[R] Problems using hetcor (polycor)

Mark Difford mark_difford at yahoo.co.uk
Thu Aug 7 15:14:33 CEST 2008


Hi Birgitle,

>> I am so sorry there was a little mistake in the code again.

This arrived _after_ I sent in my "fix" (really just an exploration of what
the problem might be). Perhaps you need to wrestle a bit more with the art
of coding ...;). I don't think it will change the work-around. You won't
have standard errors for everything, but you will get them for just about
everything.

Regards, Mark.


Birgitle wrote:
> 
> I am so sorry there was a little mistake in the code again.
> 
> Right code now:
> 
> library(methods)
> setClass("of")
> setAs("character", "of", function(from) as.ordered(from))
> 
> Classe72<-cclasses <- c(rep("factor", 55),  rep("numeric",6), rep ("of",
> 12))
> 
> TestPart<-read.table("TestPart.txt", header=TRUE,row.names=1,
> na.strings="NA" ,colClasses = Classe72)
> 
> library(polycor)
> 
> TestPart.hetcor<-hetcor(TestPart, use="complete.obs")
> 
> B.
> 
> 
> Birgitle wrote:
>> 
>> Thanks Mark and I am sorry that I forgot to adapt the Classe-vector.
>> 
>> This should work now
>> 
>> library(methods)
>> setClass("of")
>> setAs("character", "of", function(from) as.ordered(from))
>> 
>> Classe72<-cclasses <- c(rep("factor", 55),  rep("numeric",6), rep
>> ("factor", 12))
>> 
>> TestPart<-read.table("TestPart.txt", header=TRUE,row.names=1,
>> na.strings="NA" ,colClasses = Classe72)
>> 
>> library(polycor)
>> 
>> TestPart.hetcor<-hetcor(TestPart, use="complete.obs")
>> 
>> Mark Difford wrote:
>>> 
>>> Hi Birgitle,
>>> 
>>> You need to get this right if someone is going to spend their time
>>> helping you. Your code doesn't work: You have specified more columns in
>>> colClasses than you have in the provided data set.
>>> 
>>>> TestPart<-read.table("TestPart.txt", header=TRUE,row.names=1,
>>>> na.strings="NA" ,colClasses = Classe81)
>>> Error in scan(file, what, nmax, sep, dec, quote, skip, nlines,
>>> na.strings,  : 
>>>   line 1 did not have 82 elements
>>> 
>>>> TestPart<-read.table("TestPart.txt", header=TRUE,row.names=1,
>>>> na.strings="NA")
>>> Warning message:
>>> In scan(file, what, nmax, sep, dec, quote, skip, nlines, na.strings,  :
>>>   number of items read is not a multiple of the number of columns
>>> 
>>>> length(names(TestPart))
>>> [1] 72
>>> 
>>>> length(Classe81)
>>> [1] 82
>>> 
>>> That will never work.
>>> 
>>> HTH, Mark.
>>> 
>>> 
>>> Birgitle wrote:
>>>> 
>>>> Sorry if this post should be long but I tried to give you a piece of my
>>>> data to reproduce my error message using hetcor:
>>>> 
>>>> Fehler in result$rho : $ operator is invalid for atomic vectors
>>>> Zusätzlich: Warning messages:
>>>> 1: In polychor(x, y, ML = ML, std.err = std.err) :
>>>>   1 row with zero marginal removed
>>>> 2: In polychor(x, y, ML = ML, std.err = std.err) :
>>>>   the table has fewer than 2 rows
>>>> 
>>>> 
>>>> Error in result$rho : $ operator is invalid for atomic vectors
>>>> Additional: Warning message:
>>>> 1: In polychor(x, y, ML = ML, std.err = std.err) :
>>>>   1 row with zero marginal removed
>>>> 2: In polychor(x, y, ML = ML, std.err = std.err) :
>>>>   the table has fewer than 2 rows
>>>> 
>>>> Use tab delimited data at the end of the post.
