Hi

From: Lee Marine [mailto:marine1...@gmail.com]
Sent: Wednesday, January 22, 2014 2:01 AM
To: PIKAL Petr
Subject: Re: [R] My problem with R

ps.

>str(timestamp3)
 POSIXlt[1:36568], format: "2013-10-04 04:42:00" "2013-10-04 04:42:01" ...

POSIX format can have list structure or vector structure which is appropriate 
for your case.
see
?as.POSIXct

However did you consider to use merge which is probably more appropriate than 
rbind and does not have "matrix" side effect.

If I understand correctly you want to import several files with same structure 
and stack them together

> file1<-data.frame(a=rnorm(10), b=1:10)
> file1
            a  b
1   1.1507791  1
2   1.1080384  2
3   1.4140105  3
4   0.5001733  4
5  -0.2109147  5
6   0.4318809  6
7   0.7652300  7
8  -0.3629509  8
9  -0.1579185  9
10 -0.3710052 10
> file2<-data.frame(a=rnorm(10), b=11:20)
> file2
             a  b
1   0.38297419 11
2  -0.77735905 12
3   1.50438015 13
4   0.30632757 14
5   0.30045189 15
6   0.66224030 16
7   1.64338395 17
8  -0.84172668 18
9  -0.33173291 19
10  0.02078888 20
> merge(file1, file2, all=T)
             a  b
1  -0.84172668 18
2  -0.77735905 12
3  -0.37100523 10
4  -0.36295093  8
5  -0.33173291 19
6  -0.21091468  5
7  -0.15791848  9
8   0.02078888 20
9   0.30045189 15
10  0.30632757 14
11  0.38297419 11
12  0.43188092  6
13  0.50017333  4
14  0.66224030 16
15  0.76522999  7
16  1.10803836  2
17  1.15077911  1
18  1.41401048  3
19  1.50438015 13
20  1.64338395 17

After merging you can convert date and time to POSIX and sort or aggregate your 
file . AFAIK merge can stack only two data frames but you can do it easily in 
cycle or by hand.

Assuming your objects are named data1-datan, you can do

final <-merge(data1, data2, all=T)
final <- merge(final, data3, all=T)
....

Regards
Petr

> mode(timestamp3)
[1] "list"

> Time<-data.frame(rbind(timestamp3,timestamp4,timestamp5,timestamp6,timestamp7,timestamp8,timestamp9,
             
