| 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 23:21:18 +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/t1291073119pdikfuf8jyqh5ck.htm/, Retrieved Tue, 30 Nov 2010 00:25:20 +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/t1291073119pdikfuf8jyqh5ck.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: | WISCR7V/MVRBIQ0 | | IsPrivate? | No (this computation is public) | | User-defined keywords: | ANOVA TEST | | Dataseries X: | » Textbox « » Textfile « » CSV « | 0 67
88 86
94 86
90 103
73 74
68 63
80 82
86 93
86 77
91 111
79 71
96 103
92 89
72 75
96 88
70 84
86 85
87 70
88 104
79 88
90 77
95 77
85 72
0 70
90 83
115 110
84 91
79 80
94 91
97 86
86 85
111 107
87 93
98 87
87 84
68 73
88 84
82 86
111 99
75 75
94 87
95 79
80 82
95 95
68 84
94 85
88 95
84 63
0 78
101 85
98 86
78 75
109 98
102 71
81 63
97 71
75 84
97 81
0 93
101 79
101 63
95 93
95 92
0 93
95 83
90 80
107 111
92 92
86 79
70 69
95 83
96 80
91 91
87 97
92 85
97 85
102 99
91 67
68 87
88 68
97 81
90 80
101 93
94 93
101 102
109 104
100 90
103 85
94 92
97 82
85 85
75 89
77 77
87 79
78 76
108 101
97 81
105 92
106 89
107 81
95 77
107 95
115 85
101 81
85 76
90 93
115 104
95 89
97 76
112 77
97 71
77 79
90 89
94 81
103 99
77 81
98 84
90 85
111 111
77 78
88 111
75 78
92 87
78 92
106 93
80 70
87 84
92 75
0 105
111 96
86 85
85 87
90 75
101 103
94 86
86 77
86 74
90 74
75 76
86 83
91 101 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 | WISCRY7V ~ MVRBIQ0 | means | 99.5 | 1.5 | -3.833 | 4.5 | -99.5 | 11.5 | 15.5 | 15.5 | -0.25 | -16 | -54 | -11.5 | -29.5 | -43.833 | -5.3 | -6 | -31.5 | -19.75 | -15.667 | -15.75 | -7.929 | -48.833 | -9.333 | -8.333 | -3.786 | -13.833 | -16.625 | -17.643 | -6 | -6.5 | -10.333 | -12 | -7.9 | -1 | -9.833 | -7 | -26.278 | -2.833 | 2 | -12.5 | -1 | 5.833 |
ANOVA Statistics | | Df | Sum Sq | Mean Sq | F value | Pr(>F) | MVRBIQ0 | 41 | 29759.419 | 725.839 | 1.942 | 0.003 | Residuals | 118 | 44107.681 | 373.794 | | |
Tukey Honest Significant Difference Comparisons | | diff | lwr | upr | p adj | 102-101 | 1.5 | -93.621 | 96.621 | 1 | 103-101 | -3.833 | -74.732 | 67.065 | 1 | 104-101 | 4.5 | -66.399 | 75.399 | 1 | 105-101 | -99.5 | -194.621 | -4.379 | 0.028 | 107-101 | 11.5 | -83.621 | 106.621 | 1 | 109-101 | 15.5 | -79.621 | 110.621 | 1 | 110-101 | 15.5 | -79.621 | 110.621 | 1 | 111-101 | -0.25 | -67.511 | 67.011 | 1 | 63-101 | -16 | -83.261 | 51.261 | 1 | 67-101 | -54 | -131.666 | 23.666 | 0.711 | 68-101 | -11.5 | -106.621 | 83.621 | 1 | 69-101 | -29.5 | -124.621 | 65.621 | 1 | 70-101 | -43.833 | -114.732 | 27.065 | 0.897 | 71-101 | -5.3 | -70.28 | 59.68 | 1 | 72-101 | -6 | -83.666 | 71.666 | 1 | 73-101 | -31.5 | -126.621 | 63.621 | 1 | 74-101 | -19.75 | -87.011 | 47.511 | 1 | 75-101 | -15.667 | -79.08 | 47.747 | 1 | 76-101 | -15.75 | -83.011 | 51.511 | 1 | 77-101 | -7.929 | -70.2 | 54.343 | 1 | 78-101 | -48.833 | -119.732 | 22.065 | 0.73 | 79-101 | -9.333 | -72.747 | 54.08 | 1 | 80-101 | -8.333 | -71.747 | 55.08 | 1 | 81-101 | -3.786 | -66.057 | 58.485 | 1 | 82-101 | -13.833 | -84.732 | 57.065 | 1 | 83-101 | -16.625 | -78.025 | 44.775 | 1 | 84-101 | -17.643 | -79.914 | 44.628 | 1 | 85-101 | -6 | -65.318 | 53.318 | 1 | 86-101 | -6.5 | -68.771 | 55.771 | 1 | 87-101 | -10.333 | -73.747 | 53.08 | 1 | 88-101 | -12 | -89.666 | 65.666 | 1 | 89-101 | -7.9 | -72.88 | 57.08 | 1 | 90-101 | -1 | -78.666 | 76.666 | 1 | 91-101 | -9.833 | -80.732 | 61.065 | 1 | 92-101 | -7 | -70.414 | 56.414 | 1 | 93-101 | -26.278 | -86.992 | 34.436 | 1 | 95-101 | -2.833 | -73.732 | 68.065 | 1 | 96-101 | 2 | -75.666 | 79.666 | 1 | 97-101 | -12.5 | -107.621 | 82.621 | 1 | 98-101 | -1 | -78.666 | 76.666 | 1 | 99-101 | 5.833 | -65.065 | 76.732 | 1 | 103-102 | -5.333 | -95.014 | 84.347 | 1 | 104-102 | 3 | -86.681 | 92.681 | 1 | 105-102 | -101 | -210.836 | 8.836 | 0.128 | 107-102 | 10 | -99.836 | 119.836 | 1 | 109-102 | 14 | -95.836 | 123.836 | 1 | 110-102 | 14 | -95.836 | 123.836 | 1 | 111-102 | -1.75 | -88.583 | 85.083 | 1 | 63-102 | -17.5 | -104.333 | 69.333 | 1 | 67-102 | -55.5 | -150.621 | 39.621 | 0.946 | 68-102 | -13 | -122.836 | 96.836 | 1 | 69-102 | -31 | -140.836 | 78.836 | 1 | 70-102 | -45.333 | -135.014 | 44.347 | 0.993 | 71-102 | -6.8 | -91.879 | 78.279 | 1 | 72-102 | -7.5 | -102.621 | 87.621 | 1 | 73-102 | -33 | -142.836 | 76.836 | 1 | 74-102 | -21.25 | -108.083 | 65.583 | 1 | 75-102 | -17.167 | -101.055 | 66.722 | 1 | 76-102 | -17.25 | -104.083 | 69.583 | 1 | 77-102 | -9.429 | -92.457 | 73.6 | 1 | 78-102 | -50.333 | -140.014 | 39.347 | 0.967 | 79-102 | -10.833 | -94.722 | 73.055 | 1 | 80-102 | -9.833 | -93.722 | 74.055 | 1 | 81-102 | -5.286 | -88.314 | 77.742 | 1 | 82-102 | -15.333 | -105.014 | 74.347 | 1 | 