4927 285.3145 8.58 <.0001 Variety*Wks 3 2210.6355 736.8785 22.17 <.0001 Harvest*Variety*Wks 18 2891.0656 160.6148 4.83 <.0001  It looks like the histogram for the residuals is normally distributed, so I guess I can use the following model to analyze this data, what do you think?   proc genmod data=one; class Variety Harvest Wks; model AvgFirm=Variety|Harvest|Wks/type3 dist=normal link=identity; slice Variety*Harvest*Wks/sliceby=Harvest*Wks / adjust=simulate(seed=1); run;           ... View more

Thank you again StatDave for your help on this. Ok, so I run the diagnostics for the two avocado varieties separately. For BL516 I got this: Dependent Variable: AvgFirm   Source DF Sum of Squares Mean Square F Value Pr > F Model 27 73180.93565 2710.40502 129.12 <.0001 Error 399 8375.23275 20.99056     Corrected Total 426 81556.16840       R-Square Coeff Var Root MSE AvgFirm Mean 0.897307 11.64900 4.581545 39.32995 Source DF Type I SS Mean Square F Value Pr > F Harvest 6 1791.94777 298.65796 14.23 <.0001 Variety 0 0.00000 . . . Harvest*Variety 0 0.00000 . . . Wks 3 69881.08555 23293.69518 1109.72 <.0001 Harvest*Wks 18 1507.90233 83.77235 3.99 <.0001 Variety*Wks 0 0.00000 . . . Harvest*Variety*Wks 0 0.00000 . . . Source DF Type III SS Mean Square F Value Pr > F Harvest 6 1128.53650 188.08942 8.96 <.0001 Variety 0 0.00000 . . . Harvest*Variety 0 0.00000 . . . Wks 3 60694.23347 20231.41116 963.83 <.0001 Harvest*Wks 18 1507.90233 83.77235 3.99 <.0001 Variety*Wks 0 0.00000 . . . Harvest*Variety*Wks 0 0.00000 . . .      For Hass:     The GLM Procedure   Dependent Variable: AvgFirm   Source DF Sum of Squares Mean Square F Value Pr > F Model 39 142654.5078 3657.8079 88.90 <.0001 Error 619 25467.6996 41.1433     Corrected Total 658 168122.2074       R-Square Coeff Var Root MSE AvgFirm Mean 0.848517 15.69005 6.414304 40.88134 Source DF Type I SS Mean Square F Value Pr > F Harvest 9 3188.2587 354.2510 8.61 <.0001 Variety 0 0.0000 . . . Harvest*Variety 0 0.0000 . . . Wks 3 129725.2727 43241.7576 1051.00 <.0001 Harvest*Wks 27 9740.9764 360.7769 8.77 <.0001 Variety*Wks 0 0.0000 . . . Harvest*Variety*Wks 0 0.0000 . . . Source DF Type III SS Mean Square F Value Pr > F Harvest 9 1509.1338 167.6815 4.08 <.0001 Variety 0 0.0000 . . . Harvest*Variety 0 0.0000 . . . Wks 3 107736.0103 35912.0034 872.85 <.0001 Harvest*Wks 27 9740.9764 360.7769 8.77 <.0001 Variety*Wks 0 0.0000 . . . Harvest*Variety*Wks 0 0.0000 . . .                                                               ... View more

Thank you very much for your clarification Paige, I will keep that in mind for the future! ... View more

Thank you very much for your reply StatDave. I got histograms for each Variety (BL516 on the left and Hass on the right) for week 3 and week 6: The UNIVARIATE Procedure for 'BL516' Variable: AvgFirm Wks = 6   Moments N 67 Sum Weights 67 Mean 9.68910448 Sum Observations 649.17 Std Deviation 7.74860002 Variance 60.0408022 Skewness 2.95974499 Kurtosis 12.0875772 Uncorrected SS 10252.5689 Corrected SS 3962.69295 Coeff Variation 79.9723033 Std Error Mean 0.94664216 Basic Statistical Measures Location Variability Mean 9.689104 Std Deviation 7.74860 Median 7.160000 Variance 60.04080 Mode 6.000000 Range 48.86000     Interquartile Range 5.43000 Tests for Location: Mu0=0 Test Statistic p Value Student's t t 10.23523 Pr > |t| <.0001 Sign M 33.5 Pr >= |M| <.0001 Signed Rank S 1139 Pr >= |S| <.0001 Tests for Normality Test Statistic p Value Shapiro-Wilk W 0.704547 Pr < W <0.0001 Kolmogorov-Smirnov D 0.220242 Pr > D <0.0100 Cramer-von Mises W-Sq 1.035726 Pr > W-Sq <0.0050 Anderson-Darling A-Sq 5.48558 Pr > A-Sq <0.0050 Quantiles (Definition 5) Level Quantile 100% Max 51.20 99% 51.20 95% 24.50 90% 18.70 75% Q3 10.84 50% Median 7.16 25% Q1 5.41 10% 3.63 5% 3.05 1% 2.34 0% Min 2.34   The UNIVARIATE Procedure for 'Hass' Variable: AvgFirm Wks = 6   Moments N 106 Sum Weights 106 Mean 9.36801887 Sum Observations 993.01 Std Deviation 10.3420827 Variance 106.958675 Skewness 2.4219283 Kurtosis 5.72092607 Uncorrected SS 20533.1973 Corrected SS 11230.6609 Coeff Variation 110.397757 Std Error Mean 1.00451187 Basic Statistical Measures Location Variability Mean 9.368019 Std Deviation 10.34208 Median 5.165000 Variance 106.95868 Mode 3.030000 Range 51.35000     Interquartile Range 5.97000   Note: The mode displayed is the smallest of 7 modes with a count of 2.   