*Why us?Kate Niederhoffer Ph.D UT Social Psychology BuzzMetrics/Nielsen Online, Measurement Science Dachis Corporation - Methodology, Social Business Design

Marc Smith Ph.D UCLA Sociology Microsoft Research, Community Technologies Group Telligent Systems Harvest reporting and analysis tools for social media platforms and systems

Note: This is a conceptual address. Were talking about ideas; each of our companies have distinct methodologies in place related to these concepts.

Why are we here?Demonstrating the depth of buzz; ways to think about signal within vast universe.

Going beyond buzz; learning more about individuals.

*

Why are we here?Highlighting the unique roles individuals play in communities that afford the conversation.

Illustrating that aggregated relationships are network structures.

*

Why now?*

*Blogs were all the rageIn 2005, clients attracted by novelty:

Simple question: Whats my buzz?- How much?- Good or bad?

Incremental improvement: How important is it?- Are Influencers talking?- How many eyeballs exposed?- Engagement? However, all superficially measured;limited scope of whats important: what kind of influence?

*Blogs are now featuresTodays media enable richer social interaction-- and, leave a path of data with more opportunities to capture depth

Buzz levels, page views, followers, in isolation miss big picture

Must take advantage context to tell whole story and capture value

*Social networks are all the rage, but rarely do we think about social metricsWe need to stop blackboxing: "When a machine runs efficiently, when a matter of fact is settled, one need focus only on its inputs and outputs and not on its internal complexity. Thus, paradoxically, the more science and technology succeed, the more opaque and obscure they become." - Bruno Latour

Even if a conversation is running smoothly, we must figure out what makes it tick.

Central tenet:Social structure emerges from the aggregate of relationships (ties) among members of a population

Phenomena of interest:Emergence of cliques and clusters from patterns of relationshipsCentrality (core), periphery (isolates), betweenness

Methods:Surveys, interviews, observations, log file analysis, computational analysis of matrices

Source: Richards, W. (1986). The NEGOPY network analysis program. Burnaby, BC: Department of Communication, Simon Fraser University. pp.7-16 Social NetworkTheory(Hampton &Wellman, 1999; Paolillo, 2001; Wellman, 2001)

*Context of a conversationRelevanceRoleMindsetEcosystemWhat is the pattern of connections? What is the dynamic, en masse? What else do we know about the individuals? Wheres the signal in the noise?PersonaPersonEnvironmentSignal

*

*Context of a conversationRelevanceRoleMindsetEcosystemWheres the signal in the noise?

*Relevance todayAs a user, easy to relate to issues with pre-determined filters.As an enterprise, complexity increases. We dont always know what we want to know!

*Relevance: Which filters are in place to strengthen the signal? Identifying your filters can be inductive: What are people really saying? Which concepts differentiate the posts that mention you vs. posts that don't? All terms on your map have a correlation to the central concept; the closer a word appears to the center, the stronger the association.The groupings of terms indicate the dimensions of discussion: micro-conversations within a broader discussion. * Source: Nielsen Online, 2008

*Relevance is multi-facetedRather than looking at associations with, as compared to without, consider discussion this week as compared to discussion over the past year.

Not whats being said about her in a more recent timeframe, but instead when you control for whats said about her in general, what pops?

* Source: Nielsen Online, 2008

*Relevance - SummaryInformation can be visualized in so many different ways; dont take it for granted. Listening can be limited if youre exclusively looking for something in particular; broaden your net. Be inductive. Let the data speak for itself.

*

*Context of a conversationRelevanceRoleMindsetEcosystemWhat else can we know about the individuals?

*Says Who?

*MindsetBy measuring the types of words used, we can tap into how people slice their worlds.Linguistic style is closely tied to:Demographics (e.g. age, sex, class)Emotion (e.g. depression, deception)Cognitive style (e.g. complex thinking)Personality (e.g. Neuroticism)

What else can we know about the person in conversation?

e.g. Pennebaker, Mehl, Niederhoffer, 2003

FindingsLinguistic CuesAre you self-oriented?Pronoun use: I and WeAre you living in the now?Past, Present, Future tenseWhat is your emotional tone?Positive vs. NegativeAre you abstract or concrete?Articles: a vs. theNouns vs. verbs

When people make recommendations on blogs, is there something deeper going on?

*Got the next three PW/GS games for my birthday. And I am one happy gal, there was some stuff that I absolutely LOVED and I would definitely recommend the game to anyone who owns a PS3 regardless of its flaws -- which really were at their heart personal quibbles of mine so your mileage may vary. Plus, I cried like a b*$$ at the end. That's got to be saying something.

*Getting into the Engaged Mind

Recommendations have:More pronouns: intimacy with both the brand/product/ service being recommended, and those to whom theyre recommending.More verbs: sharing experience more than discussion of concrete features.* all differences significant at p

Invisible language gives us clues about individuals, and groups*

*Changes in work atmosphere, captured in wordsTausczik, Scholand, and Pennebaker, 2009Engineers, economists programmers collaborating on economic simulations of disasters

Complexity of thought (-) Cohesion (-) Work information (-) Negative emotion (+) Funding lost

*Connected Age: relationships are groundwork of workSocial: niceties (lol), affirmations (cool), coordination (call), broad communication (http, thinking) Work: economic (production, supply), analytic (results, problem)

*Mindset- SummaryLanguage is a good way to go beyond the surface and better understand constituents without self- report biases (or effort). Metrics in the hands of users (yourselves) are helpful: know thyself, know how youre perceived.

*Beyond thoughts and feelings, who comes to roost?

*Context of a conversationRelevanceRoleMindsetEcosystemWhat is the pattern of connections?

Social Network Analysis with NodeXL:

Identify different roles in social media spaces

Identify core groups in the network

Answer personOutward ties to local isolatesRelative absence of trianglesFew intense ties

Reply MagnetTies from local isolates often inward onlySparse, few trianglesFew intense tiesDistinguishing attributes:*

Distinguishing attributes:Answer personOutward ties to local isolatesRelative absence of trianglesFew intense ties

Discussion personTies from local isolates often inward onlyDense, many trianglesNumerous intense ties

*

Answer Person SignaturesDiscussionPeople*

SpammerDiscussion StarterReply oriented DiscussionFlameWarrior*

Role SummaryNetwork awareness, like court vision enables strategic play. Know which positions/players are on your team.Social media behavior is differentiated. Rare (~.5-2%) roles are critical and must be cultivated.E.g. Clear and consistent signatures of an Answer PersonLight touch to numerous threads initiated by someone elseMost ties are outward to local isolatesMany more ties to small fish than big fish*

Chart4

88

26

20

3

2

2

1

2

Sheet1

flonk01,12,34,78,1516,3132,6364,127128,255256,5115,121,0230124816326412825512

flonk4713101119920005814111220103111

flonk3551216228200046613172393111

flonk7101011913620008111112101473111

flonk3612811185100047139121962111

flonk31088711740004119981285111

flonk539106156300064101171674111

flonk822871663000933981774111

flonk456129104200056713101153111

flonk49676853000510787964111

flonk3103749640004114851075111

flonk661361453000772471564111

flonk033681253000144791364111

flonk11114312530001222541364111

flonk3108927100004119103821111

flonk3545344200046564553111

flonk051541103000162651214111

flonk0121876400012329875111

flonk101351243000212461354111

flonk113321044000224431155111

flonk2462256100035733672111

flonk1112865400022239765111

flonk11233952000223441063111

flonk201231133000312341244111

flonk2014475100031255862111

flonk0354533100014656442111

flonk3313371300044244824111

flonk1022383400021334945111

flonk1121374400022324855111

flonk011011253000122121364111

flonk2273332000033844431111

flonk0234433300013455444111

flonk3107046100042181572111

flonk2622144100037332552111

flonk0244254000013553651111

flonk0264223100013753342111

flonk02105912000132161023111

flonk1152172100022632832111

flonk011141011000122251122111

flonk0010385200011214963111

flonk1123632100022347432111

flonk01102923000122131034111

flonk0202075200013131863111

flonk2111344200032224553111

flonk0113163300012242744111

flonk1314242100024253532111

flonk0113251400012243625111

flonk1423042100025341532111

flonk2012262100031233732111

flonk3000183100041112942111

flonk1001433300021125444111

flonk0121351200012324623111

flonk1021153200021322643111

flonk5132021100062431322111

flonk1041421200021525323111

flonk1313033100024241442111

flonk3001142300041122534111

flonk2111260100032223712111

flonk1124122000022352331111

flonk0002154100011132652111

flonk0101433100012125442111

flonk1100144200022112553111

flonk1210214200023213253111

flonk0211162000013222731111

flonk1101134200022122453111

flonk0020260100011313712111

11111111111

11111111111

server8725192110100088262032212111

server6319163121010064201742321211

server191090210010020111013211211

server178500001100189611112211

server96553101100107664212211

server187310100000198421211111

server145420001000156531112111

server117410100000128521211111

server146111000000157222111111

server152210000000163321111111

server7402110000085132211111

server111000100000122111211111

server8320000000094311111111

server92200000000103311111111

server6122110000072332211111

server7310000000084211111111

server90010100000101121211111

server3410210000045213211111

server4220210000053313211111

server3420100000045312111111

server6111100000072222111111

server5140000000062511111111

server7110000000082211111111

server4320000000054311111111

server0221101110013322122211

server2200110110033112212211

server1210220000023213311111

server6100000000072111111111

server1420000000025311111111

server3100210000042113211111

server3110100000042212111111

server2100110100032112212111

server3000110010041112211211

server3030000000041411111111

server3001100000041122111111

server3000110000041112211111

server2001110000031122211111

server4000000000051111111111

server3100000000042111111111

server

server

server

server

server

server

server

server

server

server

server

server

server

server

server

server

server

server

server

server

server

server

server

server

server

server

server

server

Sheet1

AuthToAuth.txt-processed

NAMEINDEGREEOUTDEGREEMESSAGESRECDMESSAGESSENTMUTUALITYCENTRALITYDENSITYWITHCENTERDENSITYWITHCENTERFishFish*Degree01,12,34,78,1516,3132,6364,127128,255256,5115,121,023ln bin1ln bin2ln bin3ln bin4ln bin5ln bin6ln bin7ln bin8ln bin9ln bin10ln bin1101,12,34,78,1516,3132,6364,127128,255256,5115,121,0230124816326412825512

kgafvert@NEWSilopia.com53136161733162767.146210460.01086696920.0033862775228.0110233792872519211010004.47733681453.2580965382.99573227361.09861228870.69314718060.693147180600.693147180600088262032212111

jmaltz@mvps.org46106140643671302.80725635110.01539935160.0042728636117.0707241073631916312101004.15888308342.99573227362.83321334411.38629436110.69314718061.09861228870.693147180600.69314718060064201742321211

marcrey@online.microsoft.com164250221117228.88682728680.0376773050.01248843667.85.815323849419109021001002.99573227362.39789527282.30258509301.09861228870.6931471806000.69314718060020111013211211

sharad@anonymous.com9324211713005.88567821070.04789915970.014260249610.33333333335.83188247731785000011002.89037175792.19722457731.791759469200000.69314718060.693147180600189611112211

