[R] Marking Interval Length

jim holtman jholtman at gmail.com
Sat Jul 26 21:15:57 CEST 2008


You can use the 'reshape' package to convert the wide to long and then
process it:

> x <- read.table('/countrydata.csv', header=TRUE, sep='\t')
> require(reshape)
> # convert the 'wide' to 'long' format
> x.long <- melt(x, id.var="Date")
There were 24 warnings (use warnings() to see them)
> head(x.long,20)
       Date       variable   value
1   6/30/07 Albania..euro.       2
2   3/31/07 Albania..euro.       2
3  11/30/06 Albania..euro.       2
4    5/2/06 Albania..euro.       2
5   1/11/06 Albania..euro.       2
6    8/5/05 Albania..euro.       2
7   7/31/05 Albania..euro.       2
8   4/30/05 Albania..euro.       2
9   1/31/05 Albania..euro.       2
10   1/3/05 Albania..euro.       2
11   1/2/05 Albania..euro.       2
12 12/31/04 Albania..euro. 2 (USD)
13 11/28/04 Albania..euro. 2 (USD)
14 10/31/04 Albania..euro. 2 (USD)
15   9/7/04 Albania..euro. 2 (USD)
16  6/30/04 Albania..euro. 2 (USD)
17  4/30/04 Albania..euro. 2 (USD)
18 12/31/03 Albania..euro. 2 (USD)
19 11/30/03 Albania..euro. 2 (USD)
20  7/10/03 Albania..euro. 2 (USD)

One problem you will have in processing the 'value' field is that you
have non-numeric data (e.g., "2 (USD)") in your data file which will
convert everything to factors which means you can not compute the
'mean' of the data.  So this might get you part way to your solution.

On Sat, Jul 26, 2008 at 11:30 AM, Jia Ying Mei <jiamei at princeton.edu> wrote:
> Hi everyone,
>
> I'm trying to break down data into intervals because I need to analyze data
> according to the intervals between each change in value. What I have done is
> merged the attached data files, and filled in the missing values this way:
>
>> fmt<-"%m/%d/%y"
>> dd<-read.csv("Desktop/R/CDSdate.txt")
>> dd$Date<-as.Date(dd$Date, fmt)
>>library(zoo)
>> data<-read.zoo("Desktop/R/Countrydata.txt", head=T, format=fmt, sep="\t")
>>newdata<-merge(data, zoo(,dd$Date)
>>Finaldata<-na.locf(newdata, fromLast=TRUE)
>
> Now, I have to break up this Finaldata. I've been told to do something like
> this:
>
> # first make up some data
> jym.df<-data.frame(country=rep(c("au","br""cn","in","us"),each=100),
> date=rep(as.Date("02/02/2008",
>  format="%d/%m/%Y"),500)+sample(-40:40,500,TRUE),
> price=rnorm(500,100,20))
> # get the intervals by country - have to create a new data frame
> jymint.df<-data.frame(country=rep(levels(jym.df$country),each=99),
> intervals=unlist(tapply(jym.df$date,jym.df$country,diff)))
> library(prettyR)
> # break down the intervals by country
> brkdn(intervals~country,jymint.df,num.desc=c("mean","median"))
>
> But, obviously the first step generates data that is very different from my
> data. Does anyone know what I can do to modify the above directions so that
> it can be applied to my data?
>
> I've been told by a friend to do something like either:
>
> -loop through countries using na.omit so you get a column of different
> length for each country. then, run the code.
>
> -or, write a code that detects changes in the difference of prices - if
> positive, you have a new interval. use this information to mark intervals
> and take their length.
>
> I am not familiar with either way of dealing with this, and was also told
> this may be complicated, so any help would be greatly appreciated! Thanks!
>
> Jia Ying Mei
>
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> Date    Albania (euro)  Australia (AUD) Austria (euro)  Belgium (euro)
>  Brazil (RS)     CZ (Kr) Cipro (L.?)     Denmark (Kr)    Egitto (euro)
> Finland (euro)  France (euro)   Germany (euro)  Greece (euro)   Monaco
> (euro)   Ireland (euro)  Luxembourg (euro)       Malta (MH)      Nigeria
> (euro)  Norway (Kr)     Olanda (euro)   Poloma (Pln)    Portugal (euro)
> Romania (euro)  SK Slov (Sk)    Slovenia (euro/SIT)     Spain (euro)
>  Svezia (Kr)     CH (Fr.)        CH Tic. (Fr)    Turkey (euro)   UK (pounds)
>     USA     Venezuela (US dollars)  Ungheria (Ft.)  Libano (LL)     Italy
> Canada (C$)     Costa Rica (USD)        Libia (Dirh)    Messico (N.$)   S.
