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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: Thu, 25 Nov 2010 12:04:32 +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/25/t12906867352pul25n3qijo0f8.htm/, Retrieved Thu, 25 Nov 2010 13:05:36 +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/25/t12906867352pul25n3qijo0f8.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:

IsPrivate?

No (this computation is public)

User-defined keywords:

Dataseries X:

» Textbox « » Textfile « » CSV «

1 36 88 3 56 94 3 48 90 3 32 73 1 44 68 2 39 80 3 34 86 3 41 86 2 50 91 1 39 79 1 62 96 3 52 92 3 37 72 3 50 96 1 41 70 3 55 86 3 41 87 3 56 88 2 39 79 2 52 90 1 46 95 1 44 85 3 41 90 1 50 115 1 50 84 3 44 79 1 52 94 2 54 97 3 44 86 2 52 111 2 37 87 3 52 98 1 50 87 3 36 68 3 50 88 1 52 82 2 55 111 1 31 75 1 36 94 2 49 95 1 42 80 1 37 95 3 41 68 2 30 94 2 52 88 1 30 84 1 44 101 1 66 98 2 48 78 3 43 109 3 57 102 3 46 81 3 54 97 2 48 75 2 48 97 2 52 3 62 101 3 58 101 2 58 95 2 62 95 3 46 95 2 34 90 3 66 107 3 52 92 2 55 86 2 55 70 3 57 95 3 56 96 2 55 91 1 56 87 2 54 92 2 55 97 2 46 102 2 52 91 3 32 68 2 44 88 3 46 97 1 59 90 3 46 101 3 46 94 1 54 101 1 66 109 2 56 100 1 59 103 3 57 94 1 52 97 3 48 85 2 44 75 3 41 77 1 50 87 1 48 78 2 48 108 3 59 97 1 34 105 3 46 106 1 54 107 2 55 95 2 54 107 3 59 115 3 44 101 1 54 85 3 52 90 3 66 115 3 44 95 2 57 97 3 39 112 3 60 97 3 45 77 3 41 90 1 50 94 3 39 103 1 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!

Summary of computational transaction
Raw Input	view raw input (R code)
Raw Output	view raw output of R engine
Computing time	38 seconds
R Server	'RServer@AstonUniversity' @ vre.aston.ac.uk

ANOVA Model
MOMAGE ~ MC30VRB
means	57.333	-5	-6.333	-8.333	-23.333	-9.333	0.667	-9.333	8.667	-7.833	-18.333	4	-55.833	-56.333	-54.333	-54.333	-55.667	-55.333	-55.667	-54.733	-56.333	-54.333	-55.533	-55.333	-55.083	-55.333	-55.5	-55.333	-54.833	-54.833	-54.333	-54.333	-56.333	-56.333	-25.333	-10.333	-18	-13.583	-18.333	-18.333	-11.333	-9.333	-9.583	-14.667	-12.476	-11.083	-6.333	-5.333	-5.083	-2	-3.444	-2.667

ANOVA Statistics
	Df	Sum Sq	Mean Sq	F value	Pr(>F)
MC30VRB	51	83782.338	1642.791	45.962	0
Residuals	102	3645.746	35.743

