mahout-user mailing list archives

Site index · List index
Message view « Date » · « Thread »
Top « Date » · « Thread »
From "Videnova, Svetlana" <svetlana.viden...@logica.com>
Subject RE: .txt to vector
Date Mon, 23 Jul 2012 08:17:46 GMT
I'm using mahout on ubuntu and solr on windows i guess with a web service I can get the indexed
files from solr and then thanks to java program In the web service call mahout library to
classify/clusterize and categorize my database.
For the moment im just training with a directory on ubuntu (my dir contains : .xml,.txt,.csv),
because I don’t know where can I get the indexed files from solr on ubuntu...?!
Also I'm using the last version calls : apache-mahout-d6d6ee8

When I'm using lucene.vector like : $ ./bin/mahout lucene.vector -d ./toto/lucene_vector_test/
-o ./toto/lucene_vector_test/ -t ./toto/ -f content -n 2
Exception in thread "main" org.apache.lucene.index.IndexNotFoundException: no segments* file
found in org.apache.lucene.store.NIOFSDirectory@/usr/local/apache-mahout-d6d6ee8/toto/lucene_vector_test
lockFactory=org.apache.lucene.store.NativeFSLockFactory@157aa53: files: []


Thank you



-----Message d'origine-----
De : Lance Norskog [mailto:goksron@gmail.com] 
Envoyé : samedi 21 juillet 2012 05:55
À : user@mahout.apache.org
Objet : Re: .txt to vector

Solr creates Lucene index files. You can query it for content in several formats. You will
have to fetch the data with a program.

bin/mahout lucene.vector
creates vector sequencefiles from a lucene index. I have not tried this. You have to configure
Solr to create termvectors for the field you want. This is in the field type declaration,
see the Introduction
in:
http://wiki.apache.org/solr/TermVectorComponent

I don't know if lucene.vector is in the Mahout 0.5 release.

For cluster outputs, the current cluster dumper supports 'graphml'
format. Giraph is an interactive graph browsers. You can look at small cluster jobs.

