| compendium 8 | *Unverified author* | R Software Module: Ian.Holliday/rwasp_One Factor ANOVA.wasp (opens new window with default values) | Title produced by software: One-Way-Between-Groups ANOVA- Free Statistics Software (Calculator) | Date of computation: Mon, 29 Nov 2010 23:03:13 +0000 | | Cite this page as follows: | Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL http://www.freestatistics.org/blog/date/2010/Nov/30/t12910718028wjqu8sr093rwli.htm/, Retrieved Tue, 30 Nov 2010 00:03:25 +0100 | | BibTeX entries for LaTeX users: | @Manual{KEY,
author = {{YOUR NAME}},
publisher = {Office for Research Development and Education},
title = {Statistical Computations at FreeStatistics.org, URL http://www.freestatistics.org/blog/date/2010/Nov/30/t12910718028wjqu8sr093rwli.htm/},
year = {2010},
}
@Manual{R,
title = {R: A Language and Environment for Statistical Computing},
author = {{R Development Core Team}},
organization = {R Foundation for Statistical Computing},
address = {Vienna, Austria},
year = {2010},
note = {{ISBN} 3-900051-07-0},
url = {http://www.R-project.org},
}
| | Original text written by user: | MC30VRB/MVRBIQ0 | | IsPrivate? | No (this computation is public) | | User-defined keywords: | AVONA TEST | | Dataseries X: | » Textbox « » Textfile « » CSV « | 36 67
36 86
56 86
48 103
32 74
44 63
39 82
34 93
41 77
50 111
39 71
62 103
52 89
37 75
50 88
41 84
55 85
41 70
56 104
39 88
52 77
46 77
44 72
48 70
41 83
50 110
50 91
44 80
52 91
54 86
44 85
52 107
37 93
52 87
50 84
36 73
50 84
52 86
55 99
31 75
36 87
49 79
42 82
37 95
41 84
30 85
52 95
30 63
41 78
44 85
66 86
48 75
43 98
57 71
46 63
54 71
48 84
48 81
52 93
62 79
58 63
58 93
62 92
48 93
46 83
34 80
66 111
52 92
55 79
55 69
57 83
56 80
55 91
56 97
54 85
55 85
46 99
52 67
32 87
44 68
46 81
59 80
46 93
46 93
54 102
66 104
56 90
59 85
57 92
52 82
48 85
44 89
41 77
50 79
48 76
48 101
59 81
34 92
46 89
54 81
55 77
54 95
59 85
44 81
54 76
52 93
66 104
44 89
57 76
39 77
60 71
45 79
41 89
50 81
39 99
43 81
48 84
37 85
58 111
46 78
43 111
44 78
34 87
30 92
50 93
39 70
37 84
55 75
48 105
41 96
39 85
36 87
43 75
50 103
55 86
43 77
60 74
48 74
30 76
43 83
39 101
52 83
39 92
39 74
etc... | | Output produced by software: | Enter (or paste) a matrix (table) containing all data (time) series. Every column represents a different variable and must be delimited by a space or Tab. Every row represents a period in time (or category) and must be delimited by hard returns. The easiest way to enter data is to copy and paste a block of spreadsheet cells. Please, do not use commas or spaces to seperate groups of digits!
ANOVA Model | MC30VRB ~ MVRBIQ0 | means | 43.5 | 10.5 | 9.833 | 19.167 | 4.5 | 8.5 | 15.5 | 6.5 | 10.75 | 1 | 0.5 | 0.5 | 11.5 | -0.833 | 10.3 | 6.5 | -7.5 | 1.25 | 0.667 | 3.75 | 1.786 | 0.167 | 7.667 | 5.333 | 5.643 | 0.833 | 7.875 | 1.5 | 4.167 | 10.643 | -2.5 | 1 | 1.9 | 11.5 | 8.833 | 2.167 | 3.5 | 4.167 | 7 | 12.5 | -1.5 | 3.167 |
ANOVA Statistics | | Df | Sum Sq | Mean Sq | F value | Pr(>F) | MVRBIQ0 | 41 | 3130.374 | 76.351 | 1.087 | 0.356 | Residuals | 118 | 8287.601 | 70.234 | | |
Tukey Honest Significant Difference Comparisons | | diff | lwr | upr | p adj | 102-101 | 10.5 | -30.732 | 51.732 | 1 | 103-101 | 9.833 | -20.899 | 40.566 | 1 | 104-101 | 19.167 | -11.566 | 49.899 | 0.887 | 105-101 | 4.5 | -36.732 | 45.732 | 1 | 107-101 | 8.5 | -32.732 | 49.732 | 1 | 109-101 | 15.5 | -25.732 | 56.732 | 1 | 110-101 | 6.5 | -34.732 | 47.732 | 1 | 111-101 | 10.75 | -18.405 | 39.905 | 1 | 63-101 | 1 | -28.155 | 30.155 | 1 | 67-101 | 0.5 | -33.166 | 34.166 | 1 | 68-101 | 0.5 | -40.732 | 41.732 | 1 | 69-101 | 11.5 | -29.732 | 52.732 | 1 | 70-101 | -0.833 | -31.566 | 29.899 | 1 | 71-101 | 10.3 | -17.867 | 38.467 | 1 | 72-101 | 6.5 | -27.166 | 40.166 | 1 | 73-101 | -7.5 | -48.732 | 33.732 | 1 | 74-101 | 1.25 | -27.905 | 30.405 | 1 | 75-101 | 0.667 | -26.821 | 28.155 | 1 | 76-101 | 3.75 | -25.405 | 32.905 | 1 | 77-101 | 1.786 | -25.207 | 28.778 | 1 | 78-101 | 0.167 | -30.566 | 30.899 | 1 | 79-101 | 7.667 | -19.821 | 35.155 | 1 | 80-101 | 5.333 | -22.155 | 32.821 | 1 | 81-101 | 5.643 | -21.35 | 32.635 | 1 | 82-101 | 0.833 | -29.899 | 31.566 | 1 | 83-101 | 7.875 | -18.74 | 34.49 | 1 | 84-101 | 1.5 | -25.493 | 28.493 | 1 | 85-101 | 4.167 | -21.546 | 29.879 | 1 | 86-101 | 10.643 | -16.35 | 37.635 | 1 | 87-101 | -2.5 | -29.988 | 24.988 | 1 | 88-101 | 1 | -32.666 | 34.666 | 1 | 89-101 | 1.9 | -26.267 | 30.067 | 1 | 90-101 | 11.5 | -22.166 | 45.166 | 1 | 91-101 | 8.833 | -21.899 | 39.566 | 1 | 92-101 | 2.167 | -25.321 | 29.655 | 1 | 93-101 | 3.5 | -22.818 | 29.818 | 1 | 95-101 | 4.167 | -26.566 | 34.899 | 1 | 96-101 | 7 | -26.666 | 40.666 | 1 | 97-101 | 12.5 | -28.732 | 53.732 | 1 | 98-101 | -1.5 | -35.166 | 32.166 | 1 | 99-101 | 3.167 | -27.566 | 33.899 | 1 | 103-102 | -0.667 | -39.54 | 38.207 | 1 | 104-102 | 8.667 | -30.207 | 47.54 | 1 | 105-102 | -6 | -53.61 | 41.61 | 1 | 107-102 | -2 | -49.61 | 45.61 | 1 | 109-102 | 5 | -42.61 | 52.61 | 1 | 110-102 | -4 | -51.61 | 43.61 | 1 | 111-102 | 0.25 | -37.389 | 37.889 | 1 | 63-102 | -9.5 | -47.139 | 28.139 | 1 | 67-102 | -10 | -51.232 | 31.232 | 1 | 68-102 | -10 | -57.61 | 37.61 | 1 | 69-102 | 1 | -46.61 | 48.61 | 1 | 70-102 | -11.333 | -50.207 | 27.54 | 1 | 71-102 | -0.2 | -37.079 | 36.679 | 1 | 72-102 | -4 | -45.232 | 37.232 | 1 | 73-102 | -18 | -65.61 | 29.61 | 1 | 74-102 | -9.25 | -46.889 | 28.389 | 1 | 75-102 | -9.833 | -46.196 | 26.53 | 1 | 76-102 | -6.75 | -44.389 | 30.889 | 1 | 77-102 | -8.714 | -44.704 | 27.276 | 1 | 78-102 | -10.333 | -49.207 | 28.54 | 1 | 79-102 | -2.833 | -39.196 | 33.53 | 1 | 80-102 | -5.167 | -41.53 | 31.196 | 1 | 81-102 | -4.857 | -40.847 | 31.133 | 1 | 82-102 | -9.667 | -48.54 | 29.207 | 1 | 83-102 | -2.625 | -38.333 | 33.083 | 1 | 84-102 | -9 | -44.99 | 26.99 | 1 | 85-102 | -6.333 | -41.374 | 28.707 | 1 | 86-102 | 0.143 | -35.847 | 36.133 | 1 | 87-102 | -13 | -49.363 | 23.363 | 1 | 88-102 | -9.5 | -50.732 | 31.732 | 1 | 89-102 | -8.6 | -45.479 | 28.279 | 1 | 90-102 | 1 | -40.232 | 42.232 | 1 | 91-102 | -1.667 | -40.54 | 37.207 | 1 | 92-102 | -8.333 | -44.696 | 28.03 | 1 | 93-102 | -7 | -42.487 | 28.487 | 1 | 95-102 | -6.333 | -45.207 | 32.54 | 1 | 96-102 | -3.5 | -44.732 | 37.732 | 1 | 97-102 | 2 | -45.61 | 49.61 | 1 | 98-102 | -12 | -53.232 | 29.232 | 1 | 99-102 | -7.333 | -46.207 | 31.54 | 1 | 104-103 | 9.333 | -18.155 | 36.821 | 1 | 105-103 | -5.333 | -44.207 | 33.54 | 1 | 107-103 | -1.333 | -40.207 | 37.54 | 1 | 109-103 | 5.667 | -33.207 | 44.54 | 1 | 110-103 | -3.333 | -42.207 | 35.54 | 1 | 111-103 | 0.917 | -24.796 | 26.629 | 1 | 63-103 | -8.833 | -34.546 | 16.879 | 1 | 67-103 | -9.333 | -40.066 | 21.399 | 1 | 68-103 | -9.333 | -48.207 | 29.54 | 1 | 69-103 | 1.667 | -37.207 | 40.54 | 1 | 70-103 | -10.667 | -38.155 | 16.821 | 1 | 71-103 | 0.467 | -24.119 | 25.053 | 1 | 72-103 | -3.333 | -34.066 | 27.399 | 1 | 73-103 | -17.333 | -56.207 | 21.54 | 0.999 | 74-103 | -8.583 | -34.296 | 17.129 | 1 | 75-103 | -9.167 | -32.972 | 14.639 | 1 | 76-103 | -6.083 | -31.796 | 19.629 | 1 | 77-103 | -8.048 | -31.279 | 15.184 | 1 | 78-103 | -9.667 | -37.155 | 17.821 | 1 | 79-103 | -2.167 | -25.972 | 21.639 | 1 | 80-103 | -4.5 | -28.305 | 19.305 | 1 | 81-103 | -4.19 | -27.422 | 19.041 | 1 | 82-103 | -9 | -36.488 | 18.488 | 1 | 83-103 | -1.958 | -24.75 | 20.833 | 1 | 84-103 | -8.333 | -31.565 | 14.898 | 1 | 85-103 | -5.667 | -27.398 | 16.064 | 1 | 86-103 | 0.81 | -22.422 | 24.041 | 1 | 87-103 | -12.333 | -36.139 | 11.472 | 0.99 | 88-103 | -8.833 | -39.566 | 21.899 | 1 | 89-103 | -7.933 | -32.519 | 16.653 | 1 | 90-103 | 1.667 | -29.066 | 32.399 | 1 | 91-103 | -1 | -28.488 | 26.488 | 1 | 92-103 | -7.667 | -31.472 | 16.139 | 1 | 93-103 | -6.333 | -28.777 | 16.11 | 1 | 95-103 | -5.667 | -33.155 | 21.821 | 1 | 96-103 | -2.833 | -33.566 | 27.899 | 1 | 97-103 | 2.667 | -36.207 | 41.54 | 1 | 98-103 | -11.333 | -42.066 | 19.399 | 1 | 99-103 | -6.667 | -34.155 | 20.821 | 1 | 105-104 | -14.667 | -53.54 | 24.207 | 1 | 107-104 | -10.667 | -49.54 | 28.207 | 1 | 109-104 | -3.667 | -42.54 | 35.207 | 1 | 110-104 | -12.667 | -51.54 | 26.207 | 1 | 111-104 | -8.417 | -34.129 | 17.296 | 1 | 63-104 | -18.167 | -43.879 | 7.546 | 0.677 | 67-104 | -18.667 | -49.399 | 12.066 | 0.915 | 68-104 | -18.667 | -57.54 | 20.207 | 0.997 | 69-104 | -7.667 | -46.54 | 31.207 | 1 | 70-104 | -20 | -47.488 | 7.488 | 0.611 | 71-104 | -8.867 | -33.453 | 15.719 | 1 | 72-104 | -12.667 | -43.399 | 18.066 | 1 | 73-104 | -26.667 | -65.54 | 12.207 | 0.738 | 74-104 | -17.917 | -43.629 | 7.796 | 0.706 | 75-104 | -18.5 | -42.305 | 5.305 | 0.453 | 76-104 | -15.417 | -41.129 | 10.296 | 0.926 | 77-104 | -17.381 | -40.612 | 5.851 | 0.545 | 78-104 | -19 | -46.488 | 8.488 | 0.723 | 79-104 | -11.5 | -35.305 | 12.305 | 0.997 | 80-104 | -13.833 | -37.639 | 9.972 | 0.949 | 81-104 | -13.524 | -36.755 | 9.708 | 0.948 | 82-104 | -18.333 | -45.821 | 9.155 | 0.79 | 83-104 | -11.292 | -34.083 | 11.5 | 0.995 | 84-104 | -17.667 | -40.898 | 5.565 | 0.505 | 85-104 | -15 | -36.731 | 6.731 | 0.725 | 86-104 | -8.524 | -31.755 | 14.708 | 1 | 87-104 | -21.667 | -45.472 | 2.139 | 0.141 | 88-104 | -18.167 | -48.899 | 12.566 | 0.937 | 89-104 | -17.267 | -41.853 | 7.319 | 0.69 | 90-104 | -7.667 | -38.399 | 23.066 | 1 | 91-104 | -10.333 | -37.821 | 17.155 | 1 | 92-104 | -17 | -40.805 | 6.805 | 0.653 | 93-104 | -15.667 | -38.11 | 6.777 | 0.702 | 95-104 | -15 | -42.488 | 12.488 | 0.978 | 96-104 | -12.167 | -42.899 | 18.566 | 1 | 97-104 | -6.667 | -45.54 | 32.207 | 1 | 98-104 | -20.667 | -51.399 | 10.066 | 0.775 | 99-104 | -16 | -43.488 | 11.488 | 0.948 | 107-105 | 4 | -43.61 | 51.61 | 1 | 109-105 | 11 | -36.61 | 58.61 | 1 | 110-105 | 2 | -45.61 | 49.61 | 1 | 111-105 | 6.25 | -31.389 | 43.889 | 1 | 63-105 | -3.5 | -41.139 | 34.139 | 1 | 67-105 | -4 | -45.232 | 37.232 | 1 | 68-105 | -4 | -51.61 | 43.61 | 1 | 69-105 | 7 | -40.61 | 54.61 | 1 | 70-105 | -5.333 | -44.207 | 33.54 | 1 | 71-105 | 5.8 | -31.079 | 42.679 | 1 | 72-105 | 2 | -39.232 | 43.232 | 1 | 73-105 | -12 | -59.61 | 35.61 | 1 | 74-105 | -3.25 | -40.889 | 34.389 | 1 | 75-105 | -3.833 | -40.196 | 32.53 | 1 | 76-105 | -0.75 | -38.389 | 36.889 | 1 | 77-105 | -2.714 | -38.704 | 33.276 | 1 | 78-105 | -4.333 | -43.207 | 34.54 | 1 | 79-105 | 3.167 | -33.196 | 39.53 | 1 | 80-105 | 0.833 | -35.53 | 37.196 | 1 | 81-105 | 1.143 | -34.847 | 37.133 | 1 | 82-105 | -3.667 | -42.54 | 35.207 | 1 | 83-105 | 3.375 | -32.333 | 39.083 | 1 | 84-105 | -3 | -38.99 | 32.99 | 1 | 85-105 | -0.333 | -35.374 | 34.707 | 1 | 86-105 | 6.143 | -29.847 | 42.133 | 1 | 87-105 | -7 | -43.363 | 29.363 | 1 | 88-105 | -3.5 | -44.732 | 37.732 | 1 | 89-105 | -2.6 | -39.479 | 34.279 | 1 | 90-105 | 7 | -34.232 | 48.232 | 1 | 91-105 | 4.333 | -34.54 | 43.207 | 1 | 92-105 | -2.333 | -38.696 | 34.03 | 1 | 93-105 | -1 | -36.487 | 34.487 | 1 | 95-105 | -0.333 | -39.207 | 38.54 | 1 | 96-105 | 2.5 | -38.732 | 43.732 | 1 | 97-105 | 8 | -39.61 | 55.61 | 1 | 98-105 | -6 | -47.232 | 35.232 | 1 | 99-105 | -1.333 | -40.207 | 37.54 | 1 | 109-107 | 7 | -40.61 | 54.61 | 1 | 110-107 | -2 | -49.61 | 45.61 | 1 | 111-107 | 2.25 | -35.389 | 39.889 | 1 | 63-107 | -7.5 | -45.139 | 30.139 | 1 | 67-107 | -8 | -49.232 | 33.232 | 1 | 68-107 | -8 | -55.61 | 39.61 | 1 | 69-107 | 3 | -44.61 | 50.61 | 1 | 70-107 | -9.333 | -48.207 | 29.54 | 1 | 71-107 | 1.8 | -35.079 | 38.679 | 1 | 72-107 | -2 | -43.232 | 39.232 | 1 | 73-107 | -16 | -63.61 | 31.61 | 1 | 74-107 | -7.25 | -44.889 | 30.389 | 1 | 75-107 | -7.833 | -44.196 | 28.53 | 1 | 76-107 | -4.75 | -42.389 | 32.889 | 1 | 77-107 | -6.714 | -42.704 | 29.276 | 1 | 78-107 | -8.333 | -47.207 | 30.54 | 1 | 79-107 | -0.833 | -37.196 | 35.53 | 1 | 80-107 | -3.167 | -39.53 | 33.196 | 1 | 81-107 | -2.857 | -38.847 | 33.133 | 1 | 82-107 | -7.667 | -46.54 | 31.207 | 1 | 83-107 | -0.625 | -36.333 | 35.083 | 1 | 84-107 | -7 | -42.99 | 28.99 | 1 | 85-107 | -4.333 | -39.374 | 30.707 | 1 | 86-107 | 2.143 | -33.847 | 38.133 | 1 | 87-107 | -11 | -47.363 | 25.363 | 1 | 88-107 | -7.5 | -48.732 | 33.732 | 1 | 89-107 | -6.6 | -43.479 | 30.279 | 1 | 90-107 | 3 | -38.232 | 44.232 | 1 | 91-107 | 0.333 | -38.54 | 39.207 | 1 | 92-107 | -6.333 | -42.696 | 30.03 | 1 | 93-107 | -5 | -40.487 | 30.487 | 1 | 95-107 | -4.333 | -43.207 | 34.54 | 1 | 96-107 | -1.5 | -42.732 | 39.732 | 1 | 97-107 | 4 | -43.61 | 51.61 | 1 | 98-107 | -10 | -51.232 | 31.232 | 1 | 99-107 | -5.333 | -44.207 | 33.54 | 1 | 110-109 | -9 | -56.61 | 38.61 | 1 | 111-109 | -4.75 | -42.389 | 32.889 | 1 | 63-109 | -14.5 | -52.139 | 23.139 | 1 | 67-109 | -15 | -56.232 | 26.232 | 1 | 68-109 | -15 | -62.61 | 32.61 | 1 | 69-109 | -4 | -51.61 | 43.61 | 1 | 70-109 | -16.333 | -55.207 | 22.54 | 1 | 71-109 | -5.2 | -42.079 | 31.679 | 1 | 72-109 | -9 | -50.232 | 32.232 | 1 | 73-109 | -23 | -70.61 | 24.61 | 0.997 | 74-109 | -14.25 | -51.889 | 23.389 | 1 | 75-109 | -14.833 | -51.196 | 21.53 | 1 | 76-109 | -11.75 | -49.389 | 25.889 | 1 | 77-109 | -13.714 | -49.704 | 22.276 | 1 | 78-109 | -15.333 | -54.207 | 23.54 | 1 | 79-109 | -7.833 | -44.196 | 28.53 | 1 | 80-109 | -10.167 | -46.53 | 26.196 | 1 | 81-109 | -9.857 | -45.847 | 26.133 | 1 | 82-109 | -14.667 | -53.54 | 24.207 | 1 | 83-109 | -7.625 | -43.333 | 28.083 | 1 | 84-109 | -14 | -49.99 | 21.99 | 1 | 85-109 | -11.333 | -46.374 | 23.707 | 1 | 86-109 | -4.857 | -40.847 | 31.133 | 1 | 87-109 | -18 | -54.363 | 18.363 | 0.995 | 88-109 | -14.5 | -55.732 | 26.732 | 1 | 89-109 | -13.6 | -50.479 | 23.279 | 1 | 90-109 | -4 | -45.232 | 37.232 | 1 | 91-109 | -6.667 | -45.54 | 32.207 | 1 | 92-109 | -13.333 | -49.696 | 23.03 | 1 | 93-109 | -12 | -47.487 | 23.487 | 1 | 95-109 | -11.333 | -50.207 | 27.54 | 1 | 96-109 | -8.5 | -49.732 | 32.732 | 1 | 97-109 | -3 | -50.61 | 44.61 | 1 | 98-109 | -17 | -58.232 | 24.232 | 1 | 99-109 | -12.333 | -51.207 | 26.54 | 1 | 111-110 | 4.25 | -33.389 | 41.889 | 1 | 63-110 | -5.5 | -43.139 | 32.139 | 1 | 67-110 | -6 | -47.232 | 35.232 | 1 | 68-110 | -6 | -53.61 | 41.61 | 1 | 69-110 | 5 | -42.61 | 52.61 | 1 | 70-110 | -7.333 | -46.207 | 31.54 | 1 | 71-110 | 3.8 | -33.079 | 40.679 | 1 | 72-110 | 0 | -41.232 | 41.232 | 1 | 73-110 | -14 | -61.61 | 