diff --git a/examples/amazon-google/configLink.json b/examples/amazon-google/configLink.json new file mode 100644 index 000000000..79f2f9799 --- /dev/null +++ b/examples/amazon-google/configLink.json @@ -0,0 +1,77 @@ +{ + "fieldDefinition":[ + { + "fieldName" : "id", + "matchType" : "DONT_USE", + "fields" : "id", + "dataType": "\"string\"" + }, + { + "fieldName" : "title", + "matchType" : "text", + "fields" : "title", + "dataType": "\"string\"" + }, + { + "fieldName" : "manufacturer", + "matchType": "fuzzy", + "fields" : "manufacturer", + "dataType": "\"string\"" + }, + { + "fieldName" : "price", + "matchType": "fuzzy", + "fields" : "price", + "dataType": "\"double\"" + }], + "output" : [{ + "name":"output", + "format":"csv", + "props": { + "location": "/tmp/zinggOutput", + "delimiter": ",", + "header":false + } + }], + "data" : [{ + "name":"google", + "format":"csv", + "props": { + "location": "examples/amazon-google/testA.csv", + "delimiter": ",", + "header":true + }, + "schema": + "{\"type\" : \"struct\", + \"fields\" : [ + {\"name\":\"id\", \"type\":\"string\", \"nullable\":false}, + {\"name\":\"title\", \"type\":\"string\", \"nullable\":true}, + {\"name\":\"manufacturer\",\"type\":\"string\",\"nullable\":true} , + {\"name\":\"price\", \"type\":\"double\", \"nullable\":true} + ] + }" + }, + { + "name":"aws", + "format":"csv", + "props": { + "location": "examples/amazon-google/testB.csv", + "delimiter": ",", + "header":true + }, + "schema": + "{\"type\" : \"struct\", + \"fields\" : [ + {\"name\":\"id\", \"type\":\"string\", \"nullable\":false}, + {\"name\":\"title\", \"type\":\"string\", \"nullable\":true}, + {\"name\":\"manufacturer\",\"type\":\"string\",\"nullable\":true} , + {\"name\":\"price\", \"type\":\"double\", \"nullable\":true} + ] + }" + } + ], + "labelDataSampleSize" : 0.4, + "numPartitions":4, + "modelId": 103, + "zinggDir": "models" +} diff --git a/examples/amazon-google/configWithTrainingSamples.json b/examples/amazon-google/configWithTrainingSamples.json new file mode 100644 index 000000000..b39e9aca1 --- /dev/null +++ b/examples/amazon-google/configWithTrainingSamples.json @@ -0,0 +1,101 @@ +{ + "trainingSamples" : [{ + "name":"trainingPos", + "format":"csv", + "props": { + "location": "examples/amazon-google/training.csv", + "delimiter": ",", + "header":true, + "badRecordsPath":"/tmp/bad" + }, + "schema": + "{\"type\" : \"struct\", + \"fields\" : [ + + {\"name\" : \"z_cluster\",\"type\" : \"string\",\"nullable\" : false, \"metadata\" : {}}, + {\"name\":\"z_ismatch\",\"type\":\"integer\",\"nullable\":true,\"metadata\" : {}}, + {\"name\":\"id\", \"type\":\"string\", \"nullable\":true}, + {\"name\":\"title\", \"type\":\"string\", \"nullable\":true}, + {\"name\":\"manufacturer\",\"type\":\"string\",\"nullable\":true} , + {\"name\":\"price\", \"type\":\"double\", \"nullable\":true} + + ] + }" + + }], + "fieldDefinition":[ + { + "fieldName" : "id", + "matchType" : "DONT_USE", + "fields" : "id", + "dataType": "\"string\"" + }, + { + "fieldName" : "title", + "matchType" : "text", + "fields" : "title", + "dataType": "\"string\"" + }, + { + "fieldName" : "manufacturer", + "matchType": "fuzzy", + "fields" : "manufacturer", + "dataType": "\"string\"" + }, + { + "fieldName" : "price", + "matchType": "exact", + "fields" : "price", + "dataType": "\"double\"" + }], + "output" : [{ + "name":"output", + "format":"csv", + "props": { + "location": "/tmp/zinggOutput", + "delimiter": ",", + "header":false + } + }], + "data" : [{ + "name":"google", + "format":"csv", + "props": { + "location": "examples/amazon-google/original/tableA.csv", + "delimiter": ",", + "header":true + }, + "schema": + "{\"type\" : \"struct\", + \"fields\" : [ + {\"name\":\"id\", \"type\":\"string\", \"nullable\":false}, + {\"name\":\"title\", \"type\":\"string\", \"nullable\":true}, + {\"name\":\"manufacturer\",\"type\":\"string\",\"nullable\":true} , + {\"name\":\"price\", \"type\":\"double\", \"nullable\":true} + ] + }" + }, + { + "name":"aws", + "format":"csv", + "props": { + "location": "examples/amazon-google/original/tableB.csv", + "delimiter": ",", + "header":true + }, + "schema": + "{\"type\" : \"struct\", + \"fields\" : [ + {\"name\":\"id\", \"type\":\"string\", \"nullable\":false}, + {\"name\":\"title\", \"type\":\"string\", \"nullable\":true}, + {\"name\":\"manufacturer\",\"type\":\"string\",\"nullable\":true} , + {\"name\":\"price\", \"type\":\"double\", \"nullable\":true} + ] + }" + } + ], + "labelDataSampleSize" : 0.4, + "numPartitions":4, + "modelId": 103, + "zinggDir": "models" +} diff --git a/examples/amazon-google/original/tableA.csv b/examples/amazon-google/original/tableA.csv new file mode 100644 index 000000000..032250aa8 --- /dev/null +++ b/examples/amazon-google/original/tableA.csv @@ -0,0 +1,1364 @@ +id,title,manufacturer,price +0,clickart 950 000 premier image pack ( dvd-rom ),broderbund, +1,ca international arcserve lap/desktop oem 30pk,computer 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garson mike garson jazzical suite,,25.77 +400,mariner macjournal 4 journal blog podcast software,,38.99 +401,encore inc spongebob squarepants typing fun,,17.1 +402,encore marine aquarium 2.0,,19.99 +403,encore inc family tree maker 2008 platinum,,85.07 +404,strategy first inc. alliance future combat,,16.37 +405,world of warcraft burning crusade,,39.99 +406,the kinks yamaha the kinks greatest hits smart pianosoft,,18.5 +407,macspeech ilisten with headset and microphone,,149.99 +408,curtis brengle yamaha neil sedaka laughter in the rain : the best of neil sedaka 1974-1980 smart pianosoft,,22.13 +409,kd lang tony bennett mike garson yamaha tony bennett & kd lang a wonderful world smart pianosoft,,14.86 +410,nova development corp intellimover transfer your pc deluxe,,65.17 +411,sos aggregation company airline tycoon deluxe topware interactive,,15.95 +412,aspyr the sims complete collection,,47.99 +413,magix entertainment corp. xtreme photostory on cd and dvd 6,,26.14 +414,allume morpheus 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! pianosoft plus audio,,29.4 +432,civilization iv warlords expansion for mac,,29.99 +433,encore inc print shop 22 deluxe,,42.69 +434,aspyr doom iii,,45.99 +435,topics entertainment middle school success essentials,,17.55 +436,graphic simulations corporation f/a -18 operation iraqi freedom,graphics-simulations-corporation,37.82 +437,hal leonard cathal mcconnell teaches pennywhistle,,14.86 +438,myob firstedge,,99.99 +439,nuance communications inc. ibm viavoice advanced v. 10,nuance-communications-inc .,57.54 +440,omni web 5.0,,23.99 +441,topics entertainment learn2 training for microsoft excel,topics-entertainment-software - ( consignment ),6.56 +442,apple mac os x 10.4.6 tiger,,119.99 +443,sos aggregation company onbidder win your ebay auctions z group,,23.76 +444,adobe photoshop cs3 extended for mac academic,,295.99 +445,bobby joe holman play harmonica pack,,18.5 +446,csdc best of card games j/c on hand software,on-hand-software,7.17 +447,global marketing partners backpack journalist honest technology,,83.27 +448,adobe cs3 flash professional academic,,239.99 +449,stephen webber berklee press turntable technique the art of the dj dvd,,18.5 +450,brighter minds land before time : kindergarten,brighter-minds-media-inc .,9.99 +451,viva media llc learn to play chess with fritz & chesster 2,,26.14 +452,adobe cs3 production premium upsell,,1234.99 +453,steve kaufman homespun bluegrass guitar solos that every parking lot picker should know ( series 4 ),,51.21 +454,pam tillis yamaha pam tillis super hits smart pianosoft,,14.86 +455,david gray mike garson yamaha david gray a new day at midnight smart pianosoft,,14.86 +456,encore inc print shop 22 pro publisher deluxe,,85.07 +457,apple garageband jam pack : remix tools,,95.99 +458,summitsoft corp photoedit 2,,26.14 +459,ilumina expansion series : left behind on cd-rom,,0.5 +460,egames . inc galaxy of games 5000 pack,,16.62 +461,computrace lojack for laptops 3 yr subscription,,89.99 +462,individual software inc total 3d home & landscape deluxe 9,,33.5 +463,tune 1000 bee gees songs made famous by the bee gees,,18.5 +464,red mile entertainment world war ii dvd trivia challenge,,18.77 +465,adobe illustrator cs3 for mac,,619.99 +466,magix entertainment corp. xtreme photostory on cd and dvd 6,,26.14 +467,allume anime studio 5,,44.99 +468,hal leonard club mix,,19.23 +469,filemaker pro 8.5,,285.99 +470,dreamcatcher interactive 3 great games for guys,,26.14 +471,fogware hyb places dvd,,21.99 +472,matt glaser homespun video swingin ' jazz violin homespun level 3,,22.13 +473,arti funaro electric guitar effects six cassette,,36.67 +474,mike garson yamaha james taylor james taylor sweet baby james smart pianosoft,,14.86 +475,myob accounting plus/accountedge additional u,,145.99 +476,yamaha into the woods original cast recording smart pianosoft,,22.13 +477,global marketing partners easy video editor 2.0 honest technology,global-marketing-partners,25.21 +478,roger mcguinn homespun roger mcguinn 's guide to home recording on a computer basic set-up and advice,,14.86 +479,nat king cole yamaha the unforgettable nat king cole smart pianosoft,,22.13 +480,punch software pro platinum v 12.0,,87.61 +481,steve bach yamaha now that 's what i call music ! vol . 10 smart pianosoft,,18.5 +482,abacus national parks enhanced scenery,,17.55 +483,steve kaufman homespun the art of guitar crosspicking,,22.13 +484,diana ross the supremes yamaha the best of diana ross & the supremes smart pianosoft,,14.86 +485,adobe illustrator cs3 upgrade from freehand for mac,,206.99 +486,freeverse software wingnuts 2,,26.14 +487,tony trischka bill keith homespun the advanced banjo workshop ( banjo ) book/cd package,,43.94 +488,mat gurman star licks blues rock guitar soloing,,11.23 +489,happy traum homespun fingerstyle arrangements for hymns spirituals and sacred songs dvd two,,22.13 +490,filemaker pro 8.5 advanced,,455.99 +491,individual software inc quickverse bible premier suite ( us pos ),,37.19 +492,cyberchase adventures by brighter minds,brighter-minds-media-inc .,19.99 +493,nc interactive inc city of heroes : good vs. evil edition,,29.84 +494,nova development corp business card factory deluxe 3.0,,28.3 +495,apple final cut studio 2,,1299.99 +496,csdc namo webeditor suite 2006,,83.92 +497,feral interactive limited black & white platinum pack,,27.37 +498,charles-louis hanon phillip keveren hanon exercises,,17.81 +499,findex.com inc quickverse mac bible study 2007 gold box,,215.42 +500,viva media llc learn to play chess with fritz & chesster,,26.14 +501,kenny kosek homespun video learning bluegrass fiddle 2-dvd set,,36.67 +502,matt glaser homespun tools for musicianship learning and developing musical skills,,27.62 +503,sos aggregation company calculation skills v1 add & sub basic core learning,sos-aggregation-company,15.91 +504,leveractive llc giggles computer funtime for baby shapes,,15.82 +505,groove media inc close quarters conflict,,16.37 +506,filemaker server 8,,929.99 +507,happy traum homespun video the blues bag 2-video set,,36.67 +508,adobe photoshop elements 4.0 mac academic,adobe-education-box,69.99 +509,dvo enterprises