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ANOVA Model | WISCRY7V ~ MVRBIQ0
| means | 99.5 | 1.5 | -3.833 | 4.5 | 11.5 | 15.5 | 15.5 | -0.25 | -16 | -8.5 | -11.5 | -29.5 | -14.5 | -16 | -5.3 | 2.5 | -31.5 | -19.75 | -15.667 | -15.75 | -7.929 | -23.5 | -9.333 | -8.333 | -3.786 | -13.833 | -4.786 | -17.643 | -6 | -6.5 | -10.333 | -12 | -7.9 | -1 | -9.833 | -7 | -5.357 | -2.833 | 2 | -12.5 | -1 | 5.833 |
ANOVA Statistics | | Df | Sum Sq | Mean Sq | F value | Pr(>F) | MVRBIQ0
| 41 | 7909.239 | 192.908 | 2.21 | 0.001 | Residuals | 111 | 9687.702 | 87.277 | | |
Tukey Honest Significant Difference Comparisons | | diff | lwr | upr | p adj | 102-101 | 1.5 | -44.54 | 47.54 | 1 | 103-101 | -3.833 | -38.149 | 30.483 | 1 | 104-101 | 4.5 | -29.816 | 38.816 | 1 | 107-101 | 11.5 | -34.54 | 57.54 | 1 | 109-101 | 15.5 | -30.54 | 61.54 | 1 | 110-101 | 15.5 | -30.54 | 61.54 | 1 | 111-101 | -0.25 | -32.805 | 32.305 | 1 | 63-101 | -16 | -48.555 | 16.555 | 0.995 | 67-101 | -8.5 | -54.54 | 37.54 | 1 | 68-101 | -11.5 | -57.54 | 34.54 | 1 | 69-101 | -29.5 | -75.54 | 16.54 | 0.85 | 7-101 | -14.5 | -60.54 | 31.54 | 1 | 70-101 | -16 | -53.591 | 21.591 | 1 | 71-101 | -5.3 | -36.751 | 26.151 | 1 | 72-101 | 2.5 | -43.54 | 48.54 | 1 | 73-101 | -31.5 | -77.54 | 14.54 | 0.739 | 74-101 | -19.75 | -52.305 | 12.805 | 0.913 | 75-101 | -15.667 | -46.36 | 15.026 | 0.992 | 76-101 | -15.75 | -48.305 | 16.805 | 0.997 | 77-101 | -7.929 | -38.069 | 22.211 | 1 | 78-101 | -23.5 | -61.091 | 14.091 | 0.882 | 79-101 | -9.333 | -40.026 | 21.36 | 1 | 80-101 | -8.333 | -39.026 | 22.36 | 1 | 81-101 | -3.786 | -33.926 | 26.354 | 1 | 82-101 | -13.833 | -48.149 | 20.483 | 1 | 83-101 | -4.786 | -34.926 | 25.354 | 1 | 84-101 | -17.643 | -47.783 | 12.497 | 0.942 | 85-101 | -6 | -34.711 | 22.711 | 1 | 86-101 | -6.5 | -36.64 | 23.64 | 1 | 87-101 | -10.333 | -41.026 | 20.36 | 1 | 88-101 | -12 | -49.591 | 25.591 | 1 | 89-101 | -7.9 | -39.351 | 23.551 | 1 | 90-101 | -1 | -38.591 | 36.591 | 1 | 91-101 | -9.833 | -44.149 | 24.483 | 1 | 92-101 | -7 | -37.693 | 23.693 | 1 | 93-101 | -5.357 | -35.497 | 24.783 | 1 | 95-101 | -2.833 | -37.149 | 31.483 | 1 | 96-101 | 2 | -35.591 | 39.591 | 1 | 97-101 | -12.5 | -58.54 | 33.54 | 1 | 98-101 | -1 | -38.591 | 36.591 | 1 | 99-101 | 5.833 | -28.483 | 40.149 | 1 | 103-102 | -5.333 | -48.74 | 38.073 | 1 | 104-102 | 3 | -40.407 | 46.407 | 1 | 107-102 | 10 | -43.162 | 63.162 | 1 | 109-102 | 14 | -39.162 | 67.162 | 1 | 110-102 | 14 | -39.162 | 67.162 | 1 | 111-102 | -1.75 | -43.778 | 40.278 | 1 | 63-102 | -17.5 | -59.528 | 24.528 | 1 | 67-102 | -10 | -63.162 | 43.162 | 1 | 68-102 | -13 | -66.162 | 40.162 | 1 | 69-102 | -31 | -84.162 | 22.162 | 0.945 | 7-102 | -16 | -69.162 | 37.162 | 1 | 70-102 | -17.5 | -63.54 | 28.54 | 1 | 71-102 | -6.8 | -47.979 | 34.379 | 1 | 72-102 | 1 | -52.162 | 54.162 | 1 | 73-102 | -33 | -86.162 | 20.162 | 0.89 | 74-102 | -21.25 | -63.278 | 20.778 | 0.993 | 75-102 | -17.167 | -57.77 | 23.436 | 1 | 76-102 | -17.25 | -59.278 | 24.778 | 1 | 77-102 | -9.429 | -49.615 | 30.758 | 1 | 78-102 | -25 | -71.04 | 21.04 | 0.978 | 79-102 | -10.833 | -51.436 | 29.77 | 1 | 80-102 | -9.833 | -50.436 | 30.77 | 1 | 81-102 | -5.286 | -45.472 | 34.901 | 1 | 82-102 | -15.333 | -58.74 | 28.073 | 1 | 83-102 | -6.286 | -46.472 | 33.901 | 1 | 84-102 | -19.143 | -59.33 | 21.044 | 0.997 | 85-102 | -7.5 | -46.626 | 31.626 | 1 | 86-102 | -8 | -48.187 | 32.187 | 1 | 87-102 | -11.833 | -52.436 | 28.77 | 1 | 88-102 | -13.5 | -59.54 | 32.54 | 1 | 89-102 | -9.4 | -50.579 | 31.779 | 1 | 90-102 | -2.5 | -48.54 | 43.54 | 1 | 91-102 | -11.333 | -54.74 | 32.073 | 1 | 92-102 | -8.5 | -49.103 | 32.103 | 1 | 93-102 | -6.857 | -47.044 | 33.33 | 1 | 95-102 | -4.333 | -47.74 | 39.073 | 1 | 96-102 | 0.5 | -45.54 | 46.54 | 1 | 97-102 | -14 | -67.162 | 39.162 | 1 | 98-102 | -2.5 | -48.54 | 43.54 | 1 | 99-102 | 4.333 | -39.073 | 47.74 | 1 | 104-103 | 8.333 | -22.36 | 39.026 | 1 | 107-103 | 15.333 | -28.073 | 58.74 | 1 | 109-103 | 19.333 | -24.073 | 62.74 | 0.999 | 110-103 | 19.333 | -24.073 | 62.74 | 0.999 | 111-103 | 3.583 | -25.127 | 32.294 | 1 | 63-103 | -12.167 | -40.877 | 16.544 | 1 | 67-103 | -4.667 | -48.073 | 38.74 | 1 | 68-103 | -7.667 | -51.073 | 35.74 | 1 | 69-103 | -25.667 | -69.073 | 17.74 | 0.935 | 7-103 | -10.667 | -54.073 | 32.74 | 1 | 70-103 | -12.167 | -46.483 | 22.149 | 1 | 71-103 | -1.467 | -28.919 | 25.986 | 1 | 72-103 | 6.333 | -37.073 | 49.74 | 1 | 73-103 | -27.667 | -71.073 | 15.74 | 0.857 | 74-103 | -15.917 | -44.627 | 12.794 | 0.971 | 75-103 | -11.833 | -38.414 | 14.748 | 0.999 | 76-103 | -11.917 | -40.627 | 16.794 | 1 | 77-103 | -4.095 | -30.036 | 21.845 | 1 | 78-103 | -19.667 | -53.983 | 14.649 | 0.956 | 79-103 | -5.5 | -32.081 | 21.081 | 1 | 80-103 | -4.5 | -31.081 | 22.081 | 1 | 81-103 | 0.048 | -25.893 | 25.988 | 1 | 82-103 | -10 | -40.693 | 20.693 | 1 | 83-103 | -0.952 | -26.893 | 24.988 | 1 | 84-103 | -13.81 | -39.75 | 12.131 | 0.984 | 85-103 | -2.167 | -26.432 | 