223144301242610.05586955910.04761904760.01768292681.754.0253516907965531011002.3025850931.94591014911.79175946921.79175946921.38629436110.693147180600.69314718060.693147180600107664212211

richmcc@online.microsoft.com12303112716181.81468810290.03492063490.00168067239.66666666675.70267074581873101000002.94443897922.07944154171.38629436110.693147180600.693147180600000198421211111

spam@ml-sss.demon.co.uk82626868969.44630255370.04926108370.007936507965.08759633521454200010002.70805020111.79175946921.60943791241.09861228870000.6931471806000156531112111

David Wang [Msft] 62428757355.52883782880.04923076920.00333333337.66666666675.25575775211174101000002.48490664982.07944154171.60943791240.693147180600.693147180600000128521211111

mikebran@online.microsoft.com11232612817447.57155067150.05270655270.00461538467.33333333335.1704839951461110000002.70805020111.94591014910.69314718060.69314718060.6931471806000000157222111111

nospam2-ulf@usw-consulting.com320213212550.04978354980105.34710753071522100000002.77258872221.09861228871.09861228870.69314718060000000163321111111

jones_jupiter@hotnomail.com51516545482.98712413710.073529411802.43.6480574596740211000002.07944154171.609437912401.09861228870.69314718060.693147180600000

raylava@online.microsoft.com213132110930.071428571406.54.51085950651110001000002.48490664980.69314718060000.693147180600000

hasan@letter_u_letter_h.com.au41315535454.65136561930.08571428570.0054945055145.2781146592832000000002.19722457731.38629436111.098612288700000000

#cclark#@directnetworksinc.com51316544351.96760461760.08571428570145.2781146592922000000002.3025850931.09861228871.098612288700000000

lanwench@heybuddy.donotsendme.unsolicitedmail.atyahoo.com61320955781.47032307060.13809523810.054945054923.3322045102612211000001.94591014910.69314718061.09861228871.09861228870.69314718060.693147180600000

dsherman@nospam.tampabay.rr.com11111112532.67206382210.09090909090124.9698132996731000000002.07944154171.38629436110.693147180600000000

jcochran.nospam@naplesgov.com31112422661.36092012560.089743589703.33333333333.6888794541900101000002.302585093000.693147180600.693147180600000

kpalagin@nomail.phxint.please.ru611138412814.95549491630.12637362640.03846153852.253.295836866341021000001.38629436111.60943791240.693147180601.09861228870.693147180600000

Torgeir Bakken (MVP) 21112327825.11001507790.10606060610.00909090912.253.295836866422021000001.60943791241.09861228871.098612288701.09861228870.693147180600000

humorexpress@hotmail.com61014854364.94346692880.1212121212054.0073331852342010000001.38629436111.60943791241.098612288700.6931471806000000

Roland Hall 11013416199.64705988460.10909090910.011111111133.4965075615611110000001.94591014910.69314718060.69314718060.69314718060.6931471806000000

desmondb@payton.cps.k12.il.us71011954536.17559523810.12179487180.0151515152114.7957905456514000000001.79175946920.69314718061.609437912400000000

Mail@nospam.DSPatrick.com5912522592.23015873020.08974358970104.605170186711000000002.07944154170.69314718060.693147180600000000

dbrandt@microsoft.com5910735046.29935064940.10606060610104.605170186432000000001.60943791241.38629436111.098612288700000000

spin@spin.com1491527914322.11048546910.13333333330.02747252750.83333333332.12026353620221101110001.09861228871.09861228870.69314718060.693147180600.69314718060.69314718060.693147180600

cstack@online.microsoft.com1810104125.15213652710.17777777780.097222222212.1972245773220011011001.09861228871.0986122887000.69314718060.693147180600.69314718060.693147180600

mhammond1@hotmail.com388312624.13359395860.13636363640.044444444412.1972245773121022000000.69314718061.09861228870.693147180601.09861228871.098612288700000

dsherman@nospamtampabay.rr.com27721130.125084.1588830834610000000001.94591014910.6931471806000000000

mvp2.REMOVE@landemoo.com679755765.33333333330.1805555556084.1588830834142000000000.69314718061.60943791241.098612288700000000

geekwench@snippit.hotmail.com479411986.86428571430.101.252.302585093310021000001.38629436110.6931471806001.09861228870.693147180600000

Robert Moir 266321476.32620320860.23809523810.066666666733.0445224377311010000001.38629436110.69314718060.693147180600.6931471806000000

oli@mvps.org367437075.83405546990.23809523810.033333333311.9459101491210011010001.09861228870.6931471806000.69314718060.693147180600.6931471806000

klynch@keller.SPAM.nb.net166102931.67762376510.19642857140.095238095211.9459101491300011001001.38629436110000.69314718060.6931471806000.693147180600

aspen@palaydium.net.NOT_FOR_SPAM267214325.24134199130.1428571429073.8918202981303000000001.386294361101.386294361100000000

Steve 655622775.04962537460.122222222201.33333333332.0794415417300110000001.3862943611000.69314718060.6931471806000000

Mike 355514605.9500138750.21428571430.09523809521.33333333332.0794415417300011000001.38629436110000.69314718060.693147180600000

neo!remove_me!@mvps.org555532743.50883521210.26785714290.1190476190.751.5040773968200111000001.0986122887000.69314718060.69314718060.693147180600000

tomfo@online.microsoft.com0440000.2053.2188758249400000000001.60943791240000000000

iainmc@online.micr0s0ft.c0m0440000.2053.2188758249310000000001.38629436110.6931471806000000000

PC 14410868.50.1666666667053.2188758249310000000001.38629436110.6931471806000000000

dwest@evitechnology.com14611476.36373626370.25053.2188758249211000000001.09861228870.69314718060.693147180600000000

root@buchanangc.com3443316260.35053.21887582490310000000001.38629436110.693147180600000000

michael.giorgio@NoSpam.mayerson.com2442116170.23333333330.0553.2188758249121000000000.69314718061.09861228870.693147180600000000

BlackHawke@legacygames.net8449445890.1666666667022.3025850930300010000001.38629436110000.693147180600000

mikekol@idontlikespam.mvps.org24421316.28968253970.36666666670.2522.302585093201001000001.098612288700.6931471806000.693147180600000

Michael Sainz 446513246.650.21428571430.095238095222.302585093111000001000.69314718060.69314718060.6931471806000000.693147180600

qbernard@hotmail.com.discuss144115740.350.166666666722.302585093201000010001.098612288700.693147180600000.6931471806000

David 544622504.23138528140.1607142857011.6094379124200011000001.09861228870000.69314718060.693147180600000

nicot@online.microsoft.com0330000.25042.7725887222210000000001.09861228870.6931471806000000000

babuji@maa.brigade.com0330000.25042.7725887222300000000001.38629436110000000000

rschland@hotmail.com333411290.68273809520.2042.7725887222120000000000.69314718061.0986122887000000000

=?Utf-8?B?RGF2aWQgTW9vcmU=?= 133105760.250.083333333342.7725887222300000000001.38629436110000000000

matthew-usenet-nospam@nodomaintospammeat.com0330000.25042.7725887222210000000001.09861228870.6931471806000000000

mstokke@online.microsoft.com1331120.3333333333042.7725887222210000000001.09861228870.6931471806000000000

rodb@dortoh.ca1331030.2042.7725887222300000000001.38629436110000000000

shaun davies 2344111080.2501.51.7917594692200100000001.0986122887000.69314718060000000

steve@sepstein.net13310912.20.201.51.7917594692110100000000.69314718060.693147180600.69314718060000000

davidcop@online.microsoft.com233212157.50.25042.7725887222201000000001.098612288700.693147180600000000

craigjones@map80.com133115380.333333333301.51.7917594692110100000000.69314718060.693147180600.69314718060000000

Danny.Sanders@cpcNOmedSPAM.org2387116420.25042.7725887222201000000001.098612288700.693147180600000000

Tedd Riggs 435721300.67335164840.36666666670.20.66666666670.980829253100001010000.693147180600000.693147180600.6931471806000

Chris J. D. 333422790.58035714280.300.66666666670.980829253100010010000.69314718060000.6931471806000.6931471806000

swtechworks@tampabay.rr.com13311106.83878066380.333333333301.51.7917594692101100000000.693147180600.69314718060.69314718060000000

fcolon@cfl.rr.com134115410.50.33333333331.51.79175946920111000000000.69314718060.69314718060.69314718060000000

Brad 1331126.54137806640.41666666670.16666666671.51.7917594692101100000000.693147180600.69314718060.69314718060000000

Jerry@jsiinc.com2332229210.416666666701.51.79175946920110010000000.69314718060.6931471806000.693147180600000

Steve Aschettino 233423533.94213564210.416666666700.66666666670.98082925300101001000000.693147180600.6931471806000.6931471806000

Mark 33352834.60690836940.450.250.66666666670.98082925300100001100000.693147180600000.69314718060.693147180600

aaron@TRASHaspfaq.com13311161.20963203460.50.33333333331.51.791759469200200010000001.09861228870000.69314718060000

alan@aeal.com.hk334432968.36259262180.58333333330.16666666670.2500000101010000000.693147180600.693147180600.693147180600