inc. cookn deluxe 6.0,,34.99 +510,filemaker mobile 8,,65.99 +511,dan rodowicz yamaha i 'll be seeing you jazz gems ( for xg-compatible modules ),,25.77 +512,thomas zink chuck mangione yamaha chuck mangione feels so good smart pianosoft,,14.86 +513,topics entertainment audio success suite edition : sales success,,12.05 +514,craig knudsen phillip keveren classic gems 2,,25.77 +515,apple . mac 4.0 family pack ( new or renewal ),,145.99 +516,topics entertainment audio success series : winning strategies,,31.06 +517,aspyr prey,,47.99 +518,global software publ na gsp greatest moments of our time,global-software-publishing-north-america-inc,8.14 +519,phillip keveren phillip keveren disney 's pocahontas ez play today,,25.77 +520,horacio hernandez hudson music horacio hernandez live at the modern drummer festival 2000,,18.5 +521,adobe cs3 design premium,,1865.99 +522,anita o'day yamaha anita o'day 's finest hour smart pianosoft,,18.5 +523,nolo quicken legal business pro 2007,,67.94 +524,john jackson homespun video the fingerpicking blues of john jackson,,22.13 +525,various artists view video cuba mia portrait of an all-woman orchestra,,14.86 +526,frederic hand homespun classical guitar dvd,,22.13 +527,john deere : welcome to merriweather farm by bold games,global-software-publishing,21.99 +528,mike dowling homespun swing guitar improvising hot lead solos,,29.4 +529,yamaha julio iglesias julio iglesias my life : the greatest hits ( 2-disc set ) smart pianosoft,,33.04 +530,johann sebastian bach devine entertainment corporation bach 's fight for freedom dvd,,14.89 +531,adobe cs3 web premium upgrade,,517.99 +532,phantom efx reel deal casino shuffle master edition,,17.24 +533,adobe acrobat v8 .0 professional for mac,,405.99 +534,emedia music corp emedia piano & keyboard method,,49.21 +535,encore inc 3d home architect landscape designer v 8.0,,25.49 +536,micromat inc. diskstudio,,43.36 +537,intego contentbarrier x4 10.4,,54.99 +538,allume systems inc stuffit deluxe 11,,42.74 +539,blair aaronson donny osmond yamaha donny osmond this is the moment smart pianosoft,,14.86 +540,valusoft tune tools for ipod,,21.99 +541,corel corporation corel snapfire plus,,37.2 +542,school zone interactive flash action phonics made easy,,8.8 +543,michael thompson star licks beginning acoustic guitar,,11.23 +544,kaplan act/sat/psat gold 2007 mac os x,,22.99 +545,aspyr media inc sims 2 nightlife,,33.21 +546,encore inc scooby doo glowing bug man,,7.79 +547,enteractive inc fps creator,,44.58 +548,topics entertainment math success deluxe 2008,,31.06 +549,school zone interactive multiplication & division 3-4 on track software,,9.45 +550,summit soft macbackup mac os x macxware,,29.99 +551,palo alto software business plan pro 2007,palo-alto-software,88.83 +552,hudson music snare drum basics vhs video,,11.23 +553,aspyr stubbs the zombie,,35.99 +554,onone software plug-in suite full,,393.68 +555,abacus civil air patrol search & rescue,,26.14 +556,feral interactive the movies,,47.99 +557,david bowie yamaha the best of david bowie : 1974-1979 smart pianosoft,,18.5 +558,adobe cs3 design standard,,1243.99 +559,got game entertainment atlantis quest,,17.27 +560,nc interactive inc guild wars nightfall,,48.27 +561,mariner montage screenwriting software,,125.99 +562,encore inc 3d home architect landscape design deluxe v 9.0,,25.49 +563,iview mediapro 2.6 media management,,155.99 +564,alfred publishing inc teach yourself to play guitar,,13.32 +565,encore inc clickart 1.2 million 2006 dvd,,42.27 +566,adobe cs3 web standard,,1035.99 +567,aspyr media inc sims 2 glamour life stuff pack,,23.44 +568,adobe fireworks cs3 academic,,99.99 +569,yamaha vision of love hits of mariah carey ( for xg-compatible modules ),,25.77 +570,it 's about time products learn the switch to mac,,28.99 +571,nova development corp pc tutor learn windows vista & office 2007,,28.3 +572,topics entertainment instant play keyboard v2 .0,,17.55 +573,roxio toast 8 titanium cdr software,,82.99 +574,mcafee inc mcafee virusscan plus sub 1:1 3u mb en,,56.38 +575,makemusic finale 2007 academic create edit and print sheet music,,269.0 +576,individual software inc small business advantage deluxe,,16.9 +577,symantec norton anti-virus 2007 windows,,39.99 +578,laurence juber homespun video adventures in fingerstyle guitar video one,,22.13 +579,aspyr media inc true crime : streets of la,,19.07 +580,adobe dreamweaver cs3 academic,adobe-education-box,195.99 +581,alan pasqua yamaha have yourself an alan pasqua christmas,,29.4 +582,emc insignia retrospect server 6.0 for mac upgrade,,285.99 +583,imagination international corp pirates of the carribean,,21.26 +584,caillou magical adventures by brighter minds,brighter-minds-media-inc .,19.99 +585,fogware publishing esl learn english,,6.84 +586,fogware hyb space dvd,,21.99 +587,bruce molsky homespun video southern old-time fiddle tour dvd,,22.13 +588,yamaha christmas around the piano intermediate,,25.77 +589,various artists hudson music classic drum solos and drum battles volume 2 vhs video,,18.5 +590,sos aggregation company corefx three level-core learning ltd.,,51.09 +591,sos aggregation company ufo afterlight topware interactive,,33.52 +592,isong classical guitar standards vol . 