Tests for Location: Mu0=0 Test Statistic p Value Student's t t 9.325941 Pr > |t| <.0001 Sign M 53 Pr >= |M| <.0001 Signed Rank S 2835.5 Pr >= |S| <.0001 Tests for Normality Test Statistic p Value Shapiro-Wilk W 0.656111 Pr < W <0.0001 Kolmogorov-Smirnov D 0.258368 Pr > D <0.0100 Cramer-von Mises W-Sq 2.534216 Pr > W-Sq <0.0050 Anderson-Darling A-Sq 13.24827 Pr > A-Sq <0.0050 Quantiles (Definition 5) Level Quantile 100% Max 52.600 99% 47.550 95% 35.950 90% 24.850 75% Q3 9.650 50% Median 5.165 25% Q1 3.680 10% 2.860 5% 2.460 1% 1.900 0% Min 1.250   When trying the diagnostics for BL516 and Hass The GLM Procedure   Dependent Variable: AvgFirm   Source DF Sum of Squares Mean Square F Value Pr > F Model 16 5603.8279 350.2392 1.53 0.0819 Error 1069 244698.1694 228.9038     Corrected Total 1085 250301.9973       R-Square Coeff Var Root MSE AvgFirm Mean 0.022388 37.56906 15.12957 40.27135 Source DF Type I SS Mean Square F Value Pr > F Harvest 9 3235.319563 359.479951 1.57 0.1193 Variety 1 428.484524 428.484524 1.87 0.1715 Harvest*Variety 6 1940.023838 323.337306 1.41 0.2065 Source DF Type III SS Mean Square F Value Pr > F Harvest 9 3118.480398 346.497822 1.51 0.1380 Variety 1 347.962624 347.962624 1.52 0.2179 Harvest*Variety 6 1940.023838 323.337306 1.41 0.2065             ... View more

Ok makes sense, thank you very much for the great help! ... View more

Yes, the warning with the 0.000 was from the model without the scale statement. I tried Poisson and I don't get the warning. Also, Value/DF for deviance and Person are less than 2 and all type3 tests for the interactions are significant. Thank you so much StatDave!   proc genmod data=one; class Harvest Variety Wks; model DTR=Harvest|Variety|Wks/type3 dist=poisson link=log; /*slice Harvest*Variety*Wks/sliceby=Harvest*Wks diff adjust=simulate(seed=1);*/ run;   Criteria For Assessing Goodness Of Fit Criterion DF Value Value/DF Deviance 6018 2669.0119 0.4435 Scaled Deviance 6018 2669.0119 0.4435 Pearson Chi-Square 6018 2651.8346 0.4407 Scaled Pearson X2 6018 2651.8346 0.4407 Log Likelihood   36356.2831   Full Log Likelihood   -12484.2748   AIC (smaller is better)   25364.5496   AICC (smaller is better)   25377.6465   BIC (smaller is better)   26698.0562   Algorithm converged.   Question: If I find overdispersion and I don't get any warning when using negbin, is it still preferably to use Poisson as long as the Value/DF for deviance and Person are less than 2?  ... View more

Thank you so much for your help StatDave!   I rerun the model adding the scale=0 statement: proc genmod data=one; class Harvest Variety Wks; model DTR=Harvest|Variety|Wks/type3 dist=negbin link=log scale=0 noscale; slice Harvest*Variety*Wks/sliceby=Harvest*Wks diff adjust=simulate(seed=1); run;   The overdispersion was significant. Now I do not get the warning, so I guess I will use this model using negbin and the scale statement. This is what I get in the Log window: Algorithm converged. NOTE: The negative binomial dispersion parameter was held fixed.   Lagrange Multiplier Statistics Parameter Chi-Square Pr > ChiSq   Dispersion 5766.4406 <.0001 * * One-sided p-value   Fit table after rerunning the model: Criteria For Assessing Goodness Of Fit Criterion DF Value Value/DF Deviance 6018 2669.0119 0.4435 Scaled Deviance 6018 2669.0119 0.4435 Pearson Chi-Square 6018 2651.8346 0.4407 Scaled Pearson X2 6018 2651.8346 0.4407 Log Likelihood   36356.2831   Full Log Likelihood   -12484.2748   AIC (smaller is better)   25364.5496   AICC (smaller is better)   25377.6465   BIC (smaller is better)   26698.0562   Fit table and Parameter Estimates from previous model:  Criteria For Assessing Goodness Of Fit Criterion DF Value Value/DF Deviance 6018 2669.0119 0.4435 Scaled Deviance 6018 