Tukey Honest Significant Difference Comparisons
	diff	lwr	upr	p adj
101-100	-5	-22.51	12.51	1
102-100	-6.333	-28.938	16.272	1
103-100	-8.333	-30.938	14.272	1
105-100	-23.333	-51.927	5.26	0.353
106-100	-9.333	-31.938	13.272	1
107-100	0.667	-19.552	20.885	1
108-100	-9.333	-37.927	19.26	1
109-100	8.667	-19.927	37.26	1
111-100	-7.833	-30.438	14.772	1
112-100	-18.333	-46.927	10.26	0.874
115-100	4	-16.218	24.218	1
30-100	-55.833	-78.438	-33.228	0
31-100	-56.333	-84.927	-27.74	0
32-100	-54.333	-82.927	-25.74	0
34-100	-54.333	-82.927	-25.74	0
36-100	-55.667	-75.885	-35.448	0
37-100	-55.333	-75.552	-35.115	0
39-100	-55.667	-75.885	-35.448	0
41-100	-54.733	-72.817	-36.649	0
42-100	-56.333	-84.927	-27.74	0
43-100	-54.333	-82.927	-25.74	0
44-100	-55.533	-73.617	-37.449	0
46-100	-55.333	-77.938	-32.728	0
48-100	-55.083	-73.996	-36.171	0
49-100	-55.333	-83.927	-26.74	0
50-100	-55.5	-73.01	-37.99	0
52-100	-55.333	-72.098	-38.569	0
54-100	-54.833	-77.438	-32.228	0
55-100	-54.833	-77.438	-32.228	0
56-100	-54.333	-76.938	-31.728	0
57-100	-54.333	-82.927	-25.74	0
62-100	-56.333	-84.927	-27.74	0
66-100	-56.333	-84.927	-27.74	0
68-100	-25.333	-53.927	3.26	0.187
70-100	-10.333	-32.938	12.272	0.999
75-100	-18	-38.218	2.218	0.179
77-100	-13.583	-32.496	5.329	0.666
78-100	-18.333	-40.938	4.272	0.368
80-100	-18.333	-46.927	10.26	0.874
85-100	-11.333	-31.552	8.885	0.977
86-100	-9.333	-27.417	8.751	0.994
87-100	-9.583	-28.496	9.329	0.996
88-100	-14.667	-34.885	5.552	0.642
90-100	-12.476	-29.564	4.612	0.627
91-100	-11.083	-29.996	7.829	0.957
92-100	-6.333	-24.417	11.751	1
94-100	-5.333	-24.246	13.579	1
95-100	-5.083	-21.848	11.681	1
96-100	-2	-22.218	18.218	1
97-100	-3.444	-19.953	13.064	1
98-100	-2.667	-22.885	17.552	1
102-101	-1.333	-21.552	18.885	1
103-101	-3.333	-23.552	16.885	1
105-101	-18.333	-45.08	8.413	0.765
106-101	-4.333	-24.552	15.885	1
107-101	5.667	-11.843	23.176	1
108-101	-4.333	-31.08	22.413	1
109-101	13.667	-13.08	40.413	0.995
111-101	-2.833	-23.052	17.385	1
112-101	-13.333	-40.08	13.413	0.997
115-101	9	-8.51	26.51	0.995
30-101	-50.833	-71.052	-30.615	0
31-101	-51.333	-78.08	-24.587	0
32-101	-49.333	-76.08	-22.587	0
34-101	-49.333	-76.08	-22.587	0
36-101	-50.667	-68.176	-33.157	0
37-101	-50.333	-67.843	-32.824	0
39-101	-50.667	-68.176	-33.157	0
41-101	-49.733	-64.728	-34.739	0
42-101	-51.333	-78.08	-24.587	0
43-101	-49.333	-76.08	-22.587	0
44-101	-50.533	-65.528	-35.539	0
46-101	-50.333	-70.552	-30.115	0
48-101	-50.083	-66.067	-34.099	0
49-101	-50.333	-77.08	-23.587	0
50-101	-50.5	-64.797	-36.203	0
52-101	-50.333	-63.707	-36.96	0
54-101	-49.833	-70.052	-29.615	0
55-101	-49.833	-70.052	-29.615	0
56-101	-49.333	-69.552	-29.115	0
57-101	-49.333	-76.08	-22.587	0
62-101	-51.333	-78.08	-24.587	0
66-101	-51.333	-78.08	-24.587	0
68-101	-20.333	-47.08	6.413	0.528
70-101	-5.333	-25.552	14.885	1
75-101	-13	-30.51	4.51	0.586
77-101	-8.583	-24.567	7.401	0.988
78-101	-13.333	-33.552	6.885	0.833
80-101	-13.333	-40.08	13.413	0.997
85-101	-6.333	-23.843	11.176	1
86-101	-4.333	-19.328	10.661	1
87-101	-4.583	-20.567	11.401	1
88-101	-9.667	-27.176	7.843	0.982
90-101	-7.476	-21.253	6.3	0.986
91-101	-6.083	-22.067	9.901	1
92-101	-1.333	-16.328	13.661	1
94-101	-0.333	-16.317	15.651	1
95-101	-0.083	-13.457	13.29	1
96-101	3	-14.51	20.51	1
97-101	1.556	-11.495	14.607	1
98-101	2.333	-15.176	19.843	1
103-102	-2	-26.762	22.762	1
105-102	-17	-47.328	13.328	0.977
106-102	-3	-27.762	21.762	1
107-102	7	-15.605	29.605	1
108-102	-3	-33.328	27.328	1
109-102	15	-15.328	45.328	0.997
111-102	-1.5	-26.262	23.262	1
112-102	-12	-42.328	18.328	1
115-102	10.333	-12.272	32.938	0.999
30-102	-49.5	-74.262	-24.738	0
31-102	-50	-80.328	-19.672	0
32-102	-48	-78.328	-17.672	0
34-102	-48	-78.328	-17.672	0
36-102	-49.333	-71.938	-26.728	0
37-102	-49	-71.605	-26.395	0
39-102	-49.333	-71.938	-26.728	0
41-102	-48.4	-69.118	-27.682	0
42-102	-50	-80.328	-19.672	0
43-102	-48	-78.328	-17.672	0
44-102	-49.2	-69.918	-28.482	0
46-102	-49	-73.762	-24.238	0
48-102	-48.75	-70.195	-27.305	0
49-102	-49	-79.328	-18.672	0
50-102	-49.167	-69.385	-28.948	0
52-102	-49	-68.576	-29.424	0
54-102	-48.5	-73.262	-23.738	0
55-102	-48.5	-73.262	-23.738	0
56-102	-48	-72.762	-23.238	0
57-102	-48	-78.328	-17.672	0
62-102	-50	-80.328	-19.672	0
66-102	-50	-80.328	-19.672	0
68-102	-19	-49.328	11.328	0.902
70-102	-4	-28.762	20.762	1
75-102	-11.667	-34.272	10.938	0.994
77-102	-7.25	-28.695	14.195	1
78-102	-12	-36.762	12.762	0.998
80-102	-12	-42.328	18.328	1
85-102	-5	-27.605	17.605	1
86-102	-3	-23.718	17.718	1
87-102	-3.25	-24.695	18.195	1
88-102	-8.333	-30.938	14.272	1
90-102	-6.143	-25.997	13.711	1
91-102	-4.75	-26.195	16.695	1
92-102	0	-20.718	20.718	1
94-102	1	-20.445	22.445	1
95-102	1.25	-18.326	20.826	1
96-102	4.333	-18.272	26.938	1
97-102	2.889	-16.469	22.247	1
98-102	3.667	-18.938	26.272	1
105-103	-15	-45.328	15.328	0.997
106-103	-1	-25.762	23.762	1
107-103	9	-13.605	31.605	1
108-103	-1	-31.328	29.328	1
109-103	17	-13.328	47.328	0.977
111-103	0.5	-24.262	25.262	1
112-103	-10	-40.328	20.328	1
115-103	12.333	-10.272	34.938	0.985
30-103	-47.5	-72.262	-22.738	0
31-103	-48	-78.328	-17.672	0
32-103	-46	-76.328	-15.672	0
34-103	-46	-76.328	-15.672	0
36-103	-47.333	-69.938	-24.728	0
37-103	-47	-69.605	-24.395	0
39-103	-47.333	-69.938	-24.728	0
41-103	-46.4	-67.118	-25.682	0
42-103	-48	-78.328	-17.672	0
43-103	-46	-76.328	-15.672	0
44-103	-47.2	-67.918	-26.482	0
46-103	-47	-71.762	-22.238	0
48-103	-46.75	-68.195	-25.305	0
49-103	-47	-77.328	-16.672	0
50-103	-47.167	-67.385	-26.948	0
52-103	-47	-66.576	-27.424	0
54-103	-46.5	-71.262	-21.738	0
55-103	-46.5	-71.262	-21.738	0
56-103	-46	-70.762	-21.238	0
57-103	-46	-76.328	-15.672	0