On Thu, Jul 19, 2012 at 11:34 PM, Videnova, Svetlana <svetlana.videnova@logica.com>
wrote:
> Hi,
> I already have mahout in action, but nothing working with mahout last version..
> I will see again..
> For "taming text" does it treat .xml, json files too, cause my goal is to take the output
of solr (which is .xml, json or php)?
>
>
>
> Regards
>
>
>
> -----Message d'origine-----
> De : Lance Norskog [mailto:goksron@gmail.com] Envoyé : vendredi 20 
> juillet 2012 03:16 À : user@mahout.apache.org Objet : Re: .txt to 
> vector
>
> There are two books out for Mahout and text processing. "Mahout in Action" covers all
of the apps in Mahout. "Taming Text" gives a good detailed explanation of the text processing
programs in Mahout, and otherwise covers other text processing problems.
>
> Mahout in Action is very good, and can help you use most of the Mahout features.
>
> http://www.manning.com/owen
> http://www.manning.com/ingersoll
>
> On Thu, Jul 19, 2012 at 8:08 AM, Videnova, Svetlana <svetlana.videnova@logica.com>
wrote:
>> Hi again,
>> Just finished.
>> That's what I done:
>>
>> Mahout .txt to seqfile
>> https://cwiki.apache.org/MAHOUT/creating-vectors-from-text.html
>> Converting directory of documents to SequenceFile format 
>> csi@csi-SCENIC-W:/usr/local/apache-mahout-d6d6ee8$ ./bin/mahout 
>> seqdirectory  --input /usr/local/apache-mahout-d6d6ee8/toto  --output 
>> /usr/local/apache-mahout-d6d6ee8/examples/output/
>> -This first step will create chunk-0 file in the output path that you 
>> gave Creating Vectors from SequenceFile ./bin/mahout seq2sparse 
>> --input ./examples/output/chunk-0 --output ./toto/output/ 
>> -maxNGramSize *Don't forget to put  ./toto/output full right -this 
>> second step will take the chunk-0 created by the first step and will 
>> create output dir where you specified in the --output option
>>
>> Creating vector with kmeans
>> ./bin/mahout kmeans -i ./toto/output/tfidf-vectors/ -c 
>> ./toto/centroides_kmeans/ -cl  -o ./toto/cluster_kmeans/ -k 20 -ow -x
>> 10
>>
>> Transform vectors to human redable (does not work yet) 
>> csi@csi-SCENIC-W:/usr/local/apache-mahout-d6d6ee8$ ./bin/mahout 
>> clusterdump -i ./toto/cluster_kmeans/clusters-1-final/ -o 
>> ./toto/clusters-dump/ -of TEXT -d ./toto/output/dictionary.file-0 -dt 
>> sequencefile -b 100 -n 20 --evaluate -dm 
>> org.apache.mahout.common.distance.CosineDistanceMeasure --pointsDir 
>> ./toto/cluster_kmeans/clusteredPoints/
>> *-s got changed to -i for mahout 0.7
>> * works : ./bin/mahout clusterdump -i 
>> ./toto/cluster_kmeans/clusters-1-final/ -o ./toto/clusters-dump/ 
>> --pointsDir ./toto/cluster_kmeans/clusteredPoints/
>>
>>
>>
>>
>>
>> Can somebody please explain me belows files? What exactly they contect how to use
them ect...
>> dictionary.file-0 ; tfidf-vectors   ;  tokenized-documents; df-count  ;         frequency.file-0
; tf-vectors     ;      wordcount
>>
>>
>> What is the chunk-0 file exactly?
>>
>>
>>  What represent clusters-dump at the end created by using the command clusterdump?
>>
>>
>> Thank you all!
>>
>>
>> -----Message d'origine-----
>> De : Videnova, Svetlana [mailto:svetlana.videnova@logica.com]
>> Envoyé : jeudi 19 juillet 2012 15:07
>> À : user@mahout.apache.org
>> Objet : RE: .txt to vector
>>
>> The problem was that i gave as input file to seq2sparse the directory and no -chunk
directly.
>> Also I didn't got write rights for "group" and "others" to my output file.
>>
>> After running the command -> ./bin/mahout seq2sparse --input
>> ./examples/output/chunk-0 --output ./toto/output/ --maxNGramSize 3 I 
>> have got -> 12/07/19 13:57:10 INFO driver.MahoutDriver: Program took
>> 57093 ms (Minutes: 0.95155)
>>
>>
>> So I went to my output and there is -> 
>> root@csi-SCENIC-W:/usr/local/apache-mahout-d6d6ee8/toto/output# ls
>> df-count           frequency.file-0  tf-vectors           wordcount
>> dictionary.file-0  tfidf-vectors     tokenized-documents
>>
>> How should the vectors files looking like?
>> And can somebody please explain me what represents each directory of the output above?
>>
>>
>>
>> Thank you
>>
>> -----Message d'origine-----
>> De : Videnova, Svetlana [mailto:svetlana.videnova@logica.com]