timestamp10,timestamp11,timestamp12,timestamp13,timestamp14,timestamp15,timestamp16))
> str(Time)
'data.frame':  14 obs. of  9 variables:
 $ sec  :List of 14
  ..$ timestamp3 : num  0 1 2 3 4 5 6 7 8 9 ...
  ..$ timestamp4 : num  0 1 2 3 4 5 6 7 8 9 ...
  ..$ timestamp5 : num  0 1 2 3 4 5 6 7 8 9 ...
  ..$ timestamp6 : num  0 1 2 3 4 5 6 7 8 9 ...
  ..$ timestamp7 : num  0 1 2 3 4 5 6 7 8 9 ...
  ..$ timestamp8 : num  0 1 2 3 4 5 6 7 8 9 ...
  ..$ timestamp9 : num  0 1 2 3 4 5 6 7 8 9 ...
  ..$ timestamp10: num  0 1 2 3 4 5 6 7 8 9 ...
  ..$ timestamp11: num  0 1 2 3 4 5 6 7 8 9 ...
  ..$ timestamp12: num  0 1 2 4 5 6 7 8 9 10 ...
  ..$ timestamp13: num  0 1 2 3 4 5 6 7 8 9 ...
  ..$ timestamp14: num  0 1 2 3 4 5 6 7 8 9 ...
  ..$ timestamp15: num  1 2 3 4 5 6 7 8 9 10 ...
  ..$ timestamp16: num  0 1 2 3 4 5 6 7 8 9 ...
 $ min  :List of 14
  ..$ timestamp3 : int  42 42 42 42 42 42 42 42 42 42 ...
  ..$ timestamp4 : int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp5 : int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp6 : int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp7 : int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp8 : int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp9 : int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp10: int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp11: int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp12: int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp13: int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp14: int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp15: int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp16: int  0 0 0 0 0 0 0 0 0 0 ...
 $ hour :List of 14
  ..$ timestamp3 : int  4 4 4 4 4 4 4 4 4 4 ...
  ..$ timestamp4 : int  15 15 15 15 15 15 15 15 15 15 ...
  ..$ timestamp5 : int  15 15 15 15 15 15 15 15 15 15 ...
  ..$ timestamp6 : int  15 15 15 15 15 15 15 15 15 15 ...
  ..$ timestamp7 : int  15 15 15 15 15 15 15 15 15 15 ...
  ..$ timestamp8 : int  15 15 15 15 15 15 15 15 15 15 ...
  ..$ timestamp9 : int  15 15 15 15 15 15 15 15 15 15 ...
  ..$ timestamp10: int  15 15 15 15 15 15 15 15 15 15 ...
  ..$ timestamp11: int  15 15 15 15 15 15 15 15 15 15 ...
  ..$ timestamp12: int  15 15 15 15 15 15 15 15 15 15 ...
  ..$ timestamp13: int  15 15 15 15 15 15 15 15 15 15 ...
  ..$ timestamp14: int  15 15 15 15 15 15 15 15 15 15 ...
  ..$ timestamp15: int  15 15 15 15 15 15 15 15 15 15 ...
  ..$ timestamp16: int  15 15 15 15 15 15 15 15 15 15 ...
 $ mday :List of 14
  ..$ timestamp3 : int  4 4 4 4 4 4 4 4 4 4 ...
  ..$ timestamp4 : int  4 4 4 4 4 4 4 4 4 4 ...
  ..$ timestamp5 : int  5 5 5 5 5 5 5 5 5 5 ...
  ..$ timestamp6 : int  6 6 6 6 6 6 6 6 6 6 ...
  ..$ timestamp7 : int  7 7 7 7 7 7 7 7 7 7 ...
  ..$ timestamp8 : int  8 8 8 8 8 8 8 8 8 8 ...
  ..$ timestamp9 : int  9 9 9 9 9 9 9 9 9 9 ...
  ..$ timestamp10: int  10 10 10 10 10 10 10 10 10 10 ...
  ..$ timestamp11: int  11 11 11 11 11 11 11 11 11 11 ...
  ..$ timestamp12: int  12 12 12 12 12 12 12 12 12 12 ...
  ..$ timestamp13: int  13 13 13 13 13 13 13 13 13 13 ...
  ..$ timestamp14: int  14 14 14 14 14 14 14 14 14 14 ...
  ..$ timestamp15: int  15 15 15 15 15 15 15 15 15 15 ...
  ..$ timestamp16: int  16 16 16 16 16 16 16 16 16 16 ...
 $ mon  :List of 14
  ..$ timestamp3 : int  9 9 9 9 9 9 9 9 9 9 ...
  ..$ timestamp4 : int  9 9 9 9 9 9 9 9 9 9 ...
  ..$ timestamp5 : int  9 9 9 9 9 9 9 9 9 9 ...
  ..$ timestamp6 : int  9 9 9 9 9 9 9 9 9 9 ...
  ..$ timestamp7 : int  9 9 9 9 9 9 9 9 9 9 ...
  ..$ timestamp8 : int  9 9 9 9 9 9 9 9 9 9 ...
  ..$ timestamp9 : int  9 9 9 9 9 9 9 9 9 9 ...
  ..$ timestamp10: int  9 9 9 9 9 9 9 9 9 9 ...
  ..$ timestamp11: int  9 9 9 9 9 9 9 9 9 9 ...
  ..$ timestamp12: int  9 9 9 9 9 9 9 9 9 9 ...