62-103	-48	-78.328	-17.672	0
66-103	-48	-78.328	-17.672	0
68-103	-17	-47.328	13.328	0.977
70-103	-2	-26.762	22.762	1
75-103	-9.667	-32.272	12.938	1
77-103	-5.25	-26.695	16.195	1
78-103	-10	-34.762	14.762	1
80-103	-10	-40.328	20.328	1
85-103	-3	-25.605	19.605	1
86-103	-1	-21.718	19.718	1
87-103	-1.25	-22.695	20.195	1
88-103	-6.333	-28.938	16.272	1
90-103	-4.143	-23.997	15.711	1
91-103	-2.75	-24.195	18.695	1
92-103	2	-18.718	22.718	1
94-103	3	-18.445	24.445	1
95-103	3.25	-16.326	22.826	1
96-103	6.333	-16.272	28.938	1
97-103	4.889	-14.469	24.247	1
98-103	5.667	-16.938	28.272	1
106-105	14	-16.328	44.328	0.999
107-105	24	-4.593	52.593	0.29
108-105	14	-21.019	49.019	1
109-105	32	-3.019	67.019	0.139
111-105	15.5	-14.828	45.828	0.995
112-105	5	-30.019	40.019	1
115-105	27.333	-1.26	55.927	0.086
30-105	-32.5	-62.828	-2.172	0.019
31-105	-33	-68.019	2.019	0.101
32-105	-31	-66.019	4.019	0.188
34-105	-31	-66.019	4.019	0.188
36-105	-32.333	-60.927	-3.74	0.008
37-105	-32	-60.593	-3.407	0.01
39-105	-32.333	-60.927	-3.74	0.008
41-105	-31.4	-58.526	-4.274	0.005
42-105	-33	-68.019	2.019	0.101
43-105	-31	-66.019	4.019	0.188
44-105	-32.2	-59.326	-5.074	0.003
46-105	-32	-62.328	-1.672	0.024
48-105	-31.75	-59.435	-4.065	0.006
49-105	-32	-67.019	3.019	0.139
50-105	-32.167	-58.913	-5.42	0.003
52-105	-32	-58.265	-5.735	0.002
54-105	-31.5	-61.828	-1.172	0.03
55-105	-31.5	-61.828	-1.172	0.03
56-105	-31	-61.328	-0.672	0.037
57-105	-31	-66.019	4.019	0.188
62-105	-33	-68.019	2.019	0.101
66-105	-33	-68.019	2.019	0.101
68-105	-2	-37.019	33.019	1
70-105	13	-17.328	43.328	1
75-105	5.333	-23.26	33.927	1
77-105	9.75	-17.935	37.435	1
78-105	5	-25.328	35.328	1
80-105	5	-30.019	40.019	1
85-105	12	-16.593	40.593	1
86-105	14	-13.126	41.126	0.994
87-105	13.75	-13.935	41.435	0.997
88-105	8.667	-19.927	37.26	1
90-105	10.857	-15.615	37.329	1
91-105	12.25	-15.435	39.935	1
92-105	17	-10.126	44.126	0.902
94-105	18	-9.685	45.685	0.855
95-105	18.25	-8.015	44.515	0.738
96-105	21.333	-7.26	49.927	0.574
97-105	19.889	-6.213	45.991	0.522
98-105	20.667	-7.927	49.26	0.651
107-106	10	-12.605	32.605	1
108-106	0	-30.328	30.328	1
109-106	18	-12.328	48.328	0.949
111-106	1.5	-23.262	26.262	1
112-106	-9	-39.328	21.328	1
115-106	13.333	-9.272	35.938	0.953
30-106	-46.5	-71.262	-21.738	0
31-106	-47	-77.328	-16.672	0
32-106	-45	-75.328	-14.672	0
34-106	-45	-75.328	-14.672	0
36-106	-46.333	-68.938	-23.728	0
37-106	-46	-68.605	-23.395	0
39-106	-46.333	-68.938	-23.728	0
41-106	-45.4	-66.118	-24.682	0
42-106	-47	-77.328	-16.672	0
43-106	-45	-75.328	-14.672	0
44-106	-46.2	-66.918	-25.482	0
46-106	-46	-70.762	-21.238	0
48-106	-45.75	-67.195	-24.305	0
49-106	-46	-76.328	-15.672	0
50-106	-46.167	-66.385	-25.948	0
52-106	-46	-65.576	-26.424	0
54-106	-45.5	-70.262	-20.738	0
55-106	-45.5	-70.262	-20.738	0
56-106	-45	-69.762	-20.238	0
57-106	-45	-75.328	-14.672	0
62-106	-47	-77.328	-16.672	0
66-106	-47	-77.328	-16.672	0
68-106	-16	-46.328	14.328	0.991
70-106	-1	-25.762	23.762	1
75-106	-8.667	-31.272	13.938	1
77-106	-4.25	-25.695	17.195	1
78-106	-9	-33.762	15.762	1
80-106	-9	-39.328	21.328	1
85-106	-2	-24.605	20.605	1
86-106	0	-20.718	20.718	1
87-106	-0.25	-21.695	21.195	1
88-106	-5.333	-27.938	17.272	1
90-106	-3.143	-22.997	16.711	1
91-106	-1.75	-23.195	19.695	1
92-106	3	-17.718	23.718	1
94-106	4	-17.445	25.445	1
95-106	4.25	-15.326	23.826	1
96-106	7.333	-15.272	29.938	1
97-106	5.889	-13.469	25.247	1
98-106	6.667	-15.938	29.272	1
108-107	-10	-38.593	18.593	1
109-107	8	-20.593	36.593	1
111-107	-8.5	-31.105	14.105	1
112-107	-19	-47.593	9.593	0.821
115-107	3.333	-16.885	23.552	1
30-107	-56.5	-79.105	-33.895	0
31-107	-57	-85.593	-28.407	0
32-107	-55	-83.593	-26.407	0
34-107	-55	-83.593	-26.407	0
36-107	-56.333	-76.552	-36.115	0
37-107	-56	-76.218	-35.782	0
39-107	-56.333	-76.552	-36.115	0
41-107	-55.4	-73.484	-37.316	0
42-107	-57	-85.593	-28.407	0
43-107	-55	-83.593	-26.407	0
44-107	-56.2	-74.284	-38.116	0
46-107	-56	-78.605	-33.395	0
48-107	-55.75	-74.663	-36.837	0
49-107	-56	-84.593	-27.407	0
50-107	-56.167	-73.676	-38.657	0
52-107	-56	-72.764	-39.236	0
54-107	-55.5	-78.105	-32.895	0
55-107	-55.5	-78.105	-32.895	0
56-107	-55	-77.605	-32.395	0
57-107	-55	-83.593	-26.407	0
62-107	-57	-85.593	-28.407	0
66-107	-57	-85.593	-28.407	0
68-107	-26	-54.593	2.593	0.146
70-107	-11	-33.605	11.605	0.998
75-107	-18.667	-38.885	1.552	0.126
77-107	-14.25	-33.163	4.663	0.55
78-107	-19	-41.605	3.605	0.287
80-107	-19	-47.593	9.593	0.821
85-107	-12	-32.218	8.218	0.949
86-107	-10	-28.084	8.084	0.982
87-107	-10.25	-29.163	8.663	0.987
88-107	-15.333	-35.552	4.885	0.534
90-107	-13.143	-30.231	3.945	0.498
91-107	-11.75	-30.663	7.163	0.911
92-107	-7	-25.084	11.084	1
94-107	-6	-24.913	12.913	1
95-107	-5.75	-22.514	11.014	1
96-107	-2.667	-22.885	17.552	1
97-107	-4.111	-20.619	12.397	1
98-107	-3.333	-23.552	16.885	1
109-108	18	-17.019	53.019	0.995
111-108	1.5	-28.828	31.828	1
112-108	-9	-44.019	26.019	1
115-108	13.333	-15.26	41.927	0.999
30-108	-46.5	-76.828	-16.172	0
31-108	-47	-82.019	-11.981	0
32-108	-45	-80.019	-9.981	0.001
34-108	-45	-80.019	-9.981	0.001
36-108	-46.333	-74.927	-17.74	0
37-108	-46	-74.593	-17.407	0
39-108	-46.333	-74.927	-17.74	0
41-108	-45.4	-72.526	-18.274	0
42-108	-47	-82.019	-11.981	0
43-108	-45	-80.019	-9.981	0.001
44-108	-46.2	-73.326	-19.074	0
46-108	-46	-76.328	-15.672	0
48-108	-45.75	-73.435	-18.065	0
49-108	-46	-81.019	-10.981	0
50-108	-46.167	-72.913	-19.42	0
52-108	-46	-72.265	-19.735	0
54-108	-45.5	-75.828	-15.172	0
55-108	-45.5	-75.828	-15.172	0
56-108	-45	-75.328	-14.672	0
57-108	-45	-80.019	-9.981	0.001
62-108	-47	-82.019	-11.981	0
66-108	-47	-82.019	-11.981	0
68-108	-16	-51.019	19.019	1
70-108	-1	-31.328	29.328	1