83-102 | -18.125 | -100.502 | 64.252 | 1 | 84-102 | -19.143 | -102.171 | 63.885 | 1 | 85-102 | -7.5 | -88.337 | 73.337 | 1 | 86-102 | -8 | -91.028 | 75.028 | 1 | 87-102 | -11.833 | -95.722 | 72.055 | 1 | 88-102 | -13.5 | -108.621 | 81.621 | 1 | 89-102 | -9.4 | -94.479 | 75.679 | 1 | 90-102 | -2.5 | -97.621 | 92.621 | 1 | 91-102 | -11.333 | -101.014 | 78.347 | 1 | 92-102 | -8.5 | -92.389 | 75.389 | 1 | 93-102 | -27.778 | -109.645 | 54.089 | 1 | 95-102 | -4.333 | -94.014 | 85.347 | 1 | 96-102 | 0.5 | -94.621 | 95.621 | 1 | 97-102 | -14 | -123.836 | 95.836 | 1 | 98-102 | -2.5 | -97.621 | 92.621 | 1 | 99-102 | 4.333 | -85.347 | 94.014 | 1 | 104-103 | 8.333 | -55.08 | 71.747 | 1 | 105-103 | -95.667 | -185.347 | -5.986 | 0.021 | 107-103 | 15.333 | -74.347 | 105.014 | 1 | 109-103 | 19.333 | -70.347 | 109.014 | 1 | 110-103 | 19.333 | -70.347 | 109.014 | 1 | 111-103 | 3.583 | -55.735 | 62.902 | 1 | 63-103 | -12.167 | -71.485 | 47.152 | 1 | 67-103 | -50.167 | -121.065 | 20.732 | 0.673 | 68-103 | -7.667 | -97.347 | 82.014 | 1 | 69-103 | -25.667 | -115.347 | 64.014 | 1 | 70-103 | -40 | -103.414 | 23.414 | 0.873 | 71-103 | -1.467 | -58.186 | 55.252 | 1 | 72-103 | -2.167 | -73.065 | 68.732 | 1 | 73-103 | -27.667 | -117.347 | 62.014 | 1 | 74-103 | -15.917 | -75.235 | 43.402 | 1 | 75-103 | -11.833 | -66.751 | 43.085 | 1 | 76-103 | -11.917 | -71.235 | 47.402 | 1 | 77-103 | -4.095 | -57.69 | 49.499 | 1 | 78-103 | -45 | -108.414 | 18.414 | 0.667 | 79-103 | -5.5 | -60.418 | 49.418 | 1 | 80-103 | -4.5 | -59.418 | 50.418 | 1 | 81-103 | 0.048 | -53.547 | 53.642 | 1 | 82-103 | -10 | -73.414 | 53.414 | 1 | 83-103 | -12.792 | -65.372 | 39.788 | 1 | 84-103 | -13.81 | -67.404 | 39.785 | 1 | 85-103 | -2.167 | -52.3 | 47.966 | 1 | 86-103 | -2.667 | -56.261 | 50.928 | 1 | 87-103 | -6.5 | -61.418 | 48.418 | 1 | 88-103 | -8.167 | -79.065 | 62.732 | 1 | 89-103 | -4.067 | -60.786 | 52.652 | 1 | 90-103 | 2.833 | -68.065 | 73.732 | 1 | 91-103 | -6 | -69.414 | 57.414 | 1 | 92-103 | -3.167 | -58.085 | 51.751 | 1 | 93-103 | -22.444 | -74.222 | 29.333 | 1 | 95-103 | 1 | -62.414 | 64.414 | 1 | 96-103 | 5.833 | -65.065 | 76.732 | 1 | 97-103 | -8.667 | -98.347 | 81.014 | 1 | 98-103 | 2.833 | -68.065 | 73.732 | 1 | 99-103 | 9.667 | -53.747 | 73.08 | 1 | 105-104 | -104 | -193.681 | -14.319 | 0.005 | 107-104 | 7 | -82.681 | 96.681 | 1 | 109-104 | 11 | -78.681 | 100.681 | 1 | 110-104 | 11 | -78.681 | 100.681 | 1 | 111-104 | -4.75 | -64.068 | 54.568 | 1 | 63-104 | -20.5 | -79.818 | 38.818 | 1 | 67-104 | -58.5 | -129.399 | 12.399 | 0.316 | 68-104 | -16 | -105.681 | 73.681 | 1 | 69-104 | -34 | -123.681 | 55.681 | 1 | 70-104 | -48.333 | -111.747 | 15.08 | 0.5 | 71-104 | -9.8 | -66.519 | 46.919 | 1 | 72-104 | -10.5 | -81.399 | 60.399 | 1 | 73-104 | -36 | -125.681 | 53.681 | 1 | 74-104 | -24.25 | -83.568 | 35.068 | 1 | 75-104 | -20.167 | -75.085 | 34.751 | 1 | 76-104 | -20.25 | -79.568 | 39.068 | 1 | 77-104 | -12.429 | -66.023 | 41.166 | 1 | 78-104 | -53.333 | -116.747 | 10.08 | 0.276 | 79-104 | -13.833 | -68.751 | 41.085 | 1 | 80-104 | -12.833 | -67.751 | 42.085 | 1 | 81-104 | -8.286 | -61.88 | 45.309 | 1 | 82-104 | -18.333 | -81.747 | 45.08 | 1 | 83-104 | -21.125 | -73.705 | 31.455 | 1 | 84-104 | -22.143 | -75.737 | 31.452 | 1 | 85-104 | -10.5 | -60.633 | 39.633 | 1 | 86-104 | -11 | -64.594 | 42.594 | 1 | 87-104 | -14.833 | -69.751 | 40.085 | 1 | 88-104 | -16.5 | -87.399 | 54.399 | 1 | 89-104 | -12.4 | -69.119 | 44.319 | 1 | 90-104 | -5.5 | -76.399 | 65.399 | 1 | 91-104 | -14.333 | -77.747 | 49.08 | 1 | 92-104 | -11.5 | -66.418 | 43.418 | 1 | 93-104 | -30.778 | -82.555 | 20.999 | 0.933 | 95-104 | -7.333 | -70.747 | 56.08 | 1 | 96-104 | -2.5 | -73.399 | 68.399 | 1 | 97-104 | -17 | -106.681 | 72.681 | 1 | 98-104 | -5.5 | -76.399 | 65.399 | 1 | 99-104 | 1.333 | -62.08 | 64.747 | 1 | 107-105 | 111 | 1.164 | 220.836 | 0.044 | 109-105 | 115 | 5.164 | 224.836 | 0.027 | 110-105 | 115 | 5.164 | 224.836 | 0.027 | 111-105 | 99.25 | 12.417 | 186.083 | 0.007 | 63-105 | 83.5 | -3.333 | 170.333 | 0.08 | 67-105 | 45.5 | -49.621 | 140.621 | 0.997 | 68-105 | 88 | -21.836 | 197.836 | 0.381 | 69-105 | 70 | -39.836 | 179.836 | 0.86 | 70-105 | 55.667 | -34.014 | 145.347 | 0.892 | 71-105 | 94.2 | 9.121 | 179.279 | 0.012 | 72-105 | 93.5 | -1.621 | 188.621 | 0.062 | 73-105 | 68 | -41.836 | 177.836 | 0.895 | 74-105 | 79.75 | -7.083 | 166.583 | 0.13 | 75-105 | 83.833 | -0.055 | 167.722 | 0.05 | 76-105 | 83.75 | -3.083 | 170.583 | 0.077 | 77-105 | 91.571 | 8.543 | 174.6 | 0.012 | 78-105 | 50.667 | -39.014 | 140.347 | 0.964 | 79-105 | 90.167 | 6.278 | 174.055 | 0.019 | 80-105 | 91.167 | 7.278 | 175.055 | 0.016 | 81-105 | 95.714 | 12.686 | 178.742 | 0.006 | 82-105 | 