> Domingo (RD) South Africa (R.)       Bulgaria (Leva) Ethopia (Dirh_
> 6/30/07 2       2       1.85    1.85    7       60      1.2     15      2
>     2       1.85    1.85    1.6     1.85    2       1.85    0.9     2.5
> 17      1.85    9       1.5     2       80      1.6 (383)       1.5     18
>    2.8     2.7     2.4     1.4     3       3       495     NA      1
> NA      NA      NA      NA      NA      NA      NA      NA
> 3/31/07 2       2       1.85    1.85    7       60      1.2     15      2
>     2       1.85    1.85    1.6     1.85    2       1.85    0.9     2.5
> 17      1.85    9       1.5     2       80      1.6 (383)       1.5     18
>    2.8     2.7     2       1.4     3       3       495     NA      1
> NA      NA      NA      NA      NA      NA      NA      NA
> 11/30/06        2       2       1.85    1.85    7       60      1.2     15
>    2       2       1.85    1.85    1.6     1.85    2       1.85    0.9
> 2.5     17      1.85    9       1.5     2       80      480     1.5     18
>    2.8     2.7     2       1.4     3       3       495     NA      1
> NA      NA      NA      NA      NA      NA      NA      NA
> 5/2/06  2       2       1.85    1.85    7       60      1.2     15      2
>     2       1.85    1.85    1.6     1.85    2       1.85    0.9     2.5
> 17      1.85    9       1.5     2       80      480     1.5     18      2.8
>     2.7     2       1.4     3       3       495     NA      1       NA
>  NA      NA      NA      NA      NA      NA      NA
> 1/11/06 2       2       1.85    1.85    7       60      1.2     15      2
>     2       1.85    1.85    1.6     1.85    2       1.85    0.9     3 (USD)
> 17      1.85    9       1.5     2       80      480     1.5     18      2.8
>     2.7     NA      1.4     3       3       495     NA      1       NA
>  NA      NA      NA      NA      NA      NA      NA
> 8/5/05  2       2       1.85    1.85    7       60      1.2     15      2
>     2       1.85    1.85    1.6     1.85    2       1.85    0.9     3 (USD)
> 17      1.85    9       1.5     2       80      480     1.5     18      2.8
>     2.7     NA      1.4     3       3       495     NA      0.9     NA
>  NA      NA      NA      NA      NA      NA      NA
> 7/31/05 2       2       1.85    1.85    7       60      1.2     15      2
>     2       1.85    1.85    1.6     1.85    2       1.85    0.9     3 (USD)
> 17      1.85    9       1.5     2       80      480     1.5     18      2.8
>     2.7     NA      1.4     3       3       495     NA      0.9     NA
>  NA      NA      NA      NA      NA      NA      NA
> 4/30/05 2       1.5     1.85    1.85    7       56      1.2     15      2
>     2       1.85    1.85    1.6     1.85    2       1.85    0.53    3 (USD)
> 16      1.85    8.4     1.5     2       71      280     1.5     18      2.8
>     2.7     NA      1.3     2       3       350     NA      0.9     NA
>  NA      NA      NA      NA      NA      NA      NA
> 1/31/05 2       1.5     1.85    1.85    7       56      1.2     15      2.2
> (USD)       2       1.85    1.85    1.6     1.85    2       1.85    0.53
>  3 (USD) 16      1.85    8.4     1.5     2       71      280     1.5     18
>      2.8     2.7     NA      1.3     2       3       350     NA      0.9
> NA      NA      NA      NA      NA      NA      NA      NA
> 1/3/05  2       1.5     1.85    1.85    5       56      1.2     15      2.2
> (USD)       2       1.85    1.85    1.6     1.85    2       1.85    0.53
>  3 (USD) 16      1.85    8.4     1.5     2       71      280     1.5     18
>      2.8     2.7     NA      1.3     2       3       350     3.5     0.9
> NA      NA      NA      NA      NA      NA      NA      NA
> 1/2/05  2       NA      1.85    1.85    NA      56      1.2     15      2.2
> (USD)       2       1.85    1.85    1.6     1.85    2       1.85    0.53
>  3 (USD) 16      1.85    8.4     1.5     2       71      280     1.5     18
>      2.8     2.7     NA      1.3     2       3       350     NA      0.9
> NA      NA      NA      NA      NA      NA      NA      NA
> 12/31/04        2 (USD) NA      1.85    1.85    NA      56      1.2     15
>    2.2 (USD)       2       1.85    1.85    1.6     1.85    2       1.85
>  0.53    3 (USD) 16      1.85    8.4     1.4     2       69      280     1.4
>     18      2.8     2.5     NA      1.3     2       300 (BS)        350
> NA      0.9     NA      NA      NA      NA      NA      NA      NA      NA
> 11/28/04        2 (USD) NA      1.85    1.85    NA      56      1.2     15
>    2.2 (USD)       2       1.85    1.85    1.6     1.85    2       1.85
>  0.53    3 (USD) 16      1.85    8.4     1.4     2       69      280     1.4
>     18      2.8     2.5     NA      1.3     2       6000 (BS)       350
> NA      0.9     NA      NA      NA      NA      NA      NA      NA      NA
> 10/31/04        2 (USD) NA      1.85    1.85    NA      56      1.2     15
>    2.2 (USD)       2       1.85    1.85    1.6     1.85    2       1.85
>  0.53    3 (USD) 16      1.85    8.4     1.4     55000 (lei)     69      280
>     1.4     18      2.8     2.5     NA      1.3     2       300 (BS)
>  350     NA      0.9     NA      NA      NA      NA      NA      NA      NA
>      NA
> 9/7/04  2 (USD) NA      1.85    1.85    4       56      1.2     15      2.2
> (USD)       2       1.85    1.85    1.6     1.85    2       1.85    0.53