75-108	-8.667	-37.26	19.927	1
77-108	-4.25	-31.935	23.435	1
78-108	-9	-39.328	21.328	1
80-108	-9	-44.019	26.019	1
85-108	-2	-30.593	26.593	1
86-108	0	-27.126	27.126	1
87-108	-0.25	-27.935	27.435	1
88-108	-5.333	-33.927	23.26	1
90-108	-3.143	-29.615	23.329	1
91-108	-1.75	-29.435	25.935	1
92-108	3	-24.126	30.126	1
94-108	4	-23.685	31.685	1
95-108	4.25	-22.015	30.515	1
96-108	7.333	-21.26	35.927	1
97-108	5.889	-20.213	31.991	1
98-108	6.667	-21.927	35.26	1
111-109	-16.5	-46.828	13.828	0.986
112-109	-27	-62.019	8.019	0.492
115-109	-4.667	-33.26	23.927	1
30-109	-64.5	-94.828	-34.172	0
31-109	-65	-100.019	-29.981	0
32-109	-63	-98.019	-27.981	0
34-109	-63	-98.019	-27.981	0
36-109	-64.333	-92.927	-35.74	0
37-109	-64	-92.593	-35.407	0
39-109	-64.333	-92.927	-35.74	0
41-109	-63.4	-90.526	-36.274	0
42-109	-65	-100.019	-29.981	0
43-109	-63	-98.019	-27.981	0
44-109	-64.2	-91.326	-37.074	0
46-109	-64	-94.328	-33.672	0
48-109	-63.75	-91.435	-36.065	0
49-109	-64	-99.019	-28.981	0
50-109	-64.167	-90.913	-37.42	0
52-109	-64	-90.265	-37.735	0
54-109	-63.5	-93.828	-33.172	0
55-109	-63.5	-93.828	-33.172	0
56-109	-63	-93.328	-32.672	0
57-109	-63	-98.019	-27.981	0
62-109	-65	-100.019	-29.981	0
66-109	-65	-100.019	-29.981	0
68-109	-34	-69.019	1.019	0.072
70-109	-19	-49.328	11.328	0.902
75-109	-26.667	-55.26	1.927	0.113
77-109	-22.25	-49.935	5.435	0.39
78-109	-27	-57.328	3.328	0.179
80-109	-27	-62.019	8.019	0.492
85-109	-20	-48.593	8.593	0.724
86-109	-18	-45.126	9.126	0.823
87-109	-18.25	-45.935	9.435	0.834
88-109	-23.333	-51.927	5.26	0.353
90-109	-21.143	-47.615	5.329	0.405
91-109	-19.75	-47.435	7.935	0.681
92-109	-15	-42.126	12.126	0.982
94-109	-14	-41.685	13.685	0.996
95-109	-13.75	-40.015	12.515	0.993
96-109	-10.667	-39.26	17.927	1
97-109	-12.111	-38.213	13.991	0.999
98-109	-11.333	-39.927	17.26	1
112-111	-10.5	-40.828	19.828	1
115-111	11.833	-10.772	34.438	0.993
30-111	-48	-72.762	-23.238	0
31-111	-48.5	-78.828	-18.172	0
32-111	-46.5	-76.828	-16.172	0
34-111	-46.5	-76.828	-16.172	0
36-111	-47.833	-70.438	-25.228	0
37-111	-47.5	-70.105	-24.895	0
39-111	-47.833	-70.438	-25.228	0
41-111	-46.9	-67.618	-26.182	0
42-111	-48.5	-78.828	-18.172	0
43-111	-46.5	-76.828	-16.172	0
44-111	-47.7	-68.418	-26.982	0
46-111	-47.5	-72.262	-22.738	0
48-111	-47.25	-68.695	-25.805	0
49-111	-47.5	-77.828	-17.172	0
50-111	-47.667	-67.885	-27.448	0
52-111	-47.5	-67.076	-27.924	0
54-111	-47	-71.762	-22.238	0
55-111	-47	-71.762	-22.238	0
56-111	-46.5	-71.262	-21.738	0
57-111	-46.5	-76.828	-16.172	0
62-111	-48.5	-78.828	-18.172	0
66-111	-48.5	-78.828	-18.172	0
68-111	-17.5	-47.828	12.828	0.965
70-111	-2.5	-27.262	22.262	1
75-111	-10.167	-32.772	12.438	1
77-111	-5.75	-27.195	15.695	1
78-111	-10.5	-35.262	14.262	1
80-111	-10.5	-40.828	19.828	1
85-111	-3.5	-26.105	19.105	1
86-111	-1.5	-22.218	19.218	1
87-111	-1.75	-23.195	19.695	1
88-111	-6.833	-29.438	15.772	1
90-111	-4.643	-24.497	15.211	1
91-111	-3.25	-24.695	18.195	1
92-111	1.5	-19.218	22.218	1
94-111	2.5	-18.945	23.945	1
95-111	2.75	-16.826	22.326	1
96-111	5.833	-16.772	28.438	1
97-111	4.389	-14.969	23.747	1
98-111	5.167	-17.438	27.772	1
115-112	22.333	-6.26	50.927	0.46
30-112	-37.5	-67.828	-7.172	0.001
31-112	-38	-73.019	-2.981	0.016
32-112	-36	-71.019	-0.981	0.035
34-112	-36	-71.019	-0.981	0.035
36-112	-37.333	-65.927	-8.74	0
37-112	-37	-65.593	-8.407	0.001
39-112	-37.333	-65.927	-8.74	0
41-112	-36.4	-63.526	-9.274	0
42-112	-38	-73.019	-2.981	0.016
43-112	-36	-71.019	-0.981	0.035
44-112	-37.2	-64.326	-10.074	0
46-112	-37	-67.328	-6.672	0.002
48-112	-36.75	-64.435	-9.065	0
49-112	-37	-72.019	-1.981	0.023
50-112	-37.167	-63.913	-10.42	0
52-112	-37	-63.265	-10.735	0
54-112	-36.5	-66.828	-6.172	0.003
55-112	-36.5	-66.828	-6.172	0.003
56-112	-36	-66.328	-5.672	0.003
57-112	-36	-71.019	-0.981	0.035
62-112	-38	-73.019	-2.981	0.016
66-112	-38	-73.019	-2.981	0.016
68-112	-7	-42.019	28.019	1
70-112	8	-22.328	38.328	1
75-112	0.333	-28.26	28.927	1
77-112	4.75	-22.935	32.435	1
78-112	0	-30.328	30.328	1
80-112	0	-35.019	35.019	1
85-112	7	-21.593	35.593	1
86-112	9	-18.126	36.126	1
87-112	8.75	-18.935	36.435	1
88-112	3.667	-24.927	32.26	1
90-112	5.857	-20.615	32.329	1
91-112	7.25	-20.435	34.935	1
92-112	12	-15.126	39.126	1
94-112	13	-14.685	40.685	0.999
95-112	13.25	-13.015	39.515	0.996
96-112	16.333	-12.26	44.927	0.97
97-112	14.889	-11.213	40.991	0.971
98-112	15.667	-12.927	44.26	0.984
30-115	-59.833	-82.438	-37.228	0
31-115	-60.333	-88.927	-31.74	0
32-115	-58.333	-86.927	-29.74	0
34-115	-58.333	-86.927	-29.74	0
36-115	-59.667	-79.885	-39.448	0
37-115	-59.333	-79.552	-39.115	0
39-115	-59.667	-79.885	-39.448	0
41-115	-58.733	-76.817	-40.649	0
42-115	-60.333	-88.927	-31.74	0
43-115	-58.333	-86.927	-29.74	0
44-115	-59.533	-77.617	-41.449	0
46-115	-59.333	-81.938	-36.728	0
48-115	-59.083	-77.996	-40.171	0
49-115	-59.333	-87.927	-30.74	0
50-115	-59.5	-77.01	-41.99	0
52-115	-59.333	-76.098	-42.569	0
54-115	-58.833	-81.438	-36.228	0
55-115	-58.833	-81.438	-36.228	0
56-115	-58.333	-80.938	-35.728	0
57-115	-58.333	-86.927	-29.74	0
62-115	-60.333	-88.927	-31.74	0
66-115	-60.333	-88.927	-31.74	0
68-115	-29.333	-57.927	-0.74	0.036
70-115	-14.333	-36.938	8.272	0.888
75-115	-22	-42.218	-1.782	0.015
77-115	-17.583	-36.496	1.329	0.117
78-115	-22.333	-44.938	0.272	0.058
80-115	-22.333	-50.927	6.26	0.46
85-115	-15.333	-35.552	4.885	0.534
86-115	-13.333	-31.417	4.751	0.603
87-115	-13.583	-32.496	5.329	0.666
88-115	-18.667	-38.885	1.552	0.126
90-115	-16.476	-33.564	0.612	0.078
91-115	-15.083	-33.996	3.829	0.408
92-115	-10.333	-28.417	7.751	0.97
94-115	-9.333	-28.246	9.579	0.998
95-115	-9.083	-25.848	7.681	0.987
96-115	-6	-26.218	14.218	1
97-115	-7.444	-23.953	9.064	1