1 isong cd-rom,,18.5 +593,aspyr media inc enemy territory : quake wars,,47.04 +594,jim brickman yamaha jim brickman winter peace,,25.77 +595,abacus train sim modeler,,29.84 +596,alfred publishing inc learn to play keyboard,,7.22 +597,luther vandross yamaha luther vandross greatest hits smart pianosoft,,18.5 +598,topics entertainment phonics success essentials,,17.55 +599,global creative group various vj world visuals starter pack backgrounds & dancers,,18.5 +600,dvo enterprises inc. cookn cd recipe cards,,17.55 +601,global marketing partners homepage maker 5 bhv,,26.14 +602,troy stetina hal leonard corporation beginning rock lead guitar learn to play rock leads !,,11.23 +603,knowledge adventure inc. jumpstart advanced preschool v2 .0,,16.93 +604,csdc visual thesaurus the thinkmap inc.,,33.52 +605,allume systems inc mediarecover,,26.14 +606,corel corporation corel wordperfect office x3 pro dvd,,369.09 +607,tony trischka homespun video bluegrass banjo tunes & techniques,,22.13 +608,nova development corp photo explosion 3.0,,28.3 +609,school zone interactive shapes on track software,,9.45 +610,nuance communications inc. dragon ns standard v9,nuance-communications-inc .,92.51 +611,thom bresh merle travis homespun the real merle travis guitar like father like son,,22.13 +612,amy grant brent mills yamaha amy grant smart pianosoft,,14.86 +613,corel corporation dvd movie factory 6 plus retial ( english ),,74.08 +614,magix entertainment corp. photostory on cd & dvd 5,,17.55 +615,adobe systems inc flash remoting 1.0 ( net & java 2 ) ( 2 users ),,1928.09 +616,aspyr media inc prey,,47.04 +617,fogware publishing weekly reader ls mastering elementary & middle school math,,16.93 +618,neil diamond the neil diamond collection,,22.13 +619,marcy marxer cathy fink homespun video making and playing homemade instruments,,14.86 +620,garson/nyberg mike garson frank sinatra collection my way,,25.77 +621,topics entertainment instant immersion italian deluxe 2.0 ( mass merchant box ),,31.06 +622,donald fagen homespun donald fagen concepts for jazz/rock piano dvd,,22.13 +623,bobby owsinski backbeat books setting up your surround studio dvd plus dvd-rom extras,,36.67 +624,dreamcatcher interactive sentinel : descendants in time,,17.55 +625,delorme mapping topo usa 6.0 east region,,43.36 +626,yamaha godspell original off-off-broadway cast recording smart pianosoft,,18.5 +627,topics entertainment audio success-leadership,,31.06 +628,midisoft corporation guitar tool worship edition,,43.36 +629,destineer inc age of empires iii : the warchiefs expansion pack,,26.14 +630,hal leonard clavinova pops lesson all levels,,25.77 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software,,71.01 +646,csdc power translator 11 premium language engineering company,language-engineering-co-llc,64.25 +647,topics entertainment instant immersion hawaiian audio,,12.05 +648,hal leonard allegro 2007 5-user labpack,,272.94 +649,true north technology inc. northstar,true-north-technology-inc .,46.5 +650,fogware publishing weekly reader ls mastering high school 2008,,24.91 +651,nero inc nero 8 ultra edition,,88.83 +652,sos aggregation company brain builder core learning,,15.91 +653,global marketing partners dvd player 3.0 honest technology,,16.92 +654,aspyr media inc return to castle wolfenstein,,19.07 +655,lisa stansfield tune 1000 songs made famous by lisa stansfield,,18.5 +656,masque publishing solitaire antics deluxe,,8.46 +657,tony rice homespun new acoustic guitar book/6-cd pack,,43.94 +658,adobe systems inc flash remoting 1.0 ( net & java 1 ) ( 1 user ),,964.22 +659,abacus aircraft collectors second edition,,17.55 +660,jason nyberg the beatles yamaha sgt. pepper 's lonely hearts club band,,25.77 +661,magellan mapsend topo for the united states for magellan map 330 series,,29.99 +662,bobby walters academy award winners,,23.59 +663,ca antivirus 2007,,32.28 +664,zone labs zonealarm pro,,30.17 +665,simply magazine sales skills,,3.1 +666,tri synergy inc i love kittens,,16.01 +667,sara davis buechner george gershwin warsaw concerto / second rhapsody,,25.77 +668,tdk buddy rich jazz icons : buddy rich live in '78,,14.86 +669,diana krall yamaha diana krall the look of love smart pianosoft,,14.86 +670,hal leonard motown 50 classic hits for piano/vocal/guitar,,14.86 +671,encore inc hoyle solitaire,,7.83 +672,simple slide show,,15.9 +673,larry cohn yamaha anastacia freak of nature smart pianosoft,,14.86 +674,print master platinum v17,,29.9 +675,muriel anderson homespun video muriel anderson 's all star guitar night,,18.5 +676,school house rock ! math rock,,9.9 +677,delorme mapping street atlas usa 2007 plus dvd xx,,53.37 +678,knowledge adventure inc. jumpstart world 2nd grade mini box,,16.93 +679,findex.com inc quickverse bible study 2007 bible suite,,24.89 +680,stevie ray vaughan hal leonard corporation stevie ray vaughan 's greatest hits signature licks dvd,,14.86 +681,sade yamaha sade diamond life smart pianosoft,,14.86 +682,ron carter herbie hancock billy cobham view video herbie hancock trio hurricane !,,14.86 +683,global marketing partners video patrol 5.0 honest technology,global-marketing-partners,25.2 +684,various hal leonard left hand bass techniques,,14.86 +685,topics entertainment snap ! kakuro,,3.44 +686,dr. john ( mac rebennack ) homespun dr. john teaches new orleans piano dvd one,,22.13 +687,american sign language,,10.57 +688,bob brozman homespun video hot guitar techniques 2-video set,,51.21 +689,findex.com inc sermon builder 4.0,,43.33 +690,sue downs yamaha it will be a blue christmas without sue ( for use with the disklavier with cd feature ),,29.4 +691,encore inc adventure workshop 4th-6th grade 8th edition,,17.1 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remote desktop 3 ( 10 managed systems ),,299.99 +708,g kenny yamaha kenny g paradise smart pianosoft,,14.86 +709,encore inc monopoly 3,,7.17 +710,tony verderosa hal leonard corporation vfx volume 1 live electronic music