2669.0119 0.4435 Pearson Chi-Square 6018 2651.8176 0.4406 Scaled Pearson X2 6018 2651.8176 0.4406 Log Likelihood   36356.2831   Full Log Likelihood   -12484.2748   AIC (smaller is better)   25366.5496   AICC (smaller is better)   25379.7810   BIC (smaller is better)   26706.7911     WARNING: The relative Hessian convergence criterion of 0.0007461174 is greater than the limit of 0.0001. The convergence is questionable   Analysis Of Maximum Likelihood Parameter Estimates Parameter   DF Estimate Standard Error Wald 95% Confidence Limits Wald Chi-Square Pr > ChiSq Intercept       1 2.0541 0.0801 1.8972 2.2110 658.23 <.0001 Harvest 1     1 -0.5014 0.1003 -0.6980 -0.3049 24.99 <.0001 Harvest 2     1 -0.3817 0.1054 -0.5883 -0.1752 13.12 0.0003 Harvest 3     1 -1.0156 0.1235 -1.2577 -0.7735 67.59 <.0001 Harvest 4     1 -0.8832 0.1190 -1.1164 -0.6499 55.08 <.0001 Harvest 5     1 -1.0033 0.1158 -1.2302 -0.7764 75.10 <.0001 Harvest 6     1 -0.7743 0.1084 -0.9868 -0.5617 50.98 <.0001 Harvest 8     1 -0.7368 0.1043 -0.9412 -0.5324 49.92 <.0001 Harvest 10     1 -0.3314 0.1239 -0.5741 -0.0886 7.16 0.0075 Harvest 11     1 -0.2963 0.1035 -0.4992 -0.0933 8.19 0.0042 Harvest 12     0 0.0000 0.0000 0.0000 0.0000 . . Variety 464918_99     1 -0.0064 0.1134 -0.2287 0.2158 0.00 0.9548 Variety 465418_99     1 -0.1335 0.0978 -0.3252 0.0582 1.86 0.1722 Variety 465502_99     1 0.0564 0.1309 -0.2001 0.3129 0.19 0.6664 Variety 465518_99     1 -0.0129 0.1136 -0.2355 0.2097 0.01 0.9096 Variety 467352_00     1 0.2921 0.1334 0.0307 0.5536 4.80 0.0285 Variety BL516     1 0.0574 0.0914 -0.1218 0.2365 0.39 0.5301 Variety EarlyGreen     1 -0.6678 0.1375 -0.9374 -0.3983 23.58 <.0001 Variety Eugenin     1 -0.1520 0.1178 -0.3829 0.0788 1.67 0.1968 Variety Flavia     1 -0.1595 0.1180 -0.3908 0.0718 1.83 0.1765 Variety GEM     1 0.1471 0.1012 -0.0513 0.3455 2.11 0.1461 Variety Hass     0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 1 464918_99   1 0.2202 0.1442 -0.0624 0.5028 2.33 0.1267 Harvest*Variety 1 465418_99   1 0.2672 0.1499 -0.0266 0.5611 3.18 0.0746 Harvest*Variety 1 465518_99   1 0.3373 0.1385 0.0658 0.6088 5.93 0.0149 Harvest*Variety 1 BL516   1 0.2617 0.1207 0.0252 0.4983 4.70 0.0301 Harvest*Variety 1 EarlyGreen   1 -0.1917 0.2244 -0.6314 0.2480 0.73 0.3928 Harvest*Variety 1 Eugenin   1 0.3911 0.1608 0.0759 0.7062 5.92 0.0150 Harvest*Variety 1 Flavia   1 0.3986 0.1610 0.0831 0.7141 6.13 0.0133 Harvest*Variety 1 GEM   1 -0.0706 0.1539 -0.3723 0.2312 0.21 0.6467 Harvest*Variety 1 Hass   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 2 464918_99   1 0.1341 0.1473 -0.1546 0.4227 0.83 0.3626 Harvest*Variety 2 465418_99   1 0.0349 0.1394 -0.2384 0.3082 0.06 0.8022 Harvest*Variety 2 465518_99   1 0.0543 0.1487 -0.2371 0.3457 0.13 0.7150 Harvest*Variety 2 BL516   1 0.0281 0.1472 -0.2605 0.3166 0.04 0.8488 Harvest*Variety 2 Eugenin   1 0.2797 0.1638 -0.0414 0.6007 2.91 0.0878 Harvest*Variety 2 Flavia   1 0.2363 0.1653 -0.0877 0.5603 2.04 0.1528 Harvest*Variety 2 Hass   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 3 464918_99   1 0.0993 0.1945 -0.2819 0.4806 0.26 0.6096 Harvest*Variety 3 465418_99   1 0.4431 0.1772 0.0958 0.7904 6.25 0.0124 Harvest*Variety 3 465518_99   1 0.4388 0.1659 0.1136 0.7640 6.99 0.0082 Harvest*Variety 3 BL516   1 -0.1404 0.1909 -0.5145 0.2337 0.54 0.4621 Harvest*Variety 3 Eugenin   1 -0.1446 0.2157 -0.5673 0.2782 0.45 0.5028 Harvest*Variety 3 Flavia   1 0.0571 0.2059 -0.3464 0.4606 0.08 0.7815 Harvest*Variety 3 GEM   1 0.3934 0.1715 0.0573 0.7294 5.26 0.0218 Harvest*Variety 3 Hass   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 4 465418_99   1 -0.2955 0.1709 -0.6305 0.0396 2.99 0.0839 Harvest*Variety 4 465518_99   1 -0.3036 0.2048 -0.7050 0.0977 2.20 0.1382 Harvest*Variety 4 467352_00   1 -0.5468 0.2560 -1.0486 -0.0450 4.56 0.0327 Harvest*Variety 4 BL516   1 0.1704 0.1493 -0.1222 0.4630 1.30 0.2536 Harvest*Variety 4 Eugenin   1 0.0797 0.2344 -0.3798 0.5392 0.12 0.7339 Harvest*Variety 4 Flavia   1 0.0533 0.2370 -0.4112 0.5178 0.05 0.8221 Harvest*Variety 4 GEM   1 0.1289 0.1545 -0.1740 0.4317 0.70 0.4043 Harvest*Variety 4 Hass   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 5 464918_99   1 -0.1083 0.1987 -0.4976 0.2811 0.30 0.5856 Harvest*Variety 5 465418_99   1 0.0382 0.1516 -0.2588 0.3353 0.06 0.8009 Harvest*Variety 5 467352_00   1 0.0433 0.1931 -0.3351 0.4218 0.05 0.8224 Harvest*Variety 5 BL516   1 0.8013 0.1509 0.5057 1.0970 28.22 <.0001 Harvest*Variety 5 Eugenin   1 -0.0879 0.2206 -0.5202 0.3444 0.16 0.6903 Harvest*Variety 5 Flavia   1 -0.0311 0.2437 -0.5087 0.4465 0.02 0.8984 Harvest*Variety 5 GEM   1 0.5068 0.1476 0.2175 0.7961 11.79 0.0006 Harvest*Variety 5 Hass   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 6 465418_99   1 -0.2990 0.1485 -0.5901 -0.0080 4.05 0.0441 Harvest*Variety 6 467352_00   1 -0.4734 0.2130 -0.8909 -0.0559 4.94 0.0262 Harvest*Variety 6 BL516   1 0.1018 0.1329 -0.1586 0.3622 0.59 0.4436 Harvest*Variety 6 GEM   1 -0.0201 0.1403 -0.2950 0.2549 0.02 0.8863 Harvest*Variety 6 Hass   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 8 465418_99   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 8 465502_99   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 8 467352_00   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 8 BL516   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 8 GEM   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 8 Hass   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 10 EarlyGreen   1 0.4152 0.1983 0.0265 0.8040 4.38 0.0363 Harvest*Variety 10 Eugenin   1 0.1784 0.1775 -0.1694 0.5263 1.01 0.3147 Harvest*Variety 10 Flavia   1 0.2201 0.1768 -0.1264 0.5667 1.55 0.2131 Harvest*Variety 10 Hass   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 11 464918_99   1 0.2087 0.1556 -0.0963 0.5137 1.80 0.1799 Harvest*Variety 11 465518_99   1 0.3862 0.1421 0.1078 0.6647 7.39 0.0066 Harvest*Variety 11 EarlyGreen   1 -0.3601 0.1878 -0.7281 0.0080 3.68 0.0552 Harvest*Variety 11 Eugenin   1 -0.1018 0.1541 -0.4037 0.2002 0.44 0.5089 Harvest*Variety 11 Flavia   1 -0.1111 0.1546 -0.4140 0.1919 0.52 0.4723 Harvest*Variety 11 Hass   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 12 464918_99   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 12 465518_99   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 12 EarlyGreen   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 12 Eugenin   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 12 Flavia   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety 12 Hass   0 0.0000 0.0000 0.0000 0.0000 . . Wks 1     1 0.6337 0.0991 0.4396 0.8279 40.93 <.0001 Wks 3     1 0.2434 0.1069 0.0339 0.4530 5.18 0.0228 Wks 6     0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Wks 1 1   1 0.1554 0.1227 -0.0852 0.3960 1.60 0.2055 Harvest*Wks 1 3   1 -0.0044 0.1337 -0.2663 0.2576 0.00 0.9739 Harvest*Wks 1 6   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Wks 2 1   1 0.0039 0.1303 -0.2515 0.2594 0.00 0.9760 Harvest*Wks 2 3   1 -0.3369 0.1459 -0.6228 -0.0509 5.33 0.0209 Harvest*Wks 2 6   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Wks 3 1   1 0.3787 0.1479 0.0888 0.6686 6.55 0.0105 Harvest*Wks 3 3   1 0.2919 0.1596 -0.0209 0.6046 3.34 0.0674 Harvest*Wks 3 6   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Wks 4 1   1 0.3724 0.1431 0.0920 0.6528 6.78 0.0092 Harvest*Wks 4 3   1 0.2197 0.1551 -0.0843 0.5238 2.01 0.1566 Harvest*Wks 4 6   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Wks 5 1   1 0.3980 0.1411 0.1214 0.6746 7.95 0.0048 Harvest*Wks 5 3   1 0.5058 0.1455 0.2205 0.7911 12.08 0.0005 Harvest*Wks 5 6   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Wks 6 1   1 0.1930 0.1326 -0.0670 0.4529 2.12 0.1457 Harvest*Wks 6 3   1 0.0389 0.1443 -0.2439 0.3216 0.07 0.7876 Harvest*Wks 6 6   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Wks 8 1   1 -0.0869 0.1298 -0.3414 0.1675 0.45 0.5031 Harvest*Wks 8 3   1 -0.0530 0.1400 -0.3273 0.2213 0.14 0.7051 Harvest*Wks 8 6   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Wks 10 1   1 0.2085 0.1503 -0.0861 0.5030 1.92 0.1654 Harvest*Wks 10 3   1 0.4674 