[R] speeding read.table
Fisher Dennis
fisher at plessthan.com
Thu Oct 18 16:14:52 CEST 2012
Jason
Are you suggesting grep in R or grep in the system? If the latter, this won't work because I need to implement this same procedure in Windows (sorry about not mentioning this), in which grep does not exist. If in R, the syntax is not obvious -- could you provide an example?
Dennis
Dennis Fisher MD
P < (The "P Less Than" Company)
Phone: 1-866-PLessThan (1-866-753-7784)
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On Oct 18, 2012, at 7:10 AM, Jason Edgecombe wrote:
> On 10/18/2012 09:57 AM, Fisher Dennis wrote:
>> R 2.15.1
>> OS X
>>
>> Colleagues,
>>
>> I am reading a 1 GB file into R using read.table. The file consists of 100 tables, each of which is headed by two lines of characters.
>> The first of these lines is:
>> TABLE NO. 1
>> The second is a list of column headers.
>>
>> For example:
>> TABLE NO. 1
>> COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12
>> 1.0010E+05 0.0000E+00 1.0000E+00 1.0000E+03 -1.0000E+00 1.0000E+00 0.0000E+00 0.0000E+00 0.0000E+00 0.0000E+00 0.0000E+00 0.0000E+00
>> 1.0010E+05 1.0001E+01 1.0000E+00 1.0000E+03 -1.0000E+00 1.0000E+00 2.2737E-14 -2.2737E-14 0.0000E+00 1.9281E-08 0.0000E+00 0.0000E+00
>> 1.0010E+05 2.4000E+01 1.0000E+00 2.0000E+03 -1.0000E+00 1.0000E+00 5.7541E-15 -5.7541E-15 0.0000E+00 5.1115E-13 0.0000E+00 0.0000E+00
>>
>> Later something similar appears:
>> TABLE NO. 1
>> COL1 COL2 COL3 COL4 COL5 COL6 COL7 COL8 COL9 COL10 COL11 COL12
>> 1.0010E+05 0.0000E+00 1.0000E+00 1.0000E+03 -1.0000E+00 1.0000E+00 0.0000E+00 0.0000E+00 0.0000E+00 0.0000E+00 0.0000E+00 0.0000E+00
>> 1.0010E+05 1.0001E+01 1.0000E+00 1.0000E+03 -1.0000E+00 1.0000E+00 2.2737E-14 -2.2737E-14 0.0000E+00 1.9281E-08 0.0000E+00 0.0000E+00
>> 1.0010E+05 2.4000E+01 1.0000E+00 2.0000E+03 -1.0000E+00 1.0000E+00 5.7541E-15 -5.7541E-15 0.0000E+00 5.1115E-13 0.0000E+00 0.0000E+00
>>
>> I will use the term "problematic lines" to refer to the repeated occurrences of the two non-data lines
>>
>> read.table is not successful in reading the table because of these problematic lines (I get around the first "TABLE NO." line using the skip option)
>>
>> My word-around has been to:
>> 1. read the table with readLines
>> 2. remove the problematic lines
>> 3. write the file to disk
>> 4. read the file with read.table.
>> However, this process is slow.
>>
>> I though about using "comment.char" as a means of avoiding reading the problematic lines. However, comment.char does not accept ="[A-Z]"
>>
>> Are there any clever workarounds for this?
>>
> Create a connection to a pipe, where pipe reads from the grep command. Grep can exlude the problematic lines. Use the pipe object as your connection in read.table.
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