>>>> Copy in Texteditor and save as TestPart.txt 
>>>> 
>>>> Then use the following code
>>>> 
>>>> library(methods)
>>>> setClass("of")
>>>> setAs("character", "of", function(from) as.ordered(from)) 
>>>> 
>>>> Classe81<-cclasses <- c(rep("factor", 64),  rep("numeric",6), rep
>>>> ("of", 12))
>>>> 
>>>> TestPart<-read.table("TestPart.txt", header=TRUE,row.names=1,
>>>> na.strings="NA" ,colClasses = Classe81)
>>>> 
>>>> str(TestPart)
>>>> 
>>>> library(polycor)
>>>> 
>>>> TestPart.hetcor<-hetcor(TestPart, use="complete.obs")
>>>> 
>>>> this will produce the above mentioned error message that I can not
>>>> interprete.
>>>> 
>>>> Would be great if somebody could help me to solve the problem.
>>>> 
>>>> Thanks
>>>> 
>>>> B.
>>>> 
>>>> 
>>>> 
>>>> 
>>>> 	1	2	3	4	7	8	9	10	12	13	14	15	16	17	18	19	21	22	23	25	27	28	29	30	31	33
>>>> 34	35	36	37	38	39	40	41	42	43	44	45	46	47	48	49	50	51	52	53	54	55	56	58
>>>> 59	60	61	62	63	64	65	66	67	68	69	70	71	72	73	74	75	76	77	78	79	80
>>>> AX	1	1	0	0	1	0	0	1	0	0	0	0	0	0	0	1	0	1	0	0	1	1	0	0	0	0	0	1	0	0	0	1	0	0
>>>> 0	0	0	1	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	1	25	5	9	1	8.5	2.5	3	5	2	2	3	3	1
>>>> 1	1	2	1	2
>>>> BX	1	1	0	0	1	0	0	1	NA	NA	NA	0	0	0	0	1	0	0	1	0	0	1	0	NA	NA	NA	NA	NA	NA
>>>> NA	NA	0	0	0	1	0	NA	NA	NA	NA	NA	NA	NA	0	0	0	0	1	1	0	0	0	1	1	NA	NA	6	1
>>>> 3.25	2.25	5	5	2	2	3	3	1	1	1	1	1	1
>>>> CX	1	1	0	0	1	0	0	1	1	0	0	0	1	0	1	0	0	1	0	1	0	0	0	0	1	1	0	0	0	0	0	0	1	0
>>>> 0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	15	3.5	6	1	5.5	5.5	5	5	2	2	1	2
>>>> 1	1	1	1	2	2
>>>> DX	1	1	0	0	1	0	0	1	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	0	1	0	1	0	0	0	1	0	0	0
>>>> 0	1	1	0	0	0	0	0	0	0	0	0	1	0	1	0	1	0	1	0	50	17.5	7.5	2.5	8.5	5	5	5	2	2	2
>>>> 3	1	1	1	1	3	3
>>>> EX	1	0	1	0	1	0	0	1	NA	NA	NA	0	0	0	1	1	0	1	1	0	1	0	0	0	0	0	0	1	0	0	0	0	1
>>>> 0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	1	0	0	0	1	0	NA	NA	14.5	30	13	2.5	3	3	1	1
>>>> 4	4	1	1	1	1	1	1
>>>> FX	1	0	1	0	1	0	0	1	0	0	0	0	0	0	0	1	0	0	1	0	1	0	0	0	1	1	1	0	0	1	1	0	0	0
>>>> 1	1	1	0	0	0	1	0	0	0	0	0	1	0	1	0	1	1	0	0	165	25	11.5	15	12	6.5	5	5	1	1	3