98-115	-6.667	-26.885	13.552	1
31-30	-0.5	-30.828	29.828	1
32-30	1.5	-28.828	31.828	1
34-30	1.5	-28.828	31.828	1
36-30	0.167	-22.438	22.772	1
37-30	0.5	-22.105	23.105	1
39-30	0.167	-22.438	22.772	1
41-30	1.1	-19.618	21.818	1
42-30	-0.5	-30.828	29.828	1
43-30	1.5	-28.828	31.828	1
44-30	0.3	-20.418	21.018	1
46-30	0.5	-24.262	25.262	1
48-30	0.75	-20.695	22.195	1
49-30	0.5	-29.828	30.828	1
50-30	0.333	-19.885	20.552	1
52-30	0.5	-19.076	20.076	1
54-30	1	-23.762	25.762	1
55-30	1	-23.762	25.762	1
56-30	1.5	-23.262	26.262	1
57-30	1.5	-28.828	31.828	1
62-30	-0.5	-30.828	29.828	1
66-30	-0.5	-30.828	29.828	1
68-30	30.5	0.172	60.828	0.046
70-30	45.5	20.738	70.262	0
75-30	37.833	15.228	60.438	0
77-30	42.25	20.805	63.695	0
78-30	37.5	12.738	62.262	0
80-30	37.5	7.172	67.828	0.001
85-30	44.5	21.895	67.105	0
86-30	46.5	25.782	67.218	0
87-30	46.25	24.805	67.695	0
88-30	41.167	18.562	63.772	0
90-30	43.357	23.503	63.211	0
91-30	44.75	23.305	66.195	0
92-30	49.5	28.782	70.218	0
94-30	50.5	29.055	71.945	0
95-30	50.75	31.174	70.326	0
96-30	53.833	31.228	76.438	0
97-30	52.389	33.031	71.747	0
98-30	53.167	30.562	75.772	0
32-31	2	-33.019	37.019	1
34-31	2	-33.019	37.019	1
36-31	0.667	-27.927	29.26	1
37-31	1	-27.593	29.593	1
39-31	0.667	-27.927	29.26	1
41-31	1.6	-25.526	28.726	1
42-31	0	-35.019	35.019	1
43-31	2	-33.019	37.019	1
44-31	0.8	-26.326	27.926	1
46-31	1	-29.328	31.328	1
48-31	1.25	-26.435	28.935	1
49-31	1	-34.019	36.019	1
50-31	0.833	-25.913	27.58	1
52-31	1	-25.265	27.265	1
54-31	1.5	-28.828	31.828	1
55-31	1.5	-28.828	31.828	1
56-31	2	-28.328	32.328	1
57-31	2	-33.019	37.019	1
62-31	0	-35.019	35.019	1
66-31	0	-35.019	35.019	1
68-31	31	-4.019	66.019	0.188
70-31	46	15.672	76.328	0
75-31	38.333	9.74	66.927	0
77-31	42.75	15.065	70.435	0
78-31	38	7.672	68.328	0.001
80-31	38	2.981	73.019	0.016
85-31	45	16.407	73.593	0
86-31	47	19.874	74.126	0
87-31	46.75	19.065	74.435	0
88-31	41.667	13.073	70.26	0
90-31	43.857	17.385	70.329	0
91-31	45.25	17.565	72.935	0
92-31	50	22.874	77.126	0
94-31	51	23.315	78.685	0
95-31	51.25	24.985	77.515	0
96-31	54.333	25.74	82.927	0
97-31	52.889	26.787	78.991	0
98-31	53.667	25.073	82.26	0
34-32	0	-35.019	35.019	1
36-32	-1.333	-29.927	27.26	1
37-32	-1	-29.593	27.593	1
39-32	-1.333	-29.927	27.26	1
41-32	-0.4	-27.526	26.726	1
42-32	-2	-37.019	33.019	1
43-32	0	-35.019	35.019	1
44-32	-1.2	-28.326	25.926	1
46-32	-1	-31.328	29.328	1
48-32	-0.75	-28.435	26.935	1
49-32	-1	-36.019	34.019	1
50-32	-1.167	-27.913	25.58	1
52-32	-1	-27.265	25.265	1
54-32	-0.5	-30.828	29.828	1
55-32	-0.5	-30.828	29.828	1
56-32	0	-30.328	30.328	1
57-32	0	-35.019	35.019	1
62-32	-2	-37.019	33.019	1
66-32	-2	-37.019	33.019	1
68-32	29	-6.019	64.019	0.32
70-32	44	13.672	74.328	0
75-32	36.333	7.74	64.927	0.001
77-32	40.75	13.065	68.435	0
78-32	36	5.672	66.328	0.003
80-32	36	0.981	71.019	0.035
85-32	43	14.407	71.593	0
86-32	45	17.874	72.126	0
87-32	44.75	17.065	72.435	0
88-32	39.667	11.073	68.26	0
90-32	41.857	15.385	68.329	0
91-32	43.25	15.565	70.935	0
92-32	48	20.874	75.126	0
94-32	49	21.315	76.685	0
95-32	49.25	22.985	75.515	0
96-32	52.333	23.74	80.927	0
97-32	50.889	24.787	76.991	0
98-32	51.667	23.073	80.26	0
36-34	-1.333	-29.927	27.26	1
37-34	-1	-29.593	27.593	1
39-34	-1.333	-29.927	27.26	1
41-34	-0.4	-27.526	26.726	1
42-34	-2	-37.019	33.019	1
43-34	0	-35.019	35.019	1
44-34	-1.2	-28.326	25.926	1
46-34	-1	-31.328	29.328	1
48-34	-0.75	-28.435	26.935	1
49-34	-1	-36.019	34.019	1
50-34	-1.167	-27.913	25.58	1
52-34	-1	-27.265	25.265	1
54-34	-0.5	-30.828	29.828	1
55-34	-0.5	-30.828	29.828	1
56-34	0	-30.328	30.328	1
57-34	0	-35.019	35.019	1
62-34	-2	-37.019	33.019	1
66-34	-2	-37.019	33.019	1
68-34	29	-6.019	64.019	0.32
70-34	44	13.672	74.328	0
75-34	36.333	7.74	64.927	0.001
77-34	40.75	13.065	68.435	0
78-34	36	5.672	66.328	0.003
80-34	36	0.981	71.019	0.035
85-34	43	14.407	71.593	0
86-34	45	17.874	72.126	0
87-34	44.75	17.065	72.435	0
88-34	39.667	11.073	68.26	0
90-34	41.857	15.385	68.329	0
91-34	43.25	15.565	70.935	0
92-34	48	20.874	75.126	0
94-34	49	21.315	76.685	0
95-34	49.25	22.985	75.515	0
96-34	52.333	23.74	80.927	0
97-34	50.889	24.787	76.991	0
98-34	51.667	23.073	80.26	0
37-36	0.333	-19.885	20.552	1
39-36	0	-20.218	20.218	1
41-36	0.933	-17.151	19.017	1
42-36	-0.667	-29.26	27.927	1
43-36	1.333	-27.26	29.927	1
44-36	0.133	-17.951	18.217	1
46-36	0.333	-22.272	22.938	1
48-36	0.583	-18.329	19.496	1
49-36	0.333	-28.26	28.927	1
50-36	0.167	-17.343	17.676	1
52-36	0.333	-16.431	17.098	1
54-36	0.833	-21.772	23.438	1
55-36	0.833	-21.772	23.438	1
56-36	1.333	-21.272	23.938	1
57-36	1.333	-27.26	29.927	1
62-36	-0.667	-29.26	27.927	1
66-36	-0.667	-29.26	27.927	1
68-36	30.333	1.74	58.927	0.022
70-36	45.333	22.728	67.938	0
75-36	37.667	17.448	57.885	0
77-36	42.083	23.171	60.996	0
78-36	37.333	14.728	59.938	0
80-36	37.333	8.74	65.927	0
85-36	44.333	24.115	64.552	0
86-36	46.333	28.249	64.417	0
87-36	46.083	27.171	64.996	0
88-36	41	20.782	61.218	0
90-36	43.19	26.103	60.278	0
91-36	44.583	25.671	63.496	0
92-36	49.333	31.249	67.417	0
94-36	50.333	31.421	69.246	0
95-36	50.583	33.819	67.348	0
96-36	53.667	33.448	73.885	0
97-36	52.222	35.714	68.731	0
98-36	53	32.782	73.218	0
39-37	-0.333	-20.552	19.885	1
41-37	0.6	-17.484	18.684	1
42-37	-1	-29.593	27.593	1
43-37	1	-27.593	29.593	1
44-37	-0.2	-18.284	17.884	1
46-37	0	-22.605	22.605	1
48-37	0.25	-18.663	19.163	1
49-37	0	-28.593	28.593	1
50-37	-0.167	-17.676	17.343	1
52-37	0	-16.764	16.764	1
54-37	0.5	-22.105	23.105	1
55-37	0.5	-22.105	23.105	1
56-37	1	-21.605	23.605	1
57-37	1	-27.593	29.593	1
62-37	-1	-29.593	27.593	1
66-37	-1	-29.593	27.593	1
68-37	30	1.407	58.593	0.026
70-37	45	22.395	67.605	0
75-37	37.333	17.115	57.552	0
77-37	41.75	22.837	60.663	0