>  3 (USD) 16      1.85    8.4     1.4     55000 (lei)     69      280     1.4
>     18      2.8     2.5     NA      1.3     2       300 (BS)        350
> NA      0.9     NA      NA      NA      NA      NA      NA      NA      NA
> 6/30/04 2 (USD) NA      1.85    1.85    4       56      1.2     15      2.2
> (USD)       2       1.85    1.85    1.6     1.85    2       1.85    0.53
>  3 (USD) 16      1.85    8.4     1.2     55000 (lei)     69      280     1.2
>     18      2.8     2.5     NA      1.3     2       300 (BS)        350
> NA      0.9     NA      NA      NA      NA      NA      NA      NA      NA
> 4/30/04 2 (USD) NA      1.85    1.85    4       56      1.2     15      2.2
> (USD)       2       1.85    1.85    1.6     1.85    2       1.85    0.5
> 3 (USD) 16      1.85    8.4     1.2     55000 (lei)     69      280     1.2
>     18      2.8     2.5     NA      1.3     2       300 (BS)        350
> NA      0.9     NA      NA      NA      NA      NA      NA      NA      NA
> 12/31/03        2 (USD) NA      1.85    1.85    4       56      1.2     15
>    2.2 (USD)       2       1.85    1.85    1.6     1.85    2       1.85
>  0.5     3 (USD) 16      1.85    8.4     1.2     55000 (lei)     69      280
>     1.2     18      2.8     2.5     NA      1.3     2       300 (BS)
>  300     NA      0.9     NA      NA      NA      NA      NA      NA      NA
>      NA
> 11/30/03        2 (USD) NA      1.85    1.85    4       56      1.2     15
>    13 (EP) 2       1.85    1.85    1.6     1.85    2       1.85    0.5     3
> (USD) 16      1.85    8.4     1.2     55000 (lei)     69      280     1.2
>   18      2.8     2.5     NA      1.3     2       300 (BS)        300     NA
>      0.9     NA      NA      NA      NA      NA      NA      NA      NA
> 7/10/03 2 (USD) NA      1.85    1.85    4       56      1.2     15      13
> (EP) 2       1.85    1.85    1.6     1.85    2       1.85    0.5     3 (USD)
> 16      1.85    8.4     1.2     55000 (lei)     69      320     1.2     18
>    2.8     2.5     NA      1.3     2       300 (BS)        300     NA
>  0.9     NA      NA      NA      NA      NA      NA      NA      NA
> 5/2/03  2 (USD) NA      1.85    1.85    4       56      1.2     15      8
> (EP)  2       1.85    1.85    1.6     1.85    2       1.85    0.5     3
> (USD) 16      1.85    8.4     1.2     55000 (lei)     69      320     1.2
>   18      2.8     2.5     NA      1.3     2       300 (BS)        300     NA
>      0.9     NA      NA      NA      NA      NA      NA      NA      NA
> 3/31/03 2 (USD) NA      1.85    1.85    3       56      1.2     15      8
> (EP)  2       1.85    1.85    1.6     1.85    2       1.85    0.5     3
> (USD) 16      1.85    8.4     1.2     55000 (lei)     69      320     1.2
>   18      2.8     2.5     NA      1.3     2       300 (BS)        300     NA
>      0.9     NA      NA      NA      NA      NA      NA      NA      NA
> 6/30/02 2 (USD) NA      1.85    1.85    2.5     56      1.2     15      8
> (EP)  2       1.85    1.85    1.6     1.85    2       1.85    0.5     3
> (USD) 16      1.85    8.4     1.2     55000 (lei)     69      320     1.2
>   18      2.8     2.5     NA      1.3     2       300 (BS)        300     NA
>      0.9     NA      NA      NA      NA      NA      NA      NA      NA
> 6/10/02 2 (USD) NA      1.85    1.85    2.5     56      1.2     15      8
> (EP)  2       1.85    1.85    1.6     1.85    2       1.85    0.5     3
> (USD) 16      1.85    8.4     1.2     55000 (lei)     69      280     1.2
>   18      2.8     2.5     NA      1.3     2       300 (BS)        300     NA
>      0.9     NA      NA      NA      NA      NA      NA      NA      NA
> 4/28/02 2 (USD) NA      1.85    1.85    2.5     56      1.2     15      8
> (EP)  2       1.85    1.85    1.6     1.85    2       1.85    0.5     3
> (USD) 16      1.85    8.4     1.2     55000 (lei)     69      280     1.2
>   15      2.8     2.5     NA      1.3     2       300 (BS)        250     NA
>      0.9     NA      NA      NA      NA      NA      NA      NA      NA
> 4/25/02 2 (USD) NA      1.85    1.85    2.5     56      1.2     15      8
> (EP)  2       1.85    1.85    1.6     1.85    2       1.85    0.5     3
> (USD) 15      1.85    8.4     1.2     55000 (lei)     69      280     1.2
>   15      2.8     2.5     NA      1.3     2       300 (BS)        250     NA
>      0.9     NA      NA      NA      NA      NA      NA      NA      NA
> 2/26/02 2 (USD) NA      1.85    1.85    2.5     56      1.2     15      8
> (EP)  2       1.85    1.85    1.6     1.85    2       1.85    0.5     3
> (USD) 15      1.85    8.4     1.2     55000 (lei)     69      280     1.2
>   15      2.8     2.5     NA      1.3     2       300 (BS)        250     NA
>      .88 (1.7 lire)  NA      NA      NA      NA      NA      NA      NA
>  NA
> 12/31/01        2       NA      26 (Sc) 75 (F.B)        2.5     56      1.2
>     15      8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)
>  12 (P.F)        1.6 (I.L)       50 (FL) 0.5     NA      15      4 (Fl.) 8.4
>     200 (Esc)       55000 (lei)     69      280     150 (Pts)       15
>  2.8     2.5     NA      1.3     2       NA      250     3.25    .88 (1.7
> lire)  3.5     3       3.6     21      50      15.95   NA      6.5
> 12/9/01 2       NA      26 (Sc) 50 (F.B)        2.5     56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)        12 (P.F)