live remixing,,14.86 +711,the coasters yamaha the very best of the coasters smart pianosoft,,18.5 +712,re : launch piano wizard premier software & stickers & midi cable,,113.86 +713,intuit inc quicken home inventory manager,,29.78 +714,yamaha company smart pianosoft,,18.5 +715,danny morris berklee press essential rock grooves for bass berklee workshop series,,14.86 +716,avanquest usa llc spycatcher 2007,,17.5 +717,global marketing partners antivirus v. 10 bit defender,global-marketing-partners,31.96 +718,thomas zink miles davis yamaha porgy and bess a miles davis tribute ( for cd-compatible modules ),,29.4 +719,633808390341 wasp mobileinventory desktop edition with wdt2200 & wpl305 complete package -,,1434.55 +720,bb0kyna ibm db2 net search extender v. 8.2 media cd linux unix win engli,,108.95 +721,00dexx17cc01 designcad v. 17 complete package 1 user cd win,,25.54 +722,wg017262 watchguard fireware pro license 1 device,,502.76 +723,af04mna ibm websphere business integration monitor v. 4.2.4 media cd unix w,,108.95 +724,73098 smarterm office v. 12.1 upgrade license and media 1 user cd win -,,85.89 +725,01-ssc-6991 sonicwall client/server anti-virus suite subscription license 3 years 10,,863.87 +726,711-00011 microsoft entertainment pack v. 2.0 complete package 1 user pc cd,,23.57 +727,bqcpd flexnet installshield premier edition 2008 complete package + 1 year bronze ma,,4617.11 +728,bablbr1150s06 brightstor arcserve backup enterprise option for advantage ingres for linux (,,842.73 +729,ibm software lotus shrinkwrap ah09qml ibm lotus easysync pro 4.1 for win multilingual u retail,ibm software lotus shrinkwrap,76.42 +730,aa7-00013 shadowrun complete package 1 user microsoft xbox 360 dvd,,57.98 +731,22101258 adobe acrobat capture v. 3.0 license 1 user 20000 pages win engli,,268.2 +732,m109a-g00-4 .0 scansoft pdf converter professional v. 4.0 complete package 1 user w,,87.79 +733,individual software emm-tk3 typing instructor for kids 3 dvd movie,,17.97 +734,lfl-n2-12 computrace lojack for laptops subscription package 1 year 1 notebook m,,39.95 +735,38039926 adobe fireworks cs3 complete package 1 user cd mac universal english,,322.08 +736,acdpe400bxgv/ed-en acdsee photo editor complete package 1 user edu gov mini-box win,,36.6 +737,madison media software aspvms8000 acad vegas movie studio + dvd 8 platinum,sony-pictures-digital-entertainment,81.97 +738,bqcxd installshield 2008 professional edition complete package + 1 year silver maint,,2549.59 +739,cardfive premier software with internal database photo on field keyfive,,466.12 +740,usoa289 iris readiris pro v. 11 complete package 1 user win,,110.07 +741,3d home architect home v. 8by encore software,,33.92 +742,9dj-00002 microsoft xbox live arcade unplugged volume 1 complete package 1 user micr,,20.78 +743,encore software 11290 scrabble complete win 98 me xp,,7.69 +744,prw photo explosion deluxe v. 3.0 complete package 1 user cd win,,47.6 +745,encore software 11610 scrabble with bonus clue win 98 me 2000 xp,,18.97 +746,snt-040 ntracker complete package 1 user win,,26.59 +747,encore software 11750 game of life win 95 98,,7.69 +748,436753-b21 hp insight control data center edition flexible quantity license rdp upgrade l,,137.13 +749,cd372-c = cisco ios ip complete package cd,,218.41 +750,adobe photoshop elements 4.0 photo-editing software for mac,,85.95 +751,sup-040c synet pc sharing kit w / usb cable 5.18 m complete package 1 user win,,26.59 +752,lmpcgs12mulpc coreldraw graphics suite v. 12 media 1 user cd win multi-lingual,,22.59 +753,encore software 10567 hoyle puzzle games 2007 win 98 me 2000 xp,,18.97 +754,encore software 33020 jackpot tycoon win 98 me 2000 xp,,8.44 +755,encore software 11630 monopoly tycoon win 98 me 2000 xp,,7.69 +756,amherst media book : photo salvage with adobe photoshop photoshop software,,29.95 +757,encore software 11140 fate win 2000 xp,,18.97 +758,encore software 10449 high school advantage 2007 win 98 me 2000 xp,,26.97 +759,encore software 12380 high school advantage 2008 win 2000 xp vista,,34.97 +760,encore software 12370 middle school advantage 2008 win 2000 xp vista,,34.97 +761,encore software 11580 monopoly with bonus risk win 98 me 2000 xp,,18.97 +762,encore software 10653 professor fujis kakuro win 98 me 2000 xp,,7.69 +763,encore software 10392 network now ! pro ( win 98 me 2000 xp ),,34.97 +764,encore software 13780 westward win 98 me 2000 xp vista,,18.97 +765,encore software 14080 q * bert win 2000 xp vista,,7.69 +766,encore software 11670 who wants to be a millionaire ? win xp 2000,,7.69 +767,webroot software 65210 spy sweeper 3 pc,webroot software,31.99 +768,encore software 11250 brain food games : cranium collection 2006 win 98 me 2000 xp,,18.97 +769,encore software 11252 brain food games : cranium collection 2006 win 98 me 2000 xp,,18.97 +770,encore software 25020 marine aquarium 2.5 ( hybrid ) win 95 98 me 2000 xp/mac 10.1 or higher,,19.97 +771,encore software 14130 wheel of fortune deluxe win 98 me 2000 xp vista,,18.97 +772,encore software 10443 elementary school advantage 2007 win 98 me 2000 xp,,26.97 +773,encore software 12360 elementary advantage 2008 win 2000 xp vista,,34.97 +774,encore software 10598 registry mechanic win 98 me 2000 xp,,26.97 +775,encore software 12390 math advantage 2008 win 2000 xp vista,,34.97 +776,datapilot is an advanced cell phone sync software solution that allows endusers to manage their contact information access the internet and check emails while on the go .,,25.53 +777,microsoft uea-00033 visual studio 2005 team edition for database professionals with msdn