Pete 233322209.7489649240.416666666700.25000000200100000001.0986122887000.693147180600

usenets_remote_this@earthlink.net535833102.55455818690.266666666700.66666666670.98082925300101001000000.693147180600.6931471806000.6931471806000

create_share@hotmail.com5331026296.1341543010.33333333330.20.2500000101100000000.693147180600.69314718060.6931471806000

marinejld@comcast.net3224240.4166666667032.19722457730200000000001.0986122887000000000

ghayesntloader@raxco.com0220000.3333333333032.1972245773200000000001.09861228870000000000

larry samuels 1221020.25032.1972245773200000000001.09861228870000000000

jerryiii@hotmail.com122215370.5032.19722457730200000000001.0986122887000000000

mecklists@REMOVETHIS.mn.rr.com0220000.3333333333032.1972245773200000000001.09861228870000000000

stevenl@online.microsoft.com1231110.5032.1972245773110000000000.69314718060.6931471806000000000

csgallagher@REMOVETHISTEXT@metromilwaukee.com0220000.3333333333032.1972245773110000000000.69314718060.6931471806000000000

moot 2222158.21666666670.3333333333032.1972245773110000000000.69314718060.6931471806000000000

iainmc@online.microsoft.com0220000.3333333333032.1972245773200000000001.09861228870000000000

bobNOSPAM@wxppro.com0220000.3333333333032.1972245773200000000001.09861228870000000000

RHollaw@hotmail.com0220000.3333333333032.1972245773110000000000.69314718060.6931471806000000000

Darrellg@online.microsoft.com1221020.25032.1972245773200000000001.09861228870000000000

tofors99@hotmail.com322325780.4166666667032.19722457730200000000001.0986122887000000000

steven-news@wilmot.me.uk0220000.3333333333032.1972245773200000000001.09861228870000000000

bo 0220000.3333333333032.1972245773200000000001.09861228870000000000

jennid@microsoft.com0220000.3333333333032.1972245773110000000000.69314718060.6931471806000000000

johan.please_respond_to_forum.arwidmark@lutteman.se123112870.5032.1972245773101000000000.693147180600.693147180600000000

jheckel.nospam@gmx.de1221110.5032.1972245773101000000000.693147180600.693147180600000000

blskjdf@yahoo.com2222137.5690476190.50.333333333311.0986122887100001000000.693147180600000.693147180600000

james.news@reather.com222318200.41666666670.166666666711.09861228870101000000000.693147180600.69314718060000000

ejh2@removethis.psu.edu0220000.3333333333011.0986122887100100000000.6931471806000.69314718060000000

kenREMOVE@THISadOpenStatic.com2223218890.6666666667011.09861228870100100000000.6931471806000.6931471806000000

bobr@sptnetpower.com525926237.64705988460.33333333330.1511.09861228870100100000000.6931471806000.6931471806000000

charles 222211647.31876456880.3333333333011.0986122887100010000000.69314718060000.6931471806000000

Paul@invalid.invalid0220000.3333333333011.0986122887100100000000.6931471806000.69314718060000000

jimmy_noSpam_@mvps.org0220000.3333333333011.09861228870100010000000.69314718060000.693147180600000

Paul 0220000.3333333333011.0986122887100001000000.693147180600000.693147180600000

Kevin D. Goodknecht [MVP] 122212870.5011.0986122887100010000000.69314718060000.6931471806000000

mdj@NOSPAMmdj.dk222228210.6666666667011.09861228870100100000000.6931471806000.6931471806000000

kinte@iieinc.com223312860.58333333330.511.09861228870100000100000.6931471806000000.6931471806000

news006ddes@n.a.v.d622723148.18363858360.1904761905032.19722457730110000000000.69314718060.693147180600000000

Limran98 122112870.5011.0986122887100000001000.693147180600000000.693147180600

=?Utf-8?B?Tmljaw==?= 122115740.5011.09861228870100000100000.6931471806000000.6931471806000

Hayle 1232100.66666666670.511.0986122887100000001000.693147180600000000.693147180600

Bill Grant 0220000.50.511.09861228870101000000000.693147180600.69314718060000000

chriscamisa@verizon.net122219.13333333330.5011.0986122887100000100000.6931471806000000.69314718060000

noSpamHere@chrisse.se0220000.3333333333011.0986122887100010000000.69314718060000.6931471806000000

by@b.com222215740.41666666670.166666666711.09861228870100000010000.69314718060000000.693147180600

alan-no-drub-spam@hotmail.com1232110700.5032.19722457730110000000000.69314718060.693147180600000000

dean 122112870.5032.1972245773101000000000.693147180600.693147180600000000

AJD 122114.91666666670.5011.0986122887100010000000.69314718060000.6931471806000000

Ian 12651150.5011.0986122887100000100000.6931471806000000.69314718060000

jmenter@online.microsoft.com122112870.5032.1972245773101000000000.693147180600.693147180600000000

NOkink_jpSPAM@hotmail.com42251282.8830086580.40.311.0986122887100001000000.693147180600000.693147180600000

sagrjty@hotmail.com124212870.5011.0986122887100000001000.693147180600000000.693147180600

contato@mista.com.br322522416.40953654190.4166666667011.098612288700101000000000.693147180600.6931471806000000

no-spam-lordaeron70@hotmail.com22222593.6809523810.6666666667011.098612288700100001000000.693147180600000.6931471806000

itooo@itooo.com224620110.333333333300000000110000000000.69314718060.693147180600

janusz.romanowski@comcast.net222420110.333333333300000000110000000000.69314718060.693147180600

=?Utf-8?B?REFC?= 2222211060.6666666667011.098612288700100010000000.69314718060000.69314718060000

John Saunders 2222217.41666666670.6666666667011.098612288700101000000000.693147180600.6931471806000000

David 222221062.88888888890.666666666700.333333333300000101000000000.693147180600.69314718060000

JA 5271128187.65166732670.2333333333011.098612288700100001000000.693147180600000.6931471806000

johnbahran@hotmail.com522825127.24761904760.36666666670.20.33333333330000101000000000.693147180600.693147180600000

Stephen 2222211060.6666666667011.098612288700110000000000.69314718060.69314718060000000

wdnewell@bellsouth.net22332575.28785037920.83333333330.50.33333333330000000101000000000.693147180600.693147180600

Noozer 223228580.83333333330.50.33333333330000100010000000.69314718060000.6931471806000

ray282828@yahoo.com.hk223321597.29870129870.666666666700.333333333300000100010000000.69314718060000.693147180600

law2004@bluefield.com.hk224624422.20621878120.666666666700.3333333333000000101000000000.693147180600.6931471806000

smartyrc@hotmail.com223420110.333333333300000000110000000000.69314718060.693147180600

tom 222320110.333333333300000000110000000000.69314718060.693147180600

f/fgeorge@yourplace.com12211103.32620320860.500.33333333330000110000000000.69314718060.6931471806000000

mberretta@choate.edu223311400.00530303030.41666666670.16666666670.333333333300000110000000000.69314718060.693147180600000

GriffithsJ_520@hotmail.com522721313.99693362190.26666666670.050.3333333333000000110000000000.69314718060.69314718060000

Kyle 322321757.79642857140.66666666670.50.333333333300000100010000000.69314718060000.693147180600

kizetoni@mail.ru22222748.68044733040.6666666667011.098612288700100000100000.6931471806000000.693147180600

Ray at 222213844.54141414140.3333333333011.098612288700100000100000.6931471806000000.693147180600

Steve 1221126800.5011.098612288700100001000000.693147180600000.6931471806000

sdelisle@visioninformatik.qc.ca0110000.5121.38629436110100000000000.6931471806000000000

robathomeDeleteMe@mail.com0110000.5121.3862943611100000000000.69314718060000000000

bobqin@online.microsoft.com2155110.5021.38629436110100000000000.6931471806000000000

=?Utf-8?B?TGVv?= 0110000.5121.3862943611100000000000.69314718060000000000

zigi@info-scope.co.il1111101121.38629436110100000000000.6931471806000000000

john.jordan@dpra.com0110000.5121.38629436110100000000000.6931471806000000000

fritjof@t-online.de0110000.5121.3862943611100000000000.69314718060000000000

Roget 111102880.3333333333021.3862943611100000000000.69314718060000000000

SRowe@gkservices.com.not111102880.3333333333021.3862943611100000000000.69314718060000000000

Adrian 0110000.5121.3862943611100000000000.69314718060000000000

mteff@skylinedisplays.com0110000.5121.38629436110100000000000.6931471806000000000

Jason Blake 0110000.5121.3862943611100000000000.69314718060000000000

tfo@zvvprojekte.ch0110000.5121.38629436110100000000000.6931471806000000000

Suzanne S. Barnhill 0110000.5121.38629436110100000000000.6931471806000000000

MM 0110000.5121.3862943611100000000000.69314718060000000000

aec@TakeOutThisAntiSpamStuffmauell-us.com111102880.3333333333021.3862943611100000000000.69314718060000000000

basslinepopup@yahoo.com0110000.5121.3862943611100000000000.69314718060000000000

=?Utf-8?B?amFsbWVkYQ==?= 0110000.5121.3862943611100000000000.69314718060000000000

cjc 1111101121.38629436110100000000000.6931471806000000000

mdjerome@hotmail.com0110000.5121.3862943611100000000000.69314718060000000000

Michael Harris \(MVP\) 0110000.5121.38629436110100000000000.6931471806000000000

Bretski 0110000.5121.38629436110100000000000.6931471806000000000

farhanbang@hotmail.com0110000.5121.3862943611100000000000.69314718060000000000

DanM 0110000.5121.38629436110100000000000.6931471806000000000

deftones 1111101121.38629436110100000000000.6931471806000000000

arobincaron@hotmail.com0110000.5121.3862943611100000000000.69314718060000000000

davidmackey66@hotmail.com0110000.5121.3862943611100000000000.69314718060000000000

radek.cerny@asplications.nospam.com.au0110000.5121.38629436110100000000000.6931471806000000000

jiafu@online.microsoft.com0110000.5121.3862943611100000000000.69314718060000000000

=?Utf-8?B?UmVhbGl0eSBDaGVjaw==?= 0110000.5121.3862943611100000000000.69314718060000000000

infosys@loyola.com111102.250.3333333333021.3862943611100000000000.69314718060000000000

carlf13@hotmail.com0110000.5121.3862943611100000000000.69314718060000000000

Mike 0110000.5121.3862943611100000000000.69314718060000000000

James Spenser 0110000.5121.3862943611100000000000.69314718060000000000

Diane McCorkle 0110000.5121.3862943611100000000000.69314718060000000000

curtchristnsn@NOSPAMyahoo.com0120000.5121.3862943611100000000000.69314718060000000000