>> Envoyé : jeudi 19 juillet 2012 14:26
>> À : user@mahout.apache.org
>> Objet : RE: .txt to vector
>>
>> Yes that i was saying.
>>
>> But I have no idea where in the code mahout calls/creates the data that I don't have.
>> And the clusters that I have (especially clusters-8) are old and not generate by
seqdirectory either by seq2sparse...
>> Should I make other manipulations before seqdirectory or seq2sparse step?
>>
>>
>> Thank you
>>
>>
>> -----Message d'origine-----
>> De : Alexander Aristov [mailto:alexander.aristov@gmail.com] But 
>> Envoyé
>> : jeudi 19 juillet 2012 12:05 À : user@mahout.apache.org Objet : Re:
>> .txt to vector
>>
>> you've got another problem now
>>
>> Exception in thread "main" java.io.FileNotFoundException: File file:/usr/local/apache-mahout-d6d6ee8/examples/output/clusters-8/data
does not exist.
>>
>> Best Regards
>> Alexander Aristov
>>
>>
>> On 19 July 2012 12:30, Videnova, Svetlana <svetlana.videnova@logica.com>wrote:
>>
>>> Hi Lance,
>>>
>>> Thank you for your fast answer.
>>> I was changing my :
>>> CLASSPATH=/opt/lucene-3.6.0/lucene-core-3.6.0.jar:/opt/lucene-3.6.0/lucene-core-3.6.0-javadoc.jar:/opt/lucene-3.6.0/lucene-test-framework-3.6.0.jar:/opt/lucene-3.6.0/lucene-test-framework-3.6.0-javadoc.jar:.
>>>
>>> And put 3.6.0 in the pom.xml
>>>
>>>
>>> But:
>>>
>>> csi@csi-SCENIC-W:/usr/local/apache-mahout-d6d6ee8$ ./bin/mahout 
>>> seq2sparse --input ./examples/output/ --output ./toto/output/ hadoop 
>>> binary is not in PATH,HADOOP_HOME/bin,HADOOP_PREFIX/bin, running 
>>> locally
>>> SLF4J: Class path contains multiple SLF4J bindings.
>>> SLF4J: Found binding in
>>> [jar:file:/usr/local/apache-mahout-d6d6ee8/examples/target/mahout-ex
>>> a m 
>>> ples-0.8-SNAPSHOT-job.jar!/org/slf4j/impl/StaticLoggerBinder.class]
>>> SLF4J: Found binding in
>>> [jar:file:/usr/local/apache-mahout-d6d6ee8/examples/target/dependenc
>>> y / slf4j-jcl-1.6.6.jar!/org/slf4j/impl/StaticLoggerBinder.class]
>>> SLF4J: Found binding in
>>> [jar:file:/usr/local/apache-mahout-d6d6ee8/examples/target/dependenc
>>> y / 
>>> slf4j-log4j12-1.6.1.jar!/org/slf4j/impl/StaticLoggerBinder.class]
>>> SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an 
>>> explanation.
>>> SLF4J: Actual binding is of type [org.slf4j.impl.Log4jLoggerFactory]
>>> 12/07/19 09:03:55 INFO vectorizer.SparseVectorsFromSequenceFiles:
>>> Maximum n-gram size is: 1
>>> 12/07/19 09:03:55 INFO vectorizer.SparseVectorsFromSequenceFiles:
>>> Minimum LLR value: 1.0
>>> 12/07/19 09:03:55 INFO vectorizer.SparseVectorsFromSequenceFiles:
>>> Number of reduce tasks: 1
>>> 12/07/19 09:03:56 INFO input.FileInputFormat: Total input paths to 
>>> process
>>> : 15
>>> 12/07/19 09:03:56 INFO mapred.JobClient: Cleaning up the staging 
>>> area 
>>> file:/tmp/hadoop-csi/mapred/staging/csi-379951768/.staging/job_local
>>> _
>>> 0
>>> 001 Exception in thread "main" java.io.FileNotFoundException: File 
>>> file:/usr/local/apache-mahout-d6d6ee8/examples/output/clusters-8/dat
>>> a
>>> does not exist.
>>>         at
>>> org.apache.hadoop.fs.RawLocalFileSystem.getFileStatus(RawLocalFileSystem.java:371)
>>>         at
>>> org.apache.hadoop.fs.FilterFileSystem.getFileStatus(FilterFileSystem.java:245)
>>>         at
>>> org.apache.hadoop.mapreduce.lib.input.SequenceFileInputFormat.listStatus(SequenceFileInputFormat.java:63)
>>>         at
>>> org.apache.hadoop.mapreduce.lib.input.FileInputFormat.getSplits(FileInputFormat.java:252)
>>>         at
>>> org.apache.hadoop.mapred.JobClient.writeNewSplits(JobClient.java:919)
>>>         at
>>> org.apache.hadoop.mapred.JobClient.writeSplits(JobClient.java:936)
>>>         at
>>> org.apache.hadoop.mapred.JobClient.access$500(JobClient.java:170)
>>>         at org.apache.hadoop.mapred.JobClient$2.run(JobClient.java:854)
>>>         at org.apache.hadoop.mapred.JobClient$2.run(JobClient.java:807)
>>>         at java.security.AccessController.doPrivileged(Native Method)
>>>         at javax.security.auth.Subject.doAs(Subject.java:396)
>>>         at
>>> org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1059)
>>>         at
>>> org.apache.hadoop.mapred.JobClient.submitJobInternal(JobClient.java:807)