premium subscription renewal complete product software development standard 1 user complete product pc - free shipping,,2072.97 +778,avery dennison 5239 designpro deluxe v. 5.0 software for 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( r ) 2006 premium for workgroups,,399.99 +1098,nintendo wii : disneys pirates of the caribbean ( tm ) 3 : at worlds end,,49.99 +1099,quickbooks ( r ) premier 2003,,499.99 +1100,wi-fi usb connector for nintendo ds / ds lite / wii gaming consoles,,39.99 +1101,hallmark card studio 2004,,29.97 +1102,panda software upg to gatdef performa 8200 15k 1yr uabpgdpcavm,,71503.0 +1103,chatchecker family edition,,29.99 +1104,symantec ( tm ) pcanywhere ( tm ) 12.0,,199.99 +1105,microsoft visual basic . net standard 2003,,108.95 +1106,brain games : solitaire,,19.99 +1107,csdc iremember digital scrapbooking 2.0,,35.99 +1108,quickbooks ( r ) point of sale 2007 : basic retail management 6.0,,799.99 +1109,calendar creator deluxe 10,,49.87 +1110,xbox 360 : ddr universe,,49.99 +1111,storageworks secure path 3.0 d for hp-ux workgroup edition 50 licenses,,68402.75 +1112,datapilot universal pro kit,,79.99 +1113,ibm ( r ) viavoice ( r ) pro edition 10,,179.99 +1114,podmediacreator,,29.99 +1115,printmaster ( r 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rtu,,74081.64 +1134,bookkeeper 2007,,29.99 +1135,adobe photoshop cs3 extended complete package 1 user academic cd mac,,279.0 +1136,quicken ( r ) for mac 2007,,69.99 +1137,microsoft windows vista business upgrade license 1 pc english,,168.99 +1138,quicken ( r ) 2004 deluxe,,59.99 +1139,peachtree ( r ) pro accounting 2007,,169.99 +1140,sony vegas movie studio 7 + dvd platinum edition academic,,92.99 +1141,novell identity manager integration module for mainframe for 800 series mvs (,,71726.95 +1142,resumemaker ( r ) professional ultimate,,39.99 +1143,novell identity manager integration module for mainframe for 800 series mvs (,,71726.95 +1144,autocad ( r ) lt 2007,,330.95 +1145,cisco cns network registrar central manager v. 6.1 license cnr-6 .1 - rcm500k,,71760.0 +1146,adobe creative suite 3 design standard complete package 1 user academic windows,,369.0 +1147,1000pk multi pack instant,,71876.95 +1148,adobe acrobat 7.0 professional ( education version ) for windows,,154.99 +1149,1000pk multi pack instant,,71876.95 +1150,adobe acrobat 7.0 standard academic mac,,98.99 +1151,adobe photoshop cs3 extended complete package 1 user academic cd windows,,279.0 +1152,nintendo wii : spongebob : creature from the krusty krab,,39.99 +1153,photo explosion deluxe ( r ) 2.0,,49.99 +1154,exch . srvr extrnconn lic/sa gv,,72402.5 +1155,netopia timbuktu pro for macintosh ( twin-pack ),,183.99 +1156,scansoft ( r ) paperport ( r ) 11,,99.99 +1157,the print shop ( r ) 22,,29.99 +1158,adobe academic flex builder 2 for windows with charting 1 user,,71.99 +1159,microsoft ( r ) office 2004 for mac standard edition upgrade version,,234.95 +1160,roxio ( r ) popcorn ( tm ) 2,,49.99 +1161,diskeeper corporation diskeeper 2007 professional edition complete package 1 workstation academic,,29.99 +1162,microsoft ( r ) access 2007,,109.99 +1163,microsoft ( r ) office 2004 for mac student and teacher edition,,146.95 +1164,pc-cillin ( tm ) internet security 2007,,49.99 +1165,microsoft ( r ) streets and trips 2005 with gps locator,,129.99 +1166,sony vegas 7 + dvd production suite software full version video editing and dvd creation,,426.0 +1167,software,,274.99 +1168,art explosion ( r ) 800000,,79.99 +1169,microsoft ( r ) windows vista ( tm ) home premium,,239.99 +1170,microsoft ( r ) works suite 2005,,99.99 +1171,symantec ( tm ) norton internet security ( tm ) 2005 3-user,,119.99 +1172,studio ultimate version 11,,129.0 +1173,ulead ( r ) dvd moviefactory ( r ) 5,,49.99 +1174,sony playstation 2 : the art of fighting anthology,,14.99 +1175,mobile find,,29.99 +1176,sony playstation 2 : beatmania,,19.99 +1177,the sims : hot date expansion pack,,19.87 +1178,art explosion ( r ) greeting card factory ( r ) deluxe 6.0,,49.99 +1179,nintendo gamecube : teen titans,,14.99 +1180,adobe ( r ) photoshop ( r ) 7.0 upgrade for pc,,679.99 +1181,printmaster ( r ) platinum 16,,39.97 +1182,microsoft ( r ) office word 2004 for mac full version,,231.29 +1183,web easy ( r ) professional 6,,49.99 +1184,symantec ( tm ) norton 360 ( tm ),,79.99 +1185,ultra wincleaner 2002 utility suite,,49.99 +1186,adobe ( r ) publishing collection 12.0,,995.87 +1187,pokemon diamond version nintendo ds,,39.99 +1188,system care ? professional,,49.99 +1189,sony playstation 2 : god of war,,19.95 +1190,mcafee internet security 7.0,,69.99 +1191,microsoft molpc csf sbe 3.0 order handling sbe 200pt b7m-00283,,103036.0 +1192,act ! 2004 for windows,,249.95 +1193,business cards certificates brochures,,19.99 +1194,emc fed id mgr for 25 s/a conn fimm-25,,119862.0 +1195,pinnacle ( tm ) studio plus 10.5 titanium edition,,99.99 +1196,sony playstation 2 : socom 3 us navy seals,,19.99 +1197,cto only windows xp pro nc6000,,118.95 +1198,corel ( r ) paint shop pro xi,,99.99 +1199,peachtree ( r ) compatible continuous checks-accounting for windows versions 3.5-7 .0,,121.89 +1200,sony playstation 2 : karaoke revolution presents : american idol,,39.99 +1201,ghostsurf ( tm ) 2007 platinum,,29.99 +1202,sony playstation 2 : mortal combat : armageddon,,19.99 +1203,cisco pgw2200 include redundant,,159787.95 +1204,freeverse software big bang brain games mac,,24.99 +1205,xbox 360 : marvel ultimate alliance gold,,59.99 +1206,nft1500 netflow tracker license 500 devices linux win solaris,,177579.14 +1207,microsoft ( r ) works