85.667 | -4.014 | 175.347 | 0.086 | 83-105 | 82.875 | 0.498 | 165.252 | 0.046 | 84-105 | 81.857 | -1.171 | 164.885 | 0.06 | 85-105 | 93.5 | 12.663 | 174.337 | 0.006 | 86-105 | 93 | 9.972 | 176.028 | 0.01 | 87-105 | 89.167 | 5.278 | 173.055 | 0.022 | 88-105 | 87.5 | -7.621 | 182.621 | 0.128 | 89-105 | 91.6 | 6.521 | 176.679 | 0.018 | 90-105 | 98.5 | 3.379 | 193.621 | 0.032 | 91-105 | 89.667 | -0.014 | 179.347 | 0.05 | 92-105 | 92.5 | 8.611 | 176.389 | 0.013 | 93-105 | 73.222 | -8.645 | 155.089 | 0.167 | 95-105 | 96.667 | 6.986 | 186.347 | 0.018 | 96-105 | 101.5 | 6.379 | 196.621 | 0.021 | 97-105 | 87 | -22.836 | 196.836 | 0.408 | 98-105 | 98.5 | 3.379 | 193.621 | 0.032 | 99-105 | 105.333 | 15.653 | 195.014 | 0.004 | 109-107 | 4 | -105.836 | 113.836 | 1 | 110-107 | 4 | -105.836 | 113.836 | 1 | 111-107 | -11.75 | -98.583 | 75.083 | 1 | 63-107 | -27.5 | -114.333 | 59.333 | 1 | 67-107 | -65.5 | -160.621 | 29.621 | 0.73 | 68-107 | -23 | -132.836 | 86.836 | 1 | 69-107 | -41 | -150.836 | 68.836 | 1 | 70-107 | -55.333 | -145.014 | 34.347 | 0.899 | 71-107 | -16.8 | -101.879 | 68.279 | 1 | 72-107 | -17.5 | -112.621 | 77.621 | 1 | 73-107 | -43 | -152.836 | 66.836 | 1 | 74-107 | -31.25 | -118.083 | 55.583 | 1 | 75-107 | -27.167 | -111.055 | 56.722 | 1 | 76-107 | -27.25 | -114.083 | 59.583 | 1 | 77-107 | -19.429 | -102.457 | 63.6 | 1 | 78-107 | -60.333 | -150.014 | 29.347 | 0.775 | 79-107 | -20.833 | -104.722 | 63.055 | 1 | 80-107 | -19.833 | -103.722 | 64.055 | 1 | 81-107 | -15.286 | -98.314 | 67.742 | 1 | 82-107 | -25.333 | -115.014 | 64.347 | 1 | 83-107 | -28.125 | -110.502 | 54.252 | 1 | 84-107 | -29.143 | -112.171 | 53.885 | 1 | 85-107 | -17.5 | -98.337 | 63.337 | 1 | 86-107 | -18 | -101.028 | 65.028 | 1 | 87-107 | -21.833 | -105.722 | 62.055 | 1 | 88-107 | -23.5 | -118.621 | 71.621 | 1 | 89-107 | -19.4 | -104.479 | 65.679 | 1 | 90-107 | -12.5 | -107.621 | 82.621 | 1 | 91-107 | -21.333 | -111.014 | 68.347 | 1 | 92-107 | -18.5 | -102.389 | 65.389 | 1 | 93-107 | -37.778 | -119.645 | 44.089 | 0.999 | 95-107 | -14.333 | -104.014 | 75.347 | 1 | 96-107 | -9.5 | -104.621 | 85.621 | 1 | 97-107 | -24 | -133.836 | 85.836 | 1 | 98-107 | -12.5 | -107.621 | 82.621 | 1 | 99-107 | -5.667 | -95.347 | 84.014 | 1 | 110-109 | 0 | -109.836 | 109.836 | 1 | 111-109 | -15.75 | -102.583 | 71.083 | 1 | 63-109 | -31.5 | -118.333 | 55.333 | 1 | 67-109 | -69.5 | -164.621 | 25.621 | 0.601 | 68-109 | -27 | -136.836 | 82.836 | 1 | 69-109 | -45 | -154.836 | 64.836 | 1 | 70-109 | -59.333 | -149.014 | 30.347 | 0.804 | 71-109 | -20.8 | -105.879 | 64.279 | 1 | 72-109 | -21.5 | -116.621 | 73.621 | 1 | 73-109 | -47 | -156.836 | 62.836 | 1 | 74-109 | -35.25 | -122.083 | 51.583 | 1 | 75-109 | -31.167 | -115.055 | 52.722 | 1 | 76-109 | -31.25 | -118.083 | 55.583 | 1 | 77-109 | -23.429 | -106.457 | 59.6 | 1 | 78-109 | -64.333 | -154.014 | 25.347 | 0.643 | 79-109 | -24.833 | -108.722 | 59.055 | 1 | 80-109 | -23.833 | -107.722 | 60.055 | 1 | 81-109 | -19.286 | -102.314 | 63.742 | 1 | 82-109 | -29.333 | -119.014 | 60.347 | 1 | 83-109 | -32.125 | -114.502 | 50.252 | 1 | 84-109 | -33.143 | -116.171 | 49.885 | 1 | 85-109 | -21.5 | -102.337 | 59.337 | 1 | 86-109 | -22 | -105.028 | 61.028 | 1 | 87-109 | -25.833 | -109.722 | 58.055 | 1 | 88-109 | -27.5 | -122.621 | 67.621 | 1 | 89-109 | -23.4 | -108.479 | 61.679 | 1 | 90-109 | -16.5 | -111.621 | 78.621 | 1 | 91-109 | -25.333 | -115.014 | 64.347 | 1 | 92-109 | -22.5 | -106.389 | 61.389 | 1 | 93-109 | -41.778 | -123.645 | 40.089 | 0.992 | 95-109 | -18.333 | -108.014 | 71.347 | 1 | 96-109 | -13.5 | -108.621 | 81.621 | 1 | 97-109 | -28 | -137.836 | 81.836 | 1 | 98-109 | -16.5 | -111.621 | 78.621 | 1 | 99-109 | -9.667 | -99.347 | 80.014 | 1 | 111-110 | -15.75 | -102.583 | 71.083 | 1 | 63-110 | -31.5 | -118.333 | 55.333 | 1 | 67-110 | -69.5 | -164.621 | 25.621 | 0.601 | 68-110 | -27 | -136.836 | 82.836 | 1 | 69-110 | -45 | -154.836 | 64.836 | 1 | 70-110 | -59.333 | -149.014 | 30.347 | 0.804 | 71-110 | -20.8 | -105.879 | 64.279 | 1 | 72-110 | -21.5 | -116.621 | 73.621 | 1 | 73-110 | -47 | -156.836 | 62.836 | 1 | 74-110 | -35.25 | -122.083 | 51.583 | 1 | 75-110 | -31.167 | -115.055 | 52.722 | 1 | 76-110 | -31.25 | -118.083 | 55.583 | 1 | 77-110 | -23.429 | -106.457 | 59.6 | 1 | 78-110 | -64.333 | -154.014 | 25.347 | 0.643 | 79-110 | -24.833 | -108.722 | 59.055 | 1 | 80-110 | -23.833 | -107.722 | 60.055 | 1 | 81-110 | -19.286 | -102.314 | 63.742 | 1 | 82-110 | -29.333 | -119.014 | 60.347 | 1 | 83-110 | -32.125 | -114.502 | 50.252 | 1 | 84-110 | -33.143 | -116.171 | 49.885 | 1 | 85-110 | -21.5 | -102.337 | 59.337 | 1 | 86-110 | -22 | -105.028 | 61.028 | 1 | 87-110 | -25.833 | -109.722 | 58.055 | 1 | 