>>>         at org.apache.hadoop.mapreduce.Job.submit(Job.java:465)
>>>         at org.apache.hadoop.mapreduce.Job.waitForCompletion(Job.java:495)
>>>         at
>>> org.apache.mahout.vectorizer.DocumentProcessor.tokenizeDocuments(DocumentProcessor.java:93)
>>>         at
>>> org.apache.mahout.vectorizer.SparseVectorsFromSequenceFiles.run(SparseVectorsFromSequenceFiles.java:255)
>>>         at org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:65)
>>>         at org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:79)
>>>         at
>>> org.apache.mahout.vectorizer.SparseVectorsFromSequenceFiles.main(SparseVectorsFromSequenceFiles.java:55)
>>>         at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
>>>         at
>>> sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:39)
>>>         at
>>> sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:25)
>>>         at java.lang.reflect.Method.invoke(Method.java:597)
>>>         at
>>> org.apache.hadoop.util.ProgramDriver$ProgramDescription.invoke(ProgramDriver.java:68)
>>>         at
>>> org.apache.hadoop.util.ProgramDriver.driver(ProgramDriver.java:139)
>>>         at
>>> org.apache.mahout.driver.MahoutDriver.main(MahoutDriver.java:195)
>>>
>>> csi@csi-SCENIC-W:/usr/local/apache-mahout-d6d6ee8/examples/output/cl
>>> u
>>> s
>>> ters-8$
>>> ls
>>> _logs  part-r-00000  _policy  _SUCCESS
>>>
>>>  There is no
>>> /usr/local/apache-mahout-d6d6ee8/examples/output/clusters-8/data here!
>>>
>>>
>>> Thank you
>>>
>>> -----Message d'origine-----
>>> De : Lance Norskog [mailto:goksron@gmail.com] Envoyé : jeudi 19 
>>> juillet 2012 09:33 À : user@mahout.apache.org Objet : Re: .txt to 
>>> vector
>>>
>>> Yes, the Mahout analyzer would have to be updated for Lucene 4.0. I 
>>> suggest using an earlier one. Mahout uses with Lucene in a very 
>>> simple way, and it is OK to use any earlier Lucene from 3.1 to 3.6.
>>>
>>> On Wed, Jul 18, 2012 at 11:50 PM, Videnova, Svetlana < 
>>> svetlana.videnova@logica.com> wrote:
>>> > Hi Sean,
>>> >
>>> > In fact i was using lucene version 3.6.0 (saw that in the pom.xml) 
>>> > But in my classpath I was using lucene version 4.0.0
>>> >
>>> > I change pom.xml to 4.0.0 => 
>>> > <lucene.version>4.0.0</lucene.version>
>>> >
>>> > But still the same error:
>>> > ###
>>> > Exception in thread "main" java.lang.VerifyError: class 
>>> > org.apache.mahout.vectorizer.DefaultAnalyzer overrides final 
>>> > method 
>>> > tokenStream.(Ljava/lang/String;Ljava/io/Reader;)Lorg/apache/lucene
>>> > /
>>> > a
>>> > na
>>> > lysis/TokenStream;
>>> > ###
>>> >
>>> > Should I change something else? Or may be lucene 4.0 is too recent 
>>> > for
>>> mahout!?
>>> >
>>> >
>>> >
>>> > Thank you
>>> >
>>> > -----Message d'origine-----
>>> > De : Sean Owen [mailto:srowen@gmail.com] Envoyé : mercredi 18 
>>> > juillet
>>> > 2012 22:52 À : user@mahout.apache.org Objet : Re: .txt to vector
>>> >
>>> > This means you're using it with an incompatible version of Lucene.
>>> > I
>>> think we're on 3.1. Check the version that Mahout depends upon and 
>>> use at least that version or later.
>>> >
>>> > On Wed, Jul 18, 2012 at 6:04 PM, Videnova, Svetlana <
>>> svetlana.videnova@logica.com> wrote:
>>> >
>>> >> I'm working with mahout. I'm trying to do web service in java by 
>>> >> myself who will take the output of solr and give this file to mahout.
>>> >> For the moment I successfully do the recommendation part.
>>> >> Now I'm trying to clusterise. For this I have to vectorise the 
>>> >> output of solr.
>>> >> Do you have any idea how to do it please? I was following 
>>> >> https://cwiki.apache.org/MAHOUT/creating-vectors-from-text.html
>>> >> BUT : doesn't work very well (at all...).
>>> >>
>>> >> I'm trying to find how to transform .txt to vector for mahout in 
>>> >> order to clusterise and categorise my information. Is it possible?
>>> >> I saw that I have to use seqdirectory And seq2sparse.
>>> >>
>>> >> Seqdirectory create a file (with some numbers and everything...) 
>>> >> this step is ok But then when I have to use seq2sparse that gives 
>>> >> me this
>>> >> error:
>>> >>
>>> >> csi@csi-SCENIC-W:/usr/local/apache-mahout-d6d6ee8$ ./bin/mahout 