>        1.6 (I.L)       50 (FL) 0.5     NA      15      4 (Fl.) 8.4     200
> (Esc)       6000 (lei)      69      280     150 (Pts)       15      2.8
> 2.5     NA      1.3     2       NA      250     3.25    .88 (1.7 lire)  3
>     3.5     3.6     21      50      15.95   NA      6.5
> 12/2/01 2       NA      26 (Sc) 50 (F.B)        2.5     56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)        12 (P.F)
>        1.6 (I.L)       50 (FL) 0.5     NA      15      4 (Fl.) 8.4     200
> (Esc)       6000 (lei)      69      280     150 (Pts)       15      2.8
> 2.5     NA      1.3     2       NA      250     3.25    .77 (1.5 lire)  3
>     3.5     3.6     21      50      15.95   NA      6.5
> 11/4/01 2       NA      26 (Sc) 50 (F.B)        2       56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)        12 (P.F)
>        1.6 (I.L)       50 (FL) 0.5     NA      15      4 (Fl.) 8.4     200
> (Esc)       6000 (lei)      69      280     150 (Pts)       15      2.8
> 2.5     NA      1.3     2       NA      250     3.25    .77 (1.5 lire)  3
>     3.5     3.6     21      50      15.95   NA      6.5
> 5/3/01  2       NA      26 (Sc) 50 (F.B)        1.5     56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)        12 (P.F)
>        1.6 (I.L)       50 (FL) 0.5     NA      15      4 (Fl.) 8.4     200
> (Esc)       6000 (lei)      69      280     150 (Pts)       15      2.8
> 2.5     NA      1.3     2       NA      250     3.25    .77 (1.5 lire)  3
>     3.5     3.6     21      50      15.95   NA      6.5
> 4/1/01  2       4       26 (Sc) 50 (F.B)        NA      56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)        12 (P.F)
>        1.6 (I.L)       50 (FL) 0.5     NA      15      4 (Fl.) 8.4     200
> (Esc)       6000 (lei)      69      280     150 (Pts)       15      2.8
> 2.5     NA      1.3     2       NA      250     3.25    .77 (1.5 lire)  3
>     3.5     3.6     21      50      15.95   NA      6.5
> 2/5/01  2       4       26 (Sc) 50 (F.B)        NA      56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)        12 (P.F)
>        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 8.4     200
> (Esc)       6000 (lei)      69      280     150 (Pts)       15      2.8
> 2.5     NA      1.3     2       NA      250     3.25    .77 (1.5 lire)  3
>     3.5     3.6     21      50      15.95   NA      6.5
> 5/6/00  2       4       26 (Sc) 50 (F.B)        7.5     56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)        12 (P.F)
>        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 8.4     200
> (Esc)       6000 (lei)      69      280     150 (Pts)       15      2.8
> 2.5     NA      1.3     2       NA      250     3.25    .77 (1.5 lire)  3
>     3.5     3.6     21      50      15.95   NA      6.5
> 3/31/00 2       4       26 (Sc) 75 (F.B)        7.5     56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)        12 (P.F)
>        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 8.4     200
> (Esc)       6000 (lei)      69      280     150 (Pts)       15      2.8
> 2.5     NA      1.3     2       NA      250     3.25    .77 (1.5 lire)  3
>     3.5     3.6     21      50      15.95   NA      6.5
> 3/18/00 2       4       26 (Sc) 75 (F.B)        7.5     56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)        12 (P.F)
>        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 8.4     200
> (Esc)       6000 (lei)      69      280     150 (Pts)       15      2.8
> 2.5     NA      1.3     2       NA      250     3.25    .77 (1.5 lire)  3
>     3.5     3.6     21      50      15.95   NA      6.5
> 1/12/00 2       4       26 (Sc) 75 (F.B)        7.5     56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)        12 (P.F)
>        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 8.4     200
> (Esc)       6000 (lei)      69      280     150 (Pts)       15      2.8
> 2.5     NA      1.3     2       300 (BS)        250     3.25    .77 (1.5
> lire)  3       3.5     3.6     21      50      15.95   NA      6.5
> 12/14/99        2       4       26 (Sc) 75 (F.B)        7.5     56      1.2
>     15      8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)
>  12 (P.F)        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 8.2
>     200 (Esc)       6000 (lei)      69      280     150 (Pts)       15
>  2.8     2.5     NA      1.3     2       300 (BS)        250     3.25    .77
> (1.5 lire)  3       3.5     3.6     21      50      15.95   NA      6.5
> 10/31/99        2       4       26 (Sc) 75 (F.B)        7.5     56      1.2
>     15      8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)
>  12 (P.F)        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 8.2
>     200 (Esc)       6000 (lei)      69      280     150 (Pts)       15
>  2.8     2.5     NA      1.3     2       300 (BS)        250     3.25    .77
> (1.5 lire)  3       3.5     3.6     21      50      15.95   NA      6.5
> 9/13/99 2       4       26 (Sc) 75 (F.B)        7.5     56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)        12 (P.F)
>        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 8.2     200
> (Esc)       6000 (lei)      55      280     150 (Pts)       15      2.8
> 2.5     NA      1.3     2       300 (BS)        250     3.25    .77 (1.5
