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Spam Experiment

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Owen Densmore
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Spam Experiment

Owen Densmore
Administrator
I'm experimenting with Spam Assassin, the spam filter used by HostGo,
backspaces.net's hosting service.

SA uses a broad mix of scoring email .. the lower the score, the better
.. i.e. less spam-ish.  The fairly aggressive score that is the default
is "5".  Most friam email scores 0.0 or even negative (unless you use
odd forms of HTML, which adds considerably to the score)

But alas, with the huge amount of spam that has become common, even
this aggressive system still "leaks" way too many spam emails to my
inbox.  So I wrote a shell script to grovel over my email and report
spam rating so I could improve my spam rejection.  A report of all the
FRIAM email I've saved recently is attached.  Note that the vast
majority of scores are negative, with very few over 1.0.

So I set up a filter to store all the scores between 1-5 into a "soft
spam" folder that I check now and again, scanning for non-spam.  So
far, over several days, I've only had one false positive and it greatly
reduces the number of times I have to bother with deleting junk.  My
"hard spam" (over 5.0 rating) is holding at around 100/day, far too
much to even scan.  But my "soft spam" (score between 1-5) is only
around 20/day, easily scanned every morning by looking at just the
subject and from fields.

Note that of the 212 FRIAM messages attached, only 4 would have to be
pulled out of the "soft spam" folder.

My next experiment is to use my address book to check the sender and
pull those out of the spam folders automatically.

Owen Densmore          908 Camino Santander       Santa Fe, NM 87505
[hidden email]    Cell: 505-570-0168         Home: 505-988-3787
AIM:owendensmore   http://complexityworkshop.com  http://backspaces.net

