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Author's title

Author

*The author of this computation has been verified*

R Software Module

rwasp_chi_squared_tests.wasp

Title produced by software

Chi-Squared Test, McNemar Test, and Fisher Exact Test

Date of computation

Tue, 15 Nov 2011 06:28:53 -0500

Cite this page as follows

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?v=date/2011/Nov/15/t1321356586ua1tw3vy82llph1.htm/, Retrieved Thu, 09 Oct 2025 00:03:10 +0000

Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?pk=142747, Retrieved Thu, 09 Oct 2025 00:03:10 +0000

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IsPrivate?

No (this computation is public)

User-defined keywords

Estimated Impact

288

Family? (F = Feedback message, R = changed R code, M = changed R Module, P = changed Parameters, D = changed Data)

-     [Univariate Explorative Data Analysis] [Turnover company A] [2010-11-02 11:53:41] [b98453cac15ba1066b407e146608df68]
- RMPD  [Chi-Squared and McNemar Tests] [Chi-Squared 1. Ha...] [2010-11-14 15:50:44] [19f9551d4d95750ef21e9f3cf8fe2131]
- R       [Chi-Squared Test, McNemar Test, and Fisher Exact Test] [WS6 - Quesion 1 H...] [2011-11-14 12:37:22] [59e9c089bdd600b584669dddc48fbcc3]
-   PD      [Chi-Squared Test, McNemar Test, and Fisher Exact Test] [WS6 - Question 1 ...] [2011-11-15 11:10:40] [59e9c089bdd600b584669dddc48fbcc3]
-   P         [Chi-Squared Test, McNemar Test, and Fisher Exact Test] [WS6 - Question 1 ...] [2011-11-15 11:18:07] [59e9c089bdd600b584669dddc48fbcc3]
-   PD            [Chi-Squared Test, McNemar Test, and Fisher Exact Test] [WS6 - Question 1 ...] [2011-11-15 11:28:53] [e1c4030d3eb0ab0fcc7a7b48aeaac474] [Current]

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Dataseries X:

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Boxplots

'D'	'D'	'A'	'A'	'D'	'A'	'C'	'B'
'A'	'A'	'A'	'A'	'B'	'B'	'D'	'D'
'A'	'A'	'A'	'B'	'D'	'A'	'D'	'D'
'A'	'C'	'A'	'D'	'A'	'C'	'A'	'A'
'A'	'C'	'A'	'A'	'D'	'D'	'A'	'A'
'B'	'B'	'A'	'C'	'A'	'C'	'B'	'C'
'C'	'A'	'C'	'A'	'B'	'A'	'C'	'B'
'C'	'C'	'A'	'A'	'B'	'A'	'A'	'B'
'B'	'C'	'C'	'C'	'D'	'B'	'C'	'B'
'D'	'D'	'C'	'A'	'A'	'D'	'A'	'A'
'D'	'C'	'D'	'D'	'C'	'A'	'D'	'D'
'A'	'D'	'C'	'C'	'A'	'D'	'C'	'C'
'B'	'A'	'A'	'A'	'B'	'C'	'A'	'A'
'B'	'D'	'C'	'A'	'B'	'B'	'B'	'C'
'C'	'C'	'D'	'D'	'A'	'D'	'C'	'B'
'D'	'D'	'D'	'D'	'D'	'A'	'D'	'D'
'B'	'C'	'C'	'A'	'B'	'B'	'C'	'C'
'D'	'D'	'A'	'C'	'A'	'D'	'B'	'B'
'B'	'C'	'A'	'C'	'C'	'D'	'C'	'C'
'A'	'C'	'A'	'C'	'B'	'D'	'B'	'B'
'B'	'C'	'C'	'A'	'A'	'A'	'B'	'B'
'A'	'C'	'A'	'A'	'A'	'D'	'D'	'D'
'B'	'C'	'C'	'C'	'D'	'A'	'D'	'D'
'A'	'D'	'C'	'C'	'D'	'C'	'C'	'C'
'A'	'B'	'D'	'A'	'D'	'B'	'C'	'D'
'A'	'A'	'C'	'A'	'B'	'D'	'D'	'C'
'C'	'B'	'C'	'B'	'B'	'C'	'B'	'B'
'B'	'A'	'A'	'B'	'A'	'A'	'B'	'C'
'A'	'C'	'C'	'A'	'C'	'C'	'B'	'B'
'C'	'A'	'A'	'A'	'A'	'D'	'C'	'B'
'C'	'D'	'C'	'C'	'B'	'A'	'C'	'D'
'C'	'C'	'D'	'A'	'D'	'A'	'D'	'D'
'B'	'A'	'A'	'A'	'D'	'A'	'D'	'B'
'C'	'C'	'D'	'D'	'D'	'C'	'D'	'D'
'A'	'C'	'C'	'D'	'B'	'B'	'B'	'A'
'A'	'B'	'A'	'A'	'A'	'B'	'B'	'B'
'D'	'B'	'A'	'A'	'B'	'D'	'C'	'C'
'A'	'B'	'C'	'B'	'D'	'D'	'B'	'C'
'B'	'B'	'A'	'C'	'D'	'A'	'C'	'C'
'D'	'D'	'D'	'D'	'D'	'A'	'D'	'D'
'A'	'B'	'A'	'A'	'C'	'B'	'B'	'B'
'B'	'B'	'A'	'A'	'D'	'B'	'B'	'B'
'D'	'B'	'C'	'B'	'B'	'A'	'D'	'D'
'B'	'D'	'A'	'A'	'B'	'B'	'D'	'D'
'B'	'A'	'A'	'A'	'D'	'C'	'A'	'A'
'B'	'B'	'A'	'A'	'D'	'A'	'C'	'C'
'D'	'D'	'A'	'B'	'D'	'B'	'B'	'C'
'A'	'A'	'D'	'A'	'B'	'B'	'D'	'D'
'B'	'A'	'A'	'A'	'B'	'A'	'C'	'C'
'A'	'B'	'D'	'D'	'B'	'B'	'C'	'B'
'D'	'A'	'C'	'B'	'A'	'A'	'D'	'D'
'B'	'A'	'A'	'A'	'B'	'B'	'A'	'A'
'A'	'A'	'A'	'A'	'B'	'D'	'C'	'D'
'B'	'D'	'A'	'A'	'C'	'C'	'A'	'A'
'A'	'D'	'A'	'D'	'D'	'A'	'A'	'A'
'A'	'A'	'A'	'A'	'A'	'B'	'C'	'C'
'B'	'D'	'A'	'B'	'C'	'A'	'C'	'B'
'D'	'D'	'D'	'A'	'B'	'B'	'B'	'A'
'A'	'D'	'A'	'A'	'C'	'D'	'D'	'D'
'C'	'B'	'A'	'A'	'B'	'C'	'A'	'B'
'A'	'A'	'A'	'A'	'A'	'D'	'D'	'D'
'B'	'A'	'A'	'A'	'B'	'D'	'C'	'B'
'A'	'C'	'C'	'A'	'A'	'B'	'B'	'C'
'C'	'B'	'C'	'B'	'B'	'B'	'C'	'B'
'C'	'D'	'A'	'C'	'B'	'B'	'B'	'A'
'A'	'A'	'C'	'D'	'B'	'B'	'B'	'B'
'C'	'B'	'A'	'A'	'B'	'B'	'C'	'C'
'D'	'C'	'A'	'A'	'C'	'A'	'D'	'D'
'C'	'C'	'C'	'A'	'D'	'A'	'C'	'C'
'D'	'B'	'D'	'D'	'A'	'B'	'B'	'B'