> lire)  3       3.5     3.6     21      50      15.95   NA      6.5
> 8/13/99 2       4       26 (Sc) 75 (F.B)        6.5     56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)        12 (P.F)
>        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 8.2     200
> (Esc)       6000 (lei)      55      280     150 (Pts)       15      2.8
> 2.5     NA      1.3     2       300 (BS)        250     3.25    .77 (1.5
> lire)  3       3.5     3.6     21      50      15.95   NA      6.5
> 7/30/99 2       4       26 (Sc) 75 (F.B)        6.5     56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)        12 (P.F)
>        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 8.2     200
> (Esc)       6000 (lei)      55      280     150 (Pts)       15      2.8
> 2.5     NA      1.3     2       300 (BS)        250     3.25    .77 (1.5
> lire)  3       3.5     3.6     21      50      15.95   160     6.5
> 5/30/99 2       4       26 (Sc) 75 (F.B)        6.5     56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)        12 (P.F)
>        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 8.2     350
>   6000 (lei)      55      280     250     15      2.8     2.5     NA
>  1.3     2       300 (BS)        250     3.25    .77 (1.5 lire)  3       3.5
>     3.6     21      50      15.95   160     6.5
> 5/4/99  2       4       26 (Sc) 75 (F.B)        6.5     56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)        12 (P.F)
>        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 6.9     350
>   6000 (lei)      55      280     250     15      2.8     2.5     NA
>  1.3     2       300 (BS)        250     3.25    .77 (1.5 lire)  3       3.5
>     3.6     21      50      15.95   160     6.5
> 1/31/99 2       4       26 (Sc) 75 (F.B)        5.5     56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)        12 (P.F)
>        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 6.9     350
>   6000 (lei)      55      280     250     15      2.8     2.5     NA
>  1.3     2       300 (BS)        250     3.25    .77 (1.5 lire)  3       3.5
>     3.6     21      50      15.95   160     6.5
> 12/31/98        2       4       26 (Sc) 75 (F.B)        5       56      1.2
>     15      8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)
>  12 (P.F)        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 6.9
>     350     6000 (lei)      55      280     250     15      2.8     2.5
> NA      1.3     2       300 (BS)        250     3.25    .77 (1.5 lire)  3
>     3.5     3.6     21      50      15.95   160     6.5
> 12/11/98        2       4       26 (Sc) 75 (F.B)        5       56      1.2
>     15      8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)
>  12 (P.F)        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 6.9
>     350     6000 (lei)      55      280     250     15      2.8     2.5
> NA      1.3     2.5     300 (BS)        250     3.25    .77 (1.5 lire)  3
>     3.5     3.6     21      50      15.95   160     6.5
> 11/25/98        2       4       26 (Sc) 75 (F.B)        5       56      1.2
>     15      8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)
>  12 (P.F)        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 6.9
>     350     6000 (lei)      55      280     250     15      2.8     2.5
> NA      1.3     2.5     300 (BS)        250     3.25    .77 (1.5 lire)  3
>     3.5     3.6     21      50      12.95   160     6.5
> 10/14/98        2       4       26 (Sc) 75 (F.B)        5       56      1.2
>     15      8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)
>  12 (P.F)        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 7.3
>     350     6000 (lei)      55      280     250     15      2.8     2.5
> NA      1.3     2.5     300 (BS)        250     3.25    .77 (1.5 lire)  3
>     3.5     3.6     21      50      12.95   160     6.5
> 8/30/98 2       4       26 (Sc) 75 (F.B)        5       56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       500 (Dr)        12 (P.F)
>        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 7.3     350
>   6000 (lei)      55      280     250     15      2.8     2.5     NA
>  1.3     2.5     500 (BS)        250     3.25    .77 (1.5 lire)  3       3.5
>     3.6     21      50      12.95   160     6.5
> 6/30/98 2       4       26 (Sc) 75 (F.B)        5       56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       450     12 (P.F)
>  1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 7.3     350
> 6000 (lei)      55      280     250     15      2.8     2.5     NA      1.3
>     2.5     500 (BS)        250     3.25    .77 (1.5 lire)  3       3.5
> 3.6     21      50      12.95   160     6.5
> 3/21/98 2       4       26 (Sc) 75 (F.B)        4.2     56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       450     12 (P.F)
>  1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 7.3     350
> 6000 (lei)      55      280     250     15      2.8     2.5     NA      1.3
>     2.5     500 (BS)        250     3.25    .77 (1.5 lire)  3       3.5
> 3.6     21      50      12.95   160     6.5
> 2/28/98 2       4       26 (Sc) 75 (F.B)        4.2     56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       450     12 (P.F)
>  1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 7.3     350
> 6000 (lei)      55      280     250     15      2.8     2.5     NA      1.3