-29.5|09Mar03|[hidden email]              |Re: [FRIAM] Request for an
exorcism
-29.5|10Mar03|[hidden email]              |Re: [FRIAM] Request for an
exorcism
-29.5|10Mar03|[hidden email]              |Re: [FRIAM] Request for an
exorcism
-29.5|19May03|[hidden email]          |Subj: Re: [FRIAM] Go?
-29.5|30Mar03|[hidden email]              |Re: [FRIAM] Automated Discovery
of Commu
-29.1|05May03|[hidden email]       |Re: [FRIAM] Re: NYT article
-29.1|05May03|[hidden email]       |Re: [FRIAM] Re: NYT article
-29.1|05May03|[hidden email]       |Re: [FRIAM] Re: NYT article
-23.7|08Apr03|[hidden email]        |Re: [FRIAM] Library access
-22.5|10Mar03|[hidden email]          |Subj: Re: [FRIAM] Request for
an exorcis
-22.5|16Apr03|[hidden email]       |Subj: Re: [FRIAM] Plumber?
-22.4|09May03|[hidden email]     |RE: [FRIAM] Outa Here for a few
Days!
-21.6|29Apr03|[hidden email]           |RE: [FRIAM] Good wireless
networking boo
-19.8|22Mar03|[hidden email]              |Re: [FRIAM] Dennett?
-19.3|08May03|[hidden email]|RE: [FRIAM] WEAM: Wed Chat with
Desmond
-17.1|22Mar03|[hidden email]  |Re: [FRIAM] Dennett?
-15.9|19May03|[hidden email]|RE: [FRIAM] V&M notes
-13.3|21Mar03|[hidden email]      |Re: [FRIAM] Dennett?
-13.1|03Apr03|[hidden email]|RE: [FRIAM] Try this please
-13.1|11Mar03|[hidden email]|RE: [FRIAM] Request for an
exorcism
-13.0|06May03|[hidden email]    |Re: [FRIAM] Bonabeau article
-13.0|07Apr03|Lemieux@RioGrandeVentures|RE: [FRIAM] Local news: New
Fusion Metho
-13.0|15Mar03|[hidden email]           |RE: [FRIAM] Java Agent Services
-13.0|27Feb03|Cassin@RioGrandeVentures.|RE: [FRIAM] GeoTools Demos
-12.9|08May03|[hidden email]|[FRIAM] Gershenfield Colloqium
at SFI
-12.6|14Mar03|[hidden email]|RE: [FRIAM] Next Meeting of
Cities and O
-12.4|16Apr03|[hidden email]      |Re: FRIAM
-12.3|19Mar03|[hidden email]|RE: [FRIAM] Fwd:
[Repast-interest] job a
-10.9|04May03|Cassin@RioGrandeVentures.|[FRIAM] More wireless stuff ..
FreeNets.
-10.8|30Mar03|[hidden email]    |Re: [FRIAM] war news backdoor
-10.7|26Apr03|[hidden email]|Re: [FRIAM] SFI 20th Anniversary
-10.6|08Apr03|[hidden email]  |Re: [FRIAM] Library access
-10.6|21Mar03|[hidden email]|Re: [FRIAM] Dennett?
-10.3|08May03|[hidden email]      |[FRIAM] WEAM: Wed Chat with
Desmond Saun
-10.1|01May03|[hidden email]      |[FRIAM] Bookmobile
  -9.9|07Apr03|michelle@symmetricobjects|[FRIAM] Hello from Phoenix
  -9.7|17Apr03|[hidden email]|[FRIAM] FW: ALife VIII
proceedings now a
  -8.6|27Mar03|[hidden email]      |Re: FRIAM
  -8.5|03Mar03|[hidden email]           |RE: [FRIAM] Re:Open Source for
Optimizat
  -7.6|12Jul03|[hidden email]           |RE: [FRIAM] Strong Typing vs.
Strong Tes
  -7.6|15Jul03|[hidden email]      |RE: [FRIAM] Strong Typing vs.
Strong Tes
  -7.4|10Mar03|[hidden email]      |Re: [FRIAM] Request for an
exorcism
  -7.1|21Jul03|[hidden email]      |RE: [FRIAM] Entropy
  -7.0|14Jun03|[hidden email]|RE: [FRIAM] Chris Meyer
Interview Now on
  -7.0|15Jun03|[hidden email]  |RE: [FRIAM] Chris Meyer
Interview Now on
  -7.0|21Jul03|[hidden email]      |Subj: Re: [FRIAM] Entropy
  -7.0|22May03|[hidden email]       |Subj: Re: [FRIAM] V&M notes
  -6.8|23May03|[hidden email]      |Subj: Re: [FRIAM] Buttons
Testing
  -6.7|07Apr03|[hidden email]              |[FRIAM] Local news: New Fusion
Method Of
  -6.7|22Mar03|[hidden email]              |[FRIAM] NSF - OLPA What's Cool
- Science
  -6.7|27Jun03|[hidden email]     |RE: [FRIAM] Working Hard? from
the smart
  -6.7|28Jun03|Cassin@RioGrandeVentures.|RE: [FRIAM] Working Hard?
  -6.7|29Mar03|[hidden email]              |[FRIAM] Adaptive Agents,
Intelligence, a
  -6.7|30Mar03|[hidden email]              |[FRIAM] war news backdoor
  -6.6|03Jun03|[hidden email]|RE: [FRIAM] Fwd: The Digital
Life Lab at
  -6.6|03Mar03|[hidden email]|[FRIAM] Plexus conversation
with Holland
  -6.6|06Mar03|[hidden email]|[FRIAM] Hollywood business model
  -6.6|07Apr03|[hidden email]         |[FRIAM] possible RawBits(tm) box
  -6.6|09Mar03|[hidden email]         |[FRIAM] swarm music
  -6.6|10Apr03|[hidden email]|[FRIAM] Friday 3:30 meeting at
SFEDI
  -6.6|15Mar03|[hidden email]         |[FRIAM] cell phone hackery
  -6.6|18Apr03|[hidden email]         |[FRIAM] Now THERE's an
airplane...
  -6.6|18Apr03|[hidden email]         |[FRIAM] patent office pending
story
  -6.6|22Jul03|[hidden email]  |RE: [FRIAM] Neural Net Freeware
  -6.6|25Feb03|[hidden email]         |[FRIAM] life forms, life
forms...
  -6.6|26Jul03|[hidden email]           |RE: [FRIAM] Re: [Fwd: santa fe
bassist]
  -6.6|28Feb03|[hidden email]|[FRIAM] Stuart Kauffman to
inaugurate FR
  -6.6|28Jul03|[hidden email]      |RE: [FRIAM] Good Wiki?
  -6.6|28Jun03|[hidden email]          |Subj: Re: [FRIAM] Do Not Call
List
  -6.5|25Jul03|[hidden email]           |RE: [FRIAM] Good Wiki?
