[Spambayes] python.org corpus updated
Tim Peters
tim.one@comcast.net
Sun Oct 27 01:31:59 2002
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[Greg Ward]
> ...
> Oh: there are undoubtedly spams in the ham folder and vice-versa; I've
> done a manual pass over all of the folders, but running them through a
> different spam filter always finds some errors. If you download the
> corpus and find mis-filed messages, please let me know and I'll update
> the canonical corpus accordingly.
Thanks, Greg! I did the usual quick cheap-ass thing, taking the new data
and just splitting it in half, training on the first half and predicting
against the second. This seemed discouraging at first:
-> <stat> 4 new false positives
new fp: ['pyham/02155.txt', 'pyham/01816.txt', 'pyham/02322.txt',
'pyham/02406.txt']
but I believe they're all spam. I'll attach them for your review. They
correspond, respectively, to your
ham/184Q4b-0000MJ-00 2155
ham/184Dc6-0003e0-00 1816
ham/184UDM-0002Cn-00 2322
ham/184Xs0-0007q6-00 2406
A difference from last time: since python.org already takes a Draconian
view of Asian-language traffic, I enabled the new (late this week) tokenizer
option replace_nonascii_chars. This allows detection of "hated languages"
more reliably with a smaller database and less training data.
In the other direction (training on the 2nd half of the new data and
predicting on the 1st half), the FP rate zoomed:
-> <stat> 9 new false positives
new fp: ['pyham/00277.txt', 'pyham/00278.txt', 'pyham/00275.txt',
'pyham/00267.txt', 'pyham/01346.txt', 'pyham/00261.txt',
'pyham/00276.txt', 'pyham/01284.txt', 'pyham/00645.txt']
Again I believe these are all spam, and some are so outrageously spam it's
hard to believe SpamAssassin let them pass! Then again, most are in a hated
language <wink>.
ham/183BtE-00072Z-00 261
ham/183DZB-0007dJ-00 267
ham/183Epz-0001IH-00 275
ham/183Epz-0001II-00 276
ham/183Epz-0001IJ-00 277
ham/183Epz-0001IK-00 278
ham/183aCi-00024k-00 645
ham/183ueG-0006vd-00 1284
ham/183xNY-0008Gi-00 1346
Take those away and there were no false positives in either direction.
There's also ham in the spam, but there are a lot more of those to dig thru,
they seem to be grosser errors than last time around, and I'm tired of this
now. One example:
spam/183UWS-00060A-00 633
seems a perfectly ordinary piece of mailman-users traffic. chi-combining is
quite certain it's ham:
prob = 3.37424532759e-012
prob('*H*') = 1
prob('*S*') = 6.63913e-012
OTOH, SpamAssassin seems certain it's spam:
"""
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Date: Mon, 21 Oct 2002 12:52:59 +0800 (SGT)
From: Terence <whitestar@sourcevisions.net>
To: mailman-users@python.org
Subject: Need help on email headers
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Hello,
I see some redundant links on the email headers, listed below:
List-Help: <mailto:be-request@sourcevisions.net?subject=help>
List-Post: <mailto:be@sourcevisions.net>
List-Subscribe: <http://sourcevisions.net:81/mailman/listinfo/be>,
<mailto:be-request@sourcevisions.net?subject=subscribe>
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Is there any way to remove those above while only maintaining the
List-Id?. Those lines are extras since we can follow the link below to
configure our options
I'll appreciate if anyone can help me out
Thank you very much :)
--
Best Regards
Terence Tham
E-Alias: Odin
whitestar@sourcevisions.net
"""
There also appear to be an awful lot of "false negatives" of the form:
"""
This is a message from the IFL E-Mail Virus Protection Service
--------------------------------------------------------------
The original e-mail attachment
"Card.DOC.pif"
appears to be infected by a virus and has been replaced by this=20
warning message.
"""
That may be virus fallout, but I don't believe it belongs in the spam
corpus, right?
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