33.61 | 1 | 74-110 | -5.25 | -42.889 | 32.389 | 1 | 75-110 | -5.833 | -42.196 | 30.53 | 1 | 76-110 | -2.75 | -40.389 | 34.889 | 1 | 77-110 | -4.714 | -40.704 | 31.276 | 1 | 78-110 | -6.333 | -45.207 | 32.54 | 1 | 79-110 | 1.167 | -35.196 | 37.53 | 1 | 80-110 | -1.167 | -37.53 | 35.196 | 1 | 81-110 | -0.857 | -36.847 | 35.133 | 1 | 82-110 | -5.667 | -44.54 | 33.207 | 1 | 83-110 | 1.375 | -34.333 | 37.083 | 1 | 84-110 | -5 | -40.99 | 30.99 | 1 | 85-110 | -2.333 | -37.374 | 32.707 | 1 | 86-110 | 4.143 | -31.847 | 40.133 | 1 | 87-110 | -9 | -45.363 | 27.363 | 1 | 88-110 | -5.5 | -46.732 | 35.732 | 1 | 89-110 | -4.6 | -41.479 | 32.279 | 1 | 90-110 | 5 | -36.232 | 46.232 | 1 | 91-110 | 2.333 | -36.54 | 41.207 | 1 | 92-110 | -4.333 | -40.696 | 32.03 | 1 | 93-110 | -3 | -38.487 | 32.487 | 1 | 95-110 | -2.333 | -41.207 | 36.54 | 1 | 96-110 | 0.5 | -40.732 | 41.732 | 1 | 97-110 | 6 | -41.61 | 53.61 | 1 | 98-110 | -8 | -49.232 | 33.232 | 1 | 99-110 | -3.333 | -42.207 | 35.54 | 1 | 63-111 | -9.75 | -33.555 | 14.055 | 1 | 67-111 | -10.25 | -39.405 | 18.905 | 1 | 68-111 | -10.25 | -47.889 | 27.389 | 1 | 69-111 | 0.75 | -36.889 | 38.389 | 1 | 70-111 | -11.583 | -37.296 | 14.129 | 0.999 | 71-111 | -0.45 | -23.034 | 22.134 | 1 | 72-111 | -4.25 | -33.405 | 24.905 | 1 | 73-111 | -18.25 | -55.889 | 19.389 | 0.997 | 74-111 | -9.5 | -33.305 | 14.305 | 1 | 75-111 | -10.083 | -31.814 | 11.648 | 0.999 | 76-111 | -7 | -30.805 | 16.805 | 1 | 77-111 | -8.964 | -30.065 | 12.137 | 1 | 78-111 | -10.583 | -36.296 | 15.129 | 1 | 79-111 | -3.083 | -24.814 | 18.648 | 1 | 80-111 | -5.417 | -27.148 | 16.314 | 1 | 81-111 | -5.107 | -26.208 | 15.994 | 1 | 82-111 | -9.917 | -35.629 | 15.796 | 1 | 83-111 | -2.875 | -23.491 | 17.741 | 1 | 84-111 | -9.25 | -30.351 | 11.851 | 1 | 85-111 | -6.583 | -26.02 | 12.854 | 1 | 86-111 | -0.107 | -21.208 | 20.994 | 1 | 87-111 | -13.25 | -34.981 | 8.481 | 0.911 | 88-111 | -9.75 | -38.905 | 19.405 | 1 | 89-111 | -8.85 | -31.434 | 13.734 | 1 | 90-111 | 0.75 | -28.405 | 29.905 | 1 | 91-111 | -1.917 | -27.629 | 23.796 | 1 | 92-111 | -8.583 | -30.314 | 13.148 | 1 | 93-111 | -7.25 | -27.481 | 12.981 | 1 | 95-111 | -6.583 | -32.296 | 19.129 | 1 | 96-111 | -3.75 | -32.905 | 25.405 | 1 | 97-111 | 1.75 | -35.889 | 39.389 | 1 | 98-111 | -12.25 | -41.405 | 16.905 | 1 | 99-111 | -7.583 | -33.296 | 18.129 | 1 | 67-63 | -0.5 | -29.655 | 28.655 | 1 | 68-63 | -0.5 | -38.139 | 37.139 | 1 | 69-63 | 10.5 | -27.139 | 48.139 | 1 | 70-63 | -1.833 | -27.546 | 23.879 | 1 | 71-63 | 9.3 | -13.284 | 31.884 | 1 | 72-63 | 5.5 | -23.655 | 34.655 | 1 | 73-63 | -8.5 | -46.139 | 29.139 | 1 | 74-63 | 0.25 | -23.555 | 24.055 | 1 | 75-63 | -0.333 | -22.064 | 21.398 | 1 | 76-63 | 2.75 | -21.055 | 26.555 | 1 | 77-63 | 0.786 | -20.315 | 21.887 | 1 | 78-63 | -0.833 | -26.546 | 24.879 | 1 | 79-63 | 6.667 | -15.064 | 28.398 | 1 | 80-63 | 4.333 | -17.398 | 26.064 | 1 | 81-63 | 4.643 | -16.458 | 25.744 | 1 | 82-63 | -0.167 | -25.879 | 25.546 | 1 | 83-63 | 6.875 | -13.741 | 27.491 | 1 | 84-63 | 0.5 | -20.601 | 21.601 | 1 | 85-63 | 3.167 | -16.27 | 22.604 | 1 | 86-63 | 9.643 | -11.458 | 30.744 | 0.999 | 87-63 | -3.5 | -25.231 | 18.231 | 1 | 88-63 | 0 | -29.155 | 29.155 | 1 | 89-63 | 0.9 | -21.684 | 23.484 | 1 | 90-63 | 10.5 | -18.655 | 39.655 | 1 | 91-63 | 7.833 | -17.879 | 33.546 | 1 | 92-63 | 1.167 | -20.564 | 22.898 | 1 | 93-63 | 2.5 | -17.731 | 22.731 | 1 | 95-63 | 3.167 | -22.546 | 28.879 | 1 | 96-63 | 6 | -23.155 | 35.155 | 1 | 97-63 | 11.5 | -26.139 | 49.139 | 1 | 98-63 | -2.5 | -31.655 | 26.655 | 1 | 99-63 | 2.167 | -23.546 | 27.879 | 1 | 68-67 | 0 | -41.232 | 41.232 | 1 | 69-67 | 11 | -30.232 | 52.232 | 1 | 70-67 | -1.333 | -32.066 | 29.399 | 1 | 71-67 | 9.8 | -18.367 | 37.967 | 1 | 72-67 | 6 | -27.666 | 39.666 | 1 | 73-67 | -8 | -49.232 | 33.232 | 1 | 74-67 | 0.75 | -28.405 | 29.905 | 1 | 75-67 | 0.167 | -27.321 | 27.655 | 1 | 76-67 | 3.25 | -25.905 | 32.405 | 1 | 77-67 | 1.286 | -25.707 | 28.278 | 1 | 78-67 | -0.333 | -31.066 | 30.399 | 1 | 79-67 | 7.167 | -20.321 | 34.655 | 1 | 80-67 | 4.833 | -22.655 | 32.321 | 1 | 81-67 | 5.143 | -21.85 | 32.135 | 1 | 82-67 | 0.333 | -30.399 | 31.066 | 1 | 83-67 | 7.375 | -19.24 | 33.99 | 1 | 84-67 | 1 | -25.993 | 27.993 | 1 | 85-67 | 3.667 | -22.046 | 29.379 | 1 | 86-67 | 10.143 | -16.85 | 37.135 | 1 | 87-67 | -3 | -30.488 | 24.488 | 1 | 88-67 | 0.5 | -33.166 | 34.166 | 1 | 89-67 | 1.4 | -26.767 | 29.567 | 1 | 90-67 | 11 | -22.666 | 44.666 | 1 | 91-67 | 8.333 | -22.399 | 39.066 | 1 | 92-67 | 1.667 | -25.821 | 29.155 | 1 | 93-67 | 3 | -23.318 | 29.318 | 1 | 95-67 | 3.667 | -27.066 | 34.399 | 1 | 96-67 | 6.5 | -27.166 | 40.166 | 1 | 97-67 | 12 | -29.232 | 53.232 | 1 | 98-67 | -2 | -35.666 | 31.666 | 1 | 