0.1573 0.1591 0.7757 8.83 0.0030 Harvest*Wks 10 6   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Wks 11 1   1 0.1281 0.1270 -0.1208 0.3771 1.02 0.3131 Harvest*Wks 11 3   1 0.3782 0.1344 0.1148 0.6416 7.92 0.0049 Harvest*Wks 11 6   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Wks 12 1   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Wks 12 3   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Wks 12 6   0 0.0000 0.0000 0.0000 0.0000 . . Variety*Wks 464918_99 1   1 -0.4041 0.1463 -0.6908 -0.1175 7.64 0.0057 Variety*Wks 464918_99 3   1 0.0361 0.1509 -0.2596 0.3319 0.06 0.8107 Variety*Wks 464918_99 6   0 0.0000 0.0000 0.0000 0.0000 . . Variety*Wks 465418_99 1   1 0.2810 0.1245 0.0370 0.5250 5.10 0.0240 Variety*Wks 465418_99 3   1 -0.0069 0.1401 -0.2815 0.2677 0.00 0.9609 Variety*Wks 465418_99 6   0 0.0000 0.0000 0.0000 0.0000 . . Variety*Wks 465502_99 1   1 0.2196 0.1600 -0.0940 0.5331 1.88 0.1699 Variety*Wks 465502_99 3   1 -0.0060 0.1770 -0.3530 0.3409 0.00 0.9728 Variety*Wks 465502_99 6   0 0.0000 0.0000 0.0000 0.0000 . . Variety*Wks 465518_99 1   1 -0.6018 0.1503 -0.8964 -0.3072 16.03 <.0001 Variety*Wks 465518_99 3   1 0.1132 0.1499 -0.1806 0.4071 0.57 0.4501 Variety*Wks 465518_99 6   0 0.0000 0.0000 0.0000 0.0000 . . Variety*Wks 467352_00 1   1 -0.6158 0.1862 -0.9807 -0.2508 10.94 0.0009 Variety*Wks 467352_00 3   1 -0.7944 0.2142 -1.2142 -0.3746 13.76 0.0002 Variety*Wks 467352_00 6   0 0.0000 0.0000 0.0000 0.0000 . . Variety*Wks BL516 1   1 0.2457 0.1133 0.0235 0.4678 4.70 0.0302 Variety*Wks BL516 3   1 0.2937 0.1210 0.0566 0.5309 5.89 0.0152 Variety*Wks BL516 6   0 0.0000 0.0000 0.0000 0.0000 . . Variety*Wks EarlyGreen 1   1 -0.7673 0.1913 -1.1422 -0.3923 16.09 <.0001 Variety*Wks EarlyGreen 3   1 -0.1257 0.1872 -0.4926 0.2413 0.45 0.5021 Variety*Wks EarlyGreen 6   0 0.0000 0.0000 0.0000 0.0000 . . Variety*Wks Eugenin 1   1 -0.3958 0.1522 -0.6940 -0.0975 6.76 0.0093 Variety*Wks Eugenin 3   1 -0.2738 0.1631 -0.5934 0.0458 2.82 0.0932 Variety*Wks Eugenin 6   0 0.0000 0.0000 0.0000 0.0000 . . Variety*Wks Flavia 1   1 -0.4303 0.1532 -0.7306 -0.1301 7.89 0.0050 Variety*Wks Flavia 3   1 -0.1640 0.1609 -0.4794 0.1514 1.04 0.3082 Variety*Wks Flavia 6   0 0.0000 0.0000 0.0000 0.0000 . . Variety*Wks GEM 1   1 0.6080 0.1210 0.3708 0.8453 25.24 <.0001 Variety*Wks GEM 3   1 0.2092 0.1335 -0.0524 0.4708 2.46 0.1170 Variety*Wks GEM 6   0 0.0000 0.0000 0.0000 0.0000 . . Variety*Wks Hass 1   0 0.0000 0.0000 0.0000 0.0000 . . Variety*Wks Hass 3   0 0.0000 0.0000 0.0000 0.0000 . . Variety*Wks Hass 6   0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 1 464918_99 1 1 0.0732 0.1834 -0.2862 0.4326 0.16 0.6897 Harvest*Variety*Wks 1 464918_99 3 1 -0.2499 0.1940 -0.6301 0.1303 1.66 0.1977 Harvest*Variety*Wks 1 464918_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 1 465418_99 1 1 0.1227 0.1812 -0.2324 0.4777 0.46 0.4983 Harvest*Variety*Wks 1 465418_99 3 1 0.5621 0.1987 0.1726 0.9517 8.00 0.0047 Harvest*Variety*Wks 1 465418_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 1 465518_99 1 1 0.0893 0.1801 -0.2636 0.4422 0.25 0.6201 Harvest*Variety*Wks 1 465518_99 3 1 -0.2623 0.1840 -0.6230 0.0984 2.03 0.1541 Harvest*Variety*Wks 1 465518_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 1 BL516 1 1 -0.2545 0.1478 -0.5442 0.0351 2.97 0.0850 Harvest*Variety*Wks 1 BL516 3 1 -0.3831 0.1608 -0.6981 -0.0680 5.68 0.0172 Harvest*Variety*Wks 1 BL516 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 1 EarlyGreen 1 1 0.6960 0.2860 0.1353 1.2566 5.92 0.0150 Harvest*Variety*Wks 1 EarlyGreen 3 1 0.4462 0.2890 -0.1203 1.0127 2.38 0.1226 Harvest*Variety*Wks 1 EarlyGreen 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 1 Eugenin 1 1 -0.0276 0.2062 -0.4317 0.3766 0.02 0.8937 Harvest*Variety*Wks 1 Eugenin 3 1 -0.2985 0.2302 -0.7496 0.1527 1.68 0.1947 Harvest*Variety*Wks 1 Eugenin 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 1 Flavia 1 1 0.0955 0.2058 -0.3078 0.4988 0.22 0.6427 Harvest*Variety*Wks 1 Flavia 3 1 -0.4559 0.2299 -0.9065 -0.0053 3.93 0.0474 Harvest*Variety*Wks 1 