suite 2006,,99.99 +1208,allume stuffit deluxe 11 macintosh dvd pack sold only with a apple cpu .,,19.99 +1209,d51rsll-bl ibm websphere portal extend for linux on system z product upgrade license + 1,,111379.3 +1210,kaspersky ( r ) internet security 6.0,,76.99 +1211,kiplingers willpower,,29.99 +1212,print perfect ( tm ) platinum,,29.99 +1213,adobe creative suite 3 ( cs3 ) design premium upgrade mac,,569.97 +1214,quickbooks ( r ),,103.99 +1215,deposit slips,,23.79 +1216,topics presents : human body,,15.9 +1217,myob compatible multipurpose continuous checks,,144.59 +1218,continuous checks for peachtree ( r ) complete iii for dos v. 5.0-10 .0,,144.59 +1219,cisco optical services module multiplexor,,91240.95 +1220,multipurpose continuous checks,,144.59 +1221,specialty single window envelopes to match your forms & checks,,81.49 +1222,barbie : horse adventures for pc,,19.99 +1223,peachtree ( r ) compatible laser checks-accounting for windows versions 3.5-7 .0,,106.29 +1224,d51rsll-d ibm websphere portal extend for linux on system z product upgrade license + 1,,93001.26 +1225,barbie fashion show for pc,,19.99 +1226,i spy fantasy with mini cd for pc,,19.99 +1227,multipurpose laser/inkjet checks,,106.29 +1228,microsoft ( r ) great plains dynamics compatible laser checks,,106.29 +1229,specialty single window envelopes to match your forms & checks,,81.49 +1230,microsoft ( r ) great plains business solutions compatible payroll continuous checks,,91.59 +1231,quicken ( r ) quickbooks ( r ) microsoft money ( r ) and simply money ( r ) laser checks,,106.29 +1232,multipurpose continuous checks,,91.59 +1233,peachtree ( r ) complete iii,,199.99 +1234,continuous checks for peachtree ( r ) complete iii for dos v. 5.0-10 .0,,91.59 +1235,d51rsll-f ibm websphere portal extend for linux on system z product upgrade license + 1,,89103.85 +1236,peachtree ( r ) complete iii for dos 5.0-10 .0 continuous checks,,144.59 +1237,pencil-pal big phonics,school-zone-interactive,17.9 +1238,novell identity manager integration module for mainframe for 900 series mvs (,,90108.95 +1239,mighty math carnival countdown,,9.9 +1240,brain play 1st-3rd grade,,17.9 +1241,millies math house,ibm - ( aap-misc-parts ),9.9 +1242,wincleaner one-click cleanup version 10,,24.9 +1243,mas 90 ( r ) / mas 200 ( r ) compatible continuous checks,,91.59 +1244,cisco optical services module multiplexor,,89581.95 +1245,quicken ( r ) quickbooks ( r ) microsoft money ( r ) and simply money ( r ) elegant laser checks,,97.99 +1246,peachtree ( r ) compatible laser forms-windows 8.0-2004 version,,103.99 +1247,novell identity manager integration module for mainframe for 900 series mvs (,,90108.95 +1248,roller coaster tycoon 3 for pc,,29.99 +1249,blank laser checks,,54.99 +1250,mas 90 ( r ) / mas 200 ( r ) compatible continuous checks,,121.89 +1251,specialty single window envelopes to match your forms & checks,,81.49 +1252,daceasy ( tm ) compatible laser forms,,103.99 +1253,quickbooks ( r ),,199.99 +1254,laser payroll checks,,106.29 +1255,nicktoons winners cup racing for pc,,19.99 +1256,peachtree ( r ) compatible continuous forms-accounting for windows 8.0-2004 version,,199.99 +1257,sony playstation 2 : grand turismo 4,,19.95 +1258,quicken ( r ) quickbooks ( r ) microsoft money ( r ) and simply money ( r ) elegant laser checks,,97.99 +1259,three-to-a-page 7 ring premier binder,,31.99 +1260,peachtree ( r ) complete iii,,199.99 +1261,peachtree ( r ) compatible continuous checks-office accounting 12.0,,121.89 +1262,quicken ( r ) quickbooks ( r ) microsoft money ( r ) and simply money ( r ) elegant laser checks,,114.99 +1263,d51rsll-g ibm websphere portal extend for linux on system z product upgrade license + 1,,86875.58 +1264,peachtree ( r ) compatible continuous checks-accounting for windows versions 3.5-7 .0,,91.59 +1265,quickbooks ( r ),,199.99 +1266,specialty single window envelopes to match your forms & checks,,81.49 +1267,mas 90 ( r ) / mas 200 ( r ) compatible continuous forms,,178.99 +1268,peachtree ( r ) compatible continuous checks-accounting for windows versions 3.5-7 .0,,91.59 +1269,three-to-a-page business checks,,65.19 +1270,daceasy ( tm ) compatible continuous payroll checks-versions 4.3 & higher,,144.59 +1271,microsoft ov ofc live mtg room sub 1mo addl prod 500 pers a3o-00075,,100426.0 +1272,peachtree ( r ) compatible laser form-accounting for windows 3.5-9 .0 versions,,103.99 +1273,peachtree ( r ) compatible continuous checks-office accounting 12.0,,91.59 +1274,quicken ( r ) quickbooks ( r ) microsoft money ( r ) and simply money ( r ) continuous checks,,73.99 +1275,microsoft open csf svr 3.0 b7n-00104,,106184.0 +1276,quicken ( r ) quickbooks ( r ) microsoft money ( r ) and simply money ( r ) laser checks,,88.99 +1277,quicken ( r ) quickbooks ( r ) microsoft money ( r ) and simply money ( r ) elegant laser checks,,115.49 +1278,blank laser checks,,54.99 +1279,peachtree ( r ) complete iii for dos 5.0-10 .0 continuous checks,,121.89 +1280,peachtree ( r ) compatible continuous checks-accounting for windows 8.0-2004 version,,121.89 +1281,blank laser checks,,54.99 +1282,ultimate games for girls 3 for pc,,19.99 +1283,nft1250 netflow tracker license 250 devices linux win solaris,,102488.53 +1284,multipurpose continuous checks,,144.59 +1285,blank laser checks,,54.99 +1286,microsoft molpc l/sa isa svr ent ed 25 1cpu lic 400pt f89-01554,,97494.0 +1287,fifa world cup germany 06 for pc,,7.99 +1288,specialty double window envelopes to match your forms & checks,,67.49 +1289,nickelodeon splat pack for pc,,19.99 +1290,peachtree ( r ) compatible continuous