>     2.5     500 (BS)        215     3.25    .77 (1.5 lire)  3       3.5
> 3.6     21      50      12.95   160     6.5
> 1/13/98 2       4       26 (Sc) 75 (F.B)        4.2     56      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       450     12 (P.F)
>  1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 7.6     350
> 6000 (lei)      55      280     250     15      2.8     2.5     NA      1.3
>     2.5     500 (BS)        215     3.25    .77 (1.5 lire)  3       3.5
> 3.6     21      50      12.95   160     6.5
> 7/10/97 2       4       26 (Sc) 75 (F.B)        4.2     50      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       450     12 (P.F)
>  1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 7.6     350
> 6000 (lei)      55      280     250     15      2.8     2.5     NA      1.3
>     2.5     500 (BS)        215     3.25    .77 (1.5 lire)  3       3.5
> 3.6     21      50      12.95   160     6.5
> 5/30/97 240 (Lek)       4       26 (Sc) 75 (F.B)        4.2     50      1.2
>     15      8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       450     12 (P.F)
>        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 7.6     350
>   6000 (lei)      55      280     250     15      2.8     2.5     NA
>  1.3     2.5     500 (BS)        215     3.25    .77 (1.5 lire)  3       3.5
>     3.6     21      50      12.95   160     6.5
> 3/31/97 240 (Lek)       4       26 (Sc) 75 (F.B)        4.2     50      1.2
>     15      8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       450     12 (P.F)
>        1.6 (I.L)       75 (FL) 0.5     NA      15      4 (Fl.) 7.6     350
>   6000 (lei)      55      280     250     15      2.8     2.5     NA
>  1.3     2.5     500 (BS)        215     3.25    .77 (1.5 lire)  3       NA
>      3.6     21      42      12.95   160     6.5
> 2/28/97 200     4       26      75      4.2     50      1.2     15      8
> (EP)  10 (FmK)        12 (F)  3.5 (D.M)       450     12      1.6 (I.L)
>   75 (FL) 0.5     NA      15      4 (Fl.) 5.2     350     6000 (lei)      55
>      NA      250     15      2.8     2.5     NA      1.3     2.5     500
> 215     3.25    1.5 (lire)      3       NA      3.6     21      42
>  12.95   160     6.5
> 1/26/97 200     4       26      75      4.2     50      1.2     15      8
> (EP)  10 (FmK)        12 (F)  3.5 (D.M)       450     12      1.6 (I.L)
>   75 (FL) 0.5     NA      15      4 (Fl.) 5.2     350     6000 (lei)      55
>      NA      250     15      2.8     2.5     NA      1.3     2.5     500
> 215     3.25    1.5 (lire)      3       NA      360     21      42
>  12.95   160     6.5
> 12/31/96        200     4       26      75      4.2     50      1.2     15
>    8 (EP)  10 (FmK)        12 (F)  3.5 (D.M)       450     12      1.6 (I.L)
>       75 (FL) 0.5     NA      15      4 (Fl.) 5.2     350     6000 (lei)
>  55      NA      250     15      2.8     2.2     NA      1.3     2.5     500
>     215     3.25    1.5 (lire)      3       NA      360     21      42
>  12.95   160     6.5
> 10/8/96 200     4       26      75      3.5     50      1.2     15      8
> (EP)  10 (FmK)        12 (F)  3.5 (D.M)       450     12      1.6 (I.L)
>   75 (FL) 0.5     NA      15      4 (Fl.) 5.2     350     6000 (lei)      55
>      NA      250     15      2.8     2.2     NA      1.3     2.5     500
> 215     3.25    1.5 (lire)      3       NA      360     21      42
>  12.95   160     6.5
> 8/14/96 200     4       26      75      3.5     50      1.2     15      8
> (EP)  10 (FmK)        12 (F)  3.5 (D.M)       450     12      1.6 (I.L)
>   75 (FL) 0.5     NA      15      4 (Fl.) 5.2     350     6000 (lei)      55
>      NA      250     15      2.8     2.2     NA      1.3     2.5     500
> 215     3.25    1.5 (lire)      3       NA      360     21      42
>  11.95   160     6.5
> 3/29/96 200     4       26      75      3.5     50      1.2     15      8
> (EP)  10 (FmK)        12 (F)  3.5 (D.M)       450     12      1.6 (I.L)
>   75 (FL) 0.5     NA      15      4 (Fl.) 5.2     350     6000 (lei)      50
>      NA      250     15      2.8     2.2     NA      1.3     2.5     500
> 215     3.25    1.5 (lire)      3       NA      360     21      42      11
>    160     6.5
> 1/31/96 200     4       26      75      3.5     50      1.2     15      8
> (EP)  10 (FmK)        12 (F)  3.5 (D.M)       450     12      1.6 (I.L)
>   75 (FL) 0.5     NA      15      4 (Fl.) 5.2     350     6000 (lei)      50
>      NA      250     15      2.8     2.2     NA      1.3     2.5     500
> 215     25      1.5 (lire)      3       NA      360     21      42      11
>    160     6.5
> 1/23/96 200     4       26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      1.6 (I.L)
> 75 (FL) 0.5     NA      15      4 (Fl.) 5.2     350     6000 (lei)      50
>    NA      250     15      2.8     2.2     NA      1.3     2.5     500
> 215     25      1.5 (lire)      3       NA      360     10      42      11
>    160     6.5
> 8/9/95  200     4       26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      1.6 (I.L)
> 75 (FL) 0.5     NA      15      4 (Fl.) 5.2     350     6000 (lei)      50
>    NA      250     15      2.8     2.2     NA      1.3     2.5     500
> 215     25      1.5 (lire)      3       NA      360     10      42      11
>    70      6.5