99-67 | 2.667 | -28.066 | 33.399 | 1 | 69-68 | 11 | -36.61 | 58.61 | 1 | 70-68 | -1.333 | -40.207 | 37.54 | 1 | 71-68 | 9.8 | -27.079 | 46.679 | 1 | 72-68 | 6 | -35.232 | 47.232 | 1 | 73-68 | -8 | -55.61 | 39.61 | 1 | 74-68 | 0.75 | -36.889 | 38.389 | 1 | 75-68 | 0.167 | -36.196 | 36.53 | 1 | 76-68 | 3.25 | -34.389 | 40.889 | 1 | 77-68 | 1.286 | -34.704 | 37.276 | 1 | 78-68 | -0.333 | -39.207 | 38.54 | 1 | 79-68 | 7.167 | -29.196 | 43.53 | 1 | 80-68 | 4.833 | -31.53 | 41.196 | 1 | 81-68 | 5.143 | -30.847 | 41.133 | 1 | 82-68 | 0.333 | -38.54 | 39.207 | 1 | 83-68 | 7.375 | -28.333 | 43.083 | 1 | 84-68 | 1 | -34.99 | 36.99 | 1 | 85-68 | 3.667 | -31.374 | 38.707 | 1 | 86-68 | 10.143 | -25.847 | 46.133 | 1 | 87-68 | -3 | -39.363 | 33.363 | 1 | 88-68 | 0.5 | -40.732 | 41.732 | 1 | 89-68 | 1.4 | -35.479 | 38.279 | 1 | 90-68 | 11 | -30.232 | 52.232 | 1 | 91-68 | 8.333 | -30.54 | 47.207 | 1 | 92-68 | 1.667 | -34.696 | 38.03 | 1 | 93-68 | 3 | -32.487 | 38.487 | 1 | 95-68 | 3.667 | -35.207 | 42.54 | 1 | 96-68 | 6.5 | -34.732 | 47.732 | 1 | 97-68 | 12 | -35.61 | 59.61 | 1 | 98-68 | -2 | -43.232 | 39.232 | 1 | 99-68 | 2.667 | -36.207 | 41.54 | 1 | 70-69 | -12.333 | -51.207 | 26.54 | 1 | 71-69 | -1.2 | -38.079 | 35.679 | 1 | 72-69 | -5 | -46.232 | 36.232 | 1 | 73-69 | -19 | -66.61 | 28.61 | 1 | 74-69 | -10.25 | -47.889 | 27.389 | 1 | 75-69 | -10.833 | -47.196 | 25.53 | 1 | 76-69 | -7.75 | -45.389 | 29.889 | 1 | 77-69 | -9.714 | -45.704 | 26.276 | 1 | 78-69 | -11.333 | -50.207 | 27.54 | 1 | 79-69 | -3.833 | -40.196 | 32.53 | 1 | 80-69 | -6.167 | -42.53 | 30.196 | 1 | 81-69 | -5.857 | -41.847 | 30.133 | 1 | 82-69 | -10.667 | -49.54 | 28.207 | 1 | 83-69 | -3.625 | -39.333 | 32.083 | 1 | 84-69 | -10 | -45.99 | 25.99 | 1 | 85-69 | -7.333 | -42.374 | 27.707 | 1 | 86-69 | -0.857 | -36.847 | 35.133 | 1 | 87-69 | -14 | -50.363 | 22.363 | 1 | 88-69 | -10.5 | -51.732 | 30.732 | 1 | 89-69 | -9.6 | -46.479 | 27.279 | 1 | 90-69 | 0 | -41.232 | 41.232 | 1 | 91-69 | -2.667 | -41.54 | 36.207 | 1 | 92-69 | -9.333 | -45.696 | 27.03 | 1 | 93-69 | -8 | -43.487 | 27.487 | 1 | 95-69 | -7.333 | -46.207 | 31.54 | 1 | 96-69 | -4.5 | -45.732 | 36.732 | 1 | 97-69 | 1 | -46.61 | 48.61 | 1 | 98-69 | -13 | -54.232 | 28.232 | 1 | 99-69 | -8.333 | -47.207 | 30.54 | 1 | 71-70 | 11.133 | -13.453 | 35.719 | 0.999 | 72-70 | 7.333 | -23.399 | 38.066 | 1 | 73-70 | -6.667 | -45.54 | 32.207 | 1 | 74-70 | 2.083 | -23.629 | 27.796 | 1 | 75-70 | 1.5 | -22.305 | 25.305 | 1 | 76-70 | 4.583 | -21.129 | 30.296 | 1 | 77-70 | 2.619 | -20.612 | 25.851 | 1 | 78-70 | 1 | -26.488 | 28.488 | 1 | 79-70 | 8.5 | -15.305 | 32.305 | 1 | 80-70 | 6.167 | -17.639 | 29.972 | 1 | 81-70 | 6.476 | -16.755 | 29.708 | 1 | 82-70 | 1.667 | -25.821 | 29.155 | 1 | 83-70 | 8.708 | -14.083 | 31.5 | 1 | 84-70 | 2.333 | -20.898 | 25.565 | 1 | 85-70 | 5 | -16.731 | 26.731 | 1 | 86-70 | 11.476 | -11.755 | 34.708 | 0.995 | 87-70 | -1.667 | -25.472 | 22.139 | 1 | 88-70 | 1.833 | -28.899 | 32.566 | 1 | 89-70 | 2.733 | -21.853 | 27.319 | 1 | 90-70 | 12.333 | -18.399 | 43.066 | 1 | 91-70 | 9.667 | -17.821 | 37.155 | 1 | 92-70 | 3 | -20.805 | 26.805 | 1 | 93-70 | 4.333 | -18.11 | 26.777 | 1 | 95-70 | 5 | -22.488 | 32.488 | 1 | 96-70 | 7.833 | -22.899 | 38.566 | 1 | 97-70 | 13.333 | -25.54 | 52.207 | 1 | 98-70 | -0.667 | -31.399 | 30.066 | 1 | 99-70 | 4 | -23.488 | 31.488 | 1 | 72-71 | -3.8 | -31.967 | 24.367 | 1 | 73-71 | -17.8 | -54.679 | 19.079 | 0.997 | 74-71 | -9.05 | -31.634 | 13.534 | 1 | 75-71 | -9.633 | -30.019 | 10.752 | 0.998 | 76-71 | -6.55 | -29.134 | 16.034 | 1 | 77-71 | -8.514 | -28.227 | 11.198 | 1 | 78-71 | -10.133 | -34.719 | 14.453 | 1 | 79-71 | -2.633 | -23.019 | 17.752 | 1 | 80-71 | -4.967 | -25.352 | 15.419 | 1 | 81-71 | -4.657 | -24.37 | 15.055 | 1 | 82-71 | -9.467 | -34.053 | 15.119 | 1 | 83-71 | -2.425 | -21.617 | 16.767 | 1 | 84-71 | -8.8 | -28.513 | 10.913 | 0.999 | 85-71 | -6.133 | -24.053 | 11.787 | 1 | 86-71 | 0.343 | -19.37 | 20.055 | 1 | 87-71 | -12.8 | -33.186 | 7.586 | 0.879 | 88-71 | -9.3 | -37.467 | 18.867 | 1 | 89-71 | -8.4 | -29.692 | 12.892 | 1 | 90-71 | 1.2 | -26.967 | 29.367 | 1 | 91-71 | -1.467 | -26.053 | 23.119 | 1 | 92-71 | -8.133 | -28.519 | 12.252 | 1 | 93-71 | -6.8 | -25.578 | 11.978 | 1 | 95-71 | -6.133 | -30.719 | 18.453 | 1 | 96-71 | -3.3 | -31.467 | 24.867 | 1 | 97-71 | 2.2 | -34.679 | 39.079 | 1 | 98-71 | -11.8 | -39.967 | 16.367 | 1 | 99-71 | -7.133 | -31.719 | 17.453 | 1 | 73-72 | -14 | -55.232 | 27.232 | 1 | 74-72 | -5.25 | -34.405 | 23.905 | 1 | 75-72 | -5.833 | -33.321 | 21.655 | 1 | 76-72 | -2.75 | -31.905 | 26.405 | 1 | 77-72 | -4.714 | -31.707 | 22.278 | 1 | 78-72 | -6.333 | -37.066 | 24.399 | 1 | 79-72 | 1.167 | -26.321 | 28.655 | 1 | 