Carey Frisch [MVP] 1111010.3333333333021.3862943611100000000000.69314718060000000000

Victor Ivanidze 0110000.5121.3862943611100000000000.69314718060000000000

Chris 211212880.5021.38629436110100000000000.6931471806000000000

l_alexander@verizon.net2112110.5021.38629436110100000000000.6931471806000000000

nex6@nospam.com1111020.3333333333021.38629436110100000000000.6931471806000000000

Newsgroups1@coribright.com0110000.5121.38629436110100000000000.6931471806000000000

relder@eretech.com0110000.5121.3862943611100000000000.69314718060000000000

Dan Morris 0110000.5121.3862943611100000000000.69314718060000000000

mhernandez@grupomaipu.com.ar2112016.82936507940.25021.3862943611100000000000.69314718060000000000

=?Utf-8?B?ZnJhbmNlc2Nh?= 0110000.5121.3862943611100000000000.69314718060000000000

scrockel@**NO_SPAM**hotmail.com1111101121.38629436110100000000000.6931471806000000000

notreal@wal.netto0110000.5121.3862943611100000000000.69314718060000000000

adrian 0110000.5121.3862943611100000000000.69314718060000000000

mattie121@hotmail.com0110000.5121.3862943611100000000000.69314718060000000000

authorty@sina.com0110000.5121.3862943611100000000000.69314718060000000000

Ken Cox [Microsoft MVP] 0110000.5121.3862943611100000000000.69314718060000000000

me121@hotmail.com0110000.5121.3862943611100000000000.69314718060000000000

Jason Rhymes 0110000.5121.3862943611100000000000.69314718060000000000

djones@intermountain-rea.com111102880.3333333333021.3862943611100000000000.69314718060000000000

Concerned MS News Group Poster 0110000.5121.3862943611100000000000.69314718060000000000

barrycorkindale@hotmail.com0110000.5121.3862943611100000000000.69314718060000000000

terry watson 0110000.5121.38629436110100000000000.6931471806000000000

spyke@mailinator.com0110000.5121.3862943611100000000000.69314718060000000000

vruy@chez.com0110000.5121.3862943611100000000000.69314718060000000000

Jim 111102880.3333333333021.3862943611100000000000.69314718060000000000

xmldude@mvps.org1111101121.38629436110100000000000.6931471806000000000

brian 211202880.25021.3862943611100000000000.69314718060000000000

kym 0110000.5121.3862943611100000000000.69314718060000000000

Jimbo 1132101121.38629436110100000000000.6931471806000000000

john.collins@usma.edu1145101121.38629436110100000000000.6931471806000000000

markus.bauer.ng@gmx.net1111101121.38629436110100000000000.6931471806000000000

n9zrou@nscomcast.com1111101121.38629436110100000000000.6931471806000000000

hemmingway427_NO_SPAM_O_MATIC_@shaw.ca1111101121.38629436110100000000000.6931471806000000000

Peter D 0110000.5121.3862943611100000000000.69314718060000000000

jj 1111035.41666666670.3333333333021.3862943611100000000000.69314718060000000000

dontemailme@anywhereintheknownuniverse.org0110000.5121.3862943611100000000000.69314718060000000000

l.rmv.mayne@uea.ac.uk0110000.5121.3862943611100000000000.69314718060000000000

bobbybeta@msn.com0110000.5121.3862943611100000000000.69314718060000000000

Hardy1111@hotmail.com1111010.3333333333021.3862943611100000000000.69314718060000000000

brabantj@milescc.edu1111101121.38629436110100000000000.6931471806000000000

damianl@online.microsoft.com1123101121.38629436110100000000000.6931471806000000000

konung@removethis.fromru.com1111101121.38629436110100000000000.6931471806000000000

None 0110000.5121.38629436110100000000000.6931471806000000000

9ql0-i6p7@spamex.com2112120.5021.38629436110100000000000.6931471806000000000

news@holmen.de0110000.5121.38629436110100000000000.6931471806000000000

rtmacphail@btc.pe.ca0110000.5121.3862943611100000000000.69314718060000000000

NOSPAMjaccos@eurostop.co.uk0110000.5121.3862943611100000000000.69314718060000000000

marina@roos.nodontwantspam.nl.com1111101121.38629436110100000000000.6931471806000000000

Li Kin 0110000.5121.3862943611100000000000.69314718060000000000

apluscomputer@earthlink.net111102880.3333333333021.3862943611100000000000.69314718060000000000

chris@nzweb.net3113030.2021.3862943611100000000000.69314718060000000000

James C 0110000.5121.3862943611100000000000.69314718060000000000

wiLL 0110000.5121.38629436110100000000000.6931471806000000000

=?Utf-8?B?Q29uZnVzZWQ=?= 111102860.50.521.38629436110100000000000.6931471806000000000

=?Utf-8?B?Skph?= 0110000.5121.3862943611100000000000.69314718060000000000

tekkamichael@hotmail.com0120000.5121.3862943611100000000000.69314718060000000000

Bob Milton 0110000.5121.38629436110100000000000.6931471806000000000

bob@mundayss.com1111101121.38629436110100000000000.6931471806000000000

Elly 0110000.5121.3862943611100000000000.69314718060000000000

frchen@online.microsoft.com0110000.5121.3862943611100000000000.69314718060000000000

Sfrancois.starnaudP@Avideotron.caM0110000.5121.3862943611100000000000.69314718060000000000

google@timandrews.net0110000.5121.38629436110100000000000.6931471806000000000

rohtash_nospam@sqlmantra.com0110000.5121.3862943611100000000000.69314718060000000000

DLipman~nospam~@Verizon.Net0110000.5121.38629436110100000000000.6931471806000000000

MattT 0110000.5121.3862943611100000000000.69314718060000000000

Carey 1111088.56666666670.3333333333021.3862943611100000000000.69314718060000000000

antoine.golio@123multimedia.com1111043.08333333330.3333333333021.3862943611100000000000.69314718060000000000

=?Utf-8?B?cXVpY2twYXRo?= 0110000.5121.3862943611100000000000.69314718060000000000

derdy@alegreinc.com1111010.3333333333021.3862943611100000000000.69314718060000000000

David Brandt [MSFT] 0110000.5121.3862943611100000000000.69314718060000000000

Morgan 111107.30.3333333333021.3862943611100000000000.69314718060000000000

Marc Teale 0110000.5121.3862943611100000000000.69314718060000000000

beth.burrell@cae.com0110000.5121.3862943611100000000000.69314718060000000000

Be Yond 111102880.3333333333021.3862943611100000000000.69314718060000000000

bobby.davies@co.ramsey.mn.us0110000.5121.3862943611100000000000.69314718060000000000

hauer@DELETETHATsysdat.at0110000.5121.3862943611100000000000.69314718060000000000

stig.hagestande@damm.no1111101121.38629436110100000000000.6931471806000000000

Dave A 0110000.5121.38629436110100000000000.6931471806000000000

kovalev@start.com.au0110000.5121.3862943611100000000000.69314718060000000000

davidlea@online.microsoft.com0110000.5121.3862943611100000000000.69314718060000000000

Sander 21120626.27619047620.25021.38629436110100000000000.6931471806000000000

=?Utf-8?B?R2lsbHlMb2No?= 0110000.5121.3862943611100000000000.69314718060000000000

diasmith@online.microsoft.com0110000.5121.38629436110100000000000.6931471806000000000

no.spam_stuartgraham1@hotmail.com0110000.5121.3862943611100000000000.69314718060000000000

me@stu.uk.com*.REMOVE_THIS.*0110000.5121.3862943611100000000000.69314718060000000000

P.J. Maloney 0110000.5121.3862943611100000000000.69314718060000000000

kalewis76@hotmail.com0110000.5121.3862943611100000000000.69314718060000000000

dryan@integcorp.com0110000.5121.3862943611100000000000.69314718060000000000

Thomas Jensen0110000.5121.3862943611100000000000.69314718060000000000

therget@hq.adiscon.com0110000.5121.3862943611100000000000.69314718060000000000

hathoma@mysunrise.ch0110000.5121.3862943611100000000000.69314718060000000000

Colin@McGroarty.org0110000.5121.3862943611100000000000.69314718060000000000

Microsoft MVP Alvin for Windows Server 0110000.5121.3862943611100000000000.69314718060000000000

Elizabeth 111110110.500000100000000000.6931471806000000

Microsoft MVP T for Windows Server 0110000.510.500000000100000000000.6931471806000

Keith Isaacs 112210110.500000000100000000000.6931471806000

Novice Techie 111110110.5000000100000000000.693147180600000

kpasutto@yahoo.com111210110.5000000100000000000.693147180600000

davehickman@advnet.net2113100.66666666670.50.500000100000000000.6931471806000000

krsnetman@hotmail.com111210110.5000000100000000000.693147180600000

Adam Vayle 21121348.11611721610.500.50000000100000000000.69314718060000

Ivan Moreno 21121185.50.500.5000000100000000000.693147180600000

Val Mazur 0110000.5121.386294361100100000000000.693147180600000000

roger@tilialacus.net0110000.510.50000100000000000.69314718060000000

ssnews@utelesys.com2113100.66666666670.50.50000100000000000.69314718060000000

Chris P 0110000.510.50000000100000000000.69314718060000

abhishek-srivastava@nospam.net2122110720.5021.386294361100100000000000.693147180600000000

=?Utf-8?B?Q0I=?= 1111101121.386294361100100000000000.693147180600000000

Nadir 113310110.5000000000100000000000.693147180600

=?Utf-8?B?Um9i?= 0110000.510.5000000000100000000000.693147180600

jacobarich@hotmail.com411412283.67206382210.2500.500000100000000000.6931471806000000

=?Utf-8?B?QW5kcmVhcyBCbGFzY2hrZQ==?= 1111101121.386294361100100000000000.693147180600000000

Matthias@Tacke.de0110000.5121.386294361100100000000000.693147180600000000

Rob Wilks 21121851.18089133090.66666666670.50.50000000100000000000.69314718060000