>>>> 3	1	1	1	1	4	5
>>>> GX	1	0	1	0	1	0	0	1	0	0	1	0	0	0	0	1	1	1	0	0	1	0	0	0	0	0	1	0	0	1	1	0	1	0
>>>> 0	1	0	0	0	0	1	0	0	0	1	0	0	0	0	0	1	0	1	0	40	20	14.5	9.5	11	10	3	3	1	1	1
>>>> 3	1	1	3	4	1	3
>>>> HX	1	1	0	0	1	0	0	1	0	0	0	0	0	0	0	1	0	1	0	0	1	0	0	NA	NA	NA	NA	NA	NA	NA
>>>> NA	NA	NA	NA	NA	NA	1	0	0	0	1	0	0	0	0	0	0	0	1	1	1	0	1	0	70	18.5	1	12.5
>>>> 7.2	7.2	5	5	2	2	3	3	3	3	1	1	2	4
>>>> JX	1	0	1	0	1	0	0	1	0	0	0	0	0	1	1	0	0	1	0	1	0	0	0	0	1	0	1	0	0	0	0	0	1	1
>>>> 0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	1	0	65	9	11	18	4.5	3.75	1	3	2	3	2	2
>>>> 1	1	1	1	2	2
>>>> KX	1	0	1	0	1	0	0	1	NA	NA	NA	0	0	1	0	0	0	0	1	0	1	0	0	0	0	0	1	1	0	0	1	0	0
>>>> 1	1	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0	NA	NA	4.25	4.5	2.1	1.6	3	3	2
>>>> 2	2	3	1	1	1	2	1	1
>>>> LX	1	0	0	1	1	0	0	1	0	1	0	0	0	0	1	0	0	0	1	1	0	0	0	0	0	0	0	1	1	0	0	1	1	0
>>>> 0	0	0	1	0	0	0	0	0	0	1	0	0	1	0	0	0	0	1	0	80	32.5	13	4	8.5	5.25	2	3	3	3	3
>>>> 3	1	1	1	1	3	4
>>>> MX	1	1	0	0	1	0	0	1	0	0	0	0	0	0	1	1	0	1	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	0
>>>> 1	0	0	0	0	0	1	0	1	1	0	0	0	0	0	0	0	0	0	1	45	7.5	14	1	11	5.5	3	4	2	2	3	3
>>>> 1	1	1	1	2	3
>>>> NX	1	1	0	0	1	0	0	1	0	0	0	0	0	0	1	0	0	1	0	0	1	1	0	0	0	1	0	0	0	0	0	0	0	0
>>>> 1	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	1	42.5	12.5	17.5	1	11	NA	5	5	2	2
>>>> 3	3	1	1	1	1	1	2
>>>> OX	1	1	0	0	1	0	0	1	NA	NA	NA	0	0	0	0	1	0	0	1	0	1	0	1	0	1	1	0	0	0	0	0	0	0
>>>> 0	1	0	0	0	0	0	1	0	0	0	1	0	0	1	0	0	0	0	0	1	NA	NA	25	1	25	NA	3	4	1	2	3	3
>>>> 1	1	3	3	1	1
>>>> PX	1	1	0	0	1	0	0	1	0	0	0	0	0	0	0	1	0	1	1	0	0	1	0	0	1	1	0	0	0	0	0	0	0	0
>>>> 1	0	0	0	0	0	1	0	0	1	1	0	0	0	0	0	0	0	0	1	42.5	11.5	21.5	2	25	NA	4	5	2	2
>>>> 3	3	1	1	1	2	1	2
>>>> QX	1	1	0	0	1	0	0	1	NA	NA	NA	0	0	0	1	1	0	0	1	1	0	0	0	0	1	1	1	0	0	0	0	0	0
>>>> 0	1	0	0	1	0	0	1	0	0	1	1	0	0	0	0	0	0	0	0	1	NA	NA	27.5	1.5	19	NA	3	3	2	2
>>>> 3	3	1	1	1	2	1	1
>>>> RX	1	1	0	0	1	0	0	1	NA	NA	NA	0	0	0	0	1	0	1	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0
>>>> 0	1	0	0	0	0	0	1	0	0	1	1	0	0	0	0	0	0	0	0	1	NA	NA	30	1	24	NA	3	4	2	2	3	3
>>>> 1	1	3	3	1	1
>>>> SX	1	1	0	0	1	0	0	1	0	0	1	0	0	0	1	1	0	1	0	1	0	1	0	0	0	1	0	0	0	0	0	0	0	0