  ..$ timestamp13: int  9 9 9 9 9 9 9 9 9 9 ...
  ..$ timestamp14: int  9 9 9 9 9 9 9 9 9 9 ...
  ..$ timestamp15: int  9 9 9 9 9 9 9 9 9 9 ...
  ..$ timestamp16: int  9 9 9 9 9 9 9 9 9 9 ...
 $ year :List of 14
  ..$ timestamp3 : int  113 113 113 113 113 113 113 113 113 113 ...
  ..$ timestamp4 : int  113 113 113 113 113 113 113 113 113 113 ...
  ..$ timestamp5 : int  113 113 113 113 113 113 113 113 113 113 ...
  ..$ timestamp6 : int  113 113 113 113 113 113 113 113 113 113 ...
  ..$ timestamp7 : int  113 113 113 113 113 113 113 113 113 113 ...
  ..$ timestamp8 : int  113 113 113 113 113 113 113 113 113 113 ...
  ..$ timestamp9 : int  113 113 113 113 113 113 113 113 113 113 ...
  ..$ timestamp10: int  113 113 113 113 113 113 113 113 113 113 ...
  ..$ timestamp11: int  113 113 113 113 113 113 113 113 113 113 ...
  ..$ timestamp12: int  113 113 113 113 113 113 113 113 113 113 ...
  ..$ timestamp13: int  113 113 113 113 113 113 113 113 113 113 ...
  ..$ timestamp14: int  113 113 113 113 113 113 113 113 113 113 ...
  ..$ timestamp15: int  113 113 113 113 113 113 113 113 113 113 ...
  ..$ timestamp16: int  113 113 113 113 113 113 113 113 113 113 ...
 $ wday :List of 14
  ..$ timestamp3 : int  5 5 5 5 5 5 5 5 5 5 ...
  ..$ timestamp4 : int  5 5 5 5 5 5 5 5 5 5 ...
  ..$ timestamp5 : int  6 6 6 6 6 6 6 6 6 6 ...
  ..$ timestamp6 : int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp7 : int  1 1 1 1 1 1 1 1 1 1 ...
  ..$ timestamp8 : int  2 2 2 2 2 2 2 2 2 2 ...
  ..$ timestamp9 : int  3 3 3 3 3 3 3 3 3 3 ...
  ..$ timestamp10: int  4 4 4 4 4 4 4 4 4 4 ...
  ..$ timestamp11: int  5 5 5 5 5 5 5 5 5 5 ...
  ..$ timestamp12: int  6 6 6 6 6 6 6 6 6 6 ...
  ..$ timestamp13: int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp14: int  1 1 1 1 1 1 1 1 1 1 ...
  ..$ timestamp15: int  2 2 2 2 2 2 2 2 2 2 ...
  ..$ timestamp16: int  3 3 3 3 3 3 3 3 3 3 ...
 $ yday :List of 14
  ..$ timestamp3 : int  276 276 276 276 276 276 276 276 276 276 ...
  ..$ timestamp4 : int  276 276 276 276 276 276 276 276 276 276 ...
  ..$ timestamp5 : int  277 277 277 277 277 277 277 277 277 277 ...
  ..$ timestamp6 : int  278 278 278 278 278 278 278 278 278 278 ...
  ..$ timestamp7 : int  279 279 279 279 279 279 279 279 279 279 ...
  ..$ timestamp8 : int  280 280 280 280 280 280 280 280 280 280 ...
  ..$ timestamp9 : int  281 281 281 281 281 281 281 281 281 281 ...
  ..$ timestamp10: int  282 282 282 282 282 282 282 282 282 282 ...
  ..$ timestamp11: int  283 283 283 283 283 283 283 283 283 283 ...
  ..$ timestamp12: int  284 284 284 284 284 284 284 284 284 284 ...
  ..$ timestamp13: int  285 285 285 285 285 285 285 285 285 285 ...
  ..$ timestamp14: int  286 286 286 286 286 286 286 286 286 286 ...
  ..$ timestamp15: int  287 287 287 287 287 287 287 287 287 287 ...
  ..$ timestamp16: int  288 288 288 288 288 288 288 288 288 288 ...
 $ isdst:List of 14
  ..$ timestamp3 : int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp4 : int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp5 : int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp6 : int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp7 : int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp8 : int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp9 : int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp10: int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp11: int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp12: int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp13: int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp14: int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp15: int  0 0 0 0 0 0 0 0 0 0 ...
  ..$ timestamp16: int  0 0 0 0 0 0 0 0 0 0 ...
> mode(Time)
[1] "list"