J.deBoynePollard@tesco.net0110000.510.500000100000000000.6931471806000000

hobdey@bmhcdotcom.com21121408.03275090070.500.50000000100000000000.69314718060000

JC 111210110.500000100000000000.6931471806000000

djouungk@hotmail.com111110110.5000000000100000000000.693147180600

Rob C 111110110.5000000100000000000.693147180600000

Don Powell 111110110.50000000100000000000.69314718060000

csaba@kalman.info111110110.500000000100000000000.6931471806000

=?Utf-8?B?Sm9lUw==?= 0110000.510.500000000100000000000.6931471806000

admin@contact.idv.tw111210110.500000000100000000000.6931471806000

jclaude@ukonline.co.uk2112100.833333333310.500000000100000000000.6931471806000

Saif Khan 111101167.42648740150.333333333300.5000000000100000000000.693147180600

=?Utf-8?B?TGF1cmVudCBCZXJ0aW4=?= 0110000.510.5000000000100000000000.693147180600

Scott 512512046.88057775560.36666666670.250.500000000100000000000.6931471806000

JL 111110110.5000000000100000000000.693147180600

Scott Allen 1121101121.386294361100100000000000.693147180600000000

=?Utf-8?B?RnJhbmsgVg==?= 111110110.5000000100000000000.693147180600000

usenets@yahoo.com111110110.500000100000000000.6931471806000000

Guoqi Zheng 312418210.3333333333021.386294361100100000000000.693147180600000000

naddame 211212303.33333333330.500.50000100000000000.69314718060000000

kjho@pml.ac.uk1111101121.386294361100100000000000.693147180600000000

cbaker@TheWorld.com0110000.510.50000100000000000.69314718060000000

asbr55_nospam_@dsl.pipex.com111110110.50000100000000000.69314718060000000

=?Utf-8?B?Q2hyaXMgUA==?= 111110110.50000000100000000000.69314718060000

mike@grayce.net112210110.50000000100000000000.69314718060000

Johnny Bravo 1112101121.386294361100100000000000.693147180600000000

Bill R 111110110.5000000000100000000000.693147180600

=?Utf-8?B?Q2VzYXIgRmVybmFuZGV6?= 0110000.510.500000000100000000000.6931471806000

rchinn@online.microsoft.com111110110.500000100000000000.6931471806000000

sendmenospam.web@sohopersonal.com111110110.5000000000100000000000.693147180600

arto-nospam@raiskio.com111110110.5000000000100000000000.693147180600

news@timmers.tk1111101121.386294361100100000000000.693147180600000000

=?Utf-8?B?U3RldmVuIFdpZWdhbmQ=?= 111210110.5000000100000000000.693147180600000

=?Utf-8?B?SmFzb24gTWFqb3I=?= 0110000.5121.386294361100100000000000.693147180600000000

=?Utf-8?B?TWljaGFlbCBMdXR6?= 0110000.510.50000000100000000000.69314718060000

farshadfarshad@msn.com111110110.5000000000100000000000.693147180600

sdnakhla@hotmail.com2112100.833333333310.5000000100000000000.693147180600000

Chris 21131414.74169712990.500.500000100000000000.6931471806000000

PCAFTER5@HOTMAIL.COM0110000.5121.386294361100100000000000.693147180600000000

danny 0110000.510.50000100000000000.69314718060000000

saraheclements@hotmail.com111110110.500000100000000000.6931471806000000

svbagley@hotmail.com111210110.5000000000100000000000.693147180600

211211609.79935064940.500.5000000100000000000.693147180600000

drew@pikepass.com411511984.35952380950.2500.50000100000000000.69314718060000000

blashblashblash@yahoo.com111210110.5000000100000000000.693147180600000

Jacob 111210110.50000000100000000000.69314718060000

=?Utf-8?B?Q29uZnV6bGUgQm95?= 0110000.510.50000000100000000000.69314718060000

Susan Bradley, CPA aka Ebitz - SBS Rocks [MVP] 111110110.50000100000000000.69314718060000000

Allan 21131220.37142857140.500.5000000100000000000.693147180600000

Dennis Woodward 0110000.510.50000100000000000.69314718060000000

111110110.500000000100000000000.6931471806000

nstrobel@zoominternet.nospam.net2112100.833333333310.500000100000000000.6931471806000000

loseyjf@NOSPAM-comcast.net0110000.510.500000100000000000.6931471806000000

Blair 212311195.09464285710.500.500000100000000000.6931471806000000

carpooldummy@hotmail.com0110000.5121.386294361100100000000000.693147180600000000

gjmoyer@hotmail.com212311609.79935064940.500.5000000100000000000.693147180600000

david jones 0110000.510.5000000100000000000.693147180600000

=?Utf-8?B?SmFtZXMgUGF5bmU=?= 111210110.5000000100000000000.693147180600000

cdsmith@twu.net0110000.510.50000100000000000.69314718060000000

Mark 0110000.510.500000100000000000.6931471806000000

dnadon_nospm@hotmail.com211215360.500.5000000100000000000.693147180600000

wefields@hotmail.com111105370.333333333300.5000000000100000000000.693147180600

erunyon@writeme.com111110110.50000100000000000.69314718060000000

larswa@hotmail.com113110110.500000100000000000.6931471806000000

Poch 2112132.86666666670.5021.386294361100100000000000.693147180600000000

vb1ny@hotmail.com11110258.91895902110.333333333300.5000000000100000000000.693147180600

crystal 111110110.500000100000000000.6931471806000000

David 111110110.500000000100000000000.6931471806000

nmw@ion.le.ac.uk112110110.50000100000000000.69314718060000000

sabo_e@cup.edu2112100.66666666670.50.5000000000100000000000.693147180600

wonlaycn@hotmail.com.discuss21320664.4267392680.33333333330.16666666670.50000000100000000000.69314718060000

michelleaspbury@NOSPAMafninet.com21131197.19444444440.500.5000000000100000000000.693147180600

msw 41161789.92063492060.350.16666666670.50000000100000000000.69314718060000

james_gall@hotmail.com1111000.666666666710.5000000000100000000000.693147180600

me too 0110000.510.500000100000000000.6931471806000000

tmh@possibility.com111110110.50000100000000000.69314718060000000

les.connor@DEL.cfive.ca0110000.5121.386294361100100000000000.693147180600000000

Trent 0110000.5121.386294361100100000000000.693147180600000000

benny koh 111210110.500000000100000000000.6931471806000

victor@yahoonomail.com111110110.50000100000000000.69314718060000000

aoltean@microsoft.com112110110.500000100000000000.6931471806000000

seattledriedflowers@hotmail.com211315360.500.500000000100000000000.6931471806000

TPG Support 0110000.510.5000000100000000000.693147180600000

PleaseSubstituteMyActualFirstName&LastNameHere@hotmail.com0130000.510.500000100000000000.6931471806000000

Newbie 31141151.82817460320.50.33333333330.500000000100000000000.6931471806000

olekingcoleNO@SPAMhotmail.com1121101121.386294361100100000000000.693147180600000000

that_guy_josh@hotmail.com0110000.510.500000000100000000000.6931471806000

William Hilsum 311512435.250.333333333300.500000100000000000.6931471806000000

kostya@allwaretech.com111110110.5000000100000000000.693147180600000

bostjan@tsc-laba.si (Bostjan)2122100.833333333310.5000000100000000000.693147180600000

nospam-m-phil-NoSpam@123.net1111101121.386294361100100000000000.693147180600000000

Sandi - Microsoft MVP 0110000.5121.386294361100100000000000.693147180600000000

tim@plum.co.nz0110000.510.5000000000100000000000.693147180600

timothyn@online.microsoft.com1111101121.386294361100100000000000.693147180600000000

tomreay@ev1.net111110110.500000100000000000.6931471806000000

Micheal 0110000.510.5000000000100000000000.693147180600

max@br.com.hgm1111101121.386294361100100000000000.693147180600000000

R2D2 111210110.5000000000100000000000.693147180600

stefan@cadcam-it.se111210110.500000000100000000000.6931471806000

=?Utf-8?B?TGF1cmVudCBCRXJ0aW4=?= 0110000.510.500000000100000000000.6931471806000

=?Utf-8?B?VGltIEJvd2Vycw==?= 111105370.333333333300.5000000100000000000.693147180600000

markgoldin@comcast.net1111101121.386294361100100000000000.693147180600000000

JustMe@nothome.net0110000.5121.386294361100100000000000.693147180600000000

jarrodhroberson@yahoo.com0110000.510.50000100000000000.69314718060000000

0110000.510.500000000100000000000.6931471806000

Neil Huggins 0110000.510.5000000000100000000000.693147180600

mariette@smallbizserver.local111110110.50000100000000000.69314718060000000

bouyaka75@free.fr111110110.500000100000000000.6931471806000000

=?Utf-8?B?SmF2aWVy?= 0110000.510.5000000000100000000000.693147180600

=?Utf-8?B?TWFyayBXaGl0ZQ==?= 0110000.510.5000000000100000000000.693147180600

schoeners@hotmail.com111105370.333333333300.5000000000100000000000.693147180600

blash 111110110.5000000100000000000.693147180600000

aleinss@toughguy.net2113172.47222222220.500.500000100000000000.6931471806000000

John 41161560.91529581530.30.08333333330.500000100000000000.6931471806000000

angelafredericksen@yahoo.com111105370.333333333300.500000100000000000.6931471806000000

mitch 0110000.510.500000100000000000.6931471806000000

robert@arkala.com111110110.50000100000000000.69314718060000000

=?Utf-8?B?QXNpZg==?= 0110000.510.500000100000000000.6931471806000000

Tony Su 1111061.6190476190.50.50.5000000000100000000000.693147180600

bbry 611711681.02987012990.21428571430.06666666670.500000100000000000.6931471806000000

=?Utf-8?B?Um9iZXJ0?= 112110110.5000000000100000000000.693147180600

socfund@online.com.kh.removelastpart0110000.510.5000000100000000000.693147180600000