80-72 | -1.167 | -28.655 | 26.321 | 1 | 81-72 | -0.857 | -27.85 | 26.135 | 1 | 82-72 | -5.667 | -36.399 | 25.066 | 1 | 83-72 | 1.375 | -25.24 | 27.99 | 1 | 84-72 | -5 | -31.993 | 21.993 | 1 | 85-72 | -2.333 | -28.046 | 23.379 | 1 | 86-72 | 4.143 | -22.85 | 31.135 | 1 | 87-72 | -9 | -36.488 | 18.488 | 1 | 88-72 | -5.5 | -39.166 | 28.166 | 1 | 89-72 | -4.6 | -32.767 | 23.567 | 1 | 90-72 | 5 | -28.666 | 38.666 | 1 | 91-72 | 2.333 | -28.399 | 33.066 | 1 | 92-72 | -4.333 | -31.821 | 23.155 | 1 | 93-72 | -3 | -29.318 | 23.318 | 1 | 95-72 | -2.333 | -33.066 | 28.399 | 1 | 96-72 | 0.5 | -33.166 | 34.166 | 1 | 97-72 | 6 | -35.232 | 47.232 | 1 | 98-72 | -8 | -41.666 | 25.666 | 1 | 99-72 | -3.333 | -34.066 | 27.399 | 1 | 74-73 | 8.75 | -28.889 | 46.389 | 1 | 75-73 | 8.167 | -28.196 | 44.53 | 1 | 76-73 | 11.25 | -26.389 | 48.889 | 1 | 77-73 | 9.286 | -26.704 | 45.276 | 1 | 78-73 | 7.667 | -31.207 | 46.54 | 1 | 79-73 | 15.167 | -21.196 | 51.53 | 1 | 80-73 | 12.833 | -23.53 | 49.196 | 1 | 81-73 | 13.143 | -22.847 | 49.133 | 1 | 82-73 | 8.333 | -30.54 | 47.207 | 1 | 83-73 | 15.375 | -20.333 | 51.083 | 1 | 84-73 | 9 | -26.99 | 44.99 | 1 | 85-73 | 11.667 | -23.374 | 46.707 | 1 | 86-73 | 18.143 | -17.847 | 54.133 | 0.993 | 87-73 | 5 | -31.363 | 41.363 | 1 | 88-73 | 8.5 | -32.732 | 49.732 | 1 | 89-73 | 9.4 | -27.479 | 46.279 | 1 | 90-73 | 19 | -22.232 | 60.232 | 0.999 | 91-73 | 16.333 | -22.54 | 55.207 | 1 | 92-73 | 9.667 | -26.696 | 46.03 | 1 | 93-73 | 11 | -24.487 | 46.487 | 1 | 95-73 | 11.667 | -27.207 | 50.54 | 1 | 96-73 | 14.5 | -26.732 | 55.732 | 1 | 97-73 | 20 | -27.61 | 67.61 | 1 | 98-73 | 6 | -35.232 | 47.232 | 1 | 99-73 | 10.667 | -28.207 | 49.54 | 1 | 75-74 | -0.583 | -22.314 | 21.148 | 1 | 76-74 | 2.5 | -21.305 | 26.305 | 1 | 77-74 | 0.536 | -20.565 | 21.637 | 1 | 78-74 | -1.083 | -26.796 | 24.629 | 1 | 79-74 | 6.417 | -15.314 | 28.148 | 1 | 80-74 | 4.083 | -17.648 | 25.814 | 1 | 81-74 | 4.393 | -16.708 | 25.494 | 1 | 82-74 | -0.417 | -26.129 | 25.296 | 1 | 83-74 | 6.625 | -13.991 | 27.241 | 1 | 84-74 | 0.25 | -20.851 | 21.351 | 1 | 85-74 | 2.917 | -16.52 | 22.354 | 1 | 86-74 | 9.393 | -11.708 | 30.494 | 0.999 | 87-74 | -3.75 | -25.481 | 17.981 | 1 | 88-74 | -0.25 | -29.405 | 28.905 | 1 | 89-74 | 0.65 | -21.934 | 23.234 | 1 | 90-74 | 10.25 | -18.905 | 39.405 | 1 | 91-74 | 7.583 | -18.129 | 33.296 | 1 | 92-74 | 0.917 | -20.814 | 22.648 | 1 | 93-74 | 2.25 | -17.981 | 22.481 | 1 | 95-74 | 2.917 | -22.796 | 28.629 | 1 | 96-74 | 5.75 | -23.405 | 34.905 | 1 | 97-74 | 11.25 | -26.389 | 48.889 | 1 | 98-74 | -2.75 | -31.905 | 26.405 | 1 | 99-74 | 1.917 | -23.796 | 27.629 | 1 | 76-75 | 3.083 | -18.648 | 24.814 | 1 | 77-75 | 1.119 | -17.611 | 19.849 | 1 | 78-75 | -0.5 | -24.305 | 23.305 | 1 | 79-75 | 7 | -12.437 | 26.437 | 1 | 80-75 | 4.667 | -14.77 | 24.104 | 1 | 81-75 | 4.976 | -13.754 | 23.706 | 1 | 82-75 | 0.167 | -23.639 | 23.972 | 1 | 83-75 | 7.208 | -10.973 | 25.39 | 1 | 84-75 | 0.833 | -17.896 | 19.563 | 1 | 85-75 | 3.5 | -13.333 | 20.333 | 1 | 86-75 | 9.976 | -8.754 | 28.706 | 0.984 | 87-75 | -3.167 | -22.604 | 16.27 | 1 | 88-75 | 0.333 | -27.155 | 27.821 | 1 | 89-75 | 1.233 | -19.152 | 21.619 | 1 | 90-75 | 10.833 | -16.655 | 38.321 | 1 | 91-75 | 8.167 | -15.639 | 31.972 | 1 | 92-75 | 1.5 | -17.937 | 20.937 | 1 | 93-75 | 2.833 | -14.91 | 20.577 | 1 | 95-75 | 3.5 | -20.305 | 27.305 | 1 | 96-75 | 6.333 | -21.155 | 33.821 | 1 | 97-75 | 11.833 | -24.53 | 48.196 | 1 | 98-75 | -2.167 | -29.655 | 25.321 | 1 | 99-75 | 2.5 | -21.305 | 26.305 | 1 | 77-76 | -1.964 | -23.065 | 19.137 | 1 | 78-76 | -3.583 | -29.296 | 22.129 | 1 | 79-76 | 3.917 | -17.814 | 25.648 | 1 | 80-76 | 1.583 | -20.148 | 23.314 | 1 | 81-76 | 1.893 | -19.208 | 22.994 | 1 | 82-76 | -2.917 | -28.629 | 22.796 | 1 | 83-76 | 4.125 | -16.491 | 24.741 | 1 | 84-76 | -2.25 | -23.351 | 18.851 | 1 | 85-76 | 0.417 | -19.02 | 19.854 | 1 | 86-76 | 6.893 | -14.208 | 27.994 | 1 | 87-76 | -6.25 | -27.981 | 15.481 | 1 | 88-76 | -2.75 | -31.905 | 26.405 | 1 | 89-76 | -1.85 | -24.434 | 20.734 | 1 | 90-76 | 7.75 | -21.405 | 36.905 | 1 | 91-76 | 5.083 | -20.629 | 30.796 | 1 | 92-76 | -1.583 | -23.314 | 20.148 | 1 | 93-76 | -0.25 | -20.481 | 19.981 | 1 | 95-76 | 0.417 | -25.296 | 26.129 | 1 | 96-76 | 3.25 | -25.905 | 32.405 | 1 | 97-76 | 8.75 | -28.889 | 46.389 | 1 | 98-76 | -5.25 | -34.405 | 23.905 | 1 | 99-76 | -0.583 | -26.296 | 25.129 | 1 | 78-77 | -1.619 | -24.851 | 21.612 | 1 | 79-77 | 5.881 | -12.849 | 24.611 | 1 | 80-77 | 3.548 | -15.182 | 22.277 | 1 | 81-77 | 3.857 | -14.138 | 21.852 | 1 | 82-77 | -0.952 | -24.184 | 22.279 | 1 | 83-77 | 6.089 | -11.334 | 23.513 | 1 | 84-77 | -0.286 | -18.281 | 17.709 | 1 | 85-77 | 2.381 | -13.63 | 18.392 | 1 | 86-77 | 8.857 | -9.138 | 26.852 | 0.996 | 87-77 | -4.286 | -23.016 | 14.444 | 1 | 88-77 | -0.786 | -27.778 | 26.207 | 1 | 89-77 | 0.114 | -19.598 | 19.827 | 1 | 90-77 | 9.714 | -17.278 | 36.707 | 1 | 91-77 | 7.048 | -16.184 | 30.279 | 1 | 92-77 | 0.381 | -18.349 | 19.111 | 1 | 93-77 | 1.714 | -15.252 | 18.68 | 1 | 95-77 | 2.381 | -20.851 | 25.612 | 1 | 96-77 | 5.214 | -21.778 | 32.207 | 1 | 97-77 | 10.714 | -25.276 | 46.704 | 1 | 98-77 | -3.286 | -30.278 | 23.707 | 1 | 99-77 | 1.381 | -21.851 | 24.612 | 1 | 79-78 | 7.5 | -16.305 | 31.305 | 1 | 80-78 | 5.167 | -18.639 | 28.972 | 1 | 81-78 | 5.476 | -17.755 | 28.708 | 1 | 82-78 | 0.667 | -26.821 | 28.155 | 1 | 83-78 | 7.708 | -15.083 | 30.5 | 1 | 84-78 | 1.333 | -21.898 | 24.565 | 1 | 85-78 | 4 | -17.731 | 25.731 | 1 | 86-78 | 10.476 | -12.755 | 33.708 | 0.999 | 87-78 | -2.667 | -26.472 | 21.139 | 1 | 88-78 | 0.833 | -29.899 | 31.566 | 1 | 89-78 | 1.733 | -22.853 | 26.319 | 1 | 90-78 | 11.333 | -19.399 | 42.066 | 1 | 91-78 | 8.667 | -18.821 | 36.155 | 1 | 92-78 | 2 | -21.805 | 25.805 | 1 | 93-78 | 3.333 | -19.11 | 25.777 | 1 | 95-78 | 4 | -23.488 | 31.488 | 1 | 96-78 | 6.833 | -23.899 | 37.566 | 1 | 97-78 | 12.333 | -26.54 | 51.207 | 1 | 98-78 | -1.667 | -32.399 | 29.066 | 1 | 99-78 | 3 | -24.488 | 30.488 | 1 | 80-79 | -2.333 | -21.77 | 17.104 | 1 | 81-79 | -2.024 | -20.754 | 16.706 | 1 | 82-79 | -6.833 | -30.639 | 16.972 | 1 | 83-79 | 0.208 | -17.973 | 18.39 | 1 | 84-79 | -6.167 | -24.896 | 12.563 | 1 | 85-79 | -3.5 | -20.333 | 13.333 | 1 | 86-79 | 2.976 | -15.754 | 21.706 | 1 | 87-79 | -10.167 | -29.604 | 9.27 | 0.988 | 88-79 | -6.667 | -34.155 | 20.821 | 1 | 89-79 | -5.767 | -26.152 | 14.619 | 1 | 90-79 | 3.833 | -23.655 | 31.321 | 1 | 91-79 | 1.167 | -22.639 | 24.972 | 1 | 92-79 | -5.5 | -24.937 | 13.937 | 1 | 93-79 | -4.167 | -21.91 | 13.577 | 1 | 95-79 | -3.5 | -27.305 | 20.305 | 1 | 96-79 | -0.667 | -28.155 | 26.821 | 1 | 97-79 | 4.833 | -31.53 | 41.196 | 1 | 98-79 | -9.167 | -36.655 | 18.321 | 1 | 99-79 | -4.5 | -28.305 | 19.305 | 1 | 81-80 | 0.31 | -18.42 | 19.039 | 1 | 82-80 | -4.5 | -28.305 | 19.305 | 1 | 83-80 | 2.542 | -15.64 | 20.723 | 1 | 84-80 | -3.833 | -22.563 | 14.896 | 1 | 85-80 | -1.167 | -17.999 | 15.666 | 1 | 86-80 | 5.31 | -13.42 | 24.039 | 1 | 87-80 | -7.833 | -27.27 | 11.604 | 1 | 88-80 | -4.333 | -31.821 | 23.155 | 1 | 89-80 | -3.433 | -23.819 | 16.952 | 1 | 90-80 | 6.167 | -21.321 | 33.655 | 1 | 91-80 | 3.5 | -20.305 | 27.305 | 1 | 92-80 | -3.167 | -22.604 | 16.27 | 1 | 93-80 | -1.833 | -19.577 | 15.91 | 1 | 95-80 | -1.167 | -24.972 | 22.639 | 1 | 96-80 | 1.667 | -25.821 | 29.155 | 1 | 97-80 | 7.167 | -29.196 | 43.53 | 1 | 98-80 | -6.833 | -34.321 | 20.655 | 1 | 99-80 | -2.167 | -25.972 | 21.639 | 1 | 82-81 | -4.81 | -28.041 | 18.422 | 1 | 83-81 | 2.232 | -15.191 | 19.656 | 1 | 84-81 | -4.143 | -22.138 | 13.852 | 1 | 85-81 | -1.476 | -17.487 | 14.535 | 1 | 86-81 | 5 | -12.995 | 22.995 | 1 | 87-81 | -8.143 | -26.873 | 10.587 | 1 | 88-81 | -4.643 | -31.635 | 22.35 | 1 | 89-81 | -3.743 | -23.455 | 15.97 | 1 | 90-81 | 5.857 | -21.135 | 32.85 | 1 | 91-81 | 3.19 | -20.041 | 26.422 | 1 | 92-81 | -3.476 | -22.206 | 15.254 | 1 | 93-81 | -2.143 | -19.109 | 14.823 | 1 | 95-81 | -1.476 | -24.708 | 21.755 | 1 | 96-81 | 1.357 | -25.635 | 28.35 | 1 | 97-81 | 6.857 | -29.133 | 42.847 | 1 | 98-81 | -7.143 | -34.135 | 19.85 | 1 | 99-81 | -2.476 | -25.708 | 20.755 | 1 | 83-82 | 7.042 | -15.75 | 29.833 | 1 | 84-82 | 0.667 | -22.565 | 23.898 | 1 | 85-82 | 3.333 | -18.398 | 25.064 | 1 | 86-82 | 9.81 | -13.422 | 33.041 | 1 | 87-82 | -3.333 | -27.139 | 20.472 | 1 | 88-82 | 0.167 | -30.566 | 30.899 | 1 | 89-82 | 1.067 | -23.519 | 25.653 | 1 | 90-82 | 10.667 | -20.066 | 41.399 | 1 | 91-82 | 8 | -19.488 | 35.488 | 1 | 92-82 | 1.333 | -22.472 | 25.139 | 1 | 93-82 | 2.667 | -19.777 | 25.11 | 1 | 95-82 | 3.333 | -24.155 | 30.821 | 1 | 96-82 | 6.167 | -24.566 | 36.899 | 1 | 97-82 | 11.667 | -27.207 | 50.54 | 1 | 98-82 | -2.333 | -33.066 | 28.399 | 1 | 99-82 | 2.333 | -25.155 | 29.821 | 1 | 84-83 | -6.375 | -23.799 | 11.049 | 1 | 85-83 | -3.708 | -19.075 | 11.658 | 1 | 86-83 | 2.768 | -14.656 | 20.191 | 1 | 87-83 | -10.375 | -28.557 | 7.807 | 0.959 | 88-83 | -6.875 | -33.49 | 19.74 | 1 | 89-83 | -5.975 | -25.167 | 13.217 | 1 | 90-83 | 3.625 | -22.99 | 30.24 | 1 | 91-83 | 0.958 | -21.833 | 23.75 | 1 | 92-83 | -5.708 | -23.89 | 12.473 | 1 | 93-83 | -4.375 | -20.734 | 11.984 | 1 | 95-83 | -3.708 | -26.5 | 19.083 | 1 | 96-83 | -0.875 | -27.49 | 25.74 | 1 | 97-83 | 4.625 | -31.083 | 40.333 | 1 | 98-83 | -9.375 | -35.99 | 17.24 | 1 | 99-83 | -4.708 | -27.5 | 18.083 | 1 | 85-84 | 2.667 | -13.345 | 18.678 | 1 | 86-84 | 9.143 | -8.852 | 27.138 | 0.993 | 87-84 | -4 | -22.73 | 14.73 | 1 | 88-84 | -0.5 | -27.493 | 26.493 | 1 | 89-84 | 0.4 | -19.313 | 20.113 | 1 | 90-84 | 10 | -16.993 | 36.993 | 1 | 91-84 | 7.333 | -15.898 | 30.565 | 1 | 92-84 | 0.667 | -18.063 | 19.396 | 1 | 93-84 | 2 | -14.966 | 18.966 | 1 | 95-84 | 2.667 | -20.565 | 25.898 | 1 | 96-84 | 5.5 | -21.493 | 32.493 | 1 | 97-84 | 11 | -24.99 | 46.99 | 1 | 98-84 | -3 | -29.993 | 23.993 | 1 | 99-84 | 1.667 | -21.565 | 24.898 | 1 | 86-85 | 6.476 | -9.535 | 22.487 | 1 | 87-85 | -6.667 | -23.499 | 10.166 | 1 | 88-85 | -3.167 | -28.879 | 22.546 | 1 | 89-85 | -2.267 | -20.187 | 15.653 | 1 | 90-85 | 7.333 | -18.379 | 33.046 | 1 | 91-85 | 4.667 | -17.064 | 26.398 | 1 | 92-85 | -2 | -18.833 | 14.833 | 1 | 93-85 | -0.667 | -15.512 | 14.178 | 1 | 95-85 | 0 | -21.731 | 21.731 | 1 | 96-85 | 2.833 | -22.879 | 28.546 | 1 | 97-85 | 8.333 | -26.707 | 43.374 | 1 | 98-85 | -5.667 | -31.379 | 20.046 | 1 | 99-85 | -1 | -22.731 | 20.731 | 1 | 87-86 | -13.143 | -31.873 | 5.587 | 0.691 | 88-86 | -9.643 | -36.635 | 17.35 | 1 | 89-86 | -8.743 | -28.455 | 10.97 | 0.999 | 90-86 | 0.857 | -26.135 | 27.85 | 1 | 91-86 | -1.81 | -25.041 | 21.422 | 1 | 92-86 | -8.476 | -27.206 | 10.254 | 0.999 | 93-86 | -7.143 | -24.109 | 9.823 | 1 | 95-86 | -6.476 | -29.708 | 16.755 | 1 | 96-86 | -3.643 | -30.635 | 23.35 | 1 | 97-86 | 1.857 | -34.133 | 37.847 | 1 | 98-86 | -12.143 | -39.135 | 14.85 | 0.999 | 99-86 | -7.476 | -30.708 | 15.755 | 1 | 88-87 | 3.5 | -23.988 | 30.988 | 1 | 89-87 | 4.4 | -15.986 | 24.786 | 1 | 90-87 | 14 | -13.488 | 41.488 | 0.992 | 91-87 | 11.333 | -12.472 | 35.139 | 0.998 | 92-87 | 4.667 | -14.77 | 24.104 | 1 | 93-87 | 6 | -11.743 | 23.743 | 1 | 95-87 | 6.667 | -17.139 | 30.472 | 1 | 96-87 | 9.5 | -17.988 | 36.988 | 1 | 97-87 | 15 | -21.363 | 51.363 | 1 | 98-87 | 1 | -26.488 | 28.488 | 1 | 99-87 | 5.667 | -18.139 | 29.472 | 1 | 89-88 | 0.9 | -27.267 | 29.067 | 1 | 90-88 | 10.5 | -23.166 | 44.166 | 1 | 91-88 | 7.833 | -22.899 | 38.566 | 1 | 92-88 | 1.167 | -26.321 | 28.655 | 1 | 93-88 | 2.5 | -23.818 | 28.818 | 1 | 95-88 | 3.167 | -27.566 | 33.899 | 1 | 96-88 | 6 | -27.666 | 39.666 | 1 | 97-88 | 11.5 | -29.732 | 52.732 | 1 | 98-88 | -2.5 | -36.166 | 31.166 | 1 | 99-88 | 2.167 | -28.566 | 32.899 | 1 | 90-89 | 9.6 | -18.567 | 37.767 | 1 | 91-89 | 6.933 | -17.653 | 31.519 | 1 | 92-89 | 0.267 | -20.119 | 20.652 | 1 | 93-89 | 1.6 | -17.178 | 20.378 | 1 | 95-89 | 2.267 | -22.319 | 26.853 | 1 | 96-89 | 5.1 | -23.067 | 33.267 | 1 | 97-89 | 10.6 | -26.279 | 47.479 | 1 | 98-89 | -3.4 | -31.567 | 24.767 | 1 | 99-89 | 1.267 | -23.319 | 25.853 | 1 | 91-90 | -2.667 | -33.399 | 28.066 | 1 | 92-90 | -9.333 | -36.821 | 18.155 | 1 | 93-90 | -8 | -34.318 | 18.318 | 1 | 95-90 | -7.333 | -38.066 | 23.399 | 1 | 96-90 | -4.5 | -38.166 | 29.166 | 1 | 97-90 | 1 | -40.232 | 42.232 | 1 | 98-90 | -13 | -46.666 | 20.666 | 1 | 99-90 | -8.333 | -39.066 | 22.399 | 1 | 92-91 | -6.667 | -30.472 | 17.139 | 1 | 93-91 | -5.333 | -27.777 | 17.11 | 1 | 95-91 | -4.667 | -32.155 | 22.821 | 1 | 96-91 | -1.833 | -32.566 | 28.899 | 1 | 97-91 | 3.667 | -35.207 | 42.54 | 1 | 98-91 | -10.333 | -41.066 | 20.399 | 1 | 99-91 | -5.667 | -33.155 | 21.821 | 1 | 93-92 | 1.333 | -16.41 | 19.077 | 1 | 95-92 | 2 | -21.805 | 25.805 | 1 | 96-92 | 4.833 | -22.655 | 32.321 | 1 | 97-92 | 10.333 | -26.03 | 46.696 | 1 | 98-92 | -3.667 | -31.155 | 23.821 | 1 | 99-92 | 1 | -22.805 | 24.805 | 1 | 95-93 | 0.667 | -21.777 | 23.11 | 1 | 96-93 | 3.5 | -22.818 | 29.818 | 1 | 97-93 | 9 | -26.487 | 44.487 | 1 | 98-93 | -5 | -31.318 | 21.318 | 1 | 99-93 | -0.333 | -22.777 | 22.11 | 1 | 96-95 | 2.833 | -27.899 | 33.566 | 1 | 97-95 | 8.333 | -30.54 | 47.207 | 1 | 98-95 | -5.667 | -36.399 | 25.066 | 1 | 99-95 | -1 | -28.488 | 26.488 | 1 | 97-96 | 5.5 | -35.732 | 46.732 | 1 | 98-96 | -8.5 | -42.166 | 25.166 | 1 | 99-96 | -3.833 | -34.566 | 26.899 | 1 | 98-97 | -14 | -55.232 | 27.232 | 1 | 99-97 | -9.333 | -48.207 | 29.54 | 1 | 99-98 | 4.667 | -26.066 | 35.399 | 1 |
Levenes Test for Homogeneity of Variance | | Df | F value | Pr(>F) | Group | 41 | 0.882 | 0.67 | | 118 | | |
| | Charts produced by software: | | http://www.freestatistics.org/blog/date/2010/Nov/30/t12910718028wjqu8sr093rwli/3p7w11291071761.png (open in new window) | http://www.freestatistics.org/blog/date/2010/Nov/30/t12910718028wjqu8sr093rwli/3p7w11291071761.ps (open in new window) |
| http://www.freestatistics.org/blog/date/2010/Nov/30/t12910718028wjqu8sr093rwli/452lb1291071761.png (open in new window) | http://www.freestatistics.org/blog/date/2010/Nov/30/t12910718028wjqu8sr093rwli/452lb1291071761.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()
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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