What is the problem?

2014/1/22 Lee Marine <marine1...@gmail.com<mailto:marine1...@gmail.com>>
Hi, This is marine, again.
Thanks for your e-mail that give me a time to think.

I tried to work in R again,

First step,
>data3=read.csv("D://data3.csv", header=FALSE)
>str(data3)
'data.frame': 36568 obs. of  89 variables:
 $ V1 : Factor w/ 1 level "2013-10-04": 1 1 1 1 1 1 1 1 1 1 ...
 $ V2 : Factor w/ 36568 levels "10:00:00","10:00:01",..: 17753 17754 17755 
17756 17757 17758 17759 17760 17761 17762 ...
 $ V3 : num  0.208 0.545 0.208 0.208 0.782 ...
 $ V4 : num  0.744 0.373 0.744 0.744 0.17 ...
...
> head(data3$V1)
[1] 2013-10-04 2013-10-04 2013-10-04 2013-10-04 2013-10-04 2013-10-04
Levels: 2013-10-04
> head(data3$V2)
[1] 4:42:00 4:42:01 4:42:02 4:42:03 4:42:04 4:42:05
36568 Levels: 10:00:00 10:00:01 10:00:02 10:00:03 10:00:04 10:00:05 ... 9:59:59


Second step,
>a3<-cbind(data3[1:36568,3])
>b3<-cbind(data3[1:36568,4])
>c3<-cbind(data3[1:36568,5])
...
>a<-rbind(a3,a4,a5,a6,a7,a8,a9,a10,a11,a12,a13,a14,a15,a16)
>b<-rbind(b3,b4,b5,b6,b7,b8,b9,b10,b11,b12,b13,b14,b15,b16)
...

>str(a) #V1=a
num [1:1143479, 1] 0.208 0.545 0.208 0.208 0.782 ...

I attempt to bind data in data frame,
>seems=data.frame(cbind(date,day,a,b,c,d,e,f,g,h,i,j,k,l,m,n,o,p,q,r,s,t,u,v,w,x,y,z,aa,ab,ac,ad))
>str(seems)
'data.frame': 1143479 obs. of  32 variables:
 $ X1 : num  1 1 1 1 1 1 1 1 1 1 ...
 $ X2 : num  17753 17754 17755 17756 17757 ...
 $ X3 : num  0.208 0.545 0.208 0.208 0.782 ...

It is all changed number.

also,
>timestamp3<-strptime(paste(data3[,1],data3[,2], sep=""),format="%Y-%m-%d 
>%H:%M:%S")
>timestamp4<-strptime(paste(data4[,1],data4[,2], sep=""),format="%Y-%m-%d 
>%H:%M:%S")
>timestamp5<-strptime(paste(data5[,1],data5[,2], sep=""),format="%Y-%m-%d 
>%H:%M:%S")
...
>mode(timestamp3)
[1] "List"
> head(timestamp16)
[1] "2013-10-16 15:00:00" "2013-10-16 15:00:01" "2013-10-16 15:00:02"
[4] "2013-10-16 15:00:03" "2013-10-16 15:00:04" "2013-10-16 15:00:05"
> tail(timestamp16)
[1] "2013-10-17 14:59:54" "2013-10-17 14:59:55" "2013-10-17 14:59:56"
[4] "2013-10-17 14:59:57" "2013-10-17 14:59:58" "2013-10-17 14:59:59"

It was good only first time.
I have to bind(rbind) these timestamps and all data, tried to bind,
>Time<-rbind(timestamp3,timestamp4,timestamp5,timestamp6,timestamp7,timestamp8,timestamp9,timestamp10,
            
timestamp11,timestamp12,timestamp13,timestamp14,timestamp15,timestamp16)
>head(Time)
>head(timestamp3)
           sec           min           hour          mday
timestamp3 Numeric,36568 Integer,36568 Integer,36568 Integer,36568
timestamp4 Numeric,85206 Integer,85206 Integer,85206 Integer,85206
timestamp5 Numeric,85207 Integer,85207 Integer,85207 Integer,85207
timestamp6 Numeric,85206 Integer,85206 Integer,85206 Integer,85206
timestamp7 Numeric,85207 Integer,85207 Integer,85207 Integer,85207
timestamp8 Numeric,85161 Integer,85161 Integer,85161 Integer,85161