Nick Clark 111110110.5000000100000000000.693147180600000

Alan Sterling \(MSFT\) 111110110.500000100000000000.6931471806000000

Matt 21351639.99047619050.500.500000000100000000000.6931471806000

J e r e m y 0110000.510.5000000000100000000000.693147180600

James 41141501.90940170940.40.250.500000000100000000000.6931471806000

dcmhazel@msn.com0110000.510.5000000100000000000.693147180600000

jan@.n.o.com2122000.50.50.50000100000000000.69314718060000000

=?Utf-8?B?SSBhbHNvIHRyaWVkIHRoaXMgb3B0aW9u?= 111110110.5000000000100000000000.693147180600

Chris Doolan 111110110.5000000100000000000.693147180600000

balslev@hotmail.com0120000.5121.386294361100100000000000.693147180600000000

t@browse.to.removethis1121101121.386294361100100000000000.693147180600000000

disgusted 0110000.510.5000000100000000000.693147180600000

RoBo 111105370.3333333333021.386294361100100000000000.693147180600000000

anonuser@shaw.ca111110110.50000100000000000.69314718060000000

Gene 0110000.510.500000000100000000000.6931471806000

=?Utf-8?B?TGVl?= 11110258.91895902110.333333333300.5000000000100000000000.693147180600

kweilbac@NO_SPAM_gte.net111110110.50000100000000000.69314718060000000

=?Utf-8?B?QmVuIE5n?= 0110000.510.50000100000000000.69314718060000000

mb@mikhailsoft.com1111101121.386294361100100000000000.693147180600000000

jimNOSPAMfallon@comcast.net111105370.333333333300.50000000100000000000.69314718060000

georgia_alvin@lacoe.edu111110110.500000000100000000000.6931471806000

erietman@hotmail.com111110110.50000000100000000000.69314718060000

gwagner@agricoreunited.com0110000.510.50000100000000000.69314718060000000

notnoisy@alexandria.cc111105350.50.50.5000000000100000000000.693147180600

=?Utf-8?B?UmFsZg==?= 0110000.510.5000000100000000000.693147180600000

=?Utf-8?B?U2tpcHB5?= 1001000.51100000000000000000000000

nat 1001000.51100000000000000000000000

gawleyk@spamless.cablerocket.com2002000.66666666671100000000000000000000000

Mitch Sickler 2002000.33333333330100000000000000000000000

Strode 2002000.33333333330100000000000000000000000

eric@vbasic.net1001000.51100000000000000000000000

MarryLynn@yah00.c0m4005000.350.25100000000000000000000000

patrick.haesen@pce.be1001000.51100000000000000000000000

tim 2002000.33333333330100000000000000000000000

mixalisantoniou@hotmail.com1001000.51100000000000000000000000

christophe_le_ret@hotmail.com2002000.33333333330100000000000000000000000

Brainfreeze2490@hotmail.com1001000.51100000000000000000000000

javier 1001000.51100000000000000000000000

James 1001000.51100000000000000000000000

Rllben@aol.com1001000.51100000000000000000000000

csuttles@bdestiny.net1001000.51100000000000000000000000

elginreigner@Bluetruck.net1001000.51100000000000000000000000

Dennis@NewPerspectivesInc.com1001000.51100000000000000000000000

JHA 1001000.51100000000000000000000000

angelafredericksen@uahoo.com1001000.51100000000000000000000000

Darth 2000 1001000.51100000000000000000000000

jmajor@dpsllc.net1001000.51100000000000000000000000

daniel 1001000.51100000000000000000000000

bspilove@yahoo.com1001000.51100000000000000000000000

=?Utf-8?B?RXJuaWU=?= 1001000.51100000000000000000000000

wtb1@its.msstate.edu1001000.51100000000000000000000000

rani-k@yit.co.il1001000.51100000000000000000000000

stuart 4004000.20100000000000000000000000

ana 2002000.33333333330100000000000000000000000

Guzz 1001000.51100000000000000000000000

info@iortech.com3003000.41666666670.3333333333100000000000000000000000

gloria 1001000.51100000000000000000000000

mgirard500@earthlink.net1001000.51100000000000000000000000

Curtis Vaughan 2002000.33333333330100000000000000000000000

b_avery@yahoo.com1001000.51100000000000000000000000

ccoates@gfs.com2002000.33333333330100000000000000000000000

Max Andr Bndchen 1001000.51100000000000000000000000

Fabricio 1001000.51100000000000000000000000

bboldt35@hotmail.com1001000.51100000000000000000000000

=?Utf-8?B?VEVTVA==?= 1001000.51100000000000000000000000

tpagel@software4you.no-spam.com1001000.51100000000000000000000000

JCuster 1001000.51100000000000000000000000

charlie.brownREMOVETHIS@trendsandtechnology.net1001000.51100000000000000000000000

Art Vandelay 1001000.51100000000000000000000000

S. Nasir 2002000.50.5100000000000000000000000

=?Utf-8?B?SmltbXkgRmFsbG9u?= 2002000.33333333330100000000000000000000000

tracker88@donotspammeplease.com1001000.51100000000000000000000000

babeebrowneyes@yahoo.com (kahlan)1001000.51100000000000000000000000

cmauck@williamgeorge.net2002000.33333333330100000000000000000000000

Keith 2002000.33333333330100000000000000000000000

kurt 1001000.51100000000000000000000000

Gordon Price 1001000.51100000000000000000000000

news@langbakk.no1001000.51100000000000000000000000

Jim Brockman 1001000.51100000000000000000000000

Millie 1001000.51100000000000000000000000

darrellgwilson@hotmail.com1001000.51100000000000000000000000

josh@omnidelta.com1001000.51100000000000000000000000

=?Utf-8?B?bG9hZGJsb2s=?= 1001000.51100000000000000000000000

sales@point-source.com1001000.51100000000000000000000000

jacko@home.co.uk1001000.51100000000000000000000000

nisheet.patel@netanr.com1001000.51100000000000000000000000

mpage@videss.co.uk2002000.33333333330100000000000000000000000

Rob Hawkins 1001000.51100000000000000000000000

Mark Toby 1001000.51100000000000000000000000

kailam_phenom@hotmail.com2002000.50.5100000000000000000000000

news@aphroditeuk.com2002000.33333333330100000000000000000000000

anwar_server@hotmail.com2002000.33333333330100000000000000000000000

nabilakhtar72@hotmail.com2002000.33333333330100000000000000000000000

cpuhulk@hotmail.com2002000.33333333330100000000000000000000000

Dave Francis 1001000.51100000000000000000000000

david@fulcrumgroup.net1001000.51100000000000000000000000

Joe 2002000.33333333330100000000000000000000000

jr 2002000.33333333330100000000000000000000000

Dajo Rybski 1001000.51100000000000000000000000

enrique@avertinc.com3003000.250100000000000000000000000

bsisson@growthtech.com1001000.51100000000000000000000000

Ziani 1001000.51100000000000000000000000

nathan@ictnet.co.uk2002000.33333333330100000000000000000000000

njtermite03@comcast.net1001000.51100000000000000000000000

garyc@cwxusa.com1001000.51100000000000000000000000

Xitch14@hotmail.com.invalid1001000.51100000000000000000000000

Michealagain 1001000.51100000000000000000000000

Tony 1001000.51100000000000000000000000

monolith2001@hotmail.com1001000.51100000000000000000000000

chrish@buffalotech.com1001000.51100000000000000000000000

murugathasan@wampnga.com.pg1001000.51100000000000000000000000

jahyen@replacethispartwiththemicrosoftnetwork.com1001000.51100000000000000000000000