'B'	'C'	'A'	'A'	'C'	'A'	'D'	'D'
'B'	'A'	'A'	'A'	'B'	'B'	'B'	'B'
'C'	'D'	'C'	'A'	'B'	'A'	'A'	'A'
'D'	'D'	'D'	'A'	'C'	'D'	'A'	'A'
'A'	'B'	'A'	'C'	'A'	'C'	'A'	'A'
'A'	'B'	'A'	'A'	'D'	'A'	'C'	'C'
'B'	'D'	'A'	'D'	'B'	'C'	'A'	'B'
'A'	'B'	'A'	'A'	'A'	'C'	'A'	'A'
'C'	'B'	'C'	'C'	'B'	'D'	'B'	'B'
'A'	'B'	'A'	'A'	'A'	'D'	'B'	'B'
'A'	'B'	'A'	'B'	'D'	'A'	'B'	'B'
'B'	'A'	'A'	'A'	'A'	'B'	'A'	'A'
'C'	'D'	'C'	'B'	'D'	'C'	'C'	'C'
'C'	'A'	'A'	'B'	'B'	'A'	'A'	'A'
'A'	'C'	'D'	'A'	'D'	'A'	'C'	'C'
'A'	'B'	'A'	'A'	'A'	'C'	'B'	'A'
'A'	'A'	'A'	'A'	'B'	'A'	'C'	'C'
'B'	'B'	'A'	'B'	'D'	'A'	'D'	'D'
'A'	'A'	'D'	'D'	'D'	'A'	'D'	'D'
'D'	'B'	'A'	'A'	'B'	'A'	'A'	'A'
'D'	'C'	'A'	'A'	'D'	'A'	'B'	'B'
'C'	'A'	'A'	'B'	'C'	'C'	'A'	'A'
'C'	'C'	'D'	'B'	'B'	'A'	'D'	'D'
'A'	'B'	'D'	'C'	'A'	'B'	'B'	'A'
'A'	'C'	'A'	'A'	'A'	'D'	'A'	'A'
'C'	'A'	'C'	'A'	'B'	'A'	'D'	'D'
'B'	'A'	'C'	'D'	'B'	'B'	'C'	'B'
'C'	'B'	'D'	'B'	'B'	'D'	'C'	'C'
'A'	'B'	'A'	'A'	'B'	'A'	'A'	'A'
'C'	'A'	'D'	'B'	'D'	'A'	'D'	'D'
'D'	'D'	'A'	'A'	'B'	'A'	'B'	'B'
'A'	'A'	'D'	'A'	'B'	'C'	'A'	'A'
'A'	'A'	'A'	'A'	'B'	'D'	'B'	'A'
'C'	'D'	'C'	'A'	'B'	'C'	'B'	'B'
'D'	'C'	'A'	'A'	'C'	'C'	'A'	'A'
'A'	'C'	'C'	'C'	'A'	'D'	'A'	'A'
'A'	'A'	'A'	'B'	'A'	'D'	'B'	'B'
'C'	'B'	'C'	'D'	'A'	'C'	'A'	'A'
'B'	'C'	'D'	'B'	'B'	'B'	'C'	'B'
'C'	'C'	'A'	'C'	'C'	'C'	'C'	'C'
'D'	'C'	'D'	'B'	'D'	'A'	'C'	'D'
'A'	'A'	'A'	'D'	'B'	'D'	'B'	'B'
'D'	'D'	'D'	'B'	'B'	'A'	'D'	'D'
'A'	'A'	'C'	'A'	'B'	'B'	'B'	'B'
'C'	'D'	'C'	'A'	'A'	'A'	'A'	'A'
'D'	'D'	'D'	'D'	'D'	'A'	'D'	'D'
'B'	'B'	'C'	'B'	'B'	'A'	'D'	'C'
'D'	'B'	'D'	'C'	'D'	'A'	'D'	'D'
'B'	'B'	'D'	'D'	'B'	'C'	'D'	'D'
'D'	'B'	'D'	'D'	'C'	'B'	'C'	'C'
'C'	'B'	'A'	'D'	'B'	'D'	'D'	'D'
'D'	'B'	'C'	'D'	'A'	'A'	'A'	'A'
'D'	'B'	'A'	'A'	'B'	'B'	'A'	'A'
'D'	'D'	'A'	'B'	'B'	'B'	'B'	'B'
'A'	'D'	'D'	'D'	'A'	'C'	'A'	'A'
'C'	'D'	'A'	'A'	'A'	'B'	'B'	'A'
'B'	'B'	'D'	'A'	'D'	'B'	'D'	'D'
'C'	'D'	'A'	'A'	'D'	'C'	'B'	'B'
'B'	'C'	'D'	'D'	'D'	'A'	'B'	'B'
'A'	'A'	'D'	'D'	'A'	'B'	'A'	'A'
'A'	'A'	'C'	'A'	'C'	'A'	'A'	'A'
'B'	'A'	'A'	'D'	'A'	'D'	'C'	'C'
'B'	'A'	'A'	'D'	'D'	'B'	'C'	'B'
'B'	'B'	'C'	'D'	'D'	'A'	'C'	'C'
'C'	'D'	'D'	'D'	'C'	'A'	'A'	'A'
'B'	'C'	'A'	'A'	'C'	'A'	'D'	'D'
'C'	'A'	'D'	'D'	'B'	'A'	'C'	'C'
'C'	'B'	'C'	'D'	'A'	'C'	'A'	'A'
'B'	'C'	'A'	'B'	'C'	'D'	'A'	'A'
'C'	'B'	'D'	'D'	'D'	'A'	'A'	'A'
'B'	'B'	'D'	'D'	'C'	'A'	'C'	'B'