> 5/31/95 200     4       26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      1.6 (I.L)
> 75 (FL) 0.5     NA      15      4 (Fl.) NA      350     6000 (lei)      50
>    NA      250     15      2.8     2.5     NA      1.3     2.5     500
> 215     25      1.5 (lire)      3       NA      360     10      42      11
>    70      6.5
> 4/13/95 200     4       26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      1.6 (I.L)
> 75 (FL) 0.5     NA      15      4 (Fl.) NA      350     6000 (lei)      50
>    NA      250     15      2.8     2.5     NA      1.3     2.5     145
> 215     25      1.5 (lire)      3       NA      360     10      42      11
>    70      6.5
> 4/9/95  200     4       26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      1.6 (I.L)
> 75 (FL) 0.5     NA      15      4 (Fl.) NA      350     6000 (lei)      50
>    NA      250     15      2.8     2.5     NA      1.3     2.5     145
> 215     25      1.4     3       NA      360     10      42      11      70
>    6.5
> 4/7/95  NA      4       26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      1.6 (I.L)
> 75 (FL) 0.5     NA      15      4 (Fl.) NA      350     6000 (lei)      50
>    NA      250     15      2.8     2.5     NA      1.3     2.5     145
> 215     25      1.4     3       NA      360     10      35      11      70
>    6.5
> 4/1/95  NA      4       26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      1.6 (I.L)
> 75 (FL) 0.5     NA      15      4 (Fl.) NA      350     6000 (lei)      50
>    NA      250     15      2.8     2.5     NA      1.3     2.5     145
> 215     25      1.4     3       NA      360     10      35      7.65    70
>    6.5
> 2/22/95 NA      4       26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      1.6 (I.L)
> 75 (FL) 0.5     NA      15      4 (Fl.) NA      350     6000 (lei)      NA
>    NA      250     15      2.8     2.5     NA      1.3     2.5     145
> 215     25      1.4     3       NA      360     10      35      7.65    70
>    6.5
> 12/31/94        NA      4       26      75      3.5     50      1.2     15
>    7       10 (FmK)        12 (F)  3.5 (D.M)       450     12      1.6 (I.L)
>       75 (FL) 0.5     NA      15      4 (Fl.) NA      350     6000 (lei)
>  NA      NA      230     15      2.8     2.5     NA      1.3     2.5     145
>     215     25      1.3     3       NA      360     10      35      7.65
>  70      6.5
> 9/30/94 NA      4       26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      NA      75 (FL)
> 0.5     NA      15      4 (Fl.) NA      350     6000 (lei)      NA      NA
>    230     15      2.8     2.5     NA      1.3     2.5     145     215
> 25      1.3     3       NA      360     10      35      7.65    70      6.5
> 7/5/94  NA      4       26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      NA      75 (FL)
> 0.5     NA      15      4 (Fl.) NA      350     6000 (lei)      NA      NA
>    230     15      2.8     2.5     NA      1.3     2.5     145     215
> 25      1.3     3       NA      360     NA      NA      7.65    70      6.5
> 4/30/94 NA      4       20      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      NA      75 (FL)
> 0.5     NA      15      4 (Fl.) NA      350     6000 (lei)      NA      NA
>    230     15      2.8     2.5     NA      1.3     2.5     145     215
> 25      1.3     3       NA      360     NA      NA      7.65    70      6.5
> 1/31/94 NA      4       26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      NA      75 (FL)
> 0.5     NA      15      4 (Fl.) NA      350     6000 (lei)      NA      NA
>    230     15      2.8     2.5     NA      1.3     2.5     145     215
> 25      1.3     3       NA      360     NA      NA      7.65    70      6.5
> 11/30/93        NA      4       26      75      3.5     50      1.2     15
>    7       10 (FmK)        12 (F)  3.5 (D.M)       450     12      NA
>  50      0.5     NA      15      4 (Fl.) NA      350     6000 (lei)      NA
>      NA      230     15      2.8     2.5     NA      1.3     2.5     145
> 215     25      1.3     3       NA      360     NA      NA      7.65    70
>    6.5
> 9/30/93 NA      4       26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      NA      50
>  0.32    NA      15      4 (Fl.) NA      350     6000 (lei)      NA      NA
>      230     15      2.8     2.5     NA      1.3     2.5     145     215
> 25      1.3     3       NA      360     NA      NA      7.65    70      6.5
> 9/5/93  NA      3.5     26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      NA      50
>  0.32    NA      15      4 (Fl.) NA      350     6000 (lei)      NA      NA
>      230     15      2.8     2.5     NA      1.3     2.5     145     215
> 25      1.3     3       NA      360     NA      NA      7.65    70      6.5
> 7/31/93 NA      3.5     26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      NA      50
>  0.32    NA      15      4 (Fl.) NA      350     6000 (lei)      NA      NA
>      230     15      2.8     2.5     NA      1.3     2.5     145     215
> 25      1.3     2.5     NA      360     NA      NA      7.65    70      6.5
> 7/24/93 NA      3.5     26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      NA      50
>  0.32    NA      15      4 (Fl.) NA      350     6000 (lei)      NA      NA
>      230     15      2.8     2.5     NA      1.3     2.5     145     200