>>> >> seq2sparse --input ./examples/output/ --output ./toto/output/ 
>>> >> hadoop binary is not in PATH,HADOOP_HOME/bin,HADOOP_PREFIX/bin,
>>> >> running locally
>>> >> SLF4J: Class path contains multiple SLF4J bindings.
>>> >> SLF4J: Found binding in
>>> >> [jar:file:/usr/local/apache-mahout-d6d6ee8/examples/target/mahout
>>> >> -
>>> >> e
>>> >> xa m
>>> >> ples-0.8-SNAPSHOT-job.jar!/org/slf4j/impl/StaticLoggerBinder.clas
>>> >> s
>>> >> ]
>>> >> SLF4J: Found binding in
>>> >> [jar:file:/usr/local/apache-mahout-d6d6ee8/examples/target/depend
>>> >> e
>>> >> n cy /
>>> >> slf4j-jcl-1.6.6.jar!/org/slf4j/impl/StaticLoggerBinder.class]
>>> >> SLF4J: Found binding in
>>> >> [jar:file:/usr/local/apache-mahout-d6d6ee8/examples/target/depend
>>> >> e
>>> >> n
>>> >> cy /
>>> >> slf4j-log4j12-1.6.1.jar!/org/slf4j/impl/StaticLoggerBinder.class]
>>> >> SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for 
>>> >> an explanation.
>>> >> SLF4J: Actual binding is of type
>>> >> [org.slf4j.impl.Log4jLoggerFactory]
>>> >> 12/07/18 15:53:33 INFO vectorizer.SparseVectorsFromSequenceFiles:
>>> >> Maximum n-gram size is: 1
>>> >> 12/07/18 15:53:33 INFO vectorizer.SparseVectorsFromSequenceFiles:
>>> >> Minimum LLR value: 1.0
>>> >> 12/07/18 15:53:33 INFO vectorizer.SparseVectorsFromSequenceFiles:
>>> >> Number of reduce tasks: 1 Exception in thread "main"
>>> >> java.lang.VerifyError: class
>>> >> org.apache.mahout.vectorizer.DefaultAnalyzer overrides final 
>>> >> method
>>> >>
>>> tokenStream.(Ljava/lang/String;Ljava/io/Reader;)Lorg/apache/lucene/a
>>> n
>>> a
>>> lysis/TokenStream;
>>> >>                 at java.lang.ClassLoader.defineClass1(Native Method)
>>> >>                 at
>>> >> java.lang.ClassLoader.defineClassCond(ClassLoader.java:631)
>>> >>                 at
>>> java.lang.ClassLoader.defineClass(ClassLoader.java:615)
>>> >>                 at
>>> >> java.security.SecureClassLoader.defineClass(SecureClassLoader.java:141)
>>> >>                 at
>>> >> java.net.URLClassLoader.defineClass(URLClassLoader.java:283)
>>> >>                 at
>>> >> java.net.URLClassLoader.access$000(URLClassLoader.java:58)
>>> >>                 at
>>> java.net.URLClassLoader$1.run(URLClassLoader.java:197)
>>> >>                 at
>>> >> java.security.AccessController.doPrivileged(Native
>>> >> Method)
>>> >>                 at
>>> >> java.net.URLClassLoader.findClass(URLClassLoader.java:190)
>>> >>                 at java.lang.ClassLoader.loadClass(ClassLoader.java:306)
>>> >>                 at
>>> >> sun.misc.Launcher$AppClassLoader.loadClass(Launcher.java:301)
>>> >>                 at java.lang.ClassLoader.loadClass(ClassLoader.java:247)
>>> >>                 at
>>> >>
>>> org.apache.mahout.vectorizer.SparseVectorsFromSequenceFiles.run(Spar
>>> s
>>> e
>>> VectorsFromSequenceFiles.java:199)
>>> >>                 at
>>> >> org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:65)
>>> >>                 at
>>> >> org.apache.hadoop.util.ToolRunner.run(ToolRunner.java:79)
>>> >>                 at
>>> >>
>>> org.apache.mahout.vectorizer.SparseVectorsFromSequenceFiles.main(Spa
>>> r
>>> s
>>> eVectorsFromSequenceFiles.java:55)
>>> >>                 at
>>> >> sun.reflect.NativeMethodAccessorImpl.invoke0(Native
>>> >> Method)
>>> >>                 at
>>> >>
>>> sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.
>>> j
>>> ava:39)
>>> >>                 at
>>> >>
>>> sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAcce
>>> s
>>> s
>>> orImpl.java:25)
>>> >>                 at java.lang.reflect.Method.invoke(Method.java:597)
>>> >>                 at
>>> >>
>>> org.apache.hadoop.util.ProgramDriver$ProgramDescription.invoke(Progr
>>> a
>>> m
>>> Driver.java:68)
>>> >>                 at
>>> >> org.apache.hadoop.util.ProgramDriver.driver(ProgramDriver.java:139)
>>> >>                 at
>>> >> org.apache.mahout.driver.MahoutDriver.main(MahoutDriver.java:195)
>>> >>
>>> >> im using only lucene 4.0!
>>> >>
>>> >>
>>> CLASSPATH=/opt/lucene-4.0.0-ALPHA/demo/lucene-demo-4.0.0-ALPHA.jar:/opt/lucene-4.0.0-ALPHA/core/lucene-core-4.0.0-ALPHA.jar:/opt/lucene-4.0.0-ALPHA/analysis/common/lucene-analyzers-common-4.0.0-ALPHA.jar:/opt/lucene-4.0.0-ALPHA/queryparser/lucene-queryparser-4.0.0-ALPHA.jar:.