Summary of computational transaction
Raw Input	view raw input (R code)
Raw Output	view raw output of R engine
Computing time	2 seconds
R Server	'Gwilym Jenkins' @ jenkins.wessa.net

\begin{tabular}{lllllllll}
\hline
Summary of computational transaction \tabularnewline
Raw Input & view raw input (R code)  \tabularnewline
Raw Output & view raw output of R engine  \tabularnewline
Computing time & 2 seconds \tabularnewline
R Server & 'Gwilym Jenkins' @ jenkins.wessa.net \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=142747&T=0

[TABLE]
[ROW][C]Summary of computational transaction[/C][/ROW]
[ROW][C]Raw Input[/C][C]view raw input (R code) [/C][/ROW]
[ROW][C]Raw Output[/C][C]view raw output of R engine [/C][/ROW]
[ROW][C]Computing time[/C][C]2 seconds[/C][/ROW]
[ROW][C]R Server[/C][C]'Gwilym Jenkins' @ jenkins.wessa.net[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=142747&T=0

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=142747&T=0

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Summary of computational transaction
Raw Input	view raw input (R code)
Raw Output	view raw output of R engine
Computing time	2 seconds
R Server	'Gwilym Jenkins' @ jenkins.wessa.net

Tabulation of Results
Depression x Connected
	A	B	C	D
A	9	15	14	15
B	13	12	4	6
C	8	6	10	1
D	15	4	5	4

\begin{tabular}{lllllllll}
\hline
Tabulation of Results \tabularnewline
Depression  x  Connected \tabularnewline
  & A & B & C & D \tabularnewline
A & 9 & 15 & 14 & 15 \tabularnewline
B & 13 & 12 & 4 & 6 \tabularnewline
C & 8 & 6 & 10 & 1 \tabularnewline
D & 15 & 4 & 5 & 4 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=142747&T=1

