AMMI Stability Model
[LSD Comparisons] [Half Normal Plot] [Bi-Plot 1] [Bi Plot 2]
| Source of Variations | df | Sum of Squares | Mean Squares | F Ratio | Probability | |
| Trials | 77 | 27.664 | 0.359 | 1.466 | 0.181 | |
| Genotypes | 12 | 3.143 | 0.262 | 1.069 | 0.437 | |
| Environments | 5 | 9.815 | 1.963 | 8.009 | 0.000 | *** |
| G*E Interaction | 60 | 14.706 | 0.245 | |||
| PCA I | 16 | 6.930 | 0.433 | 3.940 | 0.003 | ** |
| PCA II | 14 | 3.277 | 0.234 | 2.129 | 0.066 | |
| PCA III | 12 | 2.521 | 0.210 | 1.911 | 0.104 | |
| Residual | 18 | 1.979 | 0.110 | 1.000 | 0.500 | |
| Comparison | S.E.D. | CD 5% | CD 1% |
| Genotype Gi - Gj | 0.194 | 0.408 | 0.559 |
| Enviornment Ei - Ej | 0.286 | 0.601 | 0.823 |
Fitting of Residual Sum of squares to check model validity
| Genotype | Env 1 | Env 2 | Env 3 | Env 4 | Env 5 | Env 6 | Var. µ | Var Index | PCA I | PCA II | PCA III | G*E ResSS |
| Cogg -2*LGG -460 | 3.067 | 2.353 | 2.637 | 3.673 | 3.837 | 4.723 | 3.382 | 0.126 | -0.520 | 0.579 | 0.505 | 0.036 |
| Cogg -2*LGG -410 | 3.617 | 2.563 | 2.183 | 2.857 | 3.800 | 3.283 | 3.051 | -0.205 | -0.463 | -0.014 | -0.597 | 0.103 |
| Cogg -2*Cogg - 32 | 3.620 | 2.750 | 3.027 | 2.947 | 3.197 | 3.697 | 3.206 | -0.049 | -0.017 | -0.032 | -0.094 | 0.542 |
| Cogg -2*ML -332 - | 3.547 | 2.807 | 3.613 | 3.463 | 3.587 | 2.863 | 3.313 | 0.058 | 0.419 | -0.068 | -0.521 | 0.055 |
| Cogg -2*Pusa -405 | 3.177 | 2.830 | 2.473 | 3.710 | 4.090 | 4.350 | 3.438 | 0.183 | -0.618 | 0.347 | 0.147 | 0.028 |
| Cogg -2*RMG -327 | 3.470 | 3.037 | 2.043 | 4.273 | 3.603 | 3.477 | 3.317 | 0.062 | -0.538 | -0.464 | 0.019 | 0.426 |
| Cogg -2*PDM -489 | 3.467 | 2.780 | 2.383 | 3.750 | 2.830 | 3.540 | 3.125 | -0.130 | -0.210 | -0.486 | 0.277 | 0.001 |
| ML -267*LGG -460 | 3.520 | 2.463 | 2.720 | 3.393 | 3.517 | 3.653 | 3.211 | -0.044 | -0.183 | 0.046 | -0.086 | 0.058 |
| ML -267*LGG -410 | 3.453 | 3.167 | 3.120 | 3.920 | 3.067 | 3.633 | 3.393 | 0.138 | 0.066 | -0.354 | 0.240 | 0.132 |
| ML -267*Cogg - 32 | 3.457 | 2.400 | 4.237 | 4.023 | 2.510 | 3.740 | 3.394 | 0.139 | 0.820 | -0.080 | 0.643 | 0.059 |
| ML -267*ML -332 - | 3.417 | 1.770 | 2.790 | 3.197 | 2.947 | 2.673 | 2.799 | -0.456 | 0.270 | -0.130 | -0.287 | 0.258 |
| ML -267*Pusa -405 | 3.257 | 2.323 | 3.360 | 3.747 | 2.980 | 2.803 | 3.078 | -0.177 | 0.491 | -0.185 | -0.072 | 0.095 |
| ML -267*RMG -327 | 2.987 | 2.460 | 4.313 | 3.850 | 4.347 | 3.703 | 3.610 | 0.355 | 0.483 | 0.844 | -0.174 | 0.185 |
| Env. Mean | 3.389 | 2.593 | 2.992 | 3.600 | 3.408 | 3.549 | If the residual sum of squares as per fitted model is not matching with the residual sum of squares of Anova, then the model is not multiplicative | |||||