22.098 | 1 | 86-103 | -2.667 | -28.607 | 23.274 | 1 | 87-103 | -6.5 | -33.081 | 20.081 | 1 | 88-103 | -8.167 | -42.483 | 26.149 | 1 | 89-103 | -4.067 | -31.519 | 23.386 | 1 | 90-103 | 2.833 | -31.483 | 37.149 | 1 | 91-103 | -6 | -36.693 | 24.693 | 1 | 92-103 | -3.167 | -29.748 | 23.414 | 1 | 93-103 | -1.524 | -27.464 | 24.417 | 1 | 95-103 | 1 | -29.693 | 31.693 | 1 | 96-103 | 5.833 | -28.483 | 40.149 | 1 | 97-103 | -8.667 | -52.073 | 34.74 | 1 | 98-103 | 2.833 | -31.483 | 37.149 | 1 | 99-103 | 9.667 | -21.026 | 40.36 | 1 | 107-104 | 7 | -36.407 | 50.407 | 1 | 109-104 | 11 | -32.407 | 54.407 | 1 | 110-104 | 11 | -32.407 | 54.407 | 1 | 111-104 | -4.75 | -33.461 | 23.961 | 1 | 63-104 | -20.5 | -49.211 | 8.211 | 0.65 | 67-104 | -13 | -56.407 | 30.407 | 1 | 68-104 | -16 | -59.407 | 27.407 | 1 | 69-104 | -34 | -77.407 | 9.407 | 0.431 | 7-104 | -19 | -62.407 | 24.407 | 0.999 | 70-104 | -20.5 | -54.816 | 13.816 | 0.927 | 71-104 | -9.8 | -37.253 | 17.653 | 1 | 72-104 | -2 | -45.407 | 41.407 | 1 | 73-104 | -36 | -79.407 | 7.407 | 0.303 | 74-104 | -24.25 | -52.961 | 4.461 | 0.265 | 75-104 | -20.167 | -46.748 | 6.414 | 0.508 | 76-104 | -20.25 | -48.961 | 8.461 | 0.677 | 77-104 | -12.429 | -38.369 | 13.512 | 0.997 | 78-104 | -28 | -62.316 | 6.316 | 0.338 | 79-104 | -13.833 | -40.414 | 12.748 | 0.989 | 80-104 | -12.833 | -39.414 | 13.748 | 0.997 | 81-104 | -8.286 | -34.226 | 17.655 | 1 | 82-104 | -18.333 | -49.026 | 12.36 | 0.927 | 83-104 | -9.286 | -35.226 | 16.655 | 1 | 84-104 | -22.143 | -48.083 | 3.798 | 0.245 | 85-104 | -10.5 | -34.765 | 13.765 | 1 | 86-104 | -11 | -36.94 | 14.94 | 1 | 87-104 | -14.833 | -41.414 | 11.748 | 0.969 | 88-104 | -16.5 | -50.816 | 17.816 | 0.997 | 89-104 | -12.4 | -39.853 | 15.053 | 0.999 | 90-104 | -5.5 | -39.816 | 28.816 | 1 | 91-104 | -14.333 | -45.026 | 16.36 | 0.998 | 92-104 | -11.5 | -38.081 | 15.081 | 1 | 93-104 | -9.857 | -35.798 | 16.083 | 1 | 95-104 | -7.333 | -38.026 | 23.36 | 1 | 96-104 | -2.5 | -36.816 | 31.816 | 1 | 97-104 | -17 | -60.407 | 26.407 | 1 | 98-104 | -5.5 | -39.816 | 28.816 | 1 | 99-104 | 1.333 | -29.36 | 32.026 | 1 | 109-107 | 4 | -49.162 | 57.162 | 1 | 110-107 | 4 | -49.162 | 57.162 | 1 | 111-107 | -11.75 | -53.778 | 30.278 | 1 | 63-107 | -27.5 | -69.528 | 14.528 | 0.818 | 67-107 | -20 | -73.162 | 33.162 | 1 | 68-107 | -23 | -76.162 | 30.162 | 1 | 69-107 | -41 | -94.162 | 12.162 | 0.468 | 7-107 | -26 | -79.162 | 27.162 | 0.996 | 70-107 | -27.5 | -73.54 | 18.54 | 0.927 | 71-107 | -16.8 | -57.979 | 24.379 | 1 | 72-107 | -9 | -62.162 | 44.162 | 1 | 73-107 | -43 | -96.162 | 10.162 | 0.357 | 74-107 | -31.25 | -73.278 | 10.778 | 0.556 | 75-107 | -27.167 | -67.77 | 13.436 | 0.781 | 76-107 | -27.25 | -69.278 | 14.778 | 0.832 | 77-107 | -19.429 | -59.615 | 20.758 | 0.997 | 78-107 | -35 | -81.04 | 11.04 | 0.503 | 79-107 | -20.833 | -61.436 | 19.77 | 0.991 | 80-107 | -19.833 | -60.436 | 20.77 | 0.996 | 81-107 | -15.286 | -55.472 | 24.901 | 1 | 82-107 | -25.333 | -68.74 | 18.073 | 0.944 | 83-107 | -16.286 | -56.472 | 23.901 | 1 | 84-107 | -29.143 | -69.33 | 11.044 | 0.614 | 85-107 | -17.5 | -56.626 | 21.626 | 0.999 | 86-107 | -18 | -58.187 | 22.187 | 0.999 | 87-107 | -21.833 | -62.436 | 18.77 | 0.981 | 88-107 | -23.5 | -69.54 | 22.54 | 0.992 | 89-107 | -19.4 | -60.579 | 21.779 | 0.998 | 90-107 | -12.5 | -58.54 | 33.54 | 1 | 91-107 | -21.333 | -64.74 | 22.073 | 0.995 | 92-107 | -18.5 | -59.103 | 22.103 | 0.999 | 93-107 | -16.857 | -57.044 | 23.33 | 1 | 95-107 | -14.333 | -57.74 | 29.073 | 1 | 96-107 | -9.5 | -55.54 | 36.54 | 1 | 97-107 | -24 | -77.162 | 29.162 | 0.999 | 98-107 | -12.5 | -58.54 | 33.54 | 1 | 99-107 | -5.667 | -49.073 | 37.74 | 1 | 110-109 | 0 | -53.162 | 53.162 | 1 | 111-109 | -15.75 | -57.778 | 26.278 | 1 | 63-109 | -31.5 | -73.528 | 10.528 | 0.537 | 67-109 | -24 | -77.162 | 29.162 | 0.999 | 68-109 | -27 | -80.162 | 26.162 | 0.992 | 69-109 | -45 | -98.162 | 8.162 | 0.261 | 7-109 | -30 | -83.162 | 23.162 | 0.964 | 70-109 | -31.5 | -77.54 | 14.54 | 0.739 | 71-109 | -20.8 | -61.979 | 20.379 | 0.993 | 72-109 | -13 | -66.162 | 40.162 | 1 | 73-109 | -47 | -100.162 | 6.162 | 0.184 | 74-109 | -35.25 | -77.278 | 6.778 | 0.279 | 75-109 | -31.167 | -71.77 | 9.436 | 0.48 | 76-109 | -31.25 | -73.278 | 10.778 | 0.556 | 77-109 | -23.429 | -63.615 | 16.758 | 0.945 | 78-109 | -39 | -85.04 | 7.04 | 0.26 | 79-109 | -24.833 | -65.436 | 15.77 | 0.906 | 80-109 | -23.833 | -64.436 | 16.77 | 0.941 | 81-109 | -19.286 | -59.472 | 20.901 | 0.997 | 82-109 | -29.333 | -72.74 | 14.073 | 0.763 | 83-109 | -20.286 | -60.472 | 19.901 | 0.993 | 84-109 | -33.143 | -73.33 | 7.044 | 0.314 | 85-109 | -21.5 | -60.626 | 17.626 | 0.975 | 86-109 | -22 | -62.187 | 18.187 | 0.976 | 87-109 | -25.833 | -66.436 | 14.77 | 0.859 | 88-109 | -27.5 | -73.54 | 18.54 | 0.927 | 89-109 | -23.4 | -64.579 | 17.779 | 0.96 | 90-109 | -16.5 | -62.54 | 29.54 | 1 | 91-109 | -25.333 | -68.74 | 18.073 | 0.944 | 92-109 | -22.5 | -63.103 | 18.103 | 0.971 | 93-109 | -20.857 | -61.044 | 19.33 | 0.989 | 95-109 | -18.333 | -61.74 | 25.073 | 1 | 96-109 | -13.5 | -59.54 | 32.54 | 1 | 97-109 | -28 | -81.162 | 25.162 | 0.986 | 98-109 | -16.5 | -62.54 | 29.54 | 1 | 99-109 | -9.667 | -53.073 | 33.74 | 1 | 111-110 | -15.75 | -57.778 | 26.278 | 1 | 63-110 | -31.5 | -73.528 | 10.528 | 0.537 | 67-110 | -24 | -77.162 | 29.162 | 0.999 | 68-110 | -27 | -80.162 | 26.162 | 0.992 | 69-110 | -45 | -98.162 | 8.162 | 0.261 | 7-110 | -30 | -83.162 | 23.162 | 0.964 | 70-110 | -31.5 | -77.54 | 14.54 | 0.739 | 71-110 | -20.8 | -61.979 | 20.379 | 0.993 | 72-110 | -13 | -66.162 | 40.162 | 1 | 73-110 | -47 | -100.162 | 6.162 | 0.184 | 74-110 | -35.25 | -77.278 | 6.778 | 0.279 | 75-110 | -31.167 | -71.77 | 9.436 | 0.48 | 76-110 | -31.25 | -73.278 | 10.778 | 0.556 | 77-110 | -23.429 | -63.615 | 16.758 | 0.945 | 78-110 | -39 | -85.04 | 7.04 | 0.26 | 79-110 | -24.833 | -65.436 | 15.77 | 0.906 | 80-110 | -23.833 | -64.436 | 16.77 | 0.941 | 81-110 | -19.286 | -59.472 | 20.901 | 0.997 | 82-110 | -29.333 | -72.74 | 14.073 | 0.763 | 83-110 | -20.286 | -60.472 | 19.901 | 0.993 | 84-110 | -33.143 | -73.33 | 7.044 | 0.314 | 85-110 | -21.5 | -60.626 | 17.626 | 0.975 | 86-110 | -22 | -62.187 | 18.187 | 0.976 | 87-110 | -25.833 | -66.436 | 14.77 | 0.859 | 88-110 | -27.5 | -73.54 | 18.54 | 0.927 | 89-110 | -23.4 | -64.579 | 17.779 | 0.96 | 90-110 | -16.5 | -62.54 | 29.54 | 1 | 91-110 | -25.333 | -68.74 | 18.073 | 0.944 | 92-110 | -22.5 | -63.103 | 18.103 | 0.971 | 93-110 | -20.857 | -61.044 | 19.33 | 0.989 | 95-110 | -18.333 | -61.74 | 25.073 | 1 | 96-110 | -13.5 | -59.54 | 32.54 | 1 | 97-110 | -28 | -81.162 | 25.162 | 0.986 | 98-110 | -16.5 | -62.54 | 29.54 | 1 | 99-110 | -9.667 | -53.073 | 33.74 | 1 | 63-111 | -15.75 | -42.331 | 10.831 | 0.934 | 67-111 | -8.25 | -50.278 | 33.778 | 1 | 68-111 | -11.25 | -53.278 | 30.778 | 1 | 69-111 | -29.25 | -71.278 | 12.778 | 0.705 | 7-111 | -14.25 | -56.278 | 27.778 | 1 | 70-111 | -15.75 | -48.305 | 16.805 | 0.997 | 71-111 | -5.05 | -30.267 | 20.167 | 1 | 72-111 | 2.75 | -39.278 | 44.778 | 1 | 73-111 | -31.25 | -73.278 | 10.778 | 0.556 | 74-111 | -19.5 | -46.081 | 7.081 | 0.588 | 75-111 | -15.417 | -39.682 | 8.848 | 0.861 | 76-111 | -15.5 | -42.081 | 11.081 | 0.945 | 77-111 | -7.679 | -31.24 | 15.883 | 1 | 78-111 | -23.25 | -55.805 | 9.305 | 0.649 | 79-111 | -9.083 | -33.348 | 15.182 | 1 | 80-111 | -8.083 | -32.348 | 16.182 | 1 | 81-111 | -3.536 | -27.097 | 20.026 | 1 | 82-111 | -13.583 | -42.294 | 15.127 | 0.998 | 83-111 | -4.536 | -28.097 | 19.026 | 1 | 84-111 | -17.393 | -40.954 | 6.169 | 0.573 | 85-111 | -5.75 | -27.453 | 15.953 | 1 | 86-111 | -6.25 | -29.812 | 17.312 | 1 | 87-111 | -10.083 | -34.348 | 14.182 | 1 | 88-111 | -11.75 | -44.305 | 20.805 | 1 | 89-111 | -7.65 | -32.867 | 17.567 | 1 | 90-111 | -0.75 | -33.305 | 31.805 | 1 | 91-111 | -9.583 | -38.294 | 19.127 | 1 | 92-111 | -6.75 | -31.015 | 17.515 | 1 | 93-111 | -5.107 | -28.669 | 18.454 | 1 | 95-111 | -2.583 | -31.294 | 26.127 | 1 | 96-111 | 2.25 | -30.305 | 34.805 | 1 | 97-111 | -12.25 | -54.278 | 29.778 | 1 | 98-111 | -0.75 | -33.305 | 31.805 | 1 | 99-111 | 6.083 | -22.627 | 34.794 | 1 | 67-63 | 7.5 | -34.528 | 49.528 | 1 | 68-63 | 4.5 | -37.528 | 46.528 | 1 | 69-63 | -13.5 | -55.528 | 28.528 | 1 | 7-63 | 1.5 | -40.528 | 43.528 | 1 | 70-63 | 0 | -32.555 | 32.555 | 1 | 71-63 | 10.7 | -14.517 | 35.917 | 1 | 72-63 | 18.5 | -23.528 | 60.528 | 0.999 | 73-63 | -15.5 | -57.528 | 26.528 | 1 | 74-63 | -3.75 | -30.331 | 22.831 | 1 | 75-63 | 0.333 | -23.932 | 24.598 | 1 | 76-63 | 0.25 | -26.331 | 26.831 | 1 | 77-63 | 8.071 | -15.49 | 31.633 | 1 | 78-63 | -7.5 | -40.055 | 25.055 | 1 | 79-63 | 6.667 | -17.598 | 30.932 | 1 | 80-63 | 7.667 | -16.598 | 31.932 | 1 | 81-63 | 12.214 | -11.347 | 35.776 | 0.989 | 82-63 | 2.167 | -26.544 | 30.877 | 1 | 83-63 | 11.214 | -12.347 | 34.776 | 0.997 | 84-63 | -1.643 | -25.204 | 21.919 | 1 | 85-63 | 10 | -11.703 | 31.703 | 0.999 | 86-63 | 9.5 | -14.062 | 33.062 | 1 | 87-63 | 5.667 | -18.598 | 29.932 | 1 | 88-63 | 4 | -28.555 | 36.555 | 1 | 89-63 | 8.1 | -17.117 | 33.317 | 1 | 90-63 | 15 | -17.555 | 47.555 | 0.999 | 91-63 | 6.167 | -22.544 | 34.877 | 1 | 92-63 | 9 | -15.265 | 33.265 | 1 | 93-63 | 10.643 | -12.919 | 34.204 | 0.999 | 95-63 | 13.167 | -15.544 | 41.877 | 0.999 | 96-63 | 18 | -14.555 | 50.555 | 0.972 | 97-63 | 3.5 | -38.528 | 45.528 | 1 | 98-63 | 15 | -17.555 | 47.555 | 0.999 | 99-63 | 21.833 | -6.877 | 50.544 | 0.502 | 68-67 | -3 | -56.162 | 50.162 | 1 | 69-67 | -21 | -74.162 | 32.162 | 1 | 7-67 | -6 | -59.162 | 47.162 | 1 | 70-67 | -7.5 | -53.54 | 38.54 | 1 | 71-67 | 3.2 | -37.979 | 44.379 | 1 | 72-67 | 11 | -42.162 | 64.162 | 1 | 73-67 | -23 | -76.162 | 30.162 | 1 | 74-67 | -11.25 | -53.278 | 30.778 | 1 | 75-67 | -7.167 | -47.77 | 33.436 | 1 | 76-67 | -7.25 | -49.278 | 34.778 | 1 | 77-67 | 0.571 | -39.615 | 40.758 | 1 | 78-67 | -15 | -61.04 | 31.04 | 1 | 79-67 | -0.833 | -41.436 | 39.77 | 1 | 80-67 | 0.167 | -40.436 | 