[TABLE]
[ROW][C]Tabulation of Results[/C][/ROW]
[ROW][C]Depression  x  Connected[/C][/ROW]
[ROW][C] [/C][C]A[/C][C]B[/C][C]C[/C][C]D[/C][/ROW]
[C]A[/C][C]9[/C][C]15[/C][C]14[/C][C]15[/C][/ROW]
[C]B[/C][C]13[/C][C]12[/C][C]4[/C][C]6[/C][/ROW]
[C]C[/C][C]8[/C][C]6[/C][C]10[/C][C]1[/C][/ROW]
[C]D[/C][C]15[/C][C]4[/C][C]5[/C][C]4[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=142747&T=1

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=142747&T=1

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Tabulation of Results
Depression x Connected
	A	B	C	D
A	9	15	14	15
B	13	12	4	6
C	8	6	10	1
D	15	4	5	4

Tabulation of Expected Results
Depression x Connected
	A	B	C	D
A	16.91	13.91	12.4	9.77
B	11.17	9.18	8.19	6.45
C	7.98	6.56	5.85	4.61
D	8.94	7.35	6.55	5.16

\begin{tabular}{lllllllll}
\hline
Tabulation of Expected Results \tabularnewline
Depression  x  Connected \tabularnewline
  & A & B & C & D \tabularnewline
A & 16.91 & 13.91 & 12.4 & 9.77 \tabularnewline
B & 11.17 & 9.18 & 8.19 & 6.45 \tabularnewline
C & 7.98 & 6.56 & 5.85 & 4.61 \tabularnewline
D & 8.94 & 7.35 & 6.55 & 5.16 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=142747&T=2

[TABLE]
[ROW][C]Tabulation of Expected Results[/C][/ROW]
[ROW][C]Depression  x  Connected[/C][/ROW]
[ROW][C] [/C][C]A[/C][C]B[/C][C]C[/C][C]D[/C][/ROW]
[C]A[/C][C]16.91[/C][C]13.91[/C][C]12.4[/C][C]9.77[/C][/ROW]
[C]B[/C][C]11.17[/C][C]9.18[/C][C]8.19[/C][C]6.45[/C][/ROW]
[C]C[/C][C]7.98[/C][C]6.56[/C][C]5.85[/C][C]4.61[/C][/ROW]
[C]D[/C][C]8.94[/C][C]7.35[/C][C]6.55[/C][C]5.16[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=142747&T=2

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=142747&T=2

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Tabulation of Expected Results
Depression x Connected
	A	B	C	D
A	16.91	13.91	12.4	9.77
B	11.17	9.18	8.19	6.45
C	7.98	6.56	5.85	4.61
D	8.94	7.35	6.55	5.16

Statistical Results
Pearson's Chi-squared test
Pearson Chi Square Statistic	22.22
Degrees of Freedom	9
P value	0.01

\begin{tabular}{lllllllll}
\hline
Statistical Results \tabularnewline
Pearson's Chi-squared test \tabularnewline
Pearson Chi Square Statistic & 22.22 \tabularnewline
Degrees of Freedom & 9 \tabularnewline
P value & 0.01 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=142747&T=3

[TABLE]
[ROW][C]Statistical Results[/C][/ROW]
[ROW][C]Pearson's Chi-squared test[/C][/ROW]
[ROW][C]Pearson Chi Square Statistic[/C][C]22.22[/C][/ROW]
[ROW][C]Degrees of Freedom[/C][C]9[/C][/ROW]
[ROW][C]P value[/C][C]0.01[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=142747&T=3

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=142747&T=3

As an alternative you can also use a QR Code:

The GUIDs for individual cells are displayed in the table below:

Statistical Results
Pearson's Chi-squared test
Pearson Chi Square Statistic	22.22
Degrees of Freedom	9
P value	0.01

Figure 1

PNG link

Postscript link

PDF link

Parameters (Session):

par1 = 1 ; par2 = 5 ; par3 = Pearson Chi-Squared ;

Parameters (R input):

par1 = 6 ; par2 = 1 ; par3 = Pearson Chi-Squared ;