  -6.5|27Jul03|[hidden email]       |Subj: Re: [FRIAM] Friday AM
dynamics ...
  -6.4|20Jul03|[hidden email]|RE: [FRIAM] Entropy
  -6.3|02May03|[hidden email]|Re: FRIAM Mail List
  -6.3|12Jul03|[hidden email]      |Subj: Re: [FRIAM] Strong Typing
vs. Stro
  -6.3|13Jun03|[hidden email]         |[FRIAM] FW: STAIF 2004 Initial
Abstracts
  -6.3|23May03|[hidden email]              |Re: [FRIAM] Buttons Testing
  -6.2|23May03|[hidden email]      |RE: [FRIAM] Buttons Testing
  -6.1|14Jul03|[hidden email]          |Subj: Re: [FRIAM] Dissertation
could be
  -6.0|12Jul03|[hidden email]           |RE: [FRIAM] Strong Typing vs.
Strong Tes
  -6.0|27Jun03|[hidden email]     |RE: [FRIAM] Working Hard?
  -5.9|18Jun03|[hidden email]|RE: [FRIAM] neuro-economics
  -5.9|29Aug03|[hidden email]              |Re: [FRIAM] George Lekoff?
  -5.8|13Jul03|[hidden email]|[FRIAM] Cosma's overview of
Complexity S
  -5.8|14Sep03|[hidden email]    |[FRIAM] Fwd: Commerce
  -5.8|23Jun03|[hidden email]         |[FRIAM] Cities group issue
  -5.8|28Jun03|[hidden email]|[FRIAM] FW:
[Activities-announce] correc
  -5.7|04Jun03|[hidden email]            |RE: [FRIAM] Fwd: The Digital
Life Lab at
  -5.7|22May03|[hidden email]  |[FRIAM] Economists--an agent
based model
  -5.7|27May03|[hidden email]|RE: [FRIAM] Re: Fw:
[scrumdevelopment] D
  -5.7|28Jul03|[hidden email]              |[FRIAM] The Nature of Order
  -5.6|02Jun03|[hidden email]|[FRIAM] Belinda's slides are
posted
  -5.6|15Aug03|[hidden email]  |RE: [FRIAM] Score one for
small-scale di
  -5.6|16Aug03|[hidden email]|RE: [FRIAM] incidence
  -5.6|17Jun03|[hidden email]         |[FRIAM] self-organizing
mm-scale gear tr
  -5.6|21Jul03|[hidden email].|RE: [FRIAM] Reflective Agents
with Distr
  -5.6|21May03|[hidden email]|[FRIAM] Forbes:  Santa Fe
business
  -5.6|25Jul03|Cassin@RioGrandeVentures.|[FRIAM] MS Word readers
(Antiword)
  -5.6|25May03|[hidden email]         |[FRIAM] V&M notes
  -5.6|28Jul03|[hidden email]   |[FRIAM] First post - Senior
scientist po
  -5.5|08Jul03|[hidden email]      |[FRIAM] DDLab
  -5.5|21Aug03|[hidden email]         |[FRIAM] electrical power
distribution ba
  -5.5|28Jun03|[hidden email]    |[FRIAM] book lists
  -5.4|16Jun03|[hidden email]       |FRIAM mtg
  -5.4|24May03|[hidden email]      |Re: [FRIAM] Buttons Testing
  -5.4|25Sep03|[hidden email] |[FRIAM] Computer Science as a
Complex Ad
  -5.4|27Jul03|[hidden email]           |RE: [FRIAM] Friday AM dynamics
...
  -5.3|23May03|[hidden email]  |Re: [FRIAM] Buttons Testing
  -5.2|23May03|[hidden email]      |RE: [FRIAM] Buttons Testing
  -5.2|29Aug03|[hidden email]              |Re: [FRIAM] George Lakoff?
  -5.1|10Jul03|[hidden email]|[FRIAM] FRIAM Technical
Session: Rob Pec
  -5.1|28Aug03|[hidden email]      |Re: [FRIAM] George Lekoff?
  -5.1|29Aug03|[hidden email]      |Re: [FRIAM] George Lekoff?
  -5.0|04May03|[hidden email]   |[FRIAM] Re: NYT article
  -5.0|27Jun03|[hidden email]  |[FRIAM] NASDAQ Swarms
  -5.0|30Jul03|[hidden email]   |Re: [FRIAM] Friday AM dynamics
...
  -4.9|02Dec03|[hidden email]  |[FRIAM] The dangers of too much
learning
  -4.9|03Nov03|[hidden email]|[FRIAM] Stuart is on the Edge
  -4.9|10Nov03|[hidden email]       |Re: [FRIAM] Lunar Solar Power
  -4.9|12Nov03|[hidden email]      |Re: [FRIAM] The Coevolution of
Organism
  -4.9|12Nov03|[hidden email]|RE: [FRIAM] The Coevolution of
Organism
  -4.9|13Nov03|[hidden email]      |[FRIAM] deVelop adApt
  -4.9|13Oct03|[hidden email]       |[FRIAM] Economist article on
complexity
  -4.9|14Nov03|[hidden email]      |[FRIAM] Lewontin on Cultural
Evolution
  -4.9|15Nov03|[hidden email]    |Re: [FRIAM] Lewontin on
Cultural Evoluti
  -4.9|15Nov03|[hidden email]      |Re: [FRIAM] Lewontin on
Cultural Evoluti
  -4.9|15Nov03|[hidden email]      |Re: [FRIAM] Visualizing
Complexity
  -4.9|15Oct03|[hidden email]      |RE: [FRIAM] Hello
  -4.9|15Oct03|[hidden email]      |[FRIAM] Santa Fe Wifi coffee
shop and bi
  -4.9|17Nov03|[hidden email]       |Re: [FRIAM] cmu wifi map
  -4.9|19Jul03|[hidden email]  |[FRIAM] New Journal of Physics
  -4.9|21Nov03|[hidden email]      |Re: [FRIAM] Entropy
  -4.9|22Oct03|[hidden email]      |[FRIAM] Alife IX in Boston
  -4.9|24Oct03|[hidden email]       |Re: [FRIAM] FW: RESPEC seminar
series: X
  -4.9|24Oct03|[hidden email]             |Re: [FRIAM] FW: RESPEC seminar
series: X
  -4.9|24Oct03|[hidden email]      |[FRIAM] MIT Nov RFID article
  -4.9|24Oct03|[hidden email]      |[FRIAM] Media Conferencing
  -4.9|25Oct03|[hidden email]           |RE: [FRIAM] Media Conferencing
  -4.9|27Jul03|[hidden email]             |Re: [FRIAM] Good Wiki?
  -4.9|27Oct03|[hidden email]    |RE: [FRIAM] Harmony Remote
  -4.8|20Jul03|[hidden email]|RE: [FRIAM] Entropy
  -4.8|21Jul03|[hidden email]  |[FRIAM] Reflective Agents with
Distribut