Flavia 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 1 GEM 1 1 -0.3522 0.1821 -0.7091 0.0046 3.74 0.0531 Harvest*Variety*Wks 1 GEM 3 1 -0.4681 0.2099 -0.8794 -0.0567 4.97 0.0257 Harvest*Variety*Wks 1 GEM 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 1 Hass 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 1 Hass 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 1 Hass 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 2 464918_99 1 1 0.0012 0.1897 -0.3706 0.3729 0.00 0.9952 Harvest*Variety*Wks 2 464918_99 3 1 -0.2612 0.2060 -0.6649 0.1426 1.61 0.2049 Harvest*Variety*Wks 2 464918_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 2 465418_99 1 1 -0.0670 0.1736 -0.4071 0.2732 0.15 0.6995 Harvest*Variety*Wks 2 465418_99 3 1 0.3057 0.1972 -0.0808 0.6921 2.40 0.1211 Harvest*Variety*Wks 2 465418_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 2 465518_99 1 1 0.3453 0.1933 -0.0335 0.7241 3.19 0.0740 Harvest*Variety*Wks 2 465518_99 3 1 -0.1142 0.2044 -0.5148 0.2864 0.31 0.5764 Harvest*Variety*Wks 2 465518_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 2 BL516 1 1 -0.2304 0.1814 -0.5860 0.1252 1.61 0.2042 Harvest*Variety*Wks 2 BL516 3 1 -0.1019 0.2023 -0.4984 0.2946 0.25 0.6146 Harvest*Variety*Wks 2 BL516 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 2 Eugenin 1 1 0.2198 0.2093 -0.1904 0.6300 1.10 0.2936 Harvest*Variety*Wks 2 Eugenin 3 1 -0.0342 0.2389 -0.5023 0.4340 0.02 0.8863 Harvest*Variety*Wks 2 Eugenin 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 2 Flavia 1 1 0.2182 0.2122 -0.1976 0.6341 1.06 0.3037 Harvest*Variety*Wks 2 Flavia 3 1 -0.0808 0.2380 -0.5472 0.3857 0.12 0.7342 Harvest*Variety*Wks 2 Flavia 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 2 Hass 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 2 Hass 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 2 Hass 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 3 464918_99 1 1 0.2063 0.2382 -0.2606 0.6731 0.75 0.3865 Harvest*Variety*Wks 3 464918_99 3 1 -0.0934 0.2508 -0.5851 0.3983 0.14 0.7096 Harvest*Variety*Wks 3 464918_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 3 465418_99 1 1 -0.3191 0.2132 -0.7369 0.0987 2.24 0.1344 Harvest*Variety*Wks 3 465418_99 3 1 -0.1537 0.2357 -0.6158 0.3083 0.43 0.5143 Harvest*Variety*Wks 3 465418_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 3 465518_99 1 1 0.2591 0.2083 -0.1492 0.6674 1.55 0.2136 Harvest*Variety*Wks 3 465518_99 3 1 -0.3338 0.2157 -0.7564 0.0889 2.40 0.1217 Harvest*Variety*Wks 3 465518_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 3 BL516 1 1 0.0940 0.2216 -0.3404 0.5284 0.18 0.6715 Harvest*Variety*Wks 3 BL516 3 1 -0.1652 0.2404 -0.6364 0.3061 0.47 0.4921 Harvest*Variety*Wks 3 BL516 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 3 Eugenin 1 1 0.4497 0.2593 -0.0585 0.9579 3.01 0.0828 Harvest*Variety*Wks 3 Eugenin 3 1 0.7282 0.2707 0.1976 1.2587 7.24 0.0071 Harvest*Variety*Wks 3 Eugenin 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 3 Flavia 1 1 0.4206 0.2497 -0.0688 0.9099 2.84 0.0921 Harvest*Variety*Wks 3 Flavia 3 1 0.2295 0.2651 -0.2902 0.7491 0.75 0.3868 Harvest*Variety*Wks 3 Flavia 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 3 GEM 1 1 -1.0419 0.2069 -1.4474 -0.6363 25.36 <.0001 Harvest*Variety*Wks 3 GEM 3 1 -0.7140 0.2284 -1.1616 -0.2664 9.78 0.0018 Harvest*Variety*Wks 3 GEM 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 3 Hass 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 3 Hass 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 3 Hass 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 4 465418_99 1 1 -0.0310 0.2036 -0.4300 0.3680 0.02 0.8790 Harvest*Variety*Wks 4 465418_99 3 1 0.3169 0.2228 -0.1199 0.7536 2.02 0.1550 Harvest*Variety*Wks 4 465418_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 4 465518_99 1 1 0.7561 0.2474 0.2713 1.2410 9.34 0.0022 Harvest*Variety*Wks 4 465518_99 3 1 0.2178 0.2569 -0.2857 0.7213 0.72 0.3965 Harvest*Variety*Wks 4 465518_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 4 467352_00 1 1 0.2194 0.3272 -0.4219 0.8607 0.45 0.5025 Harvest*Variety*Wks 4 467352_00 3 1 0.5135 0.3631 -0.1982 1.2252 2.00 0.1573 Harvest*Variety*Wks 4 467352_00 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 4 BL516 1 1 -0.6029 0.1814 -0.9584 -0.2473 11.04 0.0009 Harvest*Variety*Wks 4 BL516 3 1 -0.5264 0.1958 -0.9102 -0.1426 7.23 0.0072 Harvest*Variety*Wks 4 BL516 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 4 Eugenin 1 1 0.1156 0.2886 -0.4501 0.6812 0.16 0.6888 Harvest*Variety*Wks 4 Eugenin 3 1 0.2160 0.3079 -0.3874 0.8194 0.49 0.4829 Harvest*Variety*Wks 4 Eugenin 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 4 Flavia 1 1 0.0999 0.2935 -0.4753 0.6752 0.12 0.7335 Harvest*Variety*Wks 4 Flavia 3 1 0.3038 0.3031 -0.2903 0.8979 1.00 0.3162 Harvest*Variety*Wks 4 Flavia 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 4 GEM 1 1 -0.8419 0.1841 -1.2028 -0.4810 20.90 <.0001 Harvest*Variety*Wks 4 GEM 3 1 -0.5824 0.2042 -0.9827 -0.1822 8.14 0.0043 Harvest*Variety*Wks 4 GEM 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 4 Hass 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 4 Hass 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 4 Hass 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 5 464918_99 3 1 -0.0728 0.2485 -0.5598 0.4142 0.09 0.7695 Harvest*Variety*Wks 5 464918_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 5 465418_99 1 1 -0.4081 0.1895 -0.7795 -0.0367 4.64 0.0313 Harvest*Variety*Wks 5 465418_99 3 1 -0.0884 0.1978 -0.4761 0.2992 0.20 0.6548 Harvest*Variety*Wks 5 465418_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 5 467352_00 1 1 -0.1440 0.2585 -0.6506 0.3625 0.31 0.5773 Harvest*Variety*Wks 5 467352_00 3 1 0.3075 0.2788 -0.2390 0.8540 1.22 0.2701 Harvest*Variety*Wks 5 467352_00 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 5 BL516 1 1 -1.2554 0.1939 -1.6355 -0.8753 41.91 <.0001 Harvest*Variety*Wks 5 BL516 3 1 -0.9924 0.1971 -1.3787 -0.6062 25.36 <.0001 Harvest*Variety*Wks 5 BL516 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 5 Eugenin 3 1 0.4296 0.2745 -0.1084 0.9677 2.45 0.1176 Harvest*Variety*Wks 5 Eugenin 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 5 Flavia 3 1 0.2838 0.3004 -0.3050 0.8726 0.89 0.3448 Harvest*Variety*Wks 5 Flavia 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 5 GEM 1 1 -1.2872 0.1803 -1.6405 -0.9339 50.98 <.0001 Harvest*Variety*Wks 5 GEM 3 1 -0.8069 0.1898 -1.1788 -0.4350 18.08 <.0001 Harvest*Variety*Wks 5 GEM 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 5 Hass 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 5 Hass 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 5 Hass 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 6 465418_99 1 1 -0.1943 0.1824 -0.5519 0.1633 1.13 0.2869 Harvest*Variety*Wks 6 465418_99 3 1 0.1395 0.2022 -0.2567 0.5357 0.48 0.4901 Harvest*Variety*Wks 6 465418_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 6 467352_00 1 1 0.2309 0.2810 -0.3198 0.7816 0.68 0.4112 Harvest*Variety*Wks 6 467352_00 3 1 0.6174 0.3122 0.0055 1.2294 3.91 0.0480 Harvest*Variety*Wks 6 467352_00 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 6 BL516 1 1 -0.7421 0.1656 -1.0667 -0.4176 20.09 <.0001 Harvest*Variety*Wks 6 BL516 3 1 -0.4293 0.1772 -0.7765 -0.0820 5.87 0.0154 Harvest*Variety*Wks 6 BL516 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 6 GEM 1 1 -0.8934 0.1700 -1.2265 -0.5602 27.63 <.0001 Harvest*Variety*Wks 6 GEM 3 1 -0.4018 0.1871 -0.7685 -0.0351 4.61 0.0318 Harvest*Variety*Wks 6 GEM 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 6 Hass 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 6 Hass 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 6 Hass 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 465418_99 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 465418_99 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 465418_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 465502_99 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 465502_99 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 