88-110 | -27.5 | -122.621 | 67.621 | 1 | 89-110 | -23.4 | -108.479 | 61.679 | 1 | 90-110 | -16.5 | -111.621 | 78.621 | 1 | 91-110 | -25.333 | -115.014 | 64.347 | 1 | 92-110 | -22.5 | -106.389 | 61.389 | 1 | 93-110 | -41.778 | -123.645 | 40.089 | 0.992 | 95-110 | -18.333 | -108.014 | 71.347 | 1 | 96-110 | -13.5 | -108.621 | 81.621 | 1 | 97-110 | -28 | -137.836 | 81.836 | 1 | 98-110 | -16.5 | -111.621 | 78.621 | 1 | 99-110 | -9.667 | -99.347 | 80.014 | 1 | 63-111 | -15.75 | -70.668 | 39.168 | 1 | 67-111 | -53.75 | -121.011 | 13.511 | 0.387 | 68-111 | -11.25 | -98.083 | 75.583 | 1 | 69-111 | -29.25 | -116.083 | 57.583 | 1 | 70-111 | -43.583 | -102.902 | 15.735 | 0.588 | 71-111 | -5.05 | -57.15 | 47.05 | 1 | 72-111 | -5.75 | -73.011 | 61.511 | 1 | 73-111 | -31.25 | -118.083 | 55.583 | 1 | 74-111 | -19.5 | -74.418 | 35.418 | 1 | 75-111 | -15.417 | -65.55 | 34.716 | 1 | 76-111 | -15.5 | -70.418 | 39.418 | 1 | 77-111 | -7.679 | -56.358 | 41.001 | 1 | 78-111 | -48.583 | -107.902 | 10.735 | 0.332 | 79-111 | -9.083 | -59.216 | 41.05 | 1 | 80-111 | -8.083 | -58.216 | 42.05 | 1 | 81-111 | -3.536 | -52.215 | 45.144 | 1 | 82-111 | -13.583 | -72.902 | 45.735 | 1 | 83-111 | -16.375 | -63.935 | 31.185 | 1 | 84-111 | -17.393 | -66.072 | 31.287 | 1 | 85-111 | -5.75 | -50.59 | 39.09 | 1 | 86-111 | -6.25 | -54.93 | 42.43 | 1 | 87-111 | -10.083 | -60.216 | 40.05 | 1 | 88-111 | -11.75 | -79.011 | 55.511 | 1 | 89-111 | -7.65 | -59.75 | 44.45 | 1 | 90-111 | -0.75 | -68.011 | 66.511 | 1 | 91-111 | -9.583 | -68.902 | 49.735 | 1 | 92-111 | -6.75 | -56.883 | 43.383 | 1 | 93-111 | -26.028 | -72.699 | 20.644 | 0.97 | 95-111 | -2.583 | -61.902 | 56.735 | 1 | 96-111 | 2.25 | -65.011 | 69.511 | 1 | 97-111 | -12.25 | -99.083 | 74.583 | 1 | 98-111 | -0.75 | -68.011 | 66.511 | 1 | 99-111 | 6.083 | -53.235 | 65.402 | 1 | 67-63 | -38 | -105.261 | 29.261 | 0.964 | 68-63 | 4.5 | -82.333 | 91.333 | 1 | 69-63 | -13.5 | -100.333 | 73.333 | 1 | 70-63 | -27.833 | -87.152 | 31.485 | 0.998 | 71-63 | 10.7 | -41.4 | 62.8 | 1 | 72-63 | 10 | -57.261 | 77.261 | 1 | 73-63 | -15.5 | -102.333 | 71.333 | 1 | 74-63 | -3.75 | -58.668 | 51.168 | 1 | 75-63 | 0.333 | -49.8 | 50.466 | 1 | 76-63 | 0.25 | -54.668 | 55.168 | 1 | 77-63 | 8.071 | -40.608 | 56.751 | 1 | 78-63 | -32.833 | -92.152 | 26.485 | 0.973 | 79-63 | 6.667 | -43.466 | 56.8 | 1 | 80-63 | 7.667 | -42.466 | 57.8 | 1 | 81-63 | 12.214 | -36.465 | 60.894 | 1 | 82-63 | 2.167 | -57.152 | 61.485 | 1 | 83-63 | -0.625 | -48.185 | 46.935 | 1 | 84-63 | -1.643 | -50.322 | 47.037 | 1 | 85-63 | 10 | -34.84 | 54.84 | 1 | 86-63 | 9.5 | -39.18 | 58.18 | 1 | 87-63 | 5.667 | -44.466 | 55.8 | 1 | 88-63 | 4 | -63.261 | 71.261 | 1 | 89-63 | 8.1 | -44 | 60.2 | 1 | 90-63 | 15 | -52.261 | 82.261 | 1 | 91-63 | 6.167 | -53.152 | 65.485 | 1 | 92-63 | 9 | -41.133 | 59.133 | 1 | 93-63 | -10.278 | -56.949 | 36.394 | 1 | 95-63 | 13.167 | -46.152 | 72.485 | 1 | 96-63 | 18 | -49.261 | 85.261 | 1 | 97-63 | 3.5 | -83.333 | 90.333 | 1 | 98-63 | 15 | -52.261 | 82.261 | 1 | 99-63 | 21.833 | -37.485 | 81.152 | 1 | 68-67 | 42.5 | -52.621 | 137.621 | 0.999 | 69-67 | 24.5 | -70.621 | 119.621 | 1 | 70-67 | 10.167 | -60.732 | 81.065 | 1 | 71-67 | 48.7 | -16.28 | 113.68 | 0.541 | 72-67 | 48 | -29.666 | 125.666 | 0.897 | 73-67 | 22.5 | -72.621 | 117.621 | 1 | 74-67 | 34.25 | -33.011 | 101.511 | 0.992 | 75-67 | 38.333 | -25.08 | 101.747 | 0.919 | 76-67 | 38.25 | -29.011 | 105.511 | 0.961 | 77-67 | 46.071 | -16.2 | 108.343 | 0.571 | 78-67 | 5.167 | -65.732 | 76.065 | 1 | 79-67 | 44.667 | -18.747 | 108.08 | 0.683 | 80-67 | 45.667 | -17.747 | 109.08 | 0.634 | 81-67 | 50.214 | -12.057 | 112.485 | 0.367 | 82-67 | 40.167 | -30.732 | 111.065 | 0.963 | 83-67 | 37.375 | -24.025 | 98.775 | 0.913 | 84-67 | 36.357 | -25.914 | 98.628 | 0.946 | 85-67 | 48 | -11.318 | 107.318 | 0.359 | 86-67 | 47.5 | -14.771 | 109.771 | 0.498 | 87-67 | 43.667 | -19.747 | 107.08 | 0.73 | 88-67 | 42 | -35.666 | 119.666 | 0.981 | 89-67 | 46.1 | -18.88 | 111.08 | 0.668 | 90-67 | 53 | -24.666 | 130.666 | 0.748 | 91-67 | 44.167 | -26.732 | 115.065 | 0.888 | 92-67 | 47 | -16.414 | 110.414 | 0.567 | 93-67 | 27.722 | -32.992 | 88.436 | 0.999 | 95-67 | 51.167 | -19.732 | 122.065 | 0.629 | 96-67 | 56 | -21.666 | 133.666 | 0.631 | 97-67 | 41.5 | -53.621 | 136.621 | 1 | 98-67 | 53 | -24.666 | 130.666 | 0.748 | 99-67 | 59.833 | -11.065 | 130.732 | 0.269 | 69-68 | -18 | -127.836 | 91.836 | 1 | 70-68 | -32.333 | -122.014 | 57.347 | 1 | 71-68 | 6.2 | -78.879 | 91.279 | 1 | 72-68 | 5.5 | -89.621 | 100.621 | 1 | 73-68 | -20 | -129.836 | 89.836 | 1 | 74-68 | -8.25 | -95.083 | 78.583 | 1 | 75-68 | -4.167 | -88.055 | 79.722 | 1 | 76-68 | -4.25 | -91.083 | 82.583 | 1 | 77-68 | 3.571 | -79.457 | 86.6 | 1 | 78-68 | -37.333 | -127.014 | 52.347 | 1 | 79-68 | 2.167 | -81.722 | 86.055 | 1 | 80-68 | 3.167 | -80.722 | 87.055 | 1 | 81-68 | 7.714 | -75.314 | 90.742 | 1 | 82-68 | -2.333 | -92.014 | 87.347 | 1 | 83-68 | -5.125 | -87.502 | 77.252 | 1 | 84-68 | -6.143 | -89.171 | 76.885 | 1 | 85-68 | 5.5 | -75.337 | 86.337 | 1 | 86-68 | 5 | -78.028 | 88.028 | 1 | 87-68 | 1.167 | -82.722 | 85.055 | 1 | 88-68 | -0.5 | -95.621 | 94.621 | 1 | 89-68 | 3.6 | -81.479 | 88.679 | 1 | 90-68 | 10.5 | -84.621 | 105.621 | 1 | 91-68 | 1.667 | -88.014 | 91.347 | 1 | 92-68 | 4.5 | -79.389 | 88.389 | 1 | 93-68 | -14.778 | -96.645 | 67.089 | 1 | 95-68 | 8.667 | -81.014 | 98.347 | 1 | 96-68 | 13.5 | -81.621 | 108.621 | 1 | 97-68 | -1 | -110.836 | 108.836 | 1 | 98-68 | 10.5 | -84.621 | 105.621 | 1 | 99-68 | 17.333 | -72.347 | 107.014 | 1 | 70-69 | -14.333 | -104.014 | 75.347 | 1 | 71-69 | 24.2 | -60.879 | 109.279 | 1 | 72-69 | 23.5 | -71.621 | 118.621 | 1 | 73-69 | -2 | -111.836 | 107.836 | 1 | 74-69 | 9.75 | -77.083 | 96.583 | 1 | 75-69 | 13.833 | -70.055 | 97.722 | 1 | 76-69 | 13.75 | -73.083 | 100.583 | 1 | 77-69 | 21.571 | -61.457 | 104.6 | 1 | 78-69 | -19.333 | -109.014 | 70.347 | 1 | 79-69 | 20.167 | -63.722 | 104.055 | 1 | 80-69 | 21.167 | -62.722 | 105.055 | 1 | 81-69 | 25.714 | -57.314 | 108.742 | 1 | 82-69 | 15.667 | -74.014 | 105.347 | 1 | 83-69 | 12.875 | -69.502 | 95.252 | 1 | 84-69 | 11.857 | -71.171 | 94.885 | 1 | 85-69 | 23.5 | -57.337 | 104.337 | 1 | 86-69 | 23 | -60.028 | 106.028 | 1 | 87-69 | 19.167 | -64.722 | 103.055 | 1 | 88-69 | 17.5 | -77.621 | 112.621 | 1 | 89-69 | 21.6 | -63.479 | 106.679 | 1 | 90-69 | 28.5 | -66.621 | 123.621 | 1 | 91-69 | 19.667 | -70.014 | 109.347 | 1 | 92-69 | 22.5 | -61.389 | 106.389 | 1 | 93-69 | 3.222 | -78.645 | 85.089 | 1 | 95-69 | 26.667 | -63.014 | 116.347 | 1 | 96-69 | 31.5 | -63.621 | 126.621 | 1 | 97-69 | 17 | -92.836 | 126.836 | 1 | 98-69 | 28.5 | -66.621 | 123.621 | 1 | 99-69 | 35.333 | -54.347 | 125.014 | 1 | 71-70 | 38.533 | -18.186 | 95.252 | 0.757 | 72-70 | 37.833 | -33.065 | 108.732 | 0.984 | 73-70 | 12.333 | -77.347 | 102.014 | 1 | 74-70 | 24.083 | -35.235 | 83.402 | 1 | 75-70 | 28.167 | -26.751 | 83.085 | 0.991 | 76-70 | 28.083 | -31.235 | 87.402 | 0.998 | 77-70 | 35.905 | -17.69 | 89.499 | 0.782 | 78-70 | -5 | -68.414 | 58.414 | 1 | 79-70 | 34.5 | -20.418 | 89.418 | 0.878 | 80-70 | 35.5 | -19.418 | 90.418 | 0.84 | 81-70 | 40.048 | -13.547 | 93.642 | 0.548 | 82-70 | 30 | -33.414 | 93.414 | 0.998 | 83-70 | 27.208 | -25.372 | 79.788 | 0.99 | 84-70 | 26.19 | -27.404 | 79.785 | 0.996 | 85-70 | 37.833 | -12.3 | 87.966 | 0.524 | 86-70 | 37.333 | -16.261 | 90.928 | 0.707 | 87-70 | 33.5 | -21.418 | 88.418 | 0.911 | 88-70 | 31.833 | -39.065 | 102.732 | 0.999 | 89-70 | 35.933 | -20.786 | 92.652 | 0.868 | 90-70 | 42.833 | -28.065 | 113.732 | 0.92 | 91-70 | 34 | -29.414 | 97.414 | 0.983 | 92-70 | 36.833 | -18.085 | 91.751 | 0.78 | 93-70 | 17.556 | -34.222 | 69.333 | 1 | 95-70 | 41 | -22.414 | 104.414 | 0.84 | 96-70 | 45.833 | -25.065 | 116.732 | 0.84 | 97-70 | 31.333 | -58.347 | 121.014 | 1 | 98-70 | 42.833 | -28.065 | 113.732 | 0.92 | 99-70 | 49.667 | -13.747 | 113.08 | 0.435 | 72-71 | -0.7 | -65.68 | 64.28 | 1 | 73-71 | -26.2 | -111.279 | 58.879 | 1 | 74-71 | -14.45 | -66.55 | 37.65 | 1 | 75-71 | -10.367 | -57.396 | 36.662 | 1 | 76-71 | -10.45 | -62.55 | 41.65 | 1 | 77-71 | -2.629 | -48.105 | 42.848 | 1 | 78-71 | -43.533 | -100.252 | 13.186 | 0.483 | 79-71 | -4.033 | -51.062 | 42.996 | 1 | 80-71 | -3.033 | -50.062 | 43.996 | 1 | 81-71 | 1.514 | -43.962 | 46.991 | 1 | 82-71 | -8.533 | -65.252 | 48.186 | 1 | 83-71 | -11.325 | -55.601 | 32.951 | 1 | 84-71 | -12.343 | -57.819 | 33.134 | 1 | 85-71 | -0.7 | -42.041 | 40.641 | 1 | 86-71 | -1.2 | -46.676 | 44.276 | 1 | 87-71 | -5.033 | -52.062 | 41.996 | 1 | 88-71 | -6.7 | -71.68 | 58.28 | 1 | 89-71 | -2.6 | -51.72 | 46.52 | 1 | 90-71 | 4.3 | -60.68 | 69.28 | 1 | 91-71 | -4.533 | -61.252 | 52.186 | 1 | 92-71 | -1.7 | -48.729 | 45.329 | 1 | 93-71 | -20.978 | -64.298 | 22.342 | 0.997 | 95-71 | 2.467 | -54.252 | 59.186 | 1 | 96-71 | 7.3 | -57.68 | 72.28 | 1 | 97-71 | -7.2 | -92.279 | 77.879 | 1 | 98-71 | 4.3 | -60.68 | 69.28 | 1 | 99-71 | 11.133 | -45.586 | 67.852 | 1 | 73-72 | -25.5 | -120.621 | 69.621 | 1 | 74-72 | -13.75 | -81.011 | 53.511 | 1 | 75-72 | -9.667 | -73.08 | 53.747 | 1 | 76-72 | -9.75 | -77.011 | 57.511 | 1 | 77-72 | -1.929 | -64.2 | 60.343 | 1 | 78-72 | -42.833 | -113.732 | 28.065 | 0.92 | 79-72 | -3.333 | -66.747 | 60.08 | 1 | 80-72 | -2.333 | -65.747 | 61.08 | 1 | 81-72 | 2.214 | -60.057 | 64.485 | 1 | 82-72 | -7.833 | -78.732 | 63.065 | 1 | 83-72 | -10.625 | -72.025 | 50.775 | 1 | 