40.77 | 1 | 81-67 | 4.714 | -35.472 | 44.901 | 1 | 82-67 | -5.333 | -48.74 | 38.073 | 1 | 83-67 | 3.714 | -36.472 | 43.901 | 1 | 84-67 | -9.143 | -49.33 | 31.044 | 1 | 85-67 | 2.5 | -36.626 | 41.626 | 1 | 86-67 | 2 | -38.187 | 42.187 | 1 | 87-67 | -1.833 | -42.436 | 38.77 | 1 | 88-67 | -3.5 | -49.54 | 42.54 | 1 | 89-67 | 0.6 | -40.579 | 41.779 | 1 | 90-67 | 7.5 | -38.54 | 53.54 | 1 | 91-67 | -1.333 | -44.74 | 42.073 | 1 | 92-67 | 1.5 | -39.103 | 42.103 | 1 | 93-67 | 3.143 | -37.044 | 43.33 | 1 | 95-67 | 5.667 | -37.74 | 49.073 | 1 | 96-67 | 10.5 | -35.54 | 56.54 | 1 | 97-67 | -4 | -57.162 | 49.162 | 1 | 98-67 | 7.5 | -38.54 | 53.54 | 1 | 99-67 | 14.333 | -29.073 | 57.74 | 1 | 69-68 | -18 | -71.162 | 35.162 | 1 | 7-68 | -3 | -56.162 | 50.162 | 1 | 70-68 | -4.5 | -50.54 | 41.54 | 1 | 71-68 | 6.2 | -34.979 | 47.379 | 1 | 72-68 | 14 | -39.162 | 67.162 | 1 | 73-68 | -20 | -73.162 | 33.162 | 1 | 74-68 | -8.25 | -50.278 | 33.778 | 1 | 75-68 | -4.167 | -44.77 | 36.436 | 1 | 76-68 | -4.25 | -46.278 | 37.778 | 1 | 77-68 | 3.571 | -36.615 | 43.758 | 1 | 78-68 | -12 | -58.04 | 34.04 | 1 | 79-68 | 2.167 | -38.436 | 42.77 | 1 | 80-68 | 3.167 | -37.436 | 43.77 | 1 | 81-68 | 7.714 | -32.472 | 47.901 | 1 | 82-68 | -2.333 | -45.74 | 41.073 | 1 | 83-68 | 6.714 | -33.472 | 46.901 | 1 | 84-68 | -6.143 | -46.33 | 34.044 | 1 | 85-68 | 5.5 | -33.626 | 44.626 | 1 | 86-68 | 5 | -35.187 | 45.187 | 1 | 87-68 | 1.167 | -39.436 | 41.77 | 1 | 88-68 | -0.5 | -46.54 | 45.54 | 1 | 89-68 | 3.6 | -37.579 | 44.779 | 1 | 90-68 | 10.5 | -35.54 | 56.54 | 1 | 91-68 | 1.667 | -41.74 | 45.073 | 1 | 92-68 | 4.5 | -36.103 | 45.103 | 1 | 93-68 | 6.143 | -34.044 | 46.33 | 1 | 95-68 | 8.667 | -34.74 | 52.073 | 1 | 96-68 | 13.5 | -32.54 | 59.54 | 1 | 97-68 | -1 | -54.162 | 52.162 | 1 | 98-68 | 10.5 | -35.54 | 56.54 | 1 | 99-68 | 17.333 | -26.073 | 60.74 | 1 | 7-69 | 15 | -38.162 | 68.162 | 1 | 70-69 | 13.5 | -32.54 | 59.54 | 1 | 71-69 | 24.2 | -16.979 | 65.379 | 0.94 | 72-69 | 32 | -21.162 | 85.162 | 0.921 | 73-69 | -2 | -55.162 | 51.162 | 1 | 74-69 | 9.75 | -32.278 | 51.778 | 1 | 75-69 | 13.833 | -26.77 | 54.436 | 1 | 76-69 | 13.75 | -28.278 | 55.778 | 1 | 77-69 | 21.571 | -18.615 | 61.758 | 0.982 | 78-69 | 6 | -40.04 | 52.04 | 1 | 79-69 | 20.167 | -20.436 | 60.77 | 0.995 | 80-69 | 21.167 | -19.436 | 61.77 | 0.988 | 81-69 | 25.714 | -14.472 | 65.901 | 0.852 | 82-69 | 15.667 | -27.74 | 59.073 | 1 | 83-69 | 24.714 | -15.472 | 64.901 | 0.9 | 84-69 | 11.857 | -28.33 | 52.044 | 1 | 85-69 | 23.5 | -15.626 | 62.626 | 0.923 | 86-69 | 23 | -17.187 | 63.187 | 0.956 | 87-69 | 19.167 | -21.436 | 59.77 | 0.998 | 88-69 | 17.5 | -28.54 | 63.54 | 1 | 89-69 | 21.6 | -19.579 | 62.779 | 0.987 | 90-69 | 28.5 | -17.54 | 74.54 | 0.893 | 91-69 | 19.667 | -23.74 | 63.073 | 0.999 | 92-69 | 22.5 | -18.103 | 63.103 | 0.971 | 93-69 | 24.143 | -16.044 | 64.33 | 0.922 | 95-69 | 26.667 | -16.74 | 70.073 | 0.901 | 96-69 | 31.5 | -14.54 | 77.54 | 0.739 | 97-69 | 17 | -36.162 | 70.162 | 1 | 98-69 | 28.5 | -17.54 | 74.54 | 0.893 | 99-69 | 35.333 | -8.073 | 78.74 | 0.343 | 70-7 | -1.5 | -47.54 | 44.54 | 1 | 71-7 | 9.2 | -31.979 | 50.379 | 1 | 72-7 | 17 | -36.162 | 70.162 | 1 | 73-7 | -17 | -70.162 | 36.162 | 1 | 74-7 | -5.25 | -47.278 | 36.778 | 1 | 75-7 | -1.167 | -41.77 | 39.436 | 1 | 76-7 | -1.25 | -43.278 | 40.778 | 1 | 77-7 | 6.571 | -33.615 | 46.758 | 1 | 78-7 | -9 | -55.04 | 37.04 | 1 | 79-7 | 5.167 | -35.436 | 45.77 | 1 | 80-7 | 6.167 | -34.436 | 46.77 | 1 | 81-7 | 10.714 | -29.472 | 50.901 | 1 | 82-7 | 0.667 | -42.74 | 44.073 | 1 | 83-7 | 9.714 | -30.472 | 49.901 | 1 | 84-7 | -3.143 | -43.33 | 37.044 | 1 | 85-7 | 8.5 | -30.626 | 47.626 | 1 | 86-7 | 8 | -32.187 | 48.187 | 1 | 87-7 | 4.167 | -36.436 | 44.77 | 1 | 88-7 | 2.5 | -43.54 | 48.54 | 1 | 89-7 | 6.6 | -34.579 | 47.779 | 1 | 90-7 | 13.5 | -32.54 | 59.54 | 1 | 91-7 | 4.667 | -38.74 | 48.073 | 1 | 92-7 | 7.5 | -33.103 | 48.103 | 1 | 93-7 | 9.143 | -31.044 | 49.33 | 1 | 95-7 | 11.667 | -31.74 | 55.073 | 1 | 96-7 | 16.5 | -29.54 | 62.54 | 1 | 97-7 | 2 | -51.162 | 55.162 | 1 | 98-7 | 13.5 | -32.54 | 59.54 | 1 | 99-7 | 20.333 | -23.073 | 63.74 | 0.998 | 71-70 | 10.7 | -20.751 | 42.151 | 1 | 72-70 | 18.5 | -27.54 | 64.54 | 1 | 73-70 | -15.5 | -61.54 | 30.54 | 1 | 74-70 | -3.75 | -36.305 | 28.805 | 1 | 75-70 | 0.333 | -30.36 | 31.026 | 1 | 76-70 | 0.25 | -32.305 | 32.805 | 1 | 77-70 | 8.071 | -22.069 | 38.211 | 1 | 78-70 | -7.5 | -45.091 | 30.091 | 1 | 79-70 | 6.667 | -24.026 | 37.36 | 1 | 80-70 | 7.667 | -23.026 | 38.36 | 1 | 81-70 | 12.214 | -17.926 | 42.354 | 1 | 82-70 | 2.167 | -32.149 | 36.483 | 1 | 83-70 | 11.214 | -18.926 | 41.354 | 1 | 84-70 | -1.643 | -31.783 | 28.497 | 1 | 85-70 | 10 | -18.711 | 38.711 | 1 | 86-70 | 9.5 | -20.64 | 39.64 | 1 | 87-70 | 5.667 | -25.026 | 36.36 | 1 | 88-70 | 4 | -33.591 | 41.591 | 1 | 89-70 | 8.1 | -23.351 | 39.551 | 1 | 90-70 | 15 | -22.591 | 52.591 | 1 | 91-70 | 6.167 | -28.149 | 40.483 | 1 | 92-70 | 9 | -21.693 | 39.693 | 1 | 93-70 | 