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Author's title

Author*The author of this computation has been verified*
R Software Modulerwasp_density.wasp
Title produced by softwareKernel Density Estimation
Date of computationTue, 16 Dec 2014 14:00:50 +0000
Cite this page as followsStatistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?v=date/2014/Dec/16/t14187384561wsrjzgmoty5zpj.htm/, Retrieved Thu, 16 May 2024 21:26:41 +0000
Statistical Computations at FreeStatistics.org, Office for Research Development and Education, URL https://freestatistics.org/blog/index.php?pk=269578, Retrieved Thu, 16 May 2024 21:26:41 +0000
QR Codes:

Original text written by user:
IsPrivate?No (this computation is public)
User-defined keywords
Estimated Impact88
Family? (F = Feedback message, R = changed R code, M = changed R Module, P = changed Parameters, D = changed Data)
-     [Maximum-likelihood Fitting - Normal Distribution] [Intrinsic Motivat...] [2010-10-12 11:57:21] [b98453cac15ba1066b407e146608df68]
- RMPD  [Kernel Density Estimation] [] [2011-10-18 22:33:50] [b98453cac15ba1066b407e146608df68]
- RMPD    [Kernel Density Estimation] [] [2014-12-14 10:16:33] [2fea329c6e322b1612c5dc504f90c0ef]
-  M        [Kernel Density Estimation] [] [2014-12-14 10:17:00] [2fea329c6e322b1612c5dc504f90c0ef]
-  M D        [Kernel Density Estimation] [] [2014-12-14 10:23:10] [2fea329c6e322b1612c5dc504f90c0ef]
-    D          [Kernel Density Estimation] [] [2014-12-14 10:26:16] [2fea329c6e322b1612c5dc504f90c0ef]
-   P               [Kernel Density Estimation] [] [2014-12-16 14:00:50] [4bf1efda48b6e8e35beb7b429a900cbb] [Current]
-    D                [Kernel Density Estimation] [] [2014-12-16 14:13:21] [2fea329c6e322b1612c5dc504f90c0ef]
-    D                  [Kernel Density Estimation] [] [2014-12-16 14:29:17] [2fea329c6e322b1612c5dc504f90c0ef]
-    D                    [Kernel Density Estimation] [] [2014-12-16 14:43:32] [2fea329c6e322b1612c5dc504f90c0ef]
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Dataseries X:
4
9
4
5
4
4
9
8
11
4
4
6
4
8
4
4
11
4
4
6
6
4
8
5
4
9
4
7
10
4
4
7
12
4
7
5
8
5
4
9
7
4
4
4
4
4
7
4
7
4
4
4
4
8
4
4
4
4
7
12
4
4
4
5
15
5
10
9
8
4
5
4
9
4
10
4
7
4
6
7
5
4
4
4
4
4
4
6
10
7
4
4
7
4
8
11
6
14
5
4
8
9
4
4
5
4
5
4
4
7
10
4
5
4
4
4
6
4
8
5
4
17
4
4
8
4
7
4
4
5
7
4
4
7
11
7
4
4
4
4
4
4
6
8
23
4
8
6
4
4
7
4
4
4
4
10
6
5
5
4
4
5
5
5
5
4
6
4
4
4
9
18
6
5
4
11
4
10
6
8
8
6
8
4
4
9
9
5
4
4
15
10
9
7
9
6
4
7
4
7
4
15
4
9
4
4
28
4
4
4
5
4
4
12
5
4
6
6
5
4
4
4
10
7
4
4
7
4
4
12
5
8
6
17
4
5
4
5
5
6
4
4
4
6
8
10
4
5
4
4
4
16
4
7
4
4
14
5
5
5
5
7
19
16
4
4
7
9
5
14
4
16
10
5
6
4
4
4
5
4
4
5
4
4
5
8
15
7
5
8
8
5
4
4
11
5
22
4
4
4
5
4
16
5
4
6
5
4
4
4
7
4
8
7
4
6
5
8
8
4
7
4
13
4
4
4
4
7
5
4
5
12
8
4
4
8
5
4
4
7
5
13
4
4
4
6
4
4
4
4
4
5
6
4
4
4
6
9
5
6
13
4
7
5
4
4
4
6
6
8
6
5
9
6
4
9
4
4
4
5
4
4
4
5
5
8
4
4
9
4
4
4
4
4
4
4
4
4
4
4
4
4
5
8
7
4
4
4
5
5
6
12
5
9
12
4
16
4
5
4
4
6
4
4
5
6
5
6
4
4
7
9
5
5
4
4
12
4
6
9
4
5
4
4
4
4
4
11
4
6
4
5
4
4
6
4
7
9
5
14
4
4
4
5
4
4
9
4
4
10
4
4
6
4
9
5
4
5
14
9
4
4
17
4
5
9
7
4
5
7
10
5
4
8
4
4
6
5