R code (references can be found in the software module):

library(vcd)
cat1 <- as.numeric(par1) #
cat2<- as.numeric(par2) #
simulate.p.value=FALSE
if (par3 == 'Exact Pearson Chi-Squared by Simulation') simulate.p.value=TRUE
x <- t(x)
(z <- array(unlist(x),dim=c(length(x[,1]),length(x[1,]))))
(table1 <- table(z[,cat1],z[,cat2]))
(V1<-dimnames(y)[[1]][cat1])
(V2<-dimnames(y)[[1]][cat2])
bitmap(file='pic1.png')
assoc(ftable(z[,cat1],z[,cat2],row.vars=1,dnn=c(V1,V2)),shade=T)
dev.off()
load(file='createtable')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Tabulation of Results',ncol(table1)+1,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,paste(V1,' x ', V2),ncol(table1)+1,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, ' ', 1,TRUE)
for(nc in 1:ncol(table1)){
a<-table.element(a, colnames(table1)[nc], 1, TRUE)
}
a<-table.row.end(a)
for(nr in 1:nrow(table1) ){
a<-table.element(a, rownames(table1)[nr], 1, TRUE)
for(nc in 1:ncol(table1) ){
a<-table.element(a, table1[nr, nc], 1, FALSE)
}
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable.tab')
(cst<-chisq.test(table1, simulate.p.value=simulate.p.value) )
if (par3 == 'McNemar Chi-Squared') {
(cst <- mcnemar.test(table1))
}
if (par3=='Fisher Exact Test') {
(cst <- fisher.test(table1))
}
if ((par3 != 'McNemar Chi-Squared') & (par3 != 'Fisher Exact Test')) {
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Tabulation of Expected Results',ncol(table1)+1,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,paste(V1,' x ', V2),ncol(table1)+1,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, ' ', 1,TRUE)
for(nc in 1:ncol(table1)){
a<-table.element(a, colnames(table1)[nc], 1, TRUE)
}
a<-table.row.end(a)
for(nr in 1:nrow(table1) ){
a<-table.element(a, rownames(table1)[nr], 1, TRUE)
for(nc in 1:ncol(table1) ){
a<-table.element(a, round(cst$expected[nr, nc], digits=2), 1, FALSE)
}
a<-table.row.end(a)
}
a<-table.end(a)
table.save(a,file='mytable1.tab')
}
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Statistical Results',2,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a, cst$method, 2,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
if (par3=='Pearson Chi-Squared') a<-table.element(a, 'Pearson Chi Square Statistic', 1, TRUE)
if (par3=='Exact Pearson Chi-Squared by Simulation') a<-table.element(a, 'Exact Pearson Chi Square Statistic', 1, TRUE)
if (par3=='McNemar Chi-Squared') a<-table.element(a, 'McNemar Chi Square Statistic', 1, TRUE)
if (par3=='Fisher Exact Test') a<-table.element(a, 'Odds Ratio', 1, TRUE)
if (par3=='Fisher Exact Test') {
if ((ncol(table1) == 2) & (nrow(table1) == 2)) {
a<-table.element(a, round(cst$estimate, digits=2), 1,FALSE)
} else {
a<-table.element(a, '--', 1,FALSE)
}
} else {
a<-table.element(a, round(cst$statistic, digits=2), 1,FALSE)
}
a<-table.row.end(a)
if(!simulate.p.value){
if(par3!='Fisher Exact Test') {
a<-table.row.start(a)
a<-table.element(a, 'Degrees of Freedom', 1, TRUE)
a<-table.element(a, cst$parameter, 1,FALSE)
a<-table.row.end(a)
}
}
a<-table.row.start(a)
a<-table.element(a, 'P value', 1, TRUE)
a<-table.element(a, round(cst$p.value, digits=2), 1,FALSE)
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable2.tab')

Free Statistics

Description of Statistical Computation

Tree of Dependent Computations

Dataset

Tables (Output of Computation)

Figures (Output of Computation)

Input Parameters & R Code