           mon           year          wday          yday
timestamp3 Integer,36568 Integer,36568 Integer,36568 Integer,36568
timestamp4 Integer,85206 Integer,85206 Integer,85206 Integer,85206
timestamp5 Integer,85207 Integer,85207 Integer,85207 Integer,85207
timestamp6 Integer,85206 Integer,85206 Integer,85206 Integer,85206
timestamp7 Integer,85207 Integer,85207 Integer,85207 Integer,85207
timestamp8 Integer,85161 Integer,85161 Integer,85161 Integer,85161
...

>Time<-data.frame(rbind(timestamp3,timestamp4,timestamp5,timestamp6,timestamp7,timestamp8,timestamp9,
            
timestamp10,timestamp11,timestamp12,timestamp13,timestamp14,timestamp15,timestamp16))
>head(Time) # did not work

If time column is work, I can try to implement aggregate function, but it 
didn't work.

Please tell me how I figure it out.

Best Regards,
Marine

2014/1/21 PIKAL Petr <petr.pi...@precheza.cz<mailto:petr.pi...@precheza.cz>>
Hi

see in line

> -----Original Message-----
> From: r-help-boun...@r-project.org<mailto:r-help-boun...@r-project.org> 
> [mailto:r-help-bounces@r-<mailto:r-help-bounces@r->
> project.org<http://project.org>] On Behalf Of Lee Marine
> Sent: Tuesday, January 21, 2014 7:17 AM
> To: r-help@r-project.org<mailto:r-help@r-project.org>
> Subject: [R] My problem with R
>
> Hi, I am a student in trouble with R.
> please help me!
>
> I have a 16 huge data(.csv).
>
> data1<-read.csv(D://data1.csv, header=FALSE) .
> .
> .
> data16<-read.csv(D://data16.csv, header=FALSE)
>
> and then, I tried to seperated data w/ column.
>
> a1<-cbind(data1[1:36568,1])
> b1<-cbind(data1[1:36568,2])
> .
> .
> .
> ac16<-cbind(data16[1:85207,31])
>
> a column is a Date(yyyy-mm-dd)
> b column is a Time(hh:mm:ss)
> c to ac is a numeric data.
>
> finished this work, use "rbind" function.
>
> date<-rbind(a1,a2,a3,a4,.....,a16)
> time<-rbind(b1,b2,b3,..........,b16)
> .
> .
> .
> .
> ac<-rbind(ac1,ac2,ac3,...,ac16)
>
> I want to see yyyy-mm-dd format, but It does not work.
> >b
>       [,1]
> [1,] 17753
> [2,] 17754
> [3,] 17755
> [4,] 17756
> [5,] 17757
> [6,] 17758
>
> >a
>      [,1]
> [1,]    1
> [2,]    1
> [3,]    1
> [4,]    1
> [5,]    1
> [6,]    1
>
> I don't know why...
It is because you did not bother to make a glimpse to R-Intro to learn about 
data types and how to work with them.

1. Reading such data to R means that they are transformed to character or 
factor. See

?str
?factor

2. Functions rbind and cbind produce matrices if input is not a data frame. 
Matrices can not hold different types of data as data frames.

> Question 1.
> I want to paste a and b >> yyyy-mm-dd hh:mm:ss
timestamp <-strptime(paste(data1[,1], data1[,2], sep=" "), format = ....)

see
?paste
?strptime
?as.POSIXct

how to do it exactly

>
> Question 2.
> I want to averaging mean, median for every each minute groups.
> for example)
see
?aggregate

for averaging and

?format

how to specify minute chunks.

Final remarks.

If you prototype the code for one file, you can do all computation in cycle.
Do not post in HTML
Post some data eg. by dput
Do your homework and read help pages. They are available, usually well written 
and much effort is invested to them to be simply overlooked.