10.643 | -19.497 | 40.783 | 1 | 95-70 | 13.167 | -21.149 | 47.483 | 1 | 96-70 | 18 | -19.591 | 55.591 | 0.997 | 97-70 | 3.5 | -42.54 | 49.54 | 1 | 98-70 | 15 | -22.591 | 52.591 | 1 | 99-70 | 21.833 | -12.483 | 56.149 | 0.859 | 72-71 | 7.8 | -33.379 | 48.979 | 1 | 73-71 | -26.2 | -67.379 | 14.979 | 0.859 | 74-71 | -14.45 | -39.667 | 10.767 | 0.956 | 75-71 | -10.367 | -33.129 | 12.396 | 0.999 | 76-71 | -10.45 | -35.667 | 14.767 | 1 | 77-71 | -2.629 | -24.64 | 19.383 | 1 | 78-71 | -18.2 | -49.651 | 13.251 | 0.95 | 79-71 | -4.033 | -26.796 | 18.729 | 1 | 80-71 | -3.033 | -25.796 | 19.729 | 1 | 81-71 | 1.514 | -20.497 | 23.525 | 1 | 82-71 | -8.533 | -35.986 | 18.919 | 1 | 83-71 | 0.514 | -21.497 | 22.525 | 1 | 84-71 | -12.343 | -34.354 | 9.668 | 0.967 | 85-71 | -0.7 | -20.709 | 19.309 | 1 | 86-71 | -1.2 | -23.211 | 20.811 | 1 | 87-71 | -5.033 | -27.796 | 17.729 | 1 | 88-71 | -6.7 | -38.151 | 24.751 | 1 | 89-71 | -2.6 | -26.375 | 21.175 | 1 | 90-71 | 4.3 | -27.151 | 35.751 | 1 | 91-71 | -4.533 | -31.986 | 22.919 | 1 | 92-71 | -1.7 | -24.463 | 21.063 | 1 | 93-71 | -0.057 | -22.068 | 21.954 | 1 | 95-71 | 2.467 | -24.986 | 29.919 | 1 | 96-71 | 7.3 | -24.151 | 38.751 | 1 | 97-71 | -7.2 | -48.379 | 33.979 | 1 | 98-71 | 4.3 | -27.151 | 35.751 | 1 | 99-71 | 11.133 | -16.319 | 38.586 | 1 | 73-72 | -34 | -87.162 | 19.162 | 0.852 | 74-72 | -22.25 | -64.278 | 19.778 | 0.985 | 75-72 | -18.167 | -58.77 | 22.436 | 0.999 | 76-72 | -18.25 | -60.278 | 23.778 | 1 | 77-72 | -10.429 | -50.615 | 29.758 | 1 | 78-72 | -26 | -72.04 | 20.04 | 0.963 | 79-72 | -11.833 | -52.436 | 28.77 | 1 | 80-72 | -10.833 | -51.436 | 29.77 | 1 | 81-72 | -6.286 | -46.472 | 33.901 | 1 | 82-72 | -16.333 | -59.74 | 27.073 | 1 | 83-72 | -7.286 | -47.472 | 32.901 | 1 | 84-72 | -20.143 | -60.33 | 20.044 | 0.994 | 85-72 | -8.5 | -47.626 | 30.626 | 1 | 86-72 | -9 | -49.187 | 31.187 | 1 | 87-72 | -12.833 | -53.436 | 27.77 | 1 | 88-72 | -14.5 | -60.54 | 31.54 | 1 | 89-72 | -10.4 | -51.579 | 30.779 | 1 | 90-72 | -3.5 | -49.54 | 42.54 | 1 | 91-72 | -12.333 | -55.74 | 31.073 | 1 | 92-72 | -9.5 | -50.103 | 31.103 | 1 | 93-72 | -7.857 | -48.044 | 32.33 | 1 | 95-72 | -5.333 | -48.74 | 38.073 | 1 | 96-72 | -0.5 | -46.54 | 45.54 | 1 | 97-72 | -15 | -68.162 | 38.162 | 1 | 98-72 | -3.5 | -49.54 | 42.54 | 1 | 99-72 | 3.333 | -40.073 | 46.74 | 1 | 74-73 | 11.75 | -30.278 | 53.778 | 1 | 75-73 | 15.833 | -24.77 | 56.436 | 1 | 76-73 | 15.75 | -26.278 | 57.778 | 1 | 77-73 | 23.571 | -16.615 | 63.758 | 0.941 | 78-73 | 8 | -38.04 | 54.04 | 1 | 79-73 | 22.167 | -18.436 | 62.77 | 0.977 | 80-73 | 23.167 | -17.436 | 63.77 | 0.958 | 81-73 | 27.714 | -12.472 | 67.901 | 0.723 | 82-73 | 17.667 | -25.74 | 61.073 | 1 | 83-73 | 26.714 | -13.472 | 66.901 | 0.792 | 84-73 | 13.857 | -26.33 | 54.044 | 1 | 85-73 | 25.5 | -13.626 | 64.626 | 0.825 | 86-73 | 25 | -15.187 | 65.187 | 0.887 | 87-73 | 21.167 | -19.436 | 61.77 | 0.988 | 88-73 | 19.5 | -26.54 | 65.54 | 1 | 89-73 | 23.6 | -17.579 | 64.779 | 0.956 | 90-73 | 30.5 | -15.54 | 76.54 | 0.798 | 91-73 | 21.667 | -21.74 | 65.073 | 0.994 | 92-73 | 24.5 | -16.103 | 65.103 | 0.918 | 93-73 | 26.143 | -14.044 | 66.33 | 0.827 | 95-73 | 28.667 | -14.74 | 72.073 | 0.803 | 96-73 | 33.5 | -12.54 | 79.54 | 0.607 | 97-73 | 19 | -34.162 | 72.162 | 1 | 98-73 | 30.5 | -15.54 | 76.54 | 0.798 | 99-73 | 37.333 | -6.073 | 80.74 | 0.231 | 75-74 | 4.083 | -20.182 | 28.348 | 1 | 76-74 | 4 | -22.581 | 30.581 | 1 | 77-74 | 11.821 | -11.74 | 35.383 | 0.994 | 78-74 | -3.75 | -36.305 | 28.805 | 1 | 79-74 | 10.417 | -13.848 | 34.682 | 1 | 80-74 | 11.417 | -12.848 | 35.682 | 0.998 | 81-74 | 15.964 | -7.597 | 39.526 | 0.758 | 82-74 | 5.917 | -22.794 | 34.627 | 1 | 83-74 | 14.964 | -8.597 | 38.526 | 0.862 | 84-74 | 2.107 | -21.454 | 25.669 | 1 | 85-74 | 13.75 | -7.953 | 35.453 | 0.865 | 86-74 | 13.25 | -10.312 | 36.812 | 0.965 | 87-74 | 9.417 | -14.848 | 33.682 | 1 | 88-74 | 7.75 | -24.805 | 40.305 | 1 | 89-74 | 11.85 | -13.367 | 37.067 | 0.998 | 90-74 | 18.75 | -13.805 | 51.305 | 0.953 | 91-74 | 9.917 | -18.794 | 38.627 | 1 | 92-74 | 12.75 | -11.515 | 37.015 | 0.987 | 93-74 | 14.393 | -9.169 | 37.954 | 0.907 | 95-74 | 16.917 | -11.794 | 45.627 | 0.938 | 96-74 | 21.75 | -10.805 | 54.305 | 0.783 | 97-74 | 7.25 | -34.778 | 49.278 | 1 | 98-74 | 18.75 | -13.805 | 51.305 | 0.953 | 99-74 | 25.583 | -3.127 | 54.294 | 0.171 | 76-75 | -0.083 | -24.348 | 24.182 | 1 | 77-75 | 7.738 | -13.176 | 28.652 | 1 | 78-75 | -7.833 | -38.526 | 22.86 | 1 | 79-75 | 6.333 | -15.37 | 28.037 | 1 | 80-75 | 7.333 | -14.37 | 29.037 | 1 | 81-75 | 11.881 | -9.033 | 32.795 | 0.96 | 82-75 | 1.833 | -24.748 | 28.414 | 1 | 83-75 | 10.881 | -10.033 | 31.795 | 0.989 | 84-75 | -1.976 | -22.89 | 18.938 | 1 | 85-75 | 9.667 | -9.129 | 28.462 | 0.99 | 86-75 | 9.167 | -11.747 | 30.08 | 0.999 | 87-75 | 5.333 | -16.37 | 27.037 | 1 | 88-75 | 3.667 | -27.026 | 34.36 | 1 | 89-75 | 7.767 | -14.996 | 30.529 | 1 | 90-75 | 14.667 | -16.026 | 45.36 | 0.997 | 91-75 | 5.833 | -20.748 | 32.414 | 1 | 92-75 | 8.667 | -13.037 | 30.37 | 1 | 93-75 | 10.31 | -10.604 | 31.223 | 0.995 | 95-75 | 12.833 | -13.748 | 39.414 | 0.997 | 96-75 | 17.667 | -13.026 | 48.36 | 0.953 | 97-75 | 3.167 | -37.436 | 43.77 | 1 | 98-75 | 14.667 | -16.026 | 45.36 | 0.997 | 99-75 | 21.5 | -5.081 | 48.081 | 0.357 | 77-76 | 7.821 | -15.74 | 31.383 | 1 | 78-76 | -7.75 | -40.305 | 24.805 | 1 | 79-76 | 6.417 | -17.848 | 30.682 | 1 | 80-76 | 7.417 | -16.848 | 31.682 | 1 | 81-76 | 11.964 | -11.597 | 35.526 | 0.992 | 82-76 | 1.917 | -26.794 | 30.627 | 1 | 83-76 | 10.964 | -12.597 | 34.526 | 0.998 | 84-76 | -1.893 | -25.454 | 21.669 | 1 | 85-76 | 9.75 | -11.953 | 31.453 | 0.999 | 86-76 | 9.25 | -14.312 | 32.812 | 1 | 87-76 | 5.417 | -18.848 | 29.682 | 1 | 88-76 | 3.75 | -28.805 | 36.305 | 1 | 89-76 | 7.85 | -17.367 | 33.067 | 1 | 90-76 | 14.75 | -17.805 | 47.305 | 0.999 | 91-76 | 5.917 | -22.794 | 34.627 | 1 | 92-76 | 8.75 | -15.515 | 33.015 | 1 | 93-76 | 10.393 | -13.169 | 33.954 | 0.999 | 95-76 | 12.917 | -15.794 | 41.627 | 0.999 | 96-76 | 17.75 | -14.805 | 50.305 | 0.977 | 97-76 | 3.25 | -38.778 | 45.278 | 1 | 98-76 | 14.75 | -17.805 | 47.305 | 0.999 | 99-76 | 21.583 | -7.127 | 50.294 | 0.53 | 78-77 | -15.571 | -45.711 | 14.569 | 0.99 | 79-77 | -1.405 | -22.319 | 19.509 | 1 | 80-77 | -0.405 | -21.319 | 20.509 | 1 | 81-77 | 4.143 | -15.95 | 24.236 | 1 | 82-77 | -5.905 | -31.845 | 20.036 | 1 | 83-77 | 3.143 | -16.95 | 23.236 | 1 | 84-77 | -9.714 | -29.808 | 10.379 | 0.997 | 85-77 | 1.929 | -15.95 | 19.807 | 1 | 86-77 | 1.429 | -18.665 | 21.522 | 1 | 87-77 | -2.405 | -23.319 | 18.509 | 1 | 88-77 | -4.071 | -34.211 | 26.069 | 1 | 89-77 | 0.029 | -21.983 | 22.04 | 1 | 90-77 | 6.929 | -23.211 | 37.069 | 1 | 91-77 | -1.905 | -27.845 | 24.036 | 1 | 92-77 | 0.929 | -19.985 | 21.842 | 1 | 93-77 | 2.571 | -17.522 | 22.665 | 1 | 95-77 | 5.095 | -20.845 | 31.036 | 1 | 96-77 | 9.929 | -20.211 | 40.069 | 1 | 97-77 | -4.571 | -44.758 | 35.615 | 1 | 98-77 | 6.929 | -23.211 | 37.069 | 1 | 99-77 | 13.762 | -12.178 | 39.702 | 0.985 | 79-78 | 14.167 | -16.526 | 44.86 | 0.999 | 80-78 | 15.167 | -15.526 | 45.86 | 0.995 | 81-78 | 19.714 | -10.426 | 49.854 | 0.819 | 82-78 | 9.667 | -24.649 | 43.983 | 1 | 83-78 | 18.714 | -11.426 | 48.854 | 0.889 | 84-78 | 5.857 | -24.283 | 35.997 | 1 | 85-78 | 17.5 | -11.211 | 46.211 | 0.909 | 86-78 | 17 | -13.14 | 47.14 | 0.964 | 87-78 | 13.167 | -17.526 | 43.86 | 1 | 88-78 | 11.5 | -26.091 | 49.091 | 1 | 89-78 | 15.6 | -15.851 | 47.051 | 0.995 | 90-78 | 22.5 | -15.091 | 60.091 | 0.925 | 91-78 | 13.667 | -20.649 | 47.983 | 1 | 92-78 | 16.5 | -14.193 | 47.193 | 0.981 | 93-78 | 18.143 | -11.997 | 48.283 | 0.921 | 95-78 | 20.667 | -13.649 | 54.983 | 0.92 | 96-78 | 25.5 | -12.091 | 63.091 | 0.756 | 97-78 | 11 | -35.04 | 57.04 | 1 | 98-78 | 22.5 | -15.091 | 60.091 | 0.925 | 99-78 | 29.333 | -4.983 | 63.649 | 0.242 | 80-79 | 1 | -20.703 | 22.703 | 1 | 81-79 | 5.548 | -15.366 | 26.461 | 1 | 82-79 | -4.5 | -31.081 | 22.081 | 1 | 83-79 | 4.548 | -16.366 | 25.461 | 1 | 84-79 | -8.31 | -29.223 | 12.604 | 1 | 85-79 | 3.333 | -15.462 | 22.129 | 1 | 86-79 | 2.833 | -18.08 | 23.747 | 1 | 87-79 | -1 | -22.703 | 20.703 | 1 | 88-79 | -2.667 | -33.36 | 28.026 | 1 | 89-79 | 1.433 | -21.329 | 24.196 | 1 | 90-79 | 8.333 | -22.36 | 39.026 | 1 | 91-79 | -0.5 | -27.081 | 26.081 | 1 | 92-79 | 2.333 | -19.37 | 24.037 | 1 | 93-79 | 3.976 | -16.938 | 24.89 | 1 | 95-79 | 6.5 | -20.081 | 33.081 | 1 | 96-79 | 11.333 | -19.36 | 42.026 | 1 | 97-79 | -3.167 | -43.77 | 37.436 | 1 | 98-79 | 8.333 | -22.36 | 39.026 | 1 | 99-79 | 15.167 | -11.414 | 41.748 | 0.958 | 81-80 | 4.548 | -16.366 | 25.461 | 1 | 82-80 | -5.5 | -32.081 | 21.081 | 1 | 83-80 | 3.548 | -17.366 | 24.461 | 1 | 84-80 | -9.31 | -30.223 | 11.604 | 0.999 | 85-80 | 2.333 | -16.462 | 21.129 | 1 | 86-80 | 1.833 | -19.08 | 22.747 | 1 | 87-80 | -2 | -23.703 | 19.703 | 1 | 88-80 | -3.667 | -34.36 | 27.026 | 1 | 89-80 | 0.433 | -22.329 | 23.196 | 1 | 90-80 | 7.333 | -23.36 | 38.026 | 1 | 91-80 | -1.5 | -28.081 | 25.081 | 1 | 92-80 | 1.333 | -20.37 | 23.037 | 1 | 93-80 | 2.976 | -17.938 | 23.89 | 1 | 95-80 | 5.5 | -21.081 | 32.081 | 1 | 96-80 | 10.333 | -20.36 | 41.026 | 1 | 97-80 | -4.167 | -44.77 | 36.436 | 1 | 98-80 | 7.333 | -23.36 | 38.026 | 1 | 99-80 | 14.167 | -12.414 | 40.748 | 0.984 | 82-81 | -10.048 | -35.988 | 15.893 | 1 | 83-81 | -1 | -21.093 | 19.093 | 1 | 84-81 | -13.857 | -33.95 | 6.236 | 0.723 | 85-81 | -2.214 | -20.092 | 15.664 | 1 | 86-81 | -2.714 | -22.808 | 17.379 | 1 | 87-81 | -6.548 | -27.461 | 14.366 | 1 | 88-81 | -8.214 | -38.354 | 21.926 | 1 | 89-81 | -4.114 | -26.125 | 17.897 | 1 | 90-81 | 2.786 | -27.354 | 32.926 | 1 | 91-81 | -6.048 | -31.988 | 19.893 | 1 | 92-81 | -3.214 | -24.128 | 17.7 | 1 | 93-81 | -1.571 | -21.665 | 18.522 | 1 | 95-81 | 0.952 | -24.988 | 26.893 | 1 | 96-81 | 5.786 | -24.354 | 35.926 | 1 | 97-81 | -8.714 | -48.901 | 31.472 | 1 | 98-81 | 2.786 | -27.354 | 32.926 | 1 | 99-81 | 9.619 | -16.321 | 35.559 | 1 | 83-82 | 9.048 | -16.893 | 34.988 | 1 | 84-82 | -3.81 | -29.75 | 22.131 | 1 | 85-82 | 7.833 | -16.432 | 32.098 | 1 | 86-82 | 7.333 | -18.607 | 33.274 | 1 | 87-82 | 3.5 | -23.081 | 30.081 | 1 | 88-82 | 1.833 | -32.483 | 36.149 | 1 | 89-82 | 5.933 | -21.519 | 33.386 | 1 | 90-82 | 12.833 | -21.483 | 47.149 | 1 | 91-82 | 4 | -26.693 | 34.693 | 1 | 92-82 | 6.833 | -19.748 | 33.414 | 1 | 93-82 | 8.476 | -17.464 | 34.417 | 1 | 95-82 | 11 | -19.693 | 41.693 | 1 | 96-82 | 15.833 | -18.483 | 50.149 | 0.999 | 97-82 | 1.333 | -42.073 | 44.74 | 1 | 98-82 | 12.833 | -21.483 | 47.149 | 1 | 99-82 | 19.667 | -11.026 | 50.36 | 0.85 | 84-83 | -12.857 | -32.95 | 7.236 | 0.852 | 85-83 | -1.214 | -19.092 | 16.664 | 1 | 86-83 | -1.714 | -21.808 | 18.379 | 1 | 87-83 | -5.548 | -26.461 | 15.366 | 1 | 88-83 | -7.214 | -37.354 | 22.926 | 1 | 89-83 | -3.114 | -25.125 | 18.897 | 1 | 90-83 | 3.786 | -26.354 | 33.926 | 1 | 91-83 | -5.048 | -30.988 | 20.893 | 1 | 92-83 | -2.214 | -23.128 | 18.7 | 1 | 93-83 | -0.571 | -20.665 | 19.522 | 1 | 95-83 | 1.952 | -23.988 | 27.893 | 1 | 96-83 | 6.786 | -23.354 | 36.926 | 1 | 97-83 | -7.714 | -47.901 | 32.472 | 1 | 98-83 | 3.786 | -26.354 | 33.926 | 1 | 99-83 | 10.619 | -15.321 | 36.559 | 1 | 85-84 | 11.643 | -6.235 | 29.521 | 0.826 | 86-84 | 11.143 | -8.95 | 31.236 | 0.971 | 87-84 | 7.31 | -13.604 | 28.223 | 1 | 88-84 | 5.643 | -24.497 | 35.783 | 1 | 89-84 | 9.743 | -12.268 | 31.754 | 0.999 | 90-84 | 16.643 | -13.497 | 46.783 | 0.973 | 91-84 | 7.81 | -18.131 | 33.75 | 1 | 92-84 | 10.643 | -10.271 | 31.557 | 0.992 | 93-84 | 12.286 | -7.808 | 32.379 | 0.906 | 95-84 | 14.81 | -11.131 | 40.75 | 0.958 | 96-84 | 19.643 | -10.497 | 49.783 | 0.825 | 97-84 | 5.143 | -35.044 | 45.33 | 1 | 98-84 | 16.643 | -13.497 | 46.783 | 0.973 | 99-84 | 23.476 | -2.464 | 49.417 | 0.149 | 86-85 | -0.5 | -18.378 | 17.378 | 1 | 87-85 | -4.333 | -23.129 | 14.462 | 1 | 88-85 | -6 | -34.711 | 22.711 | 1 | 89-85 | -1.9 | -21.909 | 18.109 | 1 | 90-85 | 5 | -23.711 | 33.711 | 1 | 91-85 | -3.833 | -28.098 | 20.432 | 1 | 92-85 | -1 | -19.796 | 17.796 | 1 | 93-85 | 0.643 | -17.235 | 18.521 | 1 | 95-85 | 3.167 | -21.098 | 27.432 | 1 | 96-85 | 8 | -20.711 | 36.711 | 1 | 97-85 | -6.5 | -45.626 | 32.626 | 1 | 98-85 | 5 | -23.711 | 33.711 | 1 | 99-85 | 11.833 | -12.432 | 36.098 | 0.996 | 87-86 | -3.833 | -24.747 | 17.08 | 1 | 88-86 | -5.5 | -35.64 | 24.64 | 1 | 89-86 | -1.4 | -23.411 | 20.611 | 1 | 90-86 | 5.5 | -24.64 | 35.64 | 1 | 91-86 | -3.333 | -29.274 | 22.607 | 1 | 92-86 | -0.5 | -21.414 | 20.414 | 1 | 93-86 | 1.143 | -18.95 | 21.236 | 1 | 95-86 | 3.667 | -22.274 | 29.607 | 1 | 96-86 | 8.5 | -21.64 | 38.64 | 1 | 97-86 | -6 | -46.187 | 34.187 | 1 | 98-86 | 5.5 | -24.64 | 35.64 | 1 | 99-86 | 12.333 | -13.607 | 38.274 | 0.997 | 88-87 | -1.667 | -32.36 | 29.026 | 1 | 89-87 | 2.433 | -20.329 | 25.196 | 1 | 90-87 | 9.333 | -21.36 | 40.026 | 1 | 91-87 | 0.5 | -26.081 | 27.081 | 1 | 92-87 | 3.333 | -18.37 | 25.037 | 1 | 93-87 | 4.976 | -15.938 | 25.89 | 1 | 95-87 | 7.5 | -19.081 | 34.081 | 1 | 96-87 | 12.333 | -18.36 | 43.026 | 1 | 97-87 | -2.167 | -42.77 | 38.436 | 1 | 98-87 | 9.333 | -21.36 | 40.026 | 1 | 99-87 | 16.167 | -10.414 | 42.748 | 0.911 | 89-88 | 4.1 | -27.351 | 35.551 | 1 | 90-88 | 11 | -26.591 | 48.591 | 1 | 91-88 | 2.167 | -32.149 | 36.483 | 1 | 92-88 | 5 | -25.693 | 35.693 | 1 | 93-88 | 6.643 | -23.497 | 36.783 | 1 | 95-88 | 9.167 | -25.149 | 43.483 | 1 | 96-88 | 14 | -23.591 | 51.591 | 1 | 97-88 | -0.5 | -46.54 | 45.54 | 1 | 98-88 | 11 | -26.591 | 48.591 | 1 | 99-88 | 17.833 | -16.483 | 52.149 | 0.989 | 90-89 | 6.9 | -24.551 | 38.351 | 1 | 91-89 | -1.933 | -29.386 | 25.519 | 1 | 92-89 | 0.9 | -21.863 | 23.663 | 1 | 93-89 | 2.543 | -19.468 | 24.554 | 1 | 95-89 | 5.067 | -22.386 | 32.519 | 1 | 96-89 | 9.9 | -21.551 | 41.351 | 1 | 97-89 | -4.6 | -45.779 | 36.579 | 1 | 98-89 | 6.9 | -24.551 | 38.351 | 1 | 99-89 | 13.733 | -13.719 | 41.186 | 0.994 | 91-90 | -8.833 | -43.149 | 25.483 | 1 | 92-90 | -6 | -36.693 | 24.693 | 1 | 93-90 | -4.357 | -34.497 | 25.783 | 1 | 95-90 | -1.833 | -36.149 | 32.483 | 1 | 96-90 | 3 | -34.591 | 40.591 | 1 | 97-90 | -11.5 | -57.54 | 34.54 | 1 | 98-90 | 0 | -37.591 | 37.591 | 1 | 99-90 | 6.833 | -27.483 | 41.149 | 1 | 92-91 | 2.833 | -23.748 | 29.414 | 1 | 93-91 | 4.476 | -21.464 | 30.417 | 1 | 95-91 | 7 | -23.693 | 37.693 | 1 | 96-91 | 11.833 | -22.483 | 46.149 | 1 | 97-91 | -2.667 | -46.073 | 40.74 | 1 | 98-91 | 8.833 | -25.483 | 43.149 | 1 | 99-91 | 15.667 | -15.026 | 46.36 | 0.992 | 93-92 | 1.643 | -19.271 | 22.557 | 1 | 95-92 | 4.167 | -22.414 | 30.748 | 1 | 96-92 | 9 | -21.693 | 39.693 | 1 | 97-92 | -5.5 | -46.103 | 35.103 | 1 | 98-92 | 6 | -24.693 | 36.693 | 1 | 99-92 | 12.833 | -13.748 | 39.414 | 0.997 | 95-93 | 2.524 | -23.417 | 28.464 | 1 | 96-93 | 7.357 | -22.783 | 37.497 | 1 | 97-93 | -7.143 | -47.33 | 33.044 | 1 | 98-93 | 4.357 | -25.783 | 34.497 | 1 | 99-93 | 11.19 | -14.75 | 37.131 | 1 | 96-95 | 4.833 | -29.483 | 39.149 | 1 | 97-95 | -9.667 | -53.073 | 33.74 | 1 | 98-95 | 1.833 | -32.483 | 36.149 | 1 | 99-95 | 8.667 | -22.026 | 39.36 | 1 | 97-96 | -14.5 | -60.54 | 31.54 | 1 | 98-96 | -3 | -40.591 | 34.591 | 1 | 99-96 | 3.833 | -30.483 | 38.149 | 1 | 98-97 | 11.5 | -34.54 | 57.54 | 1 | 99-97 | 18.333 | -25.073 | 61.74 | 1 | 99-98 | 6.833 | -27.483 | 41.149 | 1 |