Summary of computational transaction
Raw Inputview raw input (R code)
Raw Outputview raw output of R engine
Computing time3 seconds
R Server'Sir Ronald Aylmer Fisher' @ fisher.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 & 3 seconds \tabularnewline
R Server & 'Sir Ronald Aylmer Fisher' @ fisher.wessa.net \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=269578&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]3 seconds[/C][/ROW]
[ROW][C]R Server[/C][C]'Sir Ronald Aylmer Fisher' @ fisher.wessa.net[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=269578&T=0

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=269578&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 Inputview raw input (R code)
Raw Outputview raw output of R engine
Computing time3 seconds
R Server'Sir Ronald Aylmer Fisher' @ fisher.wessa.net







Properties of Density Trace
Bandwidth0.581852758016606
#Observations498

\begin{tabular}{lllllllll}
\hline
Properties of Density Trace \tabularnewline
Bandwidth & 0.581852758016606 \tabularnewline
#Observations & 498 \tabularnewline
\hline
\end{tabular}
%Source: https://freestatistics.org/blog/index.php?pk=269578&T=1

[TABLE]
[ROW][C]Properties of Density Trace[/C][/ROW]
[ROW][C]Bandwidth[/C][C]0.581852758016606[/C][/ROW]
[ROW][C]#Observations[/C][C]498[/C][/ROW]
[/TABLE]
Source: https://freestatistics.org/blog/index.php?pk=269578&T=1

Globally Unique Identifier (entire table): ba.freestatistics.org/blog/index.php?pk=269578&T=1

As an alternative you can also use a QR Code:  

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

Properties of Density Trace
Bandwidth0.581852758016606
#Observations498



Parameters (Session):
par1 = 0 ;
Parameters (R input):
par1 = 0 ; par2 = 0 ; par3 = ;
R code (references can be found in the software module):
if (par1 == '0') bw <- 'nrd0'
if (par1 != '0') bw <- as.numeric(par1)
bitmap(file='density1.png')
mydensity1<-density(x,bw=bw,kernel='gaussian',na.rm=TRUE)
plot(mydensity1,main='Gaussian Kernel',xlab=xlab,ylab=ylab)
grid()
dev.off()
mydensity1
bitmap(file='density2.png')
mydensity2<-density(x,bw=bw,kernel='epanechnikov',na.rm=TRUE)
plot(mydensity2,main='Epanechnikov Kernel',xlab=xlab,ylab=ylab)
grid()
dev.off()
bitmap(file='density3.png')
mydensity3<-density(x,bw=bw,kernel='rectangular',na.rm=TRUE)
plot(mydensity3,main='Rectangular Kernel',xlab=xlab,ylab=ylab)
grid()
dev.off()
bitmap(file='density4.png')
mydensity4<-density(x,bw=bw,kernel='triangular',na.rm=TRUE)
plot(mydensity4,main='Triangular Kernel',xlab=xlab,ylab=ylab)
grid()
dev.off()
bitmap(file='density5.png')
mydensity5<-density(x,bw=bw,kernel='biweight',na.rm=TRUE)
plot(mydensity5,main='Biweight Kernel',xlab=xlab,ylab=ylab)
grid()
dev.off()
bitmap(file='density6.png')
mydensity6<-density(x,bw=bw,kernel='cosine',na.rm=TRUE)
plot(mydensity6,main='Cosine Kernel',xlab=xlab,ylab=ylab)
grid()
dev.off()
bitmap(file='density7.png')
mydensity7<-density(x,bw=bw,kernel='optcosine',na.rm=TRUE)
plot(mydensity7,main='Optcosine Kernel',xlab=xlab,ylab=ylab)
grid()
dev.off()
load(file='createtable')
a<-table.start()
a<-table.row.start(a)
a<-table.element(a,'Properties of Density Trace',2,TRUE)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'Bandwidth',header=TRUE)
a<-table.element(a,mydensity1$bw)
a<-table.row.end(a)
a<-table.row.start(a)
a<-table.element(a,'#Observations',header=TRUE)
a<-table.element(a,mydensity1$n)
a<-table.row.end(a)
a<-table.end(a)
table.save(a,file='mytable.tab')