>>>> 1	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	1	47.5	20	22.5	2	15	NA	5	5	2	2	3
>>>> 3	1	1	1	1	2	2
>>>> TX	1	1	0	0	1	0	0	1	0	0	0	0	0	0	1	0	0	1	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0
>>>> 1	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	1	40	11	15	1.5	11.5	NA	5	5	2	3	3
>>>> 3	1	1	1	1	2	2
>>>> UX	1	1	0	0	1	0	0	1	0	0	0	0	0	0	0	1	0	0	1	1	0	0	0	0	1	1	0	0	0	0	0	0	0	0
>>>> 1	0	0	1	0	0	1	0	0	1	1	0	0	0	0	0	0	0	0	1	65	35	39	2.5	20	NA	3	4	2	2	3	3
>>>> 1	1	2	2	1	2
>>>> VX	1	1	0	0	1	0	0	1	0	0	0	0	0	0	1	1	0	0	1	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0
>>>> 1	0	0	0	0	0	1	0	0	1	1	0	0	0	0	0	0	0	0	1	85	10.5	19.5	1.5	13.5	NA	5	5	2
>>>> 3	3	3	1	1	2	2	2	2
>>>> WX	1	1	0	0	1	0	0	1	0	0	0	0	0	0	0	1	0	1	1	1	0	0	0	0	0	1	1	0	0	0	0	0	0	0
>>>> 1	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	1	155	18	30	2	17.5	NA	5	5	2	3	3	3
>>>> 1	1	1	2	2	3
>>>> XX	1	1	0	0	1	0	0	1	0	0	0	0	0	0	0	1	0	1	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0
>>>> 1	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	1	90	10.5	25	1	19	NA	5	5	2	2	3	3
>>>> 1	1	1	1	2	3
>>>> YX	1	1	0	0	1	0	0	1	NA	NA	NA	0	0	0	0	1	0	0	1	1	1	1	0	0	0	1	0	1	0	0	0	0	0
>>>> 0	1	0	0	1	0	0	1	0	0	1	1	0	0	0	0	0	0	0	0	1	NA	NA	30	2.5	20.25	NA	3	3	2	2
>>>> 3	3	1	1	2	2	1	1
>>>> ZX	1	1	0	0	1	0	0	1	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	0	0	0	0	1	0	0	0	1	1	0
>>>> 0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	1	105	25	37.5	1	37.5	2.25	5	5	2	3
>>>> 3	3	1	1	1	1	2	2
>>>> AY	0	1	1	0	1	1	1	0	1	0	0	0	0	0	0	1	0	1	1	0	0	1	0	1	0	1	0	0	0	0	0	0	0	0
>>>> 1	1	0	1	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	0	85	6.5	11.5	3	11.5	3.25	5	5	2	2
>>>> 3	4	1	1	1	2	2	4
>>>> BY	0	0	1	0	1	0	1	0	0	1	0	0	0	0	0	1	0	1	0	1	0	1	0	0	1	0	1	0	0	0	0	0	1	1
>>>> 0	0	0	1	0	0	1	0	0	0	0	0	1	1	0	0	0	0	1	0	38	10	6.5	8	3	2.5	4	5	2	2	2	3	1
>>>> 1	1	2	2	3
>>>> CY	0	1	0	0	0	1	1	0	1	0	0	0	1	1	1	1	0	1	0	0	1	0	0	1	1	0	0	0	0	0	1	0	1	1
>>>> 1	1	1	1	0	0	0	0	0	0	0	0	1	0	1	0	0	1	0	0	15	3.5	5	1.5	3.25	3.5	5	5	2	3	2
>>>> 2	1	1	1	1	2	2
>>>> DY	0	1	0	0	0	1	0	1	0	1	0	0	0	0	0	1	0	0	1	0	0	1	0	NA	NA	NA	NA	NA	NA	NA