78-37	37	14.395	59.605	0
80-37	37	8.407	65.593	0.001
85-37	44	23.782	64.218	0
86-37	46	27.916	64.084	0
87-37	45.75	26.837	64.663	0
88-37	40.667	20.448	60.885	0
90-37	42.857	25.769	59.945	0
91-37	44.25	25.337	63.163	0
92-37	49	30.916	67.084	0
94-37	50	31.087	68.913	0
95-37	50.25	33.486	67.014	0
96-37	53.333	33.115	73.552	0
97-37	51.889	35.381	68.397	0
98-37	52.667	32.448	72.885	0
41-39	0.933	-17.151	19.017	1
42-39	-0.667	-29.26	27.927	1
43-39	1.333	-27.26	29.927	1
44-39	0.133	-17.951	18.217	1
46-39	0.333	-22.272	22.938	1
48-39	0.583	-18.329	19.496	1
49-39	0.333	-28.26	28.927	1
50-39	0.167	-17.343	17.676	1
52-39	0.333	-16.431	17.098	1
54-39	0.833	-21.772	23.438	1
55-39	0.833	-21.772	23.438	1
56-39	1.333	-21.272	23.938	1
57-39	1.333	-27.26	29.927	1
62-39	-0.667	-29.26	27.927	1
66-39	-0.667	-29.26	27.927	1
68-39	30.333	1.74	58.927	0.022
70-39	45.333	22.728	67.938	0
75-39	37.667	17.448	57.885	0
77-39	42.083	23.171	60.996	0
78-39	37.333	14.728	59.938	0
80-39	37.333	8.74	65.927	0
85-39	44.333	24.115	64.552	0
86-39	46.333	28.249	64.417	0
87-39	46.083	27.171	64.996	0
88-39	41	20.782	61.218	0
90-39	43.19	26.103	60.278	0
91-39	44.583	25.671	63.496	0
92-39	49.333	31.249	67.417	0
94-39	50.333	31.421	69.246	0
95-39	50.583	33.819	67.348	0
96-39	53.667	33.448	73.885	0
97-39	52.222	35.714	68.731	0
98-39	53	32.782	73.218	0
42-41	-1.6	-28.726	25.526	1
43-41	0.4	-26.726	27.526	1
44-41	-0.8	-16.461	14.861	1
46-41	-0.6	-21.318	20.118	1
48-41	-0.35	-16.961	16.261	1
49-41	-0.6	-27.726	26.526	1
50-41	-0.767	-15.761	14.228	1
52-41	-0.6	-14.717	13.517	1
54-41	-0.1	-20.818	20.618	1
55-41	-0.1	-20.818	20.618	1
56-41	0.4	-20.318	21.118	1
57-41	0.4	-26.726	27.526	1
62-41	-1.6	-28.726	25.526	1
66-41	-1.6	-28.726	25.526	1
68-41	29.4	2.274	56.526	0.016
70-41	44.4	23.682	65.118	0
75-41	36.733	18.649	54.817	0
77-41	41.15	24.539	57.761	0
78-41	36.4	15.682	57.118	0
80-41	36.4	9.274	63.526	0
85-41	43.4	25.316	61.484	0
86-41	45.4	29.739	61.061	0
87-41	45.15	28.539	61.761	0
88-41	40.067	21.983	58.151	0
90-41	42.257	27.758	56.757	0
91-41	43.65	27.039	60.261	0
92-41	48.4	32.739	64.061	0
94-41	49.4	32.789	66.011	0
95-41	49.65	35.533	63.767	0
96-41	52.733	34.649	70.817	0
97-41	51.289	37.477	65.101	0
98-41	52.067	33.983	70.151	0
43-42	2	-33.019	37.019	1
44-42	0.8	-26.326	27.926	1
46-42	1	-29.328	31.328	1
48-42	1.25	-26.435	28.935	1
49-42	1	-34.019	36.019	1
50-42	0.833	-25.913	27.58	1
52-42	1	-25.265	27.265	1
54-42	1.5	-28.828	31.828	1
55-42	1.5	-28.828	31.828	1
56-42	2	-28.328	32.328	1
57-42	2	-33.019	37.019	1
62-42	0	-35.019	35.019	1
66-42	0	-35.019	35.019	1
68-42	31	-4.019	66.019	0.188
70-42	46	15.672	76.328	0
75-42	38.333	9.74	66.927	0
77-42	42.75	15.065	70.435	0
78-42	38	7.672	68.328	0.001
80-42	38	2.981	73.019	0.016
85-42	45	16.407	73.593	0
86-42	47	19.874	74.126	0
87-42	46.75	19.065	74.435	0
88-42	41.667	13.073	70.26	0
90-42	43.857	17.385	70.329	0
91-42	45.25	17.565	72.935	0
92-42	50	22.874	77.126	0
94-42	51	23.315	78.685	0
95-42	51.25	24.985	77.515	0
96-42	54.333	25.74	82.927	0
97-42	52.889	26.787	78.991	0
98-42	53.667	25.073	82.26	0
44-43	-1.2	-28.326	25.926	1
46-43	-1	-31.328	29.328	1
48-43	-0.75	-28.435	26.935	1
49-43	-1	-36.019	34.019	1
50-43	-1.167	-27.913	25.58	1
52-43	-1	-27.265	25.265	1
54-43	-0.5	-30.828	29.828	1
55-43	-0.5	-30.828	29.828	1
56-43	0	-30.328	30.328	1
57-43	0	-35.019	35.019	1
62-43	-2	-37.019	33.019	1
66-43	-2	-37.019	33.019	1
68-43	29	-6.019	64.019	0.32
70-43	44	13.672	74.328	0
75-43	36.333	7.74	64.927	0.001
77-43	40.75	13.065	68.435	0
78-43	36	5.672	66.328	0.003
80-43	36	0.981	71.019	0.035
85-43	43	14.407	71.593	0
86-43	45	17.874	72.126	0
87-43	44.75	17.065	72.435	0
88-43	39.667	11.073	68.26	0
90-43	41.857	15.385	68.329	0
91-43	43.25	15.565	70.935	0
92-43	48	20.874	75.126	0
94-43	49	21.315	76.685	0
95-43	49.25	22.985	75.515	0
96-43	52.333	23.74	80.927	0
97-43	50.889	24.787	76.991	0
98-43	51.667	23.073	80.26	0
46-44	0.2	-20.518	20.918	1
48-44	0.45	-16.161	17.061	1
49-44	0.2	-26.926	27.326	1
50-44	0.033	-14.961	15.028	1
52-44	0.2	-13.917	14.317	1
54-44	0.7	-20.018	21.418	1
55-44	0.7	-20.018	21.418	1
56-44	1.2	-19.518	21.918	1
57-44	1.2	-25.926	28.326	1
62-44	-0.8	-27.926	26.326	1
66-44	-0.8	-27.926	26.326	1
68-44	30.2	3.074	57.326	0.01
70-44	45.2	24.482	65.918	0
75-44	37.533	19.449	55.617	0
77-44	41.95	25.339	58.561	0
78-44	37.2	16.482	57.918	0
80-44	37.2	10.074	64.326	0
85-44	44.2	26.116	62.284	0
86-44	46.2	30.539	61.861	0
87-44	45.95	29.339	62.561	0
88-44	40.867	22.783	58.951	0
90-44	43.057	28.558	57.557	0
91-44	44.45	27.839	61.061	0
92-44	49.2	33.539	64.861	0
94-44	50.2	33.589	66.811	0
95-44	50.45	36.333	64.567	0
96-44	53.533	35.449	71.617	0
97-44	52.089	38.277	65.901	0
98-44	52.867	34.783	70.951	0
48-46	0.25	-21.195	21.695	1
49-46	0	-30.328	30.328	1
50-46	-0.167	-20.385	20.052	1
52-46	0	-19.576	19.576	1
54-46	0.5	-24.262	25.262	1
55-46	0.5	-24.262	25.262	1
56-46	1	-23.762	25.762	1
57-46	1	-29.328	31.328	1
62-46	-1	-31.328	29.328	1
66-46	-1	-31.328	29.328	1
68-46	30	-0.328	60.328	0.057
70-46	45	20.238	69.762	0
75-46	37.333	14.728	59.938	0
77-46	41.75	20.305	63.195	0
78-46	37	12.238	61.762	0
80-46	37	6.672	67.328	0.002
85-46	44	21.395	66.605	0
86-46	46	25.282	66.718	0
87-46	45.75	24.305	67.195	0
88-46	40.667	18.062	63.272	0
90-46	42.857	23.003	62.711	0
91-46	44.25	22.805	65.695	0
92-46	49	28.282	69.718	0
94-46	50	28.555	71.445	0
95-46	50.25	30.674	69.826	0
96-46	53.333	30.728	75.938	0
97-46	51.889	32.531	71.247	0
98-46	52.667	30.062	75.272	0
49-48	-0.25	-27.935	27.435	1
50-48	-0.417	-16.401	15.567	1
52-48	-0.25	-15.414	14.914	1
54-48	0.25	-21.195	21.695	1
55-48	0.25	-21.195	21.695	1
56-48	0.75	-20.695	22.195	1
57-48	0.75	-26.935	28.435	1