  -4.7|02Aug03|[hidden email]      |[FRIAM] Brian Arthur's Article:
Is Info
  -4.7|03Nov03|[hidden email]        |[FRIAM] Conferencing...
  -4.7|06Sep03|[hidden email]              |[FRIAM] Energy futures
  -4.7|15Oct03|[hidden email]        |[FRIAM] Hello
  -4.7|20Aug03|Cassin@RioGrandeVentures.|[FRIAM] Coordination ...
  -4.7|22Oct03|[hidden email]  |[FRIAM] 'Utopia Theory' - aka
ABMs
  -4.7|25Oct03|[hidden email]        |Re: [FRIAM] Media Conferencing
  -4.6|28Jul03|[hidden email]     |RE: [FRIAM] Friday AM dynamics
...
  -4.5|27Jul03|Cassin@RioGrandeVentures.|[FRIAM] Friday AM dynamics ...
  -4.5|30Jul03|[hidden email]              |[FRIAM] swarmth
  -4.4|18Jul03|[hidden email]|RE: [FRIAM] Recognize This?
  -4.3|12Aug03|[hidden email]              |Re: [FRIAM] Fwd: Which Way to
Mecca?
  -4.3|14Aug03|[hidden email]              |Re: [FRIAM] Fwd: Which Way to
Mecca?
  -4.1|18Apr03|Cassin@RioGrandeVentures.|[FRIAM] FYI: Millennial Net
  -4.1|19Jul03|[hidden email]  |[FRIAM] Complex systems & stock
markets
  -4.0|16Aug03|[hidden email]  |Re: [FRIAM] Score one for
small-scale di
  -3.9|03Dec03|[hidden email]   |[Fwd: Out of Office AutoReply:
[FRIAM] T
  -3.9|25Jun03|[hidden email]  |Re: [FRIAM] Apple Enters iLoo
Fray with
  -3.8|27Jun03|[hidden email] |[FRIAM] New group about Complex
Adaptive
  -3.8|29Aug03|[hidden email]  |[FRIAM] Rooftop networking
  -3.6|02Aug03|[hidden email]           |RE: [FRIAM] Brian Arthur's
Article: Is I
  -3.6|16Aug03|[hidden email]  |Re: [FRIAM] Score one for
small-scale di
  -3.6|29Aug03|Cassin@RioGrandeVentures.|RE: [FRIAM] Rooftop networking
  -3.4|13Nov03|[hidden email]|FRIAM and IA folks
  -3.1|30Jul03|[hidden email]    |Re: [FRIAM] Friday AM dynamics
...
  -3.0|01Mar03|[hidden email]      |[FRIAM] EMail to SnailMail
Service?
  -3.0|03Apr03|[hidden email]      |[FRIAM] Try this please
  -3.0|16Aug03|[hidden email]  |[FRIAM] Re: Friam Digest, Vol
2, Issue 1
  -3.0|20Aug03|[hidden email]              |[FRIAM] Tuomas Sandholm
  -3.0|21Jul03|[hidden email]   |Re: [FRIAM] Entropy
  -2.9|15Aug03|[hidden email]   |Re: [FRIAM] Score one for
small-scale di
  -2.7|16Aug03|[hidden email]  |RE: [FRIAM] Score one for
small-scale di
  -2.7|22Feb03|[hidden email]          |Subj: Re: [FRIAM] The End of
Chaoplexity
  -2.6|03Aug03|[hidden email]       |[FRIAM] RE: Brian Arthur's
Article: Is I
  -2.6|07Aug03|[hidden email]|[FRIAM] Hybrid modeling?
  -2.1|30Apr03|[hidden email]       |Re: [FRIAM] Good wireless
networking boo
  -1.5|31Jul03|[hidden email]       |[FRIAM] more interesting
futures market
  -1.4|27Jul03|[hidden email] |[FRIAM] Major integrative
Levels of Evol
  -1.2|13Feb03|[hidden email]|[FRIAM] Microsoft looking to
fill positi
  -1.0|15Sep03|[hidden email]  |[FRIAM] McKinsey on RFID
  -0.9|12Mar03|[hidden email]      |[FRIAM] Text of Kauffman's
Lecture on Th
  -0.9|15Mar03|[hidden email]       |[FRIAM] Java Agent Services
  -0.7|04Aug03|Cassin@RioGrandeVentures.|[FRIAM] FW: A Better Way for
Businesses
  -0.6|18Feb03|[hidden email]              |[FRIAM] vivato indoor switch
  -0.6|27Jul03|[hidden email]         |Re: [FRIAM] Friday AM dynamics
...
  -0.1|22Feb03|[hidden email]           |RE: [FRIAM] Gnu Radio Captures
HDTV
  -0.1|22Feb03|[hidden email]           |RE: [FRIAM] Smart Mobs for
Santa Fe
   0.0|16Dec03|[hidden email]   |RE: [FRIAM] Citywide WiFi
   0.0|16Dec03|[hidden email]   |Re: [FRIAM] Spam
   0.0|16Dec03|[hidden email]      |Re: [FRIAM] Spam
   0.0|16Dec03|[hidden email]              |Re: [FRIAM] Spam
   0.0|17Dec03|[hidden email]   |RE: [FRIAM] Spam
   0.0|17Dec03|[hidden email]      |[FRIAM] Pnut: Java Scripting
Language
   0.0|18Dec03|[hidden email]      |Re: [FRIAM] Spam
   0.0|18Dec03|[hidden email]      |[FRIAM] Arrow's Impossibility
Theorem
   0.0|18Dec03|[hidden email]  |[FRIAM] John Cleese on
electoral systems
   0.0|22Dec03|[hidden email]           |RE: [FRIAM] Corporate America's
Silent P
   0.1|11Feb03|[hidden email]      |[FRIAM] Donella Meadows
   0.3|12Feb03|[hidden email]|[FRIAM] FW: available office
materials
   0.4|12Feb03|[hidden email]|[FRIAM] 2003 International
Nonlinear Sci
   0.4|18Feb03|[hidden email]|[FRIAM] OT: China in the Red
   0.4|20Feb03|[hidden email]|[FRIAM] office space
   0.4|22Feb03|[hidden email]   |[FRIAM] Smart Mobs
   0.6|17Feb03|[hidden email]  |[FRIAM] Adding Insult to Injury?
   0.7|17Feb03|[hidden email]   |[FRIAM] The Loose Art of
Chaoplexity, a
   0.9|13Feb03|[hidden email]|[FRIAM] S#
   0.9|14Mar03|[hidden email]       |Re: [FRIAM] community wireless
info
   1.3|28Jul03|[hidden email]         |Re: [FRIAM] Friday AM dynamics
...
   1.4|11Feb03|[hidden email]  |[FRIAM] A Mexican View of Sun
   1.4|14Mar03|[hidden email]       |[FRIAM] community wireless info
   2.6|29Jun03|[hidden email]   |[FRIAM] NYTimes.com Article:
Aging Europ