465502_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 467352_00 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 467352_00 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 467352_00 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 BL516 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 BL516 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 BL516 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 GEM 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 GEM 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 GEM 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 Hass 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 Hass 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 8 Hass 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 10 EarlyGreen 1 1 -0.0410 0.2683 -0.5669 0.4848 0.02 0.8785 Harvest*Variety*Wks 10 EarlyGreen 3 1 -0.5738 0.2669 -1.0968 -0.0507 4.62 0.0316 Harvest*Variety*Wks 10 EarlyGreen 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 10 Eugenin 1 1 0.1558 0.2222 -0.2798 0.5913 0.49 0.4834 Harvest*Variety*Wks 10 Eugenin 3 1 -0.1516 0.2348 -0.6118 0.3086 0.42 0.5186 Harvest*Variety*Wks 10 Eugenin 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 10 Flavia 1 1 0.0240 0.2238 -0.4147 0.4626 0.01 0.9148 Harvest*Variety*Wks 10 Flavia 3 1 -0.2080 0.2315 -0.6618 0.2458 0.81 0.3690 Harvest*Variety*Wks 10 Flavia 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 10 Hass 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 10 Hass 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 10 Hass 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 11 464918_99 1 1 0.1158 0.1978 -0.2720 0.5036 0.34 0.5583 Harvest*Variety*Wks 11 464918_99 3 1 -0.2155 0.2024 -0.6121 0.1812 1.13 0.2870 Harvest*Variety*Wks 11 464918_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 11 465518_99 1 1 -0.1024 0.1862 -0.4675 0.2626 0.30 0.5823 Harvest*Variety*Wks 11 465518_99 3 1 -0.6018 0.1862 -0.9667 -0.2368 10.45 0.0012 Harvest*Variety*Wks 11 465518_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 11 EarlyGreen 1 1 0.8493 0.2453 0.3686 1.3299 11.99 0.0005 Harvest*Variety*Wks 11 EarlyGreen 3 1 0.4322 0.2418 -0.0417 0.9062 3.19 0.0739 Harvest*Variety*Wks 11 EarlyGreen 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 11 Eugenin 1 1 0.3409 0.1944 -0.0401 0.7218 3.08 0.0795 Harvest*Variety*Wks 11 Eugenin 3 1 0.3142 0.2041 -0.0858 0.7141 2.37 0.1236 Harvest*Variety*Wks 11 Eugenin 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 11 Flavia 1 1 0.3416 0.1958 -0.0420 0.7253 3.05 0.0809 Harvest*Variety*Wks 11 Flavia 3 1 0.1713 0.2029 -0.2265 0.5690 0.71 0.3987 Harvest*Variety*Wks 11 Flavia 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 11 Hass 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 11 Hass 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 11 Hass 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 464918_99 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 464918_99 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 464918_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 465518_99 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 465518_99 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 465518_99 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 EarlyGreen 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 EarlyGreen 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 EarlyGreen 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 Eugenin 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 Eugenin 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 Eugenin 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 Flavia 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 Flavia 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 Flavia 6 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 Hass 1 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 Hass 3 0 0.0000 0.0000 0.0000 0.0000 . . Harvest*Variety*Wks 12 Hass 6 0 0.0000 0.0000 0.0000 0.0000 . . Dispersion       1 0.0000 0.0005 . .       ... View more