| Env. Index | 0.133 | -0.663 | -0.263 | 0.345 | 0.153 | 0.294 | ||||||
| PCA ScoresI | -0.018 | -0.282 | 1.364 | 0.099 | -0.539 | -0.625 | ||||||
| PCA ScoresII | -0.670 | -0.567 | 0.407 | -0.369 | 0.699 | 0.501 | ||||||
| PCA ScoresIII | -0.392 | -0.105 | -0.005 | 0.484 | -0.761 | 0.780 | ||||||
| G*E Res.SS | 0.470 | 0.360 | 0.034 | 0.768 | 0.120 | 0.227 | 1.979 | |||||
Fitted Means as per AMMI
Model 
| Genotype | Env 1 | Env 2 | Env 3 | Env 4 | Env 5 | Env 6 | Adj Mean |
| Cogg -2*LGG -460 | 2.939 | 2.484 | 2.642 | 3.706 | 3.836 | 4.684 | 3.382 |
| Cogg -2*LGG -410 | 3.436 | 2.589 | 2.153 | 3.066 | 3.898 | 3.160 | 3.051 |
| Cogg -2*Cogg - 32 | 3.398 | 2.576 | 2.908 | 3.516 | 3.417 | 3.421 | 3.206 |
| Cogg -2*ML -332 - | 3.690 | 2.626 | 3.597 | 3.473 | 3.590 | 2.904 | 3.313 |
| Cogg -2*Pusa -405 | 3.293 | 2.738 | 2.472 | 3.665 | 4.056 | 4.407 | 3.438 |
| Cogg -2*RMG -327 | 3.764 | 3.067 | 2.132 | 3.790 | 3.422 | 3.729 | 3.317 |
| Cogg -2*PDM -489 | 3.479 | 2.768 | 2.376 | 3.763 | 2.841 | 3.523 | 3.125 |
| ML -267*LGG -460 | 3.351 | 2.583 | 2.718 | 3.480 | 3.560 | 3.575 | 3.211 |
| ML -267*LGG -410 | 3.669 | 2.888 | 3.075 | 3.992 | 3.081 | 3.656 | 3.393 |
| ML -267*Cogg - 32 | 3.314 | 2.478 | 4.214 | 4.161 | 2.560 | 3.638 | 3.394 |
| ML -267*ML -332 - | 3.127 | 2.164 | 2.853 | 3.080 | 2.934 | 2.635 | 2.799 |
| ML -267*Pusa -405 | 3.355 | 2.390 | 3.410 | 3.505 | 2.893 | 2.917 | 3.078 |
| ML -267*RMG -327 | 3.238 | 2.351 | 4.350 | 3.607 | 4.225 | 3.889 | 3.610 |
| Adj Mean | 3.389 | 2.593 | 2.992 | 3.600 | 3.408 | 3.549 |
Standardised Residuals as per AMMI Model
| Genotype | Env 1 | Env 2 | Env 3 | Env 4 | Env 5 | Env 6 |
| Cogg -2*LGG -460 | 0.799 | -0.815 | -0.034 | -0.201 | 0.006 | 0.244 |
| Cogg -2*LGG -410 | 1.126 | -0.161 | 0.186 | -1.307 | -0.611 | 0.767 |
| Cogg -2*Cogg - 32 | 1.382 | 1.083 | 0.743 | -3.552 | -1.375 | 1.719 |
| Cogg -2*ML -332 - | -0.892 | 1.125 | 0.101 | -0.060 | -0.019 | -0.255 |
| Cogg -2*Pusa -405 | -0.724 | 0.577 | 0.008 | 0.280 | 0.215 | -0.356 |
| Cogg -2*RMG -327 | -1.834 | -0.192 | -0.551 | 3.018 | 1.134 | -1.575 |
| Cogg -2*PDM -489 | -0.077 | 0.074 | 0.046 | -0.080 | -0.067 | 0.104 |
| ML -267*LGG -460 | 1.055 | -0.747 | 0.014 | -0.539 | -0.270 | 0.487 |
| ML -267*LGG -410 | -1.343 | 1.741 | 0.278 | -0.446 | -0.089 | -0.141 |
| ML -267*Cogg - 32 | 0.887 | -0.490 | 0.141 | -0.861 | -0.311 | 0.634 |
| ML -267*ML -332 - | 1.804 | -2.459 | -0.394 | 0.728 | 0.081 | 0.241 |
| ML -267*Pusa -405 | -0.613 | -0.415 | -0.311 | 1.505 | 0.546 | -0.711 |
| ML -267*RMG -327 | -1.569 | 0.678 | -0.227 | 1.515 | 0.759 | -1.156 |