Robert Holmes
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Spam Experiment

Robert Holmes
Save those logs! It might be interesting to try and build something based
around neural nets or a na?ve bayes classifier (I read somewhere that they
work better on spam filtering than trying to build some full-on bayesian
network representation even though they shouldn't).

Robert


-----Original Message-----
From: [hidden email] [mailto:[hidden email]] On Behalf
Of Owen Densmore
Sent: 27 December 2003 10:42
To: The Friday Morning Complexity Coffee Group
Subject: [FRIAM] Spam Experiment


I'm experimenting with Spam Assassin, the spam filter used by HostGo,
backspaces.net's hosting service.

SA uses a broad mix of scoring email .. the lower the score, the better
.. i.e. less spam-ish.  The fairly aggressive score that is the default
is "5".  Most friam email scores 0.0 or even negative (unless you use
odd forms of HTML, which adds considerably to the score)

But alas, with the huge amount of spam that has become common, even
this aggressive system still "leaks" way too many spam emails to my
inbox.  So I wrote a shell script to grovel over my email and report
spam rating so I could improve my spam rejection.  A report of all the
FRIAM email I've saved recently is attached.  Note that the vast
majority of scores are negative, with very few over 1.0.

So I set up a filter to store all the scores between 1-5 into a "soft
spam" folder that I check now and again, scanning for non-spam.  So
far, over several days, I've only had one false positive and it greatly
reduces the number of times I have to bother with deleting junk.  My
"hard spam" (over 5.0 rating) is holding at around 100/day, far too
much to even scan.  But my "soft spam" (score between 1-5) is only
around 20/day, easily scanned every morning by looking at just the
subject and from fields.

Note that of the 212 FRIAM messages attached, only 4 would have to be
pulled out of the "soft spam" folder.

My next experiment is to use my address book to check the sender and
pull those out of the spam folders automatically.

Owen Densmore          908 Camino Santander       Santa Fe, NM 87505
[hidden email]    Cell: 505-570-0168         Home: 505-988-3787
AIM:owendensmore   http://complexityworkshop.com  http://backspaces.net