joey jones 1001000.51100000000000000000000000

Steve B. 1001000.51100000000000000000000000

Graham 1001000.51100000000000000000000000

Davey 1001000.51100000000000000000000000

kawipoo 1001000.51100000000000000000000000

andrew.liu@uconn.com.hk2002000.33333333330100000000000000000000000

JAK@itpnet.com1001000.51100000000000000000000000

byoung@bucoks.com1001000.51100000000000000000000000

jak_singh@hotmail.com3003000.250100000000000000000000000

binhbaonguyen000@yahoo.com1001000.51100000000000000000000000

Eric 2002000.33333333330100000000000000000000000

techsupport@motorbrain.com1001000.51100000000000000000000000

Ian Hoskins 2002000.33333333330100000000000000000000000

nesher.hh@web.de2002000.33333333330100000000000000000000000

jstraugh@wallowaesd.k12.or.us1001000.51100000000000000000000000

Gary Brewer 1001000.51100000000000000000000000

Manoj 1001000.51100000000000000000000000

Shaq 1001000.51100000000000000000000000

thdt@charters.net.au1001000.51100000000000000000000000

Jack Loeub 1001000.51100000000000000000000000

Mike 2002000.33333333330100000000000000000000000

abhishek.tandon@worldnet.att.net1001000.51100000000000000000000000

briteeyez@hotmail.com4004000.20100000000000000000000000

BillR 1001000.51100000000000000000000000

thad.molling@tdstelecom.com1001000.51100000000000000000000000

Nan 1001000.51100000000000000000000000

justin@stclairal.net3003000.250100000000000000000000000

Andre Mangernerer 2002000.33333333330100000000000000000000000

CCentral 2002000.66666666671100000000000000000000000

adb 1001000.51100000000000000000000000

=?Utf-8?B?RGFu?= 1001000.51100000000000000000000000

J.Watts@soton.ac.uk1001000.51100000000000000000000000

Clay_sakewitz@dac-us.com1001000.51100000000000000000000000

bmeehan@pmiassist.com1001000.51100000000000000000000000

stevie@cs.tu-berlin.de1001000.51100000000000000000000000

fcolon@anteon.com1001000.51100000000000000000000000

bsengul@iprimus.com.au2002000.50.5100000000000000000000000

irwanhadi@cc.usu.edu1001000.51100000000000000000000000

sync 1001000.51100000000000000000000000

andrew.jackson@odyn.co.uk1001000.51100000000000000000000000

Peter Lillington 2002000.33333333330100000000000000000000000

Captain John 1001000.51100000000000000000000000

mikeh 1001000.51100000000000000000000000

BureykoT@ecsd.net1001000.51100000000000000000000000

cbaker@SpecialAgent.com1001000.51100000000000000000000000

=?Utf-8?B?Q2Fyb2w=?= 1001000.51100000000000000000000000

gertz6@cox.net1001000.51100000000000000000000000

mattp@bpginc.com1001000.51100000000000000000000000

mmm3clean@hotmail.com1001000.51100000000000000000000000

james.garfield1978@tiscali.co.uk1001000.51100000000000000000000000

shaworth 1001000.51100000000000000000000000

aragorn 1001000.51100000000000000000000000

Gint 1001000.51100000000000000000000000

Richard J Pollock Jr. 1001000.51100000000000000000000000

=?Utf-8?B?S2V2aW4=?= 2002000.33333333330100000000000000000000000

jebernasconi@yahoo.com.ar1001000.51100000000000000000000000

knagel@jettcomm.com1001000.51100000000000000000000000

=?Utf-8?B?YWZyYW5j?= 1001000.51100000000000000000000000

phil@cpiuk.com1001000.51100000000000000000000000

jeronec@asiasoftltd.com1001000.51100000000000000000000000

optional@gsa.gov2002000.33333333330100000000000000000000000

ttt@sss.net1001000.51100000000000000000000000

Mikey 1001000.51100000000000000000000000

The Big Man 1001000.51100000000000000000000000

mark_v6@hotmail.com1001000.51100000000000000000000000

hank b 1001000.51100000000000000000000000

Curt 1001000.51100000000000000000000000

malinda 1001000.51100000000000000000000000

Allan Page 1001000.51100000000000000000000000

Myrna 1001000.51100000000000000000000000

greg_qms@bellsouth.net2002000.33333333330100000000000000000000000

Terry 1001000.51100000000000000000000000

charanjeet Singh 1001000.51100000000000000000000000

=?Utf-8?B?UGhpbA==?= 1001000.51100000000000000000000000

Big Dave 1001000.51100000000000000000000000

KayW 1001000.51100000000000000000000000

ntpro@woh.rr.com2002000.33333333330100000000000000000000000

=?Utf-8?B?RWFzdGVybmZpc2hlcm1hbg==?= 1001000.51100000000000000000000000

mikmo@onecliq.net1001000.51100000000000000000000000

pownuk@poczta.onet.pl1001000.51100000000000000000000000

al 1001000.51100000000000000000000000

Frustrated user 2002000.50.5100000000000000000000000

Robby 1001000.51100000000000000000000000

jforth@copperkey.com1001000.51100000000000000000000000

cjcoates@chartermi.net1001000.51100000000000000000000000

tingxuechow@hotmail.com1001000.51100000000000000000000000

pete_howarth@adp.com1001000.51100000000000000000000000

jason 1001000.51100000000000000000000000

Jay 2002000.33333333330100000000000000000000000

david_krause@reyrey.com1001000.51100000000000000000000000

dfox168@hotmail.com1001000.51100000000000000000000000

david@prophitmgmt.com1001000.51100000000000000000000000

dilanj_02@hotmail.com1001000.51100000000000000000000000

tholter1@earthlink.net1001000.51100000000000000000000000

kayne@do_not_spam.moranprinting.com1001000.51100000000000000000000000

jimparryatkhs@lycos.co.uk1001000.51100000000000000000000000

=?Utf-8?B?SE9UQw==?= 1001000.51100000000000000000000000

Dan Bailey 2002000.33333333330100000000000000000000000

mgoettl@comcast.net1001000.51100000000000000000000000

=?Utf-8?B?SmFtZXMgQg==?= 1001000.51100000000000000000000000

msnews.microsoft.com 1001000.51100000000000000000000000

Sam 2002000.33333333330100000000000000000000000

pina 1001000.51100000000000000000000000

Julius 1001000.51100000000000000000000000

subzer0@shaw.ca1001000.51100000000000000000000000

jdougjones@hotmail.com1001000.51100000000000000000000000

Guillaume Genest 1001000.51100000000000000000000000

jerry 1001000.51100000000000000000000000

=?Utf-8?B?Y2tt?= 1001000.51100000000000000000000000

version 4004000.20100000000000000000000000

Kevin 1001000.51100000000000000000000000

patrick@prgnospamprgnetsolutions.com1001000.51100000000000000000000000

=?Utf-8?B?VG9tOTE0MA==?= 1001000.51100000000000000000000000

jula 1001000.51100000000000000000000000

jmorin@garant.com2002000.66666666671100000000000000000000000

wilkie@star-networks.com1001000.51100000000000000000000000

Paul 1001000.51100000000000000000000000

Dean Harper 2002000.33333333330100000000000000000000000

alvin_g@sbcglobal.net2002000.33333333330100000000000000000000000

zo900 1001000.51100000000000000000000000

BOB 1001000.51100000000000000000000000

pickensj@hotmail.com1001000.51100000000000000000000000

mdahesh@hotmail.com1001000.51100000000000000000000000

dearmour@uncg.edu1001000.51100000000000000000000000

spham@qwest.net1001000.51100000000000000000000000

Joesph 2002000.33333333330100000000000000000000000

=?Utf-8?B?Qko=?= 2002000.33333333330100000000000000000000000

diogenes@tricompictures.com1001000.51100000000000000000000000

callum_jones@bigpond.com2002000.33333333330100000000000000000000000

jtandy@fanshawec.ca1001000.51100000000000000000000000

Noel Rodriguez 3003000.250100000000000000000000000

Jacque 1001000.51100000000000000000000000

etrustexpress@bellsouth.net1001000.51100000000000000000000000

vimlesh2003@sify.com1001000.51100000000000000000000000

scott.brown@getonit.com1001000.51100000000000000000000000

gbejoy@dwc.hct.ac.ae2002000.33333333330100000000000000000000000

=?Utf-8?B?THVpcyBEZWxnYWRv?= 1001000.51100000000000000000000000

bkepford@dayco.com1001000.51100000000000000000000000

pplunk@ferlandmgt.com1001000.51100000000000000000000000

mmc991@libero.it1001000.51100000000000000000000000

marsha@ace1.com2002000.33333333330100000000000000000000000

jhofstetter@ghpd.com1001000.51100000000000000000000000

danielfeldman@pdd.co.uk1001000.51100000000000000000000000

bjornN0@$P/\Mjohansson.gs1001000.51100000000000000000000000

R2D2 - The World's Best Recycle Bin! 2002000.50.5100000000000000000000000

werfwer@qwefer.gt1001000.51100000000000000000000000

rsand@praetorianorder.net1001000.51100000000000000000000000

alex 1001000.51100000000000000000000000

Peter Grant 1001000.51100000000000000000000000

kkr@dxp.dk1001000.51100000000000000000000000

Emma 1001000.51100000000000000000000000

anita 2002000.33333333330100000000000000000000000

david@ideanote.org.NOSPAM1001000.51100000000000000000000000

Train1589@yahoo.com5005000.16666666670100000000000000000000000

gregkh@hotmail.com1001000.51100000000000000000000000

Hasan Ahmad 1001000.51100000000000000000000000

Mike Ayers 1001000.51100000000000000000000000

Karen WB 1001000.51100000000000000000000000

Sarang T. 1001000.51100000000000000000000000

B.Wildered 1001000.51100000000000000000000000

mcdonaldb@wilton.k12.ct.us1001000.51100000000000000000000000

derbyshev@mail.ru1001000.51100000000000000000000000

NoSpam_baadil@hotmail.com3003000.33333333330.1666666667100000000000000000000000

bj 2002000.33333333330100000000000000000000000

SARO91201@aol.com1001000.51100000000000000000000000

alpcs@hotmail.com1001000.51100000000000000000000000

mitch_001@yahoo.com3003000.41666666670.3333333333100000000000000000000000

dancarmi@carmiflavors.com1001000.51100000000000000000000000

Jack 1001000.51100000000000000000000000

eric@bics.net1001000.51100000000000000000000000

NoSpamchuck1rar@yahoo.com2003000.50.5100000000000000000000000

=?Utf-8?B?Q0FPSklFQ0FJ?= 1001000.51100000000000000000000000

m.d.radford@talk21.com1001000.51100000000000000000000000

D Smith 1001000.51100000000000000000000000

Cullen 4004000.20100000000000000000000000

Bjrn 1001000.51100000000000000000000000

will@visionarys.net1001000.51100000000000000000000000

dlaslo@hotmail.com1001000.51100000000000000000000000

Chris Sampson 1001000.51100000000000000000000000

terje_trane@hotmail.com1002000.51100000000000000000000000

davemcr@comcast.net1001000.51100000000000000000000000

john 6006000.23809523810.1333333333100000000000000000000000

=?Utf-8?B?S2FsaWRvc3M=?= 1001000.51100000000000000000000000

skhan 1001000.51100000000000000000000000

GlenB 1001000.51100000000000000000000000

nycgirl2112@hotmail.com1001000.51100000000000000000000000

kzoeller@satx.rr.com1001000.51100000000000000000000000

Dave W. 1001000.51100000000000000000000000

rg 3003000.41666666670.3333333333100000000000000000000000

removespam@tiscali.dk2002000.33333333330100000000000000000000000

Ray 1001000.51100000000000000000000000

Dave Jones 1001000.51100000000000000000000000

fm@mail.mail1001000.51100000000000000000000000

Lstclair55@aol.com1001000.51100000000000000000000000

Paul1@syncpuls.com1001000.51100000000000000000000000

Dennis 1001000.51100000000000000000000000