84-72 | -11.643 | -73.914 | 50.628 | 1 | 85-72 | 0 | -59.318 | 59.318 | 1 | 86-72 | -0.5 | -62.771 | 61.771 | 1 | 87-72 | -4.333 | -67.747 | 59.08 | 1 | 88-72 | -6 | -83.666 | 71.666 | 1 | 89-72 | -1.9 | -66.88 | 63.08 | 1 | 90-72 | 5 | -72.666 | 82.666 | 1 | 91-72 | -3.833 | -74.732 | 67.065 | 1 | 92-72 | -1 | -64.414 | 62.414 | 1 | 93-72 | -20.278 | -80.992 | 40.436 | 1 | 95-72 | 3.167 | -67.732 | 74.065 | 1 | 96-72 | 8 | -69.666 | 85.666 | 1 | 97-72 | -6.5 | -101.621 | 88.621 | 1 | 98-72 | 5 | -72.666 | 82.666 | 1 | 99-72 | 11.833 | -59.065 | 82.732 | 1 | 74-73 | 11.75 | -75.083 | 98.583 | 1 | 75-73 | 15.833 | -68.055 | 99.722 | 1 | 76-73 | 15.75 | -71.083 | 102.583 | 1 | 77-73 | 23.571 | -59.457 | 106.6 | 1 | 78-73 | -17.333 | -107.014 | 72.347 | 1 | 79-73 | 22.167 | -61.722 | 106.055 | 1 | 80-73 | 23.167 | -60.722 | 107.055 | 1 | 81-73 | 27.714 | -55.314 | 110.742 | 1 | 82-73 | 17.667 | -72.014 | 107.347 | 1 | 83-73 | 14.875 | -67.502 | 97.252 | 1 | 84-73 | 13.857 | -69.171 | 96.885 | 1 | 85-73 | 25.5 | -55.337 | 106.337 | 1 | 86-73 | 25 | -58.028 | 108.028 | 1 | 87-73 | 21.167 | -62.722 | 105.055 | 1 | 88-73 | 19.5 | -75.621 | 114.621 | 1 | 89-73 | 23.6 | -61.479 | 108.679 | 1 | 90-73 | 30.5 | -64.621 | 125.621 | 1 | 91-73 | 21.667 | -68.014 | 111.347 | 1 | 92-73 | 24.5 | -59.389 | 108.389 | 1 | 93-73 | 5.222 | -76.645 | 87.089 | 1 | 95-73 | 28.667 | -61.014 | 118.347 | 1 | 96-73 | 33.5 | -61.621 | 128.621 | 1 | 97-73 | 19 | -90.836 | 128.836 | 1 | 98-73 | 30.5 | -64.621 | 125.621 | 1 | 99-73 | 37.333 | -52.347 | 127.014 | 1 | 75-74 | 4.083 | -46.05 | 54.216 | 1 | 76-74 | 4 | -50.918 | 58.918 | 1 | 77-74 | 11.821 | -36.858 | 60.501 | 1 | 78-74 | -29.083 | -88.402 | 30.235 | 0.996 | 79-74 | 10.417 | -39.716 | 60.55 | 1 | 80-74 | 11.417 | -38.716 | 61.55 | 1 | 81-74 | 15.964 | -32.715 | 64.644 | 1 | 82-74 | 5.917 | -53.402 | 65.235 | 1 | 83-74 | 3.125 | -44.435 | 50.685 | 1 | 84-74 | 2.107 | -46.572 | 50.787 | 1 | 85-74 | 13.75 | -31.09 | 58.59 | 1 | 86-74 | 13.25 | -35.43 | 61.93 | 1 | 87-74 | 9.417 | -40.716 | 59.55 | 1 | 88-74 | 7.75 | -59.511 | 75.011 | 1 | 89-74 | 11.85 | -40.25 | 63.95 | 1 | 90-74 | 18.75 | -48.511 | 86.011 | 1 | 91-74 | 9.917 | -49.402 | 69.235 | 1 | 92-74 | 12.75 | -37.383 | 62.883 | 1 | 93-74 | -6.528 | -53.199 | 40.144 | 1 | 95-74 | 16.917 | -42.402 | 76.235 | 1 | 96-74 | 21.75 | -45.511 | 89.011 | 1 | 97-74 | 7.25 | -79.583 | 94.083 | 1 | 98-74 | 18.75 | -48.511 | 86.011 | 1 | 99-74 | 25.583 | -33.735 | 84.902 | 1 | 76-75 | -0.083 | -50.216 | 50.05 | 1 | 77-75 | 7.738 | -35.471 | 50.947 | 1 | 78-75 | -33.167 | -88.085 | 21.751 | 0.92 | 79-75 | 6.333 | -38.507 | 51.174 | 1 | 80-75 | 7.333 | -37.507 | 52.174 | 1 | 81-75 | 11.881 | -31.328 | 55.09 | 1 | 82-75 | 1.833 | -53.085 | 56.751 | 1 | 83-75 | -0.958 | -42.903 | 40.986 | 1 | 84-75 | -1.976 | -45.185 | 41.233 | 1 | 85-75 | 9.667 | -29.166 | 48.5 | 1 | 86-75 | 9.167 | -34.043 | 52.376 | 1 | 87-75 | 5.333 | -39.507 | 50.174 | 1 | 88-75 | 3.667 | -59.747 | 67.08 | 1 | 89-75 | 7.767 | -39.262 | 54.796 | 1 | 90-75 | 14.667 | -48.747 | 78.08 | 1 | 91-75 | 5.833 | -49.085 | 60.751 | 1 | 92-75 | 8.667 | -36.174 | 53.507 | 1 | 93-75 | -10.611 | -51.545 | 30.322 | 1 | 95-75 | 12.833 | -42.085 | 67.751 | 1 | 96-75 | 17.667 | -45.747 | 81.08 | 1 | 97-75 | 3.167 | -80.722 | 87.055 | 1 | 98-75 | 14.667 | -48.747 | 78.08 | 1 | 99-75 | 21.5 | -33.418 | 76.418 | 1 | 77-76 | 7.821 | -40.858 | 56.501 | 1 | 78-76 | -33.083 | -92.402 | 26.235 | 0.97 | 79-76 | 6.417 | -43.716 | 56.55 | 1 | 80-76 | 7.417 | -42.716 | 57.55 | 1 | 81-76 | 11.964 | -36.715 | 60.644 | 1 | 82-76 | 1.917 | -57.402 | 61.235 | 1 | 83-76 | -0.875 | -48.435 | 46.685 | 1 | 84-76 | -1.893 | -50.572 | 46.787 | 1 | 85-76 | 9.75 | -35.09 | 54.59 | 1 | 86-76 | 9.25 | -39.43 | 57.93 | 1 | 87-76 | 5.417 | -44.716 | 55.55 | 1 | 88-76 | 3.75 | -63.511 | 71.011 | 1 | 89-76 | 7.85 | -44.25 | 59.95 | 1 | 90-76 | 14.75 | -52.511 | 82.011 | 1 | 91-76 | 5.917 | -53.402 | 65.235 | 1 | 92-76 | 8.75 | -41.383 | 58.883 | 1 | 93-76 | -10.528 | -57.199 | 36.144 | 1 | 95-76 | 12.917 | -46.402 | 72.235 | 1 | 96-76 | 17.75 | -49.511 | 85.011 | 1 | 97-76 | 3.25 | -83.583 | 90.083 | 1 | 98-76 | 14.75 | -52.511 | 82.011 | 1 | 99-76 | 21.583 | -37.735 | 80.902 | 1 | 78-77 | -40.905 | -94.499 | 12.69 | 0.497 | 79-77 | -1.405 | -44.614 | 41.804 | 1 | 80-77 | -0.405 | -43.614 | 42.804 | 1 | 81-77 | 4.143 | -37.371 | 45.657 | 1 | 82-77 | -5.905 | -59.499 | 47.69 | 1 | 83-77 | -8.696 | -48.892 | 31.499 | 1 | 84-77 | -9.714 | -51.228 | 31.8 | 1 | 85-77 | 1.929 | -35.009 | 38.866 | 1 | 86-77 | 1.429 | -40.086 | 42.943 | 1 | 87-77 | -2.405 | -45.614 | 40.804 | 1 | 88-77 | -4.071 | -66.343 | 58.2 | 1 | 89-77 | 0.029 | -45.448 | 45.505 | 1 | 90-77 | 6.929 | -55.343 | 69.2 | 1 | 91-77 | -1.905 | -55.499 | 51.69 | 1 | 92-77 | 0.929 | -42.281 | 44.138 | 1 | 93-77 | -18.349 | -57.489 | 20.791 | 0.998 | 95-77 | 5.095 | -48.499 | 58.69 | 1 | 96-77 | 9.929 | -52.343 | 72.2 | 1 | 97-77 | -4.571 | -87.6 | 78.457 | 1 | 98-77 | 6.929 | -55.343 | 69.2 | 1 | 99-77 | 13.762 | -39.833 | 67.356 | 1 | 79-78 | 39.5 | -15.418 | 94.418 | 0.637 | 80-78 | 40.5 | -14.418 | 95.418 | 0.579 | 81-78 | 45.048 | -8.547 | 98.642 | 0.277 | 82-78 | 35 | -28.414 | 98.414 | 0.974 | 83-78 | 32.208 | -20.372 | 84.788 | 0.906 | 84-78 | 31.19 | -22.404 | 84.785 | 0.948 | 85-78 | 42.833 | -7.3 | 92.966 | 0.245 | 86-78 | 42.333 | -11.261 | 95.928 | 0.415 | 87-78 | 38.5 | -16.418 | 93.418 | 0.693 | 88-78 | 36.833 | -34.065 | 107.732 | 0.989 | 89-78 | 40.933 | -15.786 | 97.652 | 0.629 | 90-78 | 47.833 | -23.065 | 118.732 | 0.769 | 91-78 | 39 | -24.414 | 102.414 | 0.902 | 92-78 | 41.833 | -13.085 | 96.751 | 0.501 | 93-78 | 22.556 | -29.222 | 74.333 | 1 | 95-78 | 46 | -17.414 | 109.414 | 0.618 | 96-78 | 50.833 | -20.065 | 121.732 | 0.644 | 97-78 | 36.333 | -53.347 | 126.014 | 1 | 98-78 | 47.833 | -23.065 | 118.732 | 0.769 | 99-78 | 54.667 | -8.747 | 118.08 | 0.228 | 80-79 | 1 | -43.84 | 45.84 | 1 | 81-79 | 5.548 | -37.662 | 48.757 | 1 | 82-79 | -4.5 | -59.418 | 50.418 | 1 | 83-79 | -7.292 | -49.236 | 34.653 | 1 | 84-79 | -8.31 | -51.519 | 34.9 | 1 | 85-79 | 3.333 | -35.5 | 42.166 | 1 | 86-79 | 2.833 | -40.376 | 46.043 | 1 | 87-79 | -1 | -45.84 | 43.84 | 1 | 88-79 | -2.667 | -66.08 | 60.747 | 1 | 89-79 | 1.433 | -45.596 | 48.462 | 1 | 90-79 | 8.333 | -55.08 | 71.747 | 1 | 91-79 | -0.5 | -55.418 | 54.418 | 1 | 92-79 | 2.333 | -42.507 | 47.174 | 1 | 93-79 | -16.944 | -57.878 | 23.989 | 1 | 95-79 | 6.5 | -48.418 | 61.418 | 1 | 96-79 | 11.333 | -52.08 | 74.747 | 1 | 97-79 | -3.167 | -87.055 | 80.722 | 1 | 98-79 | 8.333 | -55.08 | 71.747 | 1 | 99-79 | 15.167 | -39.751 | 70.085 | 1 | 81-80 | 4.548 | -38.662 | 47.757 | 1 | 82-80 | -5.5 | -60.418 | 49.418 | 1 | 83-80 | -8.292 | -50.236 | 33.653 | 1 | 84-80 | -9.31 | -52.519 | 33.9 | 1 | 85-80 | 2.333 | -36.5 | 41.166 | 1 | 86-80 | 1.833 | -41.376 | 45.043 | 1 | 87-80 | -2 | -46.84 | 42.84 | 1 | 88-80 | -3.667 | -67.08 | 59.747 | 1 | 89-80 | 0.433 | -46.596 | 47.462 | 1 | 90-80 | 7.333 | -56.08 | 70.747 | 1 | 91-80 | -1.5 | -56.418 | 53.418 | 1 | 92-80 | 1.333 | -43.507 | 46.174 | 1 | 93-80 | -17.944 | -58.878 | 22.989 | 1 | 95-80 | 5.5 | -49.418 | 60.418 | 1 | 96-80 | 10.333 | -53.08 | 73.747 | 1 | 97-80 | -4.167 | -88.055 | 79.722 | 1 | 98-80 | 7.333 | -56.08 | 70.747 | 1 | 99-80 | 14.167 | -40.751 | 69.085 | 1 | 82-81 | -10.048 | -63.642 | 43.547 | 1 | 83-81 | -12.839 | -53.035 | 27.357 | 1 | 84-81 | -13.857 | -55.371 | 27.657 | 1 | 85-81 | -2.214 | -39.152 | 34.723 | 1 | 86-81 | -2.714 | -44.228 | 38.8 | 1 | 87-81 | -6.548 | -49.757 | 36.662 | 1 | 88-81 | -8.214 | -70.485 | 54.057 | 1 | 89-81 | -4.114 | -49.591 | 41.362 | 1 | 90-81 | 2.786 | -59.485 | 65.057 | 1 | 91-81 | -6.048 | -59.642 | 47.547 | 1 | 92-81 | -3.214 | -46.424 | 39.995 | 1 | 93-81 | -22.492 | -61.632 | 16.648 | 0.956 | 95-81 | 0.952 | -52.642 | 54.547 | 1 | 96-81 | 5.786 | -56.485 | 68.057 | 1 | 97-81 | -8.714 | -91.742 | 74.314 | 1 | 98-81 | 2.786 | -59.485 | 65.057 | 1 | 99-81 | 9.619 | -43.975 | 63.214 | 1 | 83-82 | -2.792 | -55.372 | 49.788 | 1 | 84-82 | -3.81 | -57.404 | 49.785 | 1 | 85-82 | 7.833 | -42.3 | 57.966 | 1 | 86-82 | 7.333 | -46.261 | 60.928 | 1 | 87-82 | 3.5 | -51.418 | 58.418 | 1 | 88-82 | 1.833 | -69.065 | 72.732 | 1 | 89-82 | 5.933 | -50.786 | 62.652 | 1 | 90-82 | 12.833 | -58.065 | 83.732 | 1 | 91-82 | 4 | -59.414 | 67.414 | 1 | 92-82 | 6.833 | -48.085 | 61.751 | 1 | 93-82 | -12.444 | -64.222 | 39.333 | 1 | 95-82 | 11 | -52.414 | 74.414 | 1 | 96-82 | 15.833 | -55.065 | 86.732 | 1 | 97-82 | 1.333 | -88.347 | 91.014 | 1 | 98-82 | 12.833 | -58.065 | 83.732 | 1 | 99-82 | 19.667 | -43.747 | 83.08 | 1 | 84-83 | -1.018 | -41.214 | 39.178 | 1 | 85-83 | 10.625 | -24.824 | 46.074 | 1 | 86-83 | 10.125 | -30.071 | 50.321 | 1 | 87-83 | 6.292 | -35.653 | 48.236 | 1 | 88-83 | 4.625 | -56.775 | 66.025 | 1 | 89-83 | 8.725 | -35.551 | 53.001 | 1 | 90-83 | 15.625 | -45.775 | 77.025 | 1 | 91-83 | 6.792 | -45.788 | 59.372 | 1 | 92-83 | 9.625 | -32.319 | 51.569 | 1 | 93-83 | -9.653 | -47.392 | 28.086 | 1 | 95-83 | 13.792 | -38.788 | 66.372 | 1 | 96-83 | 18.625 | -42.775 | 80.025 | 1 | 97-83 | 4.125 | -78.252 | 86.502 | 1 | 98-83 | 15.625 | -45.775 | 77.025 | 1 | 99-83 | 22.458 | -30.122 | 75.038 | 1 | 85-84 | 11.643 | -25.295 | 48.58 | 1 | 86-84 | 11.143 | -30.371 | 52.657 | 1 | 87-84 | 7.31 | -35.9 | 50.519 | 1 | 88-84 | 5.643 | -56.628 | 67.914 | 1 | 89-84 | 9.743 | -35.734 | 55.219 | 1 | 90-84 | 16.643 | -45.628 | 78.914 | 1 | 91-84 | 7.81 | -45.785 | 61.404 | 1 | 92-84 | 10.643 | -32.566 | 53.852 | 1 | 93-84 | -8.635 | -47.775 | 30.505 | 1 | 95-84 | 14.81 | -38.785 | 68.404 | 1 | 96-84 | 19.643 | -42.628 | 81.914 | 1 | 97-84 | 5.143 | -77.885 | 88.171 | 1 | 98-84 | 16.643 | -45.628 | 78.914 | 1 | 99-84 | 23.476 | -30.118 | 77.071 | 1 | 86-85 | -0.5 | -37.437 | 36.437 | 1 | 87-85 | -4.333 | -43.166 | 34.5 | 1 | 88-85 | -6 | -65.318 | 53.318 | 1 | 89-85 | -1.9 | -43.241 | 39.441 | 1 | 90-85 | 5 | -54.318 | 64.318 | 1 | 91-85 | -3.833 | -53.966 | 46.3 | 1 | 92-85 | -1 | -39.833 | 37.833 | 1 | 93-85 | -20.278 | -54.525 | 13.97 | 0.936 | 95-85 | 3.167 | -46.966 | 53.3 | 1 | 96-85 | 8 | -51.318 | 67.318 | 1 | 97-85 | -6.5 | -87.337 | 74.337 | 1 | 98-85 | 5 | -54.318 | 64.318 | 1 | 99-85 | 11.833 | -38.3 | 61.966 | 1 | 87-86 | -3.833 | -47.043 | 39.376 | 1 | 88-86 | -5.5 | -67.771 | 56.771 | 1 | 89-86 | -1.4 | -46.876 | 44.076 | 1 | 90-86 | 5.5 | -56.771 | 67.771 | 1 | 91-86 | -3.333 | -56.928 | 50.261 | 1 | 92-86 | -0.5 | -43.709 | 42.709 | 1 | 93-86 | -19.778 | -58.918 | 19.362 | 0.993 | 95-86 | 3.667 | -49.928 | 57.261 | 1 | 96-86 | 8.5 | -53.771 | 70.771 | 1 | 97-86 | -6 | -89.028 | 77.028 | 1 | 98-86 | 5.5 | -56.771 | 67.771 | 1 | 99-86 | 12.333 | -41.261 | 65.928 | 1 | 88-87 | -1.667 | -65.08 | 61.747 | 1 | 89-87 | 2.433 | -44.596 | 49.462 | 1 | 90-87 | 9.333 | -54.08 | 72.747 | 1 | 91-87 | 0.5 | -54.418 | 55.418 | 1 | 92-87 | 3.333 | -41.507 | 48.174 | 1 | 93-87 | -15.944 | -56.878 | 24.989 | 1 | 95-87 | 7.5 | -47.418 | 62.418 | 1 | 96-87 | 12.333 | -51.08 | 75.747 | 1 | 97-87 | -2.167 | -86.055 | 81.722 | 1 | 98-87 | 9.333 | -54.08 | 72.747 | 1 | 99-87 | 16.167 | -38.751 | 71.085 | 1 | 89-88 | 4.1 | -60.88 | 69.08 | 1 | 90-88 | 11 | -66.666 | 88.666 | 1 | 91-88 | 2.167 | -68.732 | 73.065 | 1 | 92-88 | 5 | -58.414 | 68.414 | 1 | 93-88 | -14.278 | -74.992 | 46.436 | 1 | 95-88 | 9.167 | -61.732 | 80.065 | 1 | 96-88 | 14 | -63.666 | 91.666 | 1 | 97-88 | -0.5 | -95.621 | 94.621 | 1 | 98-88 | 11 | -66.666 | 88.666 | 1 | 99-88 | 17.833 | -53.065 | 88.732 | 1 | 90-89 | 6.9 | -58.08 | 71.88 | 1 | 91-89 | -1.933 | -58.652 | 54.786 | 1 | 92-89 | 0.9 | -46.129 | 47.929 | 1 | 93-89 | -18.378 | -61.698 | 24.942 | 1 | 95-89 | 5.067 | -51.652 | 61.786 | 1 | 96-89 | 9.9 | -55.08 | 74.88 | 1 | 97-89 | -4.6 | -89.679 | 80.479 | 1 | 98-89 | 6.9 | -58.08 | 71.88 | 1 | 99-89 | 13.733 | -42.986 | 70.452 | 1 | 91-90 | -8.833 | -79.732 | 62.065 | 1 | 92-90 | -6 | -69.414 | 57.414 | 1 | 93-90 | -25.278 | -85.992 | 35.436 | 1 | 95-90 | -1.833 | -72.732 | 69.065 | 1 | 96-90 | 3 | -74.666 | 80.666 | 1 | 97-90 | -11.5 | -106.621 | 83.621 | 1 | 98-90 | 0 | -77.666 | 77.666 | 1 | 99-90 | 6.833 | -64.065 | 77.732 | 1 | 92-91 | 2.833 | -52.085 | 57.751 | 1 | 93-91 | -16.444 | -68.222 | 35.333 | 1 | 95-91 | 7 | -56.414 | 70.414 | 1 | 96-91 | 11.833 | -59.065 | 82.732 | 1 | 97-91 | -2.667 | -92.347 | 87.014 | 1 | 98-91 | 8.833 | -62.065 | 79.732 | 1 | 99-91 | 15.667 | -47.747 | 79.08 | 1 | 93-92 | -19.278 | -60.211 | 21.656 | 0.998 | 95-92 | 4.167 | -50.751 | 59.085 | 1 | 96-92 | 9 | -54.414 | 72.414 | 1 | 97-92 | -5.5 | -89.389 | 78.389 | 1 | 98-92 | 6 | -57.414 | 69.414 | 1 | 99-92 | 12.833 | -42.085 | 67.751 | 1 | 95-93 | 23.444 | -28.333 | 75.222 | 0.999 | 96-93 | 28.278 | -32.436 | 88.992 | 0.998 | 97-93 | 13.778 | -68.089 | 95.645 | 1 | 98-93 | 25.278 | -35.436 | 85.992 | 1 | 99-93 | 32.111 | -19.666 | 83.888 | 0.893 | 96-95 | 4.833 | -66.065 | 75.732 | 1 | 97-95 | -9.667 | -99.347 | 80.014 | 1 | 98-95 | 1.833 | -69.065 | 72.732 | 1 | 99-95 | 8.667 | -54.747 | 72.08 | 1 | 97-96 | -14.5 | -109.621 | 80.621 | 1 | 98-96 | -3 | -80.666 | 74.666 | 1 | 99-96 | 3.833 | -67.065 | 74.732 | 1 | 98-97 | 11.5 | -83.621 | 106.621 | 1 | 99-97 | 18.333 | -71.347 | 108.014 | 1 | 99-98 | 6.833 | -64.065 | 77.732 | 1 |
Levenes Test for Homogeneity of Variance | | Df | F value | Pr(>F) | Group | 41 | 0.877 | 0.678 | | 118 | | |
| | Charts produced by software: | | http://www.freestatistics.org/blog/date/2010/Nov/30/t1291073119pdikfuf8jyqh5ck/3ov061291072860.png (open in new window) | http://www.freestatistics.org/blog/date/2010/Nov/30/t1291073119pdikfuf8jyqh5ck/3ov061291072860.ps (open in new window) |
| http://www.freestatistics.org/blog/date/2010/Nov/30/t1291073119pdikfuf8jyqh5ck/4g4h91291072860.png (open in new window) | http://www.freestatistics.org/blog/date/2010/Nov/30/t1291073119pdikfuf8jyqh5ck/4g4h91291072860.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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