-29.5|09Mar03|[hidden email]              |Re: [FRIAM] Request for an
exorcism
-29.5|10Mar03|[hidden email]              |Re: [FRIAM] Request for an
exorcism
-29.5|10Mar03|[hidden email]              |Re: [FRIAM] Request for an
exorcism
-29.5|19May03|[hidden email]          |Subj: Re: [FRIAM] Go?
-29.5|30Mar03|[hidden email]              |Re: [FRIAM] Automated Discovery
of Commu
-29.1|05May03|[hidden email]       |Re: [FRIAM] Re: NYT article
-29.1|05May03|[hidden email]       |Re: [FRIAM] Re: NYT article
-29.1|05May03|[hidden email]       |Re: [FRIAM] Re: NYT article
-23.7|08Apr03|[hidden email]        |Re: [FRIAM] Library access
-22.5|10Mar03|[hidden email]          |Subj: Re: [FRIAM] Request for
an exorcis
-22.5|16Apr03|[hidden email]       |Subj: Re: [FRIAM] Plumber?
-22.4|09May03|[hidden email]     |RE: [FRIAM] Outa Here for a few
Days!
-21.6|29Apr03|[hidden email]           |RE: [FRIAM] Good wireless
networking boo
-19.8|22Mar03|[hidden email]              |Re: [FRIAM] Dennett?
-19.3|08May03|[hidden email]|RE: [FRIAM] WEAM: Wed Chat with
Desmond
-17.1|22Mar03|[hidden email]  |Re: [FRIAM] Dennett?
-15.9|19May03|[hidden email]|RE: [FRIAM] V&M notes
-13.3|21Mar03|[hidden email]      |Re: [FRIAM] Dennett?
-13.1|03Apr03|[hidden email]|RE: [FRIAM] Try this please
-13.1|11Mar03|[hidden email]|RE: [FRIAM] Request for an
exorcism
-13.0|06May03|[hidden email]    |Re: [FRIAM] Bonabeau article
-13.0|07Apr03|Lemieux@RioGrandeVentures|RE: [FRIAM] Local news: New
Fusion Metho
-13.0|15Mar03|[hidden email]           |RE: [FRIAM] Java Agent Services
-13.0|27Feb03|Cassin@RioGrandeVentures.|RE: [FRIAM] GeoTools Demos
-12.9|08May03|[hidden email]|[FRIAM] Gershenfield Colloqium
at SFI
-12.6|14Mar03|[hidden email]|RE: [FRIAM] Next Meeting of
Cities and O
-12.4|16Apr03|[hidden email]      |Re: FRIAM
-12.3|19Mar03|[hidden email]|RE: [FRIAM] Fwd:
[Repast-interest] job a -10.9|04May03|Cassin@RioGrandeVentures.|[FRIAM] More
wireless stuff ..
FreeNets.
-10.8|30Mar03|[hidden email]    |Re: [FRIAM] war news backdoor
-10.7|26Apr03|[hidden email]|Re: [FRIAM] SFI 20th Anniversary
-10.6|08Apr03|[hidden email]  |Re: [FRIAM] Library access
-10.6|21Mar03|[hidden email]|Re: [FRIAM] Dennett?
-10.3|08May03|[hidden email]      |[FRIAM] WEAM: Wed Chat with
Desmond Saun
-10.1|01May03|[hidden email]      |[FRIAM] Bookmobile
  -9.9|07Apr03|michelle@symmetricobjects|[FRIAM] Hello from Phoenix
  -9.7|17Apr03|[hidden email]|[FRIAM] FW: ALife VIII
proceedings now a
  -8.6|27Mar03|[hidden email]      |Re: FRIAM
  -8.5|03Mar03|[hidden email]           |RE: [FRIAM] Re:Open Source for
Optimizat
  -7.6|12Jul03|[hidden email]           |RE: [FRIAM] Strong Typing vs.
Strong Tes
  -7.6|15Jul03|[hidden email]      |RE: [FRIAM] Strong Typing vs.
Strong Tes
  -7.4|10Mar03|[hidden email]      |Re: [FRIAM] Request for an
exorcism
  -7.1|21Jul03|[hidden email]      |RE: [FRIAM] Entropy
  -7.0|14Jun03|[hidden email]|RE: [FRIAM] Chris Meyer
Interview Now on
  -7.0|15Jun03|[hidden email]  |RE: [FRIAM] Chris Meyer
Interview Now on
  -7.0|21Jul03|[hidden email]      |Subj: Re: [FRIAM] Entropy
  -7.0|22May03|[hidden email]       |Subj: Re: [FRIAM] V&M notes
  -6.8|23May03|[hidden email]      |Subj: Re: [FRIAM] Buttons
Testing
  -6.7|07Apr03|[hidden email]              |[FRIAM] Local news: New Fusion
Method Of
  -6.7|22Mar03|[hidden email]              |[FRIAM] NSF - OLPA What's Cool
- Science
  -6.7|27Jun03|[hidden email]     |RE: [FRIAM] Working Hard? from
the smart
  -6.7|28Jun03|Cassin@RioGrandeVentures.|RE: [FRIAM] Working Hard?
  -6.7|29Mar03|[hidden email]              |[FRIAM] Adaptive Agents,
Intelligence, a
  -6.7|30Mar03|[hidden email]              |[FRIAM] war news backdoor
  -6.6|03Jun03|[hidden email]|RE: [FRIAM] Fwd: The Digital
Life Lab at
  -6.6|03Mar03|[hidden email]|[FRIAM] Plexus conversation
with Holland
  -6.6|06Mar03|[hidden email]|[FRIAM] Hollywood business model
  -6.6|07Apr03|[hidden email]         |[FRIAM] possible RawBits(tm) box
  -6.6|09Mar03|[hidden email]         |[FRIAM] swarm music
  -6.6|10Apr03|[hidden email]|[FRIAM] Friday 3:30 meeting at
SFEDI
  -6.6|15Mar03|[hidden email]         |[FRIAM] cell phone hackery
  -6.6|18Apr03|[hidden email]         |[FRIAM] Now THERE's an
airplane...
  -6.6|18Apr03|[hidden email]         |[FRIAM] patent office pending
story
  -6.6|22Jul03|[hidden email]  |RE: [FRIAM] Neural Net Freeware
  -6.6|25Feb03|[hidden email]         |[FRIAM] life forms, life
forms...
  -6.6|26Jul03|[hidden email]           |RE: [FRIAM] Re: [Fwd: santa fe
bassist]
  -6.6|28Feb03|[hidden email]|[FRIAM] Stuart Kauffman to
inaugurate FR
  -6.6|28Jul03|[hidden email]      |RE: [FRIAM] Good Wiki?
  -6.6|28Jun03|[hidden email]          |Subj: Re: [FRIAM] Do Not Call
List
  -6.5|25Jul03|[hidden email]           |RE: [FRIAM] Good Wiki?