Miroslav Dolecek 1001000.51100000000000000000000000

=?Utf-8?B?Um9i?= 1001000.51100000000000000000000000

confused 1001000.51100000000000000000000000

bruce 1001000.51100000000000000000000000

kevinm@elcomcabletek.com1001000.51100000000000000000000000

Danielle 2003000.33333333330100000000000000000000000

agent@3milenio.com1001000.51100000000000000000000000

Chris 1001000.51100000000000000000000000

gdavisjr@poboxes.com3003000.250100000000000000000000000

g2@g2computers.com1001000.51100000000000000000000000

mratrain42@hotmail.com1001000.51100000000000000000000000

cdove@nomyrealboxspam.com1001000.51100000000000000000000000

terrence 1001000.51100000000000000000000000

=?Utf-8?B?SmF5IHJ5YW4=?= 1001000.51100000000000000000000000

Curtis 1001000.51100000000000000000000000

nmccausl@armicro.com1001000.51100000000000000000000000

tim@mysolutionsgroup.com2002000.33333333330100000000000000000000000

steve@nospam_noway_dontyoudare.net3003000.250100000000000000000000000

victor 1001000.51100000000000000000000000

PJ 1001000.51100000000000000000000000

Vee 4004000.450.4166666667100000000000000000000000

cjerabek.ctr.jerabek@faa.gov2002000.33333333330100000000000000000000000

=?Utf-8?B?Tk4=?= 1001000.51100000000000000000000000

=?Utf-8?B?V2FsbGV5?= 3003000.250100000000000000000000000

nicolasguerinet@wanadoo.fr3003000.250100000000000000000000000

q 1001000.51100000000000000000000000

ziv 1001000.51100000000000000000000000

alb120 1001000.51100000000000000000000000

cloechle@perfectlan.com2002000.33333333330100000000000000000000000

John@brittonj.com2002000.33333333330100000000000000000000000

peter connolly 1001000.51100000000000000000000000

aphillips@pasporte.com1001000.51100000000000000000000000

kthompson@job1usa.com1001000.51100000000000000000000000

jclissold@activeisbusiness.com1001000.51100000000000000000000000

bb-ms@nospamizzle.msnwa.spamizzle.com1001000.51100000000000000000000000

dross@si.rr.com1001000.51100000000000000000000000

rmu1@columbiaSPAM.SUCKSedu1001000.51100000000000000000000000

=?Utf-8?B?amRlbHZhc3Rv?= 1001000.51100000000000000000000000

nortempera@mail.telepac.pt1001000.51100000000000000000000000

foo bar 1001000.51100000000000000000000000

Peter 1001000.51100000000000000000000000

rob.linebaugh@ametek.com1001000.51100000000000000000000000

Simon 1001000.51100000000000000000000000

b17g65ve@hotmail.com1001000.51100000000000000000000000

mkschmidtjr@hotmail.com2002000.33333333330100000000000000000000000

Chris 1001000.51100000000000000000000000

CliffCavin@hotmail.com1001000.51100000000000000000000000

BethB 1001000.51100000000000000000000000

1001000.51100000000000000000000000

vijaybalki@yahoo.com5005000.26666666670.15100000000000000000000000

@VALLEYFCU.COM1001000.51100000000000000000000000

Doc 2002000.33333333330100000000000000000000000

Sandidan 4004000.20100000000000000000000000

DavidH 1001000.51100000000000000000000000

Lynn 1001000.51100000000000000000000000

netsynk@yahoo.com1001000.51100000000000000000000000

rgo@omikron.de1001000.51100000000000000000000000

xjiang@market-line.com1001000.51100000000000000000000000

zzaphbeeble666@hotmail.com1001000.51100000000000000000000000

jheflin 1001000.51100000000000000000000000

asaunders 1001000.51100000000000000000000000

derekm@braincore.net1001000.51100000000000000000000000

k.goodman@earthlink.net1002000.51100000000000000000000000

DHood@CPUonline.com1001000.51100000000000000000000000

Larry 2002000.66666666671100000000000000000000000

Saif Khan 2002000.66666666671100000000000000000000000

=?Utf-8?B?SnVzdGlu?= 1001000.51100000000000000000000000

haynesc@bf.noacsc.org1001000.51100000000000000000000000

mschierholtz@yahoo.com1001000.51100000000000000000000000

=?Utf-8?B?Y2F0aHk=?= 1001000.51100000000000000000000000

J e r e m y 1001000.51100000000000000000000000

chhiperic 1001000.51100000000000000000000000

Matthew McBride 2002000.33333333330100000000000000000000000

JIM.H. 1001000.51100000000000000000000000

michael 1001000.51100000000000000000000000

cindylecue@sbcglobal.net1001000.51100000000000000000000000

Tim Anderson 3003000.250100000000000000000000000

matthew@predict.com1001000.51100000000000000000000000

vicky_samant@hotmail.com1001000.51100000000000000000000000

sjagadee@hotmail.com1001000.51100000000000000000000000

york 2002000.33333333330100000000000000000000000

dbarnaby@beltonschools.org1001000.51100000000000000000000000

eotrue 1001000.51100000000000000000000000

Just 1001000.51100000000000000000000000

robert.strom@ins.com1001000.51100000000000000000000000

JJP 2003000.33333333330100000000000000000000000

=?Utf-8?B?VG9tIFM=?= 3003000.41666666670.3333333333100000000000000000000000

Luigi Scarantino 1001000.51100000000000000000000000

tony2005@mchsi.com1001000.51100000000000000000000000

Mark T 1001000.51100000000000000000000000

=?Utf-8?B?QWxleA==?= 1001000.51100000000000000000000000

Ortiz Jorge 1001000.51100000000000000000000000

danw 2002000.33333333330100000000000000000000000

Fred Coates 1001000.51100000000000000000000000

=?Utf-8?B?TWF0dGhpYXM=?= 1001000.51100000000000000000000000

belt@ntlworld.com1001000.51100000000000000000000000

mbarreca@expert-system.com1001000.51100000000000000000000000

Frank 1001000.51100000000000000000000000

r_candee@hotmail.com1001000.51100000000000000000000000

uwe!remove-these!@news-humrich.de1001000.51100000000000000000000000

Fasset@iprimus.com.au2002000.66666666671100000000000000000000000

itsupport@clifford-thames.com1001000.51100000000000000000000000

Tim Bowers 1001000.51100000000000000000000000

deane@slingandrock.com3003000.41666666670.3333333333100000000000000000000000

oscar@tvpromofl.com1001000.51100000000000000000000000

Grahammer 1001000.51100000000000000000000000

Ahmed Shafi 1001000.51100000000000000000000000

sylvain@nospam.com2002000.50.5100000000000000000000000

jwang626@pacbell.net1001000.51100000000000000000000000

Brian Locke 2002000.33333333330100000000000000000000000

Tony Bright 2002000.66666666671100000000000000000000000

wgrant49@attbi.com4004000.250.0833333333100000000000000000000000

narabala@rediffmail.com1001000.51100000000000000000000000

terry@lake-erie.net3003000.250100000000000000000000000

leyton 1001000.51100000000000000000000000

Paulm 1001000.51100000000000000000000000

=?Utf-8?B?U3R1cGlkIFF1ZXN0aW9uISEh?= 1001000.51100000000000000000000000

atif 1001000.51100000000000000000000000

stu@none.com2002000.33333333330100000000000000000000000

prefer.notto@tell.you1001000.51100000000000000000000000

mugundhan@texworld.com1001000.51100000000000000000000000

M 1001000.51100000000000000000000000

Axel 2002000.33333333330100000000000000000000000

russell.balogh@itnetplc.com1001000.51100000000000000000000000

srg@babcom.net.au1001000.51100000000000000000000000

atley_1@hotmail.com3003000.250100000000000000000000000

jay@worldox.com1001000.51100000000000000000000000

=?Utf-8?B?TWl4IFByb2JsZW0=?= 1001000.51100000000000000000000000

=?Utf-8?B?amFzb24=?= 1001000.51100000000000000000000000

David Francis 1001000.51100000000000000000000000

Rak Keijzers 1001000.51100000000000000000000000

lgilson@princesscruises.com1001000.51100000000000000000000000

=?Utf-8?B?SmVhbg==?= 1001000.51100000000000000000000000

=?Utf-8?B?Qm9i?= 3003000.250100000000000000000000000

Randy 1001000.51100000000000000000000000

rmayhall@ntdse.k12.il.us1001000.51100000000000000000000000

jmaltz@mvps.org

0

0

0

0

0

0

0

0

0

0

0

kgafvert@NEWSilopia.com

kgafvert@NEWSilopia.com

jmaltz@mvps.org

marcrey@online.microsoft.com

sharad@anonymous.com

richmcc@online.microsoft.com

geekwench@snippit.hotmail.com

spam@ml-sss.demon.co.uk

mikebran@online.microsoft.com

nospam2-ulf@usw-consulting.com

jones_jupiter@hotnomail.com

cstack@online.microsoft.com

root@buchanangc.com

Torgeir Bakken (MVP)

mhammond1@hotmail.com

bobqin@online.microsoft.com

kgafvert@NEWSilopia.com

*What is the mix in the neighborhood?

*Context of a conversationRelevanceRoleMindsetEcosystemWhat is the dynamic, en masse?

*

Pajek without modification can sometimes reveal structures of great interest.The Ties that Blind?

Darwin Bell*

*

*

Two answer people with an emerging 3rd.Mapping Newsgroup Social TiesMicrosoft.public.windowsxp.server.general*

Adamic et al. WWW 2008Research shows social media spaces vary and roles are present

*Ecosystem- Summary Social media is about collective action. A balance of roles and strategies is critical for a healthy/ successful collective good. Harvesting the common good takes many forms, and is the ultimate goal of social media.

*Why does this matter? This is not measurement for the sake of measurement; we need to measure conversations in order to manage social business. Measuring conversations is about measuring the context in which those conversations arise. Value is an intermediate step in calculating ROI. Moot to bypass it. Techniques from social science help capture the immeasurable in social media and the enterprise. The future of conversations- the enterprise being one-- is about cultivating ecologies of the right balance of relationships.

*Thank You

k.niederhoffer@gmail.com

marc.smith@telligent.com

Questions?

*Additional Resources

*

How uniform are social media producing groups?IndividualsSmall GroupsVariable Contribution Large GroupsUniform Large GroupsHeterogeneous Variable Contribution Large Groups

Social Science Theory and MethodInteractionist SociologyCentral tenetFocus on the active effort of accomplishing interaction

Phenomena of interestPresentation of self Claims to membershipJuggling multiple (conflicting) rolesFrontstage/Backstage Strategic interactionManaging ones own and others face

MethodsEthnography and participant observation

(Goffman, 1959; Hall, 1990)

Collective Action Dilemmas Central tenetIndividual rationality leads to collective disaster

Phenomena of interestProvision and/or sustainable consumption of collective resourcesPublic Goods, Common Property, "Free Rider Problems, Tragedies

MethodsSurveys, interviews, participant observation, log file analysis, computer modeling

(Axelrod, 1984; Hess, 1995; Kollock & Smith, 1996)

*We didnt used to have a holistic overview of the Earth; we dont have one of social media. Its hard to find signals in all the noise; sometimes you arent even picking up on all the noise

Globally coherent activity is a beautiful thing, but really cant appreciate it in full or experience it without tapping into the individual constituents producing the signal.*****See Picturing Usenet in JCMC*Meso-scale soc media viz. ***