>>> >>
>>> >> Please where im wrong?
>>> >>
>>> >>
>>> >> Thank you all
>>> >> Regards
>>> >>
>>> >>
>>> >>
>>> >>
>>> >>
>>> >>
>>> >> Think green - keep it on the screen.
>>> >>
>>> >> This e-mail and any attachment is for authorised use by the 
>>> >> intended
>>> >> recipient(s) only. It may contain proprietary material, 
>>> >> confidential information and/or be subject to legal privilege. It 
>>> >> should not be copied, disclosed to, retained or used by, any 
>>> >> other party. If you are not an intended recipient then please 
>>> >> promptly delete this e-mail and any attachment and all copies and inform
the sender. Thank you.
>>> >>
>>> >>
>>> >
>>> > Think green - keep it on the screen.
>>> >
>>> > This e-mail and any attachment is for authorised use by the 
>>> > intended
>>> recipient(s) only. It may contain proprietary material, confidential 
>>> information and/or be subject to legal privilege. It should not be 
>>> copied, disclosed to, retained or used by, any other party. If you 
>>> are not an intended recipient then please promptly delete this 
>>> e-mail and any attachment and all copies and inform the sender. Thank you.
>>> >
>>>
>>>
>>>
>>> --
>>> Lance Norskog
>>> goksron@gmail.com
>>>
>>>
>>> Think green - keep it on the screen.
>>>
>>> This e-mail and any attachment is for authorised use by the intended
>>> recipient(s) only. It may contain proprietary material, confidential 
>>> information and/or be subject to legal privilege. It should not be 
>>> copied, disclosed to, retained or used by, any other party. If you 
>>> are not an intended recipient then please promptly delete this 
>>> e-mail and any attachment and all copies and inform the sender. Thank you.
>>>
>>>
>>
>> Think green - keep it on the screen.
>>
>> This e-mail and any attachment is for authorised use by the intended recipient(s)
only. It may contain proprietary material, confidential information and/or be subject to legal
privilege. It should not be copied, disclosed to, retained or used by, any other party. If
you are not an intended recipient then please promptly delete this e-mail and any attachment
and all copies and inform the sender. Thank you.
>>
>>
>>
>>
>> Think green - keep it on the screen.
>>
>> This e-mail and any attachment is for authorised use by the intended recipient(s)
only. It may contain proprietary material, confidential information and/or be subject to legal
privilege. It should not be copied, disclosed to, retained or used by, any other party. If
you are not an intended recipient then please promptly delete this e-mail and any attachment
and all copies and inform the sender. Thank you.
>>
>>
>>
>>
>> Think green - keep it on the screen.
>>
>> This e-mail and any attachment is for authorised use by the intended recipient(s)
only. It may contain proprietary material, confidential information and/or be subject to legal
privilege. It should not be copied, disclosed to, retained or used by, any other party. If
you are not an intended recipient then please promptly delete this e-mail and any attachment
and all copies and inform the sender. Thank you.
>>
>>
>
>
>
> --
> Lance Norskog
> goksron@gmail.com
>
>
> Think green - keep it on the screen.
>
> This e-mail and any attachment is for authorised use by the intended recipient(s) only.
It may contain proprietary material, confidential information and/or be subject to legal privilege.
It should not be copied, disclosed to, retained or used by, any other party. If you are not
an intended recipient then please promptly delete this e-mail and any attachment and all copies
and inform the sender. Thank you.
>



--
Lance Norskog
goksron@gmail.com


Think green - keep it on the screen.

This e-mail and any attachment is for authorised use by the intended recipient(s) only. It
may contain proprietary material, confidential information and/or be subject to legal privilege.
It should not be copied, disclosed to, retained or used by, any other party. If you are not
an intended recipient then please promptly delete this e-mail and any attachment and all copies
and inform the sender. Thank you.

Mime
View raw message