62-48	-1.25	-28.935	26.435	1
66-48	-1.25	-28.935	26.435	1
68-48	29.75	2.065	57.435	0.018
70-48	44.75	23.305	66.195	0
75-48	37.083	18.171	55.996	0
77-48	41.5	23.99	59.01	0
78-48	36.75	15.305	58.195	0
80-48	36.75	9.065	64.435	0
85-48	43.75	24.837	62.663	0
86-48	45.75	29.139	62.361	0
87-48	45.5	27.99	63.01	0
88-48	40.417	21.504	59.329	0
90-48	42.607	27.086	58.128	0
91-48	44	26.49	61.51	0
92-48	48.75	32.139	65.361	0
94-48	49.75	32.24	67.26	0
95-48	50	34.836	65.164	0
96-48	53.083	34.171	71.996	0
97-48	51.639	36.758	66.519	0
98-48	52.417	33.504	71.329	0
50-49	-0.167	-26.913	26.58	1
52-49	0	-26.265	26.265	1
54-49	0.5	-29.828	30.828	1
55-49	0.5	-29.828	30.828	1
56-49	1	-29.328	31.328	1
57-49	1	-34.019	36.019	1
62-49	-1	-36.019	34.019	1
66-49	-1	-36.019	34.019	1
68-49	30	-5.019	65.019	0.248
70-49	45	14.672	75.328	0
75-49	37.333	8.74	65.927	0
77-49	41.75	14.065	69.435	0
78-49	37	6.672	67.328	0.002
80-49	37	1.981	72.019	0.023
85-49	44	15.407	72.593	0
86-49	46	18.874	73.126	0
87-49	45.75	18.065	73.435	0
88-49	40.667	12.073	69.26	0
90-49	42.857	16.385	69.329	0
91-49	44.25	16.565	71.935	0
92-49	49	21.874	76.126	0
94-49	50	22.315	77.685	0
95-49	50.25	23.985	76.515	0
96-49	53.333	24.74	81.927	0
97-49	51.889	25.787	77.991	0
98-49	52.667	24.073	81.26	0
52-50	0.167	-13.207	13.54	1
54-50	0.667	-19.552	20.885	1
55-50	0.667	-19.552	20.885	1
56-50	1.167	-19.052	21.385	1
57-50	1.167	-25.58	27.913	1
62-50	-0.833	-27.58	25.913	1
66-50	-0.833	-27.58	25.913	1
68-50	30.167	3.42	56.913	0.008
70-50	45.167	24.948	65.385	0
75-50	37.5	19.99	55.01	0
77-50	41.917	25.933	57.901	0
78-50	37.167	16.948	57.385	0
80-50	37.167	10.42	63.913	0
85-50	44.167	26.657	61.676	0
86-50	46.167	31.172	61.161	0
87-50	45.917	29.933	61.901	0
88-50	40.833	23.324	58.343	0
90-50	43.024	29.247	56.8	0
91-50	44.417	28.433	60.401	0
92-50	49.167	34.172	64.161	0
94-50	50.167	34.183	66.151	0
95-50	50.417	37.043	63.79	0
96-50	53.5	35.99	71.01	0
97-50	52.056	39.005	65.107	0
98-50	52.833	35.324	70.343	0
54-52	0.5	-19.076	20.076	1
55-52	0.5	-19.076	20.076	1
56-52	1	-18.576	20.576	1
57-52	1	-25.265	27.265	1
62-52	-1	-27.265	25.265	1
66-52	-1	-27.265	25.265	1
68-52	30	3.735	56.265	0.007
70-52	45	25.424	64.576	0
75-52	37.333	20.569	54.098	0
77-52	41.75	26.586	56.914	0
78-52	37	17.424	56.576	0
80-52	37	10.735	63.265	0
85-52	44	27.236	60.764	0
86-52	46	31.883	60.117	0
87-52	45.75	30.586	60.914	0
88-52	40.667	23.902	57.431	0
90-52	42.857	30.041	55.673	0
91-52	44.25	29.086	59.414	0
92-52	49	34.883	63.117	0
94-52	50	34.836	65.164	0
95-52	50.25	37.869	62.631	0
96-52	53.333	36.569	70.098	0
97-52	51.889	39.856	63.921	0
98-52	52.667	35.902	69.431	0
55-54	0	-24.762	24.762	1
56-54	0.5	-24.262	25.262	1
57-54	0.5	-29.828	30.828	1
62-54	-1.5	-31.828	28.828	1
66-54	-1.5	-31.828	28.828	1
68-54	29.5	-0.828	59.828	0.07
70-54	44.5	19.738	69.262	0
75-54	36.833	14.228	59.438	0
77-54	41.25	19.805	62.695	0
78-54	36.5	11.738	61.262	0
80-54	36.5	6.172	66.828	0.003
85-54	43.5	20.895	66.105	0
86-54	45.5	24.782	66.218	0
87-54	45.25	23.805	66.695	0
88-54	40.167	17.562	62.772	0
90-54	42.357	22.503	62.211	0
91-54	43.75	22.305	65.195	0
92-54	48.5	27.782	69.218	0
94-54	49.5	28.055	70.945	0
95-54	49.75	30.174	69.326	0
96-54	52.833	30.228	75.438	0
97-54	51.389	32.031	70.747	0
98-54	52.167	29.562	74.772	0
56-55	0.5	-24.262	25.262	1
57-55	0.5	-29.828	30.828	1
62-55	-1.5	-31.828	28.828	1
66-55	-1.5	-31.828	28.828	1
68-55	29.5	-0.828	59.828	0.07
70-55	44.5	19.738	69.262	0
75-55	36.833	14.228	59.438	0
77-55	41.25	19.805	62.695	0
78-55	36.5	11.738	61.262	0
80-55	36.5	6.172	66.828	0.003
85-55	43.5	20.895	66.105	0
86-55	45.5	24.782	66.218	0
87-55	45.25	23.805	66.695	0
88-55	40.167	17.562	62.772	0
90-55	42.357	22.503	62.211	0
91-55	43.75	22.305	65.195	0
92-55	48.5	27.782	69.218	0
94-55	49.5	28.055	70.945	0
95-55	49.75	30.174	69.326	0
96-55	52.833	30.228	75.438	0
97-55	51.389	32.031	70.747	0
98-55	52.167	29.562	74.772	0
57-56	0	-30.328	30.328	1
62-56	-2	-32.328	28.328	1
66-56	-2	-32.328	28.328	1
68-56	29	-1.328	59.328	0.086
70-56	44	19.238	68.762	0
75-56	36.333	13.728	58.938	0
77-56	40.75	19.305	62.195	0
78-56	36	11.238	60.762	0
80-56	36	5.672	66.328	0.003
85-56	43	20.395	65.605	0
86-56	45	24.282	65.718	0
87-56	44.75	23.305	66.195	0
88-56	39.667	17.062	62.272	0
90-56	41.857	22.003	61.711	0
91-56	43.25	21.805	64.695	0
92-56	48	27.282	68.718	0
94-56	49	27.555	70.445	0
95-56	49.25	29.674	68.826	0
96-56	52.333	29.728	74.938	0
97-56	50.889	31.531	70.247	0
98-56	51.667	29.062	74.272	0
62-57	-2	-37.019	33.019	1
66-57	-2	-37.019	33.019	1
68-57	29	-6.019	64.019	0.32
70-57	44	13.672	74.328	0
75-57	36.333	7.74	64.927	0.001
77-57	40.75	13.065	68.435	0
78-57	36	5.672	66.328	0.003
80-57	36	0.981	71.019	0.035
85-57	43	14.407	71.593	0
86-57	45	17.874	72.126	0
87-57	44.75	17.065	72.435	0
88-57	39.667	11.073	68.26	0
90-57	41.857	15.385	68.329	0
91-57	43.25	15.565	70.935	0
92-57	48	20.874	75.126	0
94-57	49	21.315	76.685	0
95-57	49.25	22.985	75.515	0
96-57	52.333	23.74	80.927	0
97-57	50.889	24.787	76.991	0
98-57	51.667	23.073	80.26	0
66-62	0	-35.019	35.019	1
68-62	31	-4.019	66.019	0.188
70-62	46	15.672	76.328	0
75-62	38.333	9.74	66.927	0
77-62	42.75	15.065	70.435	0
78-62	38	7.672	68.328	0.001
80-62	38	2.981	73.019	0.016
85-62	45	16.407	73.593	0
86-62	47	19.874	74.126	0
87-62	46.75	19.065	74.435	0
88-62	41.667	13.073	70.26	0
90-62	43.857	17.385	70.329	0
91-62	45.25	17.565	72.935	0
92-62	50	22.874	77.126	0
94-62	51	23.315	78.685	0
95-62	51.25	24.985	77.515	0
96-62	54.333	25.74	82.927	0
97-62	52.889	26.787	78.991	0
98-62	53.667	25.073	82.26	0
68-66	31	-4.019	66.019	0.188
70-66	46	15.672	76.328	0
75-66	38.333	9.74	66.927	0
77-66	42.75	15.065	70.435	0
78-66	38	7.672	68.328	0.001