>>>> NA	NA	NA	NA	NA	NA	1	0	0	0	0	0	0	0	0	1	0	0	1	0	0	1	0	0	70	20	NA	NA	5.5
>>>> 3.5	5	5	3	3	3	3	3	3	1	1	9	9
>>>> EY	0	0	0	1	1	0	0	1	1	0	0	0	0	0	0	1	0	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	1	0
>>>> 0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	1	0	20	7	8	25	5.5	3.25	3	3	3	3	3	3
>>>> 1	1	1	1	2	2
>>>> FY	0	0	0	1	1	0	0	1	0	1	0	0	0	0	0	1	0	0	1	0	1	0	0	0	1	0	1	0	0	0	0	0	0	1
>>>> 1	1	1	0	0	0	1	0	0	0	0	0	1	0	1	0	0	0	1	0	150	25	13	24	11.5	4.5	5	5	3	3	4
>>>> 4	1	1	1	1	5	6
>>>> GY	0	0	0	1	1	0	0	1	1	0	0	0	0	0	0	1	0	0	1	0	1	0	0	0	1	0	1	0	0	0	0	0	1	0
>>>> 0	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	1	0	50	15	12.5	17.5	8.5	5.75	3	3	3
>>>> 3	2	3	1	1	1	1	2	3
>>>> HY	0	1	0	0	0	1	0	1	0	1	0	0	0	0	0	1	0	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	1
>>>> 0	1	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	110	15	9.5	7.5	11	3.35	5	5	3	3
>>>> 4	4	3	3	1	1	4	5
>>>> JY	0	0	0	1	1	0	0	1	1	1	0	0	1	1	0	0	0	1	0	1	0	0	0	0	0	1	0	1	0	0	0	0	1	0
>>>> 0	0	0	1	0	0	0	1	0	0	0	0	0	1	0	0	0	0	1	0	60	11.5	10	30	3.25	3.75	3	3	2	2
>>>> 1	1	1	1	1	1	2	3
>>>> KY	0	0	0	1	1	0	0	1	NA	NA	NA	1	0	1	0	0	1	0	1	0	1	1	0	1	1	0	1	0	0	0	0	0	0
>>>> 0	1	0	0	1	1	0	0	0	0	0	0	0	0	1	0	0	0	1	0	1	NA	NA	6.5	23	2.25	1	1	2	2	2	3
>>>> 3	1	1	2	2	2	2
>>>> LY	0	0	1	0	1	0	0	1	0	1	0	0	0	0	1	0	0	1	0	1	1	0	0	0	1	0	1	0	0	0	0	0	1	0
>>>> 0	0	0	1	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	0	52.5	20	11	5	6.25	4.25	2	2	2	2
>>>> 3	3	1	1	1	1	2	4
>>>> MY	0	1	1	0	0	1	0	1	0	1	0	0	1	1	0	0	0	0	1	0	1	0	0	0	0	0	1	1	0	0	0	0	1	0
>>>> 0	0	0	0	1	0	0	1	0	0	0	0	1	0	0	0	0	1	0	0	60	15	3	15	1.5	1.25	5	5	2	2	2	2
>>>> 1	1	1	1	6	6
>>>> NY	0	0	1	0	0	1	0	1	0	1	0	0	0	0	1	1	0	1	1	0	1	1	0	0	0	1	1	0	0	1	0	0	1	0
>>>> 0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	1	0	0	50	14	3.75	25	2.85	2.4	5	5	2	2
>>>> 1	2	1	1	1	1	5	6
>>>> OY	0	0	1	0	0	1	0	1	0	1	0	0	0	0	0	1	0	0	1	0	0	1	0	0	0	0	1	0	0	1	0	0	1	0
>>>> 1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	1	0	0	45	14	4	15	2.75	1.75	5	5	2	2	2
>>>> 3	1	1	2	3	5	5
>>>> PY	0	0	1	1	0	1	0	1	0	1	0	0	0	0	0	1	0	0	1	0	0	1	0	0	0	0	1	0	0	1	0	0	1	1
