Thanks. That did the trick. I was able to switch to Alpha Numeric only. 
Here are the steps I took:

1) copied eng.* files into a new "Unpacked" directory I created. Then ran 
combine_tessdata -u to unpack:
...\tessdata\Unpacked>combine_tessdata -u eng.traineddata ./eng2.
Extracting tessdata components from eng.traineddata
Wrote ./eng.config
Wrote ./eng.unicharset
Wrote ./eng2.unicharambigs
Wrote ./eng2.inttemp
Wrote ./eng.pffmtable
Wrote ./eng.normproto
Wrote ./eng.punc-dawg
Wrote ./eng.word-dawg
Wrote ./eng.number-dawg
Wrote ./eng.freq-dawg
Wrote ./eng.cube-unicharset
Wrote ./eng.cube-word-dawg
Wrote ./eng.shapetable
Wrote ./eng.bigram-dawg

2) Edited eng.config and added the line:
tessedit_char_whitelist 
abcdefghijklmnopqrtsuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ0123456789

3)created a new eng.traineddata file using the following command:
...\tessdata\Unpacked>combine_tessdata eng.
Combining tessdata files
TessdataManager combined tesseract data files.
Offset for type 0 is 140
Offset for type 1 is 358
Offset for type 2 is 7643
Offset for type 3 is 8690
Offset for type 4 is 980283
Offset for type 5 is 981099
Offset for type 6 is 997382
Offset for type 7 is 1001704
Offset for type 8 is 2085898
Offset for type 9 is 2112548
Offset for type 10 is -1
Offset for type 11 is 2113958
Offset for type 12 is 2115469
Offset for type 13 is 3177575
Offset for type 14 is 3240921
Offset for type 15 is -1
Offset for type 16 is -1

4) ran Tesseract on the image file I wanted to extract AlphaNumeric only 
characters and IT WORKED! 


On Thursday, September 4, 2014 5:30:19 AM UTC-4, shree wrote:
>
> http://tesseract-ocr.googlecode.com/svn/trunk/doc/combine_tessdata.1.html
>
> Combine_tessdata -u to unpack and get all files from the traineddata file 
> - that will have in it the unicharset also.
>
> I am not familiar with the cube files that you are changing, so can't 
> comment about that.
>
>
> Shree Devi Kumar
> ____________________________________________________________
> भजन - कीर्तन - आरती @ http://bhajans.ramparivar.com
>
>
> On Thu, Sep 4, 2014 at 7:49 AM, John Nilson <[email protected] 
> <javascript:>> wrote:
>
>> "​did you unpack the eng.traineddata first to get all the files?​"
>>
>> No. How do I do that?
>>
>> On Wednesday, September 3, 2014 9:23:08 PM UTC-4, shree wrote:
>>>
>>> ​did you unpack the eng.traineddata first to get all the files?​
>>>
>>> Shree Devi Kumar
>>> ____________________________________________________________
>>> भजन - कीर्तन - आरती @ http://bhajans.ramparivar.com
>>>
>>>
>>> On Wed, Sep 3, 2014 at 9:20 PM, John Nilson <[email protected]> wrote:
>>>
>>>>
>>>> Any help would be greatly appreciated.
>>>>
>>>> I would like to do something fairly simple and that's reduce the types 
>>>> of characters Tesseract looks for to be just AlphaNumeric, 0-9 a-z A-Z 
>>>> .  I'm using the very latest version 3.02.02. I want to do this because 
>>>> Tesseract is doing things like confusing M with |'U'| . Notice the pipe 
>>>> and 
>>>> single quotes. I'd like to remove any punctuation like that to reduce 
>>>> errors.
>>>>
>>>> My first attempt was to
>>>>
>>>> 1) Edit the default eng.cub.lm and eng.cub.lm_ files in the tessdata 
>>>> directory.
>>>> 2) Remove the non-AlphaNumeric punctuation characters.
>>>> 3) Run combine_tessdata to generate a new eng.traineddata
>>>>
>>>> Unfortunately this isn't working. Here's the directory listing and the 
>>>> output I get in red below.
>>>> C:\Program Files (x86)\Tesseract-OCR\tessdata_NoPunctuation>dir
>>>>  Volume in drive C has no label.
>>>>  Volume Serial Number is F0DD-A475
>>>>
>>>>  Directory of C:\Program Files (x86)\Tesseract-OCR\tessdata_
>>>> NoPunctuation
>>>>
>>>> 09/03/2014  11:43 AM    <DIR>          .
>>>>  09/03/2014  11:43 AM    <DIR>          ..
>>>> 09/03/2014  10:30 AM    <DIR>          configs
>>>> 02/03/2012  02:47 AM        21,876,572 eng - Copy.jpg
>>>> 02/03/2012  03:15 AM           171,918 eng.cube.bigrams
>>>> 02/03/2012  03:15 AM                38 eng.cube.fold
>>>> 09/03/2014  10:38 AM               137 eng.cube.lm
>>>> 09/03/2014  10:38 AM               137 eng.cube.lm_
>>>> 02/03/2012  03:15 AM           857,304 eng.cube.nn
>>>> 02/03/2012  03:15 AM               254 eng.cube.params
>>>> 02/03/2012  03:15 AM        13,020,078 eng.cube.size
>>>> 02/03/2012  03:15 AM         2,444,187 eng.cube.word-freq
>>>> 02/03/2012  03:15 AM               996 eng.tesseract_cube.nn
>>>> 09/03/2014  11:46 AM                 0 eng.traineddata
>>>> 09/03/2014  11:44 AM                 0 lang.traineddata
>>>> 02/03/2012  03:15 AM        10,562,727 osd.traineddata
>>>> 09/03/2014  10:30 AM    <DIR>          tessconfigs
>>>>               13 File(s)     48,934,348 bytes
>>>>                4 Dir(s)  666,501,136,384 bytes free
>>>>
>>>> C:\Program Files 
>>>> (x86)\Tesseract-OCR\tessdata_NoPunctuation>combine_tessdata 
>>>> eng.
>>>> Combining tessdata files
>>>> Error opening unicharset file
>>>> Error combining tessdata files into eng.traineddata
>>>>
>>>> C:\Program Files (x86)\Tesseract-OCR\tessdata_NoPunctuation>
>>>>
>>>>
>>>>  
>>>>
>>>>
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