Regards
Petr


>                      Time          c      d            e         f
> . .
> .
> 2014-01-20 00:00:00 3.1428 1.99 0.123455 7.5526 2014-01-20 00:00:01
> 3.1887 1.03 0.176545 7.5234 2014-01-20 00:00:02 2.1876 1.27 0.987455
> 7.5996 ...
> 2014-01-20 00:01:00 5.4428 1.96 0.164455 7.8666 2014-01-20 00:01:01
> 1.5658 1.39 0.176545 7.7786 2014-01-20 00:01:02 3.1776 1.67 0.254655
> 7.4567
>
> then,
>                      Time   average_C         c      d            e
> f      . . .
> 2014-01-20 00:00:00     here       3.1428 1.99 0.123455 7.5526
> 2014-01-20 00:00:01                  3.1887 1.03 0.176545 7.5234
> 2014-01-20 00:00:02                  2.1876 1.27 0.987455 7.5996
> ...
> 2014-01-20 00:01:00      here      5.4428 1.96 0.164455 7.8666
> 2014-01-20 00:01:01                  1.5658 1.39 0.176545 7.7786
> 2014-01-20 00:01:02                  3.1776 1.67 0.254655 7.4567
>
> PLEASE HELP ME, R-help!!!
>
>       [[alternative HTML version deleted]]
>
> ______________________________________________
> R-help@r-project.org<mailto:R-help@r-project.org> mailing list
> https://stat.ethz.ch/mailman/listinfo/r-help
> PLEASE do read the posting guide http://www.R-project.org/posting-
> guide.html
> and provide commented, minimal, self-contained, reproducible code.

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Odesílatel e-mailu neodpovídá za eventuální ¹kodu zpùsobenou modifikacemi èi 
zpo¾dìním pøenosu e-mailu.

V pøípadì, ¾e je tento e-mail souèástí obchodního jednání:
- vyhrazuje si odesílatel právo ukonèit kdykoliv jednání o uzavøení smlouvy, a 
to z jakéhokoliv dùvodu i bez uvedení dùvodu.
- a obsahuje-li nabídku, je adresát oprávnìn nabídku bezodkladnì pøijmout; 
Odesílatel tohoto e-mailu (nabídky) vyluèuje pøijetí nabídky ze strany pøíjemce 
s dodatkem èi odchylkou.
- trvá odesílatel na tom, ¾e pøíslu¹ná smlouva je uzavøena teprve výslovným 
dosa¾ením shody na v¹ech jejích nále¾itostech.
- odesílatel tohoto emailu informuje, ¾e není oprávnìn uzavírat za spoleènost 
¾ádné smlouvy s výjimkou pøípadù, kdy k tomu byl písemnì zmocnìn nebo písemnì 
povìøen a takové povìøení nebo plná moc byly adresátovi tohoto emailu pøípadnì 
osobì, kterou adresát zastupuje, pøedlo¾eny nebo jejich existence je adresátovi 
èi osobì jím zastoupené známá.

This e-mail and any documents attached to it may be confidential and are 
intended only for its intended recipients.
If you received this e-mail by mistake, please immediately inform its sender. 
Delete the contents of this e-mail with all attachments and its copies from 
your system.
If you are not the intended recipient of this e-mail, you are not authorized to 
use, disseminate, copy or disclose this e-mail in any manner.
The sender of this e-mail shall not be liable for any possible damage caused by 
modifications of the e-mail or by delay with transfer of the email.

In case that this e-mail forms part of business dealings:
- the sender reserves the right to end negotiations about entering into a 
contract in any time, for any reason, and without stating any reasoning.
- if the e-mail contains an offer, the recipient is entitled to immediately 
accept such offer; The sender of this e-mail (offer) excludes any acceptance of 
the offer on the part of the recipient containing any amendment or variation.
- the sender insists on that the respective contract is concluded only upon an 
express mutual agreement on all its aspects.
- the sender of this e-mail informs that he/she is not authorized to enter into 
any contracts on behalf of the company except for cases in which he/she is 
expressly authorized to do so in writing, and such authorization or power of 
attorney is submitted to the recipient or the person represented by the 
recipient, or the existence of such authorization is known to the recipient of 
the person represented by the recipient.

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