80-66	38	2.981	73.019	0.016
85-66	45	16.407	73.593	0
86-66	47	19.874	74.126	0
87-66	46.75	19.065	74.435	0
88-66	41.667	13.073	70.26	0
90-66	43.857	17.385	70.329	0
91-66	45.25	17.565	72.935	0
92-66	50	22.874	77.126	0
94-66	51	23.315	78.685	0
95-66	51.25	24.985	77.515	0
96-66	54.333	25.74	82.927	0
97-66	52.889	26.787	78.991	0
98-66	53.667	25.073	82.26	0
70-68	15	-15.328	45.328	0.997
75-68	7.333	-21.26	35.927	1
77-68	11.75	-15.935	39.435	1
78-68	7	-23.328	37.328	1
80-68	7	-28.019	42.019	1
85-68	14	-14.593	42.593	0.998
86-68	16	-11.126	43.126	0.953
87-68	15.75	-11.935	43.435	0.972
88-68	10.667	-17.927	39.26	1
90-68	12.857	-13.615	39.329	0.998
91-68	14.25	-13.435	41.935	0.994
92-68	19	-8.126	46.126	0.721
94-68	20	-7.685	47.685	0.652
95-68	20.25	-6.015	46.515	0.492
96-68	23.333	-5.26	51.927	0.353
97-68	21.889	-4.213	47.991	0.292
98-68	22.667	-5.927	51.26	0.423
75-70	-7.667	-30.272	14.938	1
77-70	-3.25	-24.695	18.195	1
78-70	-8	-32.762	16.762	1
80-70	-8	-38.328	22.328	1
85-70	-1	-23.605	21.605	1
86-70	1	-19.718	21.718	1
87-70	0.75	-20.695	22.195	1
88-70	-4.333	-26.938	18.272	1
90-70	-2.143	-21.997	17.711	1
91-70	-0.75	-22.195	20.695	1
92-70	4	-16.718	24.718	1
94-70	5	-16.445	26.445	1
95-70	5.25	-14.326	24.826	1
96-70	8.333	-14.272	30.938	1
97-70	6.889	-12.469	26.247	1
98-70	7.667	-14.938	30.272	1
77-75	4.417	-14.496	23.329	1
78-75	-0.333	-22.938	22.272	1
80-75	-0.333	-28.927	28.26	1
85-75	6.667	-13.552	26.885	1
86-75	8.667	-9.417	26.751	0.999
87-75	8.417	-10.496	27.329	1
88-75	3.333	-16.885	23.552	1
90-75	5.524	-11.564	22.612	1
91-75	6.917	-11.996	25.829	1
92-75	11.667	-6.417	29.751	0.866
94-75	12.667	-6.246	31.579	0.808
95-75	12.917	-3.848	29.681	0.494
96-75	16	-4.218	36.218	0.427
97-75	14.556	-1.953	31.064	0.195
98-75	15.333	-4.885	35.552	0.534
78-77	-4.75	-26.195	16.695	1
80-77	-4.75	-32.435	22.935	1
85-77	2.25	-16.663	21.163	1
86-77	4.25	-12.361	20.861	1
87-77	4	-13.51	21.51	1
88-77	-1.083	-19.996	17.829	1
90-77	1.107	-14.414	16.628	1
91-77	2.5	-15.01	20.01	1
92-77	7.25	-9.361	23.861	1
94-77	8.25	-9.26	25.76	0.999
95-77	8.5	-6.664	23.664	0.977
96-77	11.583	-7.329	30.496	0.925
97-77	10.139	-4.742	25.019	0.777
98-77	10.917	-7.996	29.829	0.965
80-78	0	-30.328	30.328	1
85-78	7	-15.605	29.605	1
86-78	9	-11.718	29.718	1
87-78	8.75	-12.695	30.195	1
88-78	3.667	-18.938	26.272	1
90-78	5.857	-13.997	25.711	1
91-78	7.25	-14.195	28.695	1
92-78	12	-8.718	32.718	0.963
94-78	13	-8.445	34.445	0.934
95-78	13.25	-6.326	32.826	0.789
96-78	16.333	-6.272	38.938	0.652
97-78	14.889	-4.469	34.247	0.498
98-78	15.667	-6.938	38.272	0.743
85-80	7	-21.593	35.593	1
86-80	9	-18.126	36.126	1
87-80	8.75	-18.935	36.435	1
88-80	3.667	-24.927	32.26	1
90-80	5.857	-20.615	32.329	1
91-80	7.25	-20.435	34.935	1
92-80	12	-15.126	39.126	1
94-80	13	-14.685	40.685	0.999
95-80	13.25	-13.015	39.515	0.996
96-80	16.333	-12.26	44.927	0.97
97-80	14.889	-11.213	40.991	0.971
98-80	15.667	-12.927	44.26	0.984
86-85	2	-16.084	20.084	1
87-85	1.75	-17.163	20.663	1
88-85	-3.333	-23.552	16.885	1
90-85	-1.143	-18.231	15.945	1
91-85	0.25	-18.663	19.163	1
92-85	5	-13.084	23.084	1
94-85	6	-12.913	24.913	1
95-85	6.25	-10.514	23.014	1
96-85	9.333	-10.885	29.552	0.999
97-85	7.889	-8.619	24.397	0.999
98-85	8.667	-11.552	28.885	1
87-86	-0.25	-16.861	16.361	1
88-86	-5.333	-23.417	12.751	1
90-86	-3.143	-17.642	11.357	1
91-86	-1.75	-18.361	14.861	1
92-86	3	-12.661	18.661	1
94-86	4	-12.611	20.611	1
95-86	4.25	-9.867	18.367	1
96-86	7.333	-10.751	25.417	1
97-86	5.889	-7.923	19.701	1
98-86	6.667	-11.417	24.751	1
88-87	-5.083	-23.996	13.829	1
90-87	-2.893	-18.414	12.628	1
91-87	-1.5	-19.01	16.01	1
92-87	3.25	-13.361	19.861	1
94-87	4.25	-13.26	21.76	1
95-87	4.5	-10.664	19.664	1
96-87	7.583	-11.329	26.496	1
97-87	6.139	-8.742	21.019	1
98-87	6.917	-11.996	25.829	1
90-88	2.19	-14.897	19.278	1
91-88	3.583	-15.329	22.496	1
92-88	8.333	-9.751	26.417	0.999
94-88	9.333	-9.579	28.246	0.998
95-88	9.583	-7.181	26.348	0.97
96-88	12.667	-7.552	32.885	0.902
97-88	11.222	-5.286	27.731	0.781
98-88	12	-8.218	32.218	0.949
91-90	1.393	-14.128	16.914	1
92-90	6.143	-8.357	20.642	1
94-90	7.143	-8.378	22.664	0.999
95-90	7.393	-5.423	20.209	0.965
96-90	10.476	-6.612	27.564	0.924
97-90	9.032	-3.447	21.511	0.648
98-90	9.81	-7.278	26.897	0.968
92-91	4.75	-11.861	21.361	1
94-91	5.75	-11.76	23.26	1
95-91	6	-9.164	21.164	1
96-91	9.083	-9.829	27.996	0.999
97-91	7.639	-7.242	22.519	0.995
98-91	8.417	-10.496	27.329	1
94-92	1	-15.611	17.611	1
95-92	1.25	-12.867	15.367	1
96-92	4.333	-13.751	22.417	1
97-92	2.889	-10.923	16.701	1
98-92	3.667	-14.417	21.751	1
95-94	0.25	-14.914	15.414	1
96-94	3.333	-15.579	22.246	1
97-94	1.889	-12.992	16.769	1
98-94	2.667	-16.246	21.579	1
96-95	3.083	-13.681	19.848	1
97-95	1.639	-10.394	13.671	1
98-95	2.417	-14.348	19.181	1
97-96	-1.444	-17.953	15.064	1
98-96	-0.667	-20.885	19.552	1
98-97	0.778	-15.731	17.286	1

Levenes Test for Homogeneity of Variance
	Df	F value	Pr(>F)
Group	51	1.789	0.007
	102

Charts produced by software:

http://www.freestatistics.org/blog/date/2010/Nov/25/t12906867352pul25n3qijo0f8/3v5fd1290686631.png (open in new window)

http://www.freestatistics.org/blog/date/2010/Nov/25/t12906867352pul25n3qijo0f8/3v5fd1290686631.ps (open in new window)

http://www.freestatistics.org/blog/date/2010/Nov/25/t12906867352pul25n3qijo0f8/4oeey1290686631.png (open in new window)

http://www.freestatistics.org/blog/date/2010/Nov/25/t12906867352pul25n3qijo0f8/4oeey1290686631.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')

This work is licensed under a Creative Commons Attribution-Noncommercial-Share Alike 3.0 License.

Software written by Ed van Stee & Patrick Wessa

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