  -6.5|27Jul03|[hidden email]       |Subj: Re: [FRIAM] Friday AM
dynamics ...
  -6.4|20Jul03|[hidden email]|RE: [FRIAM] Entropy
  -6.3|02May03|[hidden email]|Re: FRIAM Mail List
  -6.3|12Jul03|[hidden email]      |Subj: Re: [FRIAM] Strong Typing
vs. Stro
  -6.3|13Jun03|[hidden email]         |[FRIAM] FW: STAIF 2004 Initial
Abstracts
  -6.3|23May03|[hidden email]              |Re: [FRIAM] Buttons Testing
  -6.2|23May03|[hidden email]      |RE: [FRIAM] Buttons Testing
  -6.1|14Jul03|[hidden email]          |Subj: Re: [FRIAM] Dissertation
could be
  -6.0|12Jul03|[hidden email]           |RE: [FRIAM] Strong Typing vs.
Strong Tes
  -6.0|27Jun03|[hidden email]     |RE: [FRIAM] Working Hard?
  -5.9|18Jun03|[hidden email]|RE: [FRIAM] neuro-economics
  -5.9|29Aug03|[hidden email]              |Re: [FRIAM] George Lekoff?
  -5.8|13Jul03|[hidden email]|[FRIAM] Cosma's overview of
Complexity S
  -5.8|14Sep03|[hidden email]    |[FRIAM] Fwd: Commerce
  -5.8|23Jun03|[hidden email]         |[FRIAM] Cities group issue
  -5.8|28Jun03|[hidden email]|[FRIAM] FW:
[Activities-announce] correc
  -5.7|04Jun03|[hidden email]            |RE: [FRIAM] Fwd: The Digital
Life Lab at
  -5.7|22May03|[hidden email]  |[FRIAM] Economists--an agent
based model
  -5.7|27May03|[hidden email]|RE: [FRIAM] Re: Fw:
[scrumdevelopment] D
  -5.7|28Jul03|[hidden email]              |[FRIAM] The Nature of Order
  -5.6|02Jun03|[hidden email]|[FRIAM] Belinda's slides are
posted
  -5.6|15Aug03|[hidden email]  |RE: [FRIAM] Score one for
small-scale di
  -5.6|16Aug03|[hidden email]|RE: [FRIAM] incidence
  -5.6|17Jun03|[hidden email]         |[FRIAM] self-organizing
mm-scale gear tr
  -5.6|21Jul03|[hidden email].|RE: [FRIAM] Reflective Agents
with Distr
  -5.6|21May03|[hidden email]|[FRIAM] Forbes:  Santa Fe
business
  -5.6|25Jul03|Cassin@RioGrandeVentures.|[FRIAM] MS Word readers
(Antiword)
  -5.6|25May03|[hidden email]         |[FRIAM] V&M notes
  -5.6|28Jul03|[hidden email]   |[FRIAM] First post - Senior
scientist po
  -5.5|08Jul03|[hidden email]      |[FRIAM] DDLab
  -5.5|21Aug03|[hidden email]         |[FRIAM] electrical power
distribution ba
  -5.5|28Jun03|[hidden email]    |[FRIAM] book lists
  -5.4|16Jun03|[hidden email]       |FRIAM mtg
  -5.4|24May03|[hidden email]      |Re: [FRIAM] Buttons Testing
  -5.4|25Sep03|[hidden email] |[FRIAM] Computer Science as a
Complex Ad
  -5.4|27Jul03|[hidden email]           |RE: [FRIAM] Friday AM dynamics
...
  -5.3|23May03|[hidden email]  |Re: [FRIAM] Buttons Testing
  -5.2|23May03|[hidden email]      |RE: [FRIAM] Buttons Testing
  -5.2|29Aug03|[hidden email]              |Re: [FRIAM] George Lakoff?
  -5.1|10Jul03|[hidden email]|[FRIAM] FRIAM Technical
Session: Rob Pec
  -5.1|28Aug03|[hidden email]      |Re: [FRIAM] George Lekoff?
  -5.1|29Aug03|[hidden email]      |Re: [FRIAM] George Lekoff?
  -5.0|04May03|[hidden email]   |[FRIAM] Re: NYT article
  -5.0|27Jun03|[hidden email]  |[FRIAM] NASDAQ Swarms
  -5.0|30Jul03|[hidden email]   |Re: [FRIAM] Friday AM dynamics
...
  -4.9|02Dec03|[hidden email]  |[FRIAM] The dangers of too much
learning
  -4.9|03Nov03|[hidden email]|[FRIAM] Stuart is on the Edge
  -4.9|10Nov03|[hidden email]       |Re: [FRIAM] Lunar Solar Power
  -4.9|12Nov03|[hidden email]      |Re: [FRIAM] The Coevolution of
Organism
  -4.9|12Nov03|[hidden email]|RE: [FRIAM] The Coevolution of
Organism
  -4.9|13Nov03|[hidden email]      |[FRIAM] deVelop adApt
  -4.9|13Oct03|[hidden email]       |[FRIAM] Economist article on
complexity
  -4.9|14Nov03|[hidden email]      |[FRIAM] Lewontin on Cultural
Evolution
  -4.9|15Nov03|[hidden email]    |Re: [FRIAM] Lewontin on
Cultural Evoluti
  -4.9|15Nov03|[hidden email]      |Re: [FRIAM] Lewontin on
Cultural Evoluti
  -4.9|15Nov03|[hidden email]      |Re: [FRIAM] Visualizing
Complexity
  -4.9|15Oct03|[hidden email]      |RE: [FRIAM] Hello
  -4.9|15Oct03|[hidden email]      |[FRIAM] Santa Fe Wifi coffee
shop and bi
  -4.9|17Nov03|[hidden email]       |Re: [FRIAM] cmu wifi map
  -4.9|19Jul03|[hidden email]  |[FRIAM] New Journal of Physics
  -4.9|21Nov03|[hidden email]      |Re: [FRIAM] Entropy
  -4.9|22Oct03|[hidden email]      |[FRIAM] Alife IX in Boston
  -4.9|24Oct03|[hidden email]       |Re: [FRIAM] FW: RESPEC seminar
series: X
  -4.9|24Oct03|[hidden email]             |Re: [FRIAM] FW: RESPEC seminar
series: X
  -4.9|24Oct03|[hidden email]      |[FRIAM] MIT Nov RFID article
  -4.9|24Oct03|[hidden email]      |[FRIAM] Media Conferencing
  -4.9|25Oct03|[hidden email]           |RE: [FRIAM] Media Conferencing
  -4.9|27Jul03|[hidden email]             |Re: [FRIAM] Good Wiki?
  -4.9|27Oct03|[hidden email]    |RE: [FRIAM] Harmony Remote
  -4.8|20Jul03|[hidden email]|RE: [FRIAM] Entropy
  -4.8|21Jul03|[hidden email]  |[FRIAM] Reflective Agents with
Distribut
  -4.7|02Aug03|[hidden email]      |[FRIAM] Brian Arthur's Article:
Is Info
  -4.7|03Nov03|[hidden email]        |[FRIAM] Conferencing...
  -4.7|06Sep03|[hidden email]              |[FRIAM] Energy futures
  -4.7|15Oct03|[hidden email]        |[FRIAM] Hello
  -4.7|20Aug03|Cassin@RioGrandeVentures.|[FRIAM] Coordination ...
  -4.7|22Oct03|[hidden email]  |[FRIAM] 'Utopia Theory' - aka
ABMs
  -4.7|25Oct03|[hidden email]        |Re: [FRIAM] Media Conferencing
  -4.6|28Jul03|[hidden email]     |RE: [FRIAM] Friday AM dynamics
...
  -4.5|27Jul03|Cassin@RioGrandeVentures.|[FRIAM] Friday AM dynamics ...
  -4.5|30Jul03|[hidden email]              |[FRIAM] swarmth
  -4.4|18Jul03|[hidden email]|RE: [FRIAM] Recognize This?
  -4.3|12Aug03|[hidden email]              |Re: [FRIAM] Fwd: Which Way to
Mecca?
  -4.3|14Aug03|[hidden email]              |Re: [FRIAM] Fwd: Which Way to
Mecca?
  -4.1|18Apr03|Cassin@RioGrandeVentures.|[FRIAM] FYI: Millennial Net
  -4.1|19Jul03|[hidden email]  |[FRIAM] Complex systems & stock
markets
  -4.0|16Aug03|[hidden email]  |Re: [FRIAM] Score one for
small-scale di
  -3.9|03Dec03|[hidden email]   |[Fwd: Out of Office AutoReply:
[FRIAM] T
  -3.9|25Jun03|[hidden email]  |Re: [FRIAM] Apple Enters iLoo
Fray with
  -3.8|27Jun03|[hidden email] |[FRIAM] New group about Complex
Adaptive
  -3.8|29Aug03|[hidden email]  |[FRIAM] Rooftop networking
  -3.6|02Aug03|[hidden email]           |RE: [FRIAM] Brian Arthur's
Article: Is I
  -3.6|16Aug03|[hidden email]  |Re: [FRIAM] Score one for
small-scale di
  -3.6|29Aug03|Cassin@RioGrandeVentures.|RE: [FRIAM] Rooftop networking
  -3.4|13Nov03|[hidden email]|FRIAM and IA folks
  -3.1|30Jul03|[hidden email]    |Re: [FRIAM] Friday AM dynamics
...
  -3.0|01Mar03|[hidden email]      |[FRIAM] EMail to SnailMail
Service?
  -3.0|03Apr03|[hidden email]      |[FRIAM] Try this please
  -3.0|16Aug03|[hidden email]  |[FRIAM] Re: Friam Digest, Vol
2, Issue 1
  -3.0|20Aug03|[hidden email]              |[FRIAM] Tuomas Sandholm
  -3.0|21Jul03|[hidden email]   |Re: [FRIAM] Entropy
  -2.9|15Aug03|[hidden email]   |Re: [FRIAM] Score one for
small-scale di
  -2.7|16Aug03|[hidden email]  |RE: [FRIAM] Score one for
small-scale di
  -2.7|22Feb03|[hidden email]          |Subj: Re: [FRIAM] The End of
Chaoplexity
  -2.6|03Aug03|[hidden email]       |[FRIAM] RE: Brian Arthur's
Article: Is I
  -2.6|07Aug03|[hidden email]|[FRIAM] Hybrid modeling?
  -2.1|30Apr03|[hidden email]       |Re: [FRIAM] Good wireless
networking boo
  -1.5|31Jul03|[hidden email]       |[FRIAM] more interesting
futures market
  -1.4|27Jul03|[hidden email] |[FRIAM] Major integrative
Levels of Evol
  -1.2|13Feb03|[hidden email]|[FRIAM] Microsoft looking to
fill positi
  -1.0|15Sep03|[hidden email]  |[FRIAM] McKinsey on RFID
  -0.9|12Mar03|[hidden email]      |[FRIAM] Text of Kauffman's
Lecture on Th
  -0.9|15Mar03|[hidden email]       |[FRIAM] Java Agent Services
  -0.7|04Aug03|Cassin@RioGrandeVentures.|[FRIAM] FW: A Better Way for
Businesses
  -0.6|18Feb03|[hidden email]              |[FRIAM] vivato indoor switch
  -0.6|27Jul03|[hidden email]         |Re: [FRIAM] Friday AM dynamics
...
  -0.1|22Feb03|[hidden email]           |RE: [FRIAM] Gnu Radio Captures
HDTV
  -0.1|22Feb03|[hidden email]           |RE: [FRIAM] Smart Mobs for
Santa Fe
   0.0|16Dec03|[hidden email]   |RE: [FRIAM] Citywide WiFi
   0.0|16Dec03|[hidden email]   |Re: [FRIAM] Spam
   0.0|16Dec03|[hidden email]      |Re: [FRIAM] Spam
   0.0|16Dec03|[hidden email]              |Re: [FRIAM] Spam
   0.0|17Dec03|[hidden email]   |RE: [FRIAM] Spam
   0.0|17Dec03|[hidden email]      |[FRIAM] Pnut: Java Scripting
Language
   0.0|18Dec03|[hidden email]      |Re: [FRIAM] Spam
   0.0|18Dec03|[hidden email]      |[FRIAM] Arrow's Impossibility
Theorem
   0.0|18Dec03|[hidden email]  |[FRIAM] John Cleese on
electoral systems
   0.0|22Dec03|[hidden email]           |RE: [FRIAM] Corporate America's
Silent P
   0.1|11Feb03|[hidden email]      |[FRIAM] Donella Meadows
   0.3|12Feb03|[hidden email]|[FRIAM] FW: available office
materials
   0.4|12Feb03|[hidden email]|[FRIAM] 2003 International
Nonlinear Sci
   0.4|18Feb03|[hidden email]|[FRIAM] OT: China in the Red
   0.4|20Feb03|[hidden email]|[FRIAM] office space
   0.4|22Feb03|[hidden email]   |[FRIAM] Smart Mobs
   0.6|17Feb03|[hidden email]  |[FRIAM] Adding Insult to Injury?
   0.7|17Feb03|[hidden email]   |[FRIAM] The Loose Art of
Chaoplexity, a
   0.9|13Feb03|[hidden email]|[FRIAM] S#
   0.9|14Mar03|[hidden email]       |Re: [FRIAM] community wireless
info
   1.3|28Jul03|[hidden email]         |Re: [FRIAM] Friday AM dynamics
...
   1.4|11Feb03|[hidden email]  |[FRIAM] A Mexican View of Sun
   1.4|14Mar03|[hidden email]       |[FRIAM] community wireless info
   2.6|29Jun03|[hidden email]   |[FRIAM] NYTimes.com Article:
Aging Europ


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