> 25      1.3     2.5     NA      360     NA      NA      7.65    70      6.5
> 6/30/93 NA      3.5     26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      NA      50
>  0.32    NA      15      4 (Fl.) NA      350     6000 (lei)      NA      NA
>      230     15      2.8     2.5     NA      1.3     2.25    145     200
> 25      1.3     2.5     NA      360     NA      NA      7.65    70      6.5
> 6/27/93 NA      3.5     26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       450     12      NA      50
>  0.32    NA      15      4 (Fl.) NA      350     6000 (lei)      NA      NA
>      230     15      2.8     2.5     NA      1.3     2.25    145     200
> 25      1.2     2.5     NA      360     NA      NA      7.65    70      6.5
> 5/30/92 NA      3.5     26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       420     12      NA      50
>  0.32    NA      15      4 (Fl.) NA      350     6000 (lei)      NA      NA
>      230     15      2.8     2.5     NA      1.3     2.25    145     200
> 25      1.2     2.5     NA      360     NA      NA      7.65    70      6.5
> 3/30/92 NA      3.5     26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       420     12      NA      50
>  0.32    NA      15      4 (Fl.) NA      330     6000 (lei)      NA      NA
>      230     15      2.8     2.5     NA      1.3     2.25    145     200
> 25      1.2     2.5     NA      360     NA      NA      7.65    70      6.5
> 9/30/92 NA      3.5     26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       420     12      NA      50
>  0.32    NA      15      4 (Fl.) NA      330     6000 (lei)      NA      NA
>      230     15      2.8     2.5     NA      1.3     2.25    145     200
> 25      1.2     2.5     NA      360     NA      NA      6.95    70      6.5
> 9/10/92 NA      3.5     26      75      3.5     50      1.2     15      7
>     10 (FmK)        12 (F)  3.5 (D.M)       420     12      NA      50
>  0.32    NA      15      4 (Fl.) NA      330     6000 (lei)      NA      NA
>      230     15      2.8     2.5     NA      1.3     2.25    145     200
> 25      1.2     2.5     NA      360     NA      NA      4.5     70      6.5
> 8/30/91 NA      3       22      60      NA      NA      1.2     13      7
>     8       10      2.6     420     10      NA      50      0.32    NA
>  13      3       NA      330     NA      NA      NA      230     11      2.8
>     2       NA      0.95    2       NA      NA      25      1.2     2
> NA      360     NA      NA      4.5     NA      6.5
> 7/31/91 NA      3       22      60      NA      NA      1.2     13      7
>     8       10      2.6     350     10      NA      50      0.32    NA
>  13      3       NA      250     NA      NA      NA      190     11      2.3
>     2       NA      0.95    2       NA      NA      25      1.2     2
> NA      360     NA      NA      4.5     NA      6.5
> 6/30/91 NA      3       22      60      NA      NA      1.2     13      7
>     8       10      2.6     300     10      NA      50      0.32    NA
>  13      3       NA      250     NA      NA      NA      190     11      2.3
>     2       NA      0.95    2       NA      NA      25      1.2     2
> NA      360     NA      NA      4.5     NA      6.5
> 11/30/90        NA      2.4     22      60      NA      NA      1.2     13
>    7       8       10      2.6     300     10      NA      50      0.32
>  NA      13      3       NA      250     NA      NA      NA      190     11
>      2.3     2       NA      0.95    2       NA      NA      25      1.2
> 2       NA      360     NA      NA      4.5     NA      6.5
> 10/11/90        NA      2.4     22      60      NA      NA      1.2     13
>    7       8       10      2.6     300     10      NA      50      0.32
>  NA      13      3       NA      250     NA      NA      NA      190     11
>      2.3     2       NA      0.95    2       NA      NA      25      1.2
> 2       NA      360     NA      NA      4.5     NA      4.5
> 9/5/90  NA      2       22      60      NA      NA      650 (Mills)     13
>    7       8       10      2.6     300     10      NA      50      0.32
>  NA      13      3       NA      250     NA      NA      NA      190     11
>      2.3     2       NA      0.95    2       NA      NA      25      1.2
> 1.75    NA      360     NA      NA      4.5     NA      4.5
> 7/31/90 NA      2       20      55      NA      NA      650 (Mills)     11
>    NA      7       9       2.3     300     9       NA      42      0.32
>  NA      12      2.7     NA      200     NA      NA      NA      175     11
>      2       1.8     NA      0.8     1.75    NA      NA      25      1
> 1.75    NA      360     NA      NA      3.8     NA      4.5
> 6/30/90 NA      2       20      55      NA      NA      650 (Mills)     11
>    NA      7       9       2.3     200     9       NA      42      0.32
>  NA      12      2.7     NA      200     NA      NA      NA      175     11
>      2       1.8     NA      0.8     1.75    NA      NA      25      1
> 1.75    NA      360     NA      NA      3.8     NA      4.5
> ______________________________________________
> R-help at 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.
>
>



-- 
Jim Holtman
Cincinnati, OH
+1 513 646 9390

What is the problem you are trying to solve?



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