>>>> 1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	1	0	1	60	18.5	3.75	15	2.75	2.1	5	5	2
>>>> 2	2	3	1	1	1	2	4	6
>>>> QY	0	0	1	0	0	1	0	1	0	1	0	0	0	1	1	1	0	0	1	1	0	1	0	0	1	1	1	0	0	0	0	0	0	1
>>>> 1	0	0	0	0	0	1	0	0	0	0	0	1	1	0	0	0	0	0	1	290	90	8.5	22.5	2.75	2.25	5	5	2
>>>> 2	2	3	1	1	1	2	7	7
>>>> RY	0	0	1	0	0	1	0	1	0	1	0	0	0	0	0	1	0	0	1	0	0	1	0	0	0	0	1	0	0	1	0	0	1	1
>>>> 1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0	1	0	55	15.5	7.5	14	7	2.25	5	5	2	2	3
>>>> 3	1	1	2	3	2	4
>>>> SY	0	0	1	0	0	1	0	1	0	1	0	0	0	0	0	1	0	0	1	1	0	0	0	0	0	0	0	0	0	1	0	0	1	0
>>>> 0	0	0	0	0	0	1	0	0	0	0	0	1	1	0	0	0	0	1	0	55	20	5.5	30	4.5	2.5	5	5	2	2	3
>>>> 3	1	1	1	1	4	5
>>>> TY	0	0	1	0	0	1	0	1	0	1	0	0	0	0	0	1	0	0	1	0	1	1	0	0	0	0	1	0	0	1	0	0	1	1
>>>> 0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	1	0	0	40	15	4.5	25	2.75	1.75	5	5	2	2
>>>> 3	3	1	1	1	1	4	6
>>>> UY	0	0	1	0	0	1	0	1	0	1	0	0	0	0	1	1	0	0	1	1	0	0	0	0	0	1	1	0	0	1	0	0	1	0
>>>> 1	0	0	1	0	1	1	0	0	0	0	0	1	1	0	0	0	0	1	0	200	27.5	6.5	25	2.45	2.25	5	5	2
>>>> 2	2	3	1	1	1	2	7	7
>>>> VY	0	0	1	0	0	1	0	1	0	1	0	0	0	0	1	1	0	0	1	1	0	1	0	0	1	0	1	0	0	1	0	0	1	1
>>>> 1	0	0	0	0	0	1	0	0	0	0	0	0	1	1	0	0	0	1	0	135	17.5	5.5	17.5	2.75	2.25	5	5
>>>> 2	2	2	3	1	1	1	2	5	7
>>>> WY	0	0	1	0	0	1	0	1	0	1	0	0	0	0	0	1	0	0	1	1	0	0	0	0	1	0	1	0	0	1	1	0	1	0
>>>> 1	1	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	1	0	1	240	35	5.5	14	3.25	2.75	5	5	2	2
>>>> 2	3	1	1	1	2	7	7
>>>> XY	0	0	1	0	0	1	0	1	0	1	0	0	0	0	1	1	0	0	1	1	0	0	0	0	0	1	0	0	0	1	0	0	1	0
>>>> 0	0	0	0	0	1	1	0	0	0	0	0	0	1	0	0	0	1	0	0	175	27.5	4	10.5	2.5	1.875	5	5	2
>>>> 2	2	2	1	1	1	1	6	7
>>>> YY	0	0	1	0	0	1	0	1	0	1	0	0	0	0	1	1	0	0	1	1	0	1	0	0	1	1	1	0	0	0	0	0	0	0
>>>> 1	0	0	0	0	0	1	0	0	0	0	0	1	1	0	0	0	0	0	1	230	42.5	5.6	25	2.5	2.5	5	5	2	2
>>>> 2	2	1	1	1	2	5	7
>>>> ZY	0	1	0	0	0	1	0	1	0	1	0	0	0	0	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0
>>>> 0	1	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	115	35	10.5	20	7.5	6.5	5	5	1	1
>>>> 3	3	1	1	1
>>>> 
>>>> 
>>>> 
>>>> 
>>>> 
>>>> 
>>>> 
>>>> 
>>>> 
>>>> 
>>>> 	
>>>> 
>>> 
>>> 
>> 
>> 
> 
> 

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