Levenes Test for Homogeneity of Variance | | Df | F value | Pr(>F) | Group | 41 | 0.694 | 0.907 | | 111 | | |
| Charts produced by software: | | http://www.freestatistics.org/blog/date/2009/Dec/14/t1260805049aardhdjwwi27u7a/3w0rh1260804942.png (open in new window) | http://www.freestatistics.org/blog/date/2009/Dec/14/t1260805049aardhdjwwi27u7a/3w0rh1260804942.ps (open in new window) |
| http://www.freestatistics.org/blog/date/2009/Dec/14/t1260805049aardhdjwwi27u7a/4db2z1260804942.png (open in new window) | http://www.freestatistics.org/blog/date/2009/Dec/14/t1260805049aardhdjwwi27u7a/4db2z1260804942.ps (open in new window) |
| | Parameters (Session): | par1 = 1 ; par2 = 2 ; par3 = TRUE ; | | Parameters (R input): | par1 = 1 ; par2 = 2 ; par3 = TRUE ; | | R code (references can be found in the software module): | cat1 <- as.numeric(par1) #
cat2<- as.numeric(par2) #
intercept<-as.logical(par3)
x <- t(x)
x1<-as.numeric(x[,cat1])
f1<-as.character(x[,cat2])
xdf<-data.frame(x1,f1)
(V1<-dimnames(y)[[1]][cat1])
(V2<-dimnames(y)[[1]][cat2])
names(xdf)<-c('Response', 'Treatment')
if(intercept == FALSE) (lmxdf<-lm(Response ~ Treatment - 1, data = xdf) ) else (lmxdf<-lm(Response ~ Treatment, data = xdf) )
(aov.xdf<-aov(lmxdf) )
(anova.xdf<-anova(lmxdf) )
load(file='createtable')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'ANOVA Model', length(lmxdf$coefficients)+1,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, paste(V1, ' ~ ', V2), length(lmxdf$coefficients)+1,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'means',,TRUE)
for(i in 1:length(lmxdf$coefficients)){
a<-table.element(a, round(lmxdf$coefficients[i], digits=3),,FALSE)
}
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable.tab')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'ANOVA Statistics', 5+1,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, ' ',,TRUE)
a<-table.element(a, 'Df',,FALSE)
a<-table.element(a, 'Sum Sq',,FALSE)
a<-table.element(a, 'Mean Sq',,FALSE)
a<-table.element(a, 'F value',,FALSE)
a<-table.element(a, 'Pr(>F)',,FALSE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, V2,,TRUE)
a<-table.element(a, anova.xdf$Df[1],,FALSE)
a<-table.element(a, round(anova.xdf$'Sum Sq'[1], digits=3),,FALSE)
a<-table.element(a, round(anova.xdf$'Mean Sq'[1], digits=3),,FALSE)
a<-table.element(a, round(anova.xdf$'F value'[1], digits=3),,FALSE)
a<-table.element(a, round(anova.xdf$'Pr(>F)'[1], digits=3),,FALSE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, 'Residuals',,TRUE)
a<-table.element(a, anova.xdf$Df[2],,FALSE)
a<-table.element(a, round(anova.xdf$'Sum Sq'[2], digits=3),,FALSE)
a<-table.element(a, round(anova.xdf$'Mean Sq'[2], digits=3),,FALSE)
a<-table.element(a, ' ',,FALSE)
a<-table.element(a, ' ',,FALSE)
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable1.tab')
bitmap(file='anovaplot.png')
boxplot(Response ~ Treatment, data=xdf, xlab=V2, ylab=V1)
dev.off()
if(intercept==TRUE){
thsd<-TukeyHSD(aov.xdf)
bitmap(file='TukeyHSDPlot.png')
plot(thsd)
dev.off()
}
if(intercept==TRUE){
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Tukey Honest Significant Difference Comparisons', 5,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, ' ', 1, TRUE)
for(i in 1:4){
a<-table.element(a,colnames(thsd[[1]])[i], 1, TRUE)
}
a<-table.row.end(a)
for(i in 1:length(rownames(thsd[[1]]))){
a<-table.row.start(a)
a<-table.element(a,rownames(thsd[[1]])[i], 1, TRUE)
for(j in 1:4){
a<-table.element(a,round(thsd[[1]][i,j], digits=3), 1, FALSE)
}
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable2.tab')
}
if(intercept==FALSE){
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'TukeyHSD Message', 1,TRUE)
a<-table.row.end(a)
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Must Include Intercept to use Tukey Test ', 1, FALSE)
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable2.tab')
}
library(car)
lt.lmxdf<-levene.test(lmxdf)
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Levenes Test for Homogeneity of Variance', 4,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,' ', 1, TRUE)
for (i in 1:3){
a<-table.element(a,names(lt.lmxdf)[i], 1, FALSE)
}
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Group', 1, TRUE)
for (i in 1:3){
a<-table.element(a,round(lt.lmxdf[[i]][1], digits=3), 1, FALSE)
}
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,' ', 1, TRUE)
a<-table.element(a,lt.lmxdf[[1]][2], 1, FALSE)
a<-table.element(a,' ', 1, FALSE)
a<-table.element(a,' ', 1, FALSE)
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable3.tab')
| |
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