checks-accounting for windows 8.0-2004 version,,91.59 +1291,deposit slips,,85.79 +1292,three-to-a-page itemized invoice checks,,65.19 +1293,sid meiers civilization iii for pc,,7.99 +1294,blank laser checks,,54.99 +1295,microsoft open l/sa isa svr ent ed 25 1cpu lic f89-01570,,99483.0 +1296,three-to-a-page business checks,,104.39 +1297,daceasy ( tm ) continuous forms-4 .3 & higher versions,,241.99 +1298,quicken ( r ) quickbooks ( r ) microsoft money ( r ) and simply money ( r ) elegant laser checks,,98.49 +1299,quicken ( r ) quickbooks ( r ) microsoft money ( r ) and simply money ( r ) elegant laser checks,,114.99 +1300,laser checks for peachtree ( r ) accounting for windows 8.0-2005,,106.29 +1301,net jet game system for pc,,24.99 +1302,peachtree ( r ) compatible laser checks-accounting for windows versions 3.5-7 .0,,106.29 +1303,panda software upg to gatdef performa 8200 2k0 1yr uabpgdpcavo,,95853.0 +1304,daceasy ( tm ) 4.0-4 .2 compatible continuous accounts payable checks,,144.59 +1305,quicken ( r ) quickbooks ( r ) microsoft money ( r ) and simply money ( r ) continuous checks,,111.59 +1306,deposit slips,,69.99 +1307,quickbooks ( r ),,103.99 +1308,daceasy ( tm ) 4.0-4 .2 compatible continuous inventory invoices,,241.99 +1309,real world corporation ( tm ) compatible continuous checks,,91.59 +1310,strawberry shortcake : and her berry best friends for pc,,19.99 +1311,quickbooks ( r ),,178.99 +1312,peachtree ( r ) compatible continuous forms-accounting for windows 8.0-2004 version,,241.99 +1313,deposit slips,,49.79 +1314,multipurpose continuous checks,,112.99 +1315,microsoft ov ofc live mtg room sub 1mo addl prod 250 pers a3o-00065,,94150.0 +1316,multipurpose continuous checks,,91.59 +1317,peachtree ( r ) compatible continuous checks-accounting for windows 8.0-2004 version,,91.59 +1318,real world corporation ( tm ) compatible laser checks,,106.29 +1319,laser checks for peachtree ( r ) accounting for windows 8.0-2005,,106.29 +1320,my little pony : the runaway for pc,,19.99 +1321,peachtree ( r ) complete iii,,178.99 +1322,shrek the third for pc,,19.99 +1323,mas 90 ( r ) / mas 200 ( r ) compatible laser checks,,106.29 +1324,accpac ( r ) business works 9.0-10 .0 compatible continuous check,,121.89 +1325,quicken ( r ) quickbooks ( r ) microsoft money ( r ) and simply money ( r ) continuous checks,,91.59 +1326,peachtree ( r ) compatible continuous checks-accounting for windows versions 3.5-7 .0,,91.59 +1327,myob compatible laser multipurpose checks,,106.29 +1328,peachtree ( r ) compatible continuous checks-accounting for windows 8.0-2004 version,,144.59 +1329,three-to-a-page payroll checks,,104.39 +1330,sage software acts2005rt act ! 7.0 2005,sage software,225.99 +1331,emc fed id mgr for 100 conn for ct authmgr cust fimm-100r,,263686.0 +1332,individual software prm-r12 resumemaker professional 12.0,individual software,29.99 +1333,backyard sports : baseball 2007 for pc,,19.99 +1334,laplink software pafgpcde01000p0rtpen laplink pcdefense internet security,,26.97 +1335,laplink software pafglplk0b000p0rtpen laplink laplink gold v. 12.0 complete product file transfer 3 device 1 user complete product standard english pc,,98.97 +1336,specialty double window envelopes to match your forms & checks,,67.49 +1337,quicken ( r ) quickbooks ( r ) microsoft money ( r ) and simply money ( r ) continuous checks,,82.79 +1338,laplink software pafgflmv01000p0rtpen laplink filemover file transfer pc,,23.97 +1339,blank laser checks,,54.99 +1340,mas 90 ( r ) / mas 200 ( r ) compatible continuous checks,,91.59 +1341,peachtree ( r ) complete iii,,72.99 +1342,punch software 42100 punch ! home design architectural series 18 ( small box ),punch software,119.99 +1343,quicken ( r ) quickbooks ( r ) microsoft money ( r ) and simply money ( r ) elegant laser checks,,97.99 +1344,apple software t9164ll/a logic express 6,apple software,219.0 +1345,continuous checks for peachtree ( r ) complete iii for dos v. 5.0-10 .0,,91.59 +1346,quicken ( r ) quickbooks ( r ) microsoft money ( r ) and simply money ( r ) elegant laser checks,,97.99 +1347,cakewalk guitar tracks pro 3 music production software,,99.0 +1348,go diego go ! : wolf pup rescue for pc,,19.99 +1349,peachtree ( r ) compatible continuous checks-accounting for windows 8.0-2004 version,,144.59 +1350,quickbooks ( r ),,199.99 +1351,apple software m9953z/a remote desktop 2.2 10 client,apple software,294.99 +1352,freeverse software 4024 robin hood : the legend of sheerwood,freeverse software,28.99 +1353,daceasy ( tm ) laser/inkjet checks - versions 4.3 and higher,,106.29 +1354,continuous checks for peachtree ( r ) complete iii for dos v. 5.0-10 .0,,112.99 +1355,bias deck 3.5 software music production software,,299.0 +1356,three-to-a-page disbursement checks,,104.39 +1357,specialty single window envelopes to match your forms & checks,,81.49 +1358,sony imz-rs301 imzrs301 additional client upgrade cctv software,,374.95 +1359,deposit slips,,32.79 +1360,webroot software inc 52310 spy sweeper with antivirus/child safe 1-pc win 2000 xp vista,,37.97 +1361,peachtree ( r ) compatible continuous checks-accounting for windows 8.0-2004 version,,121.89 +1362,webroot software 65210 spy sweeper 3 pc,webroot software,31.99 +1363,three-to-a-page itemized invoice checks,,104.39 +1364,ilford studio software for pc ( windows 2000 pro xp pro ),,699.99 +1365,daceasy ( tm ) continuous checks,,121.89 +1366,specialty double window envelopes to match your forms & checks,,67.49 +1367,quickbooks ( r ),,103.99 +1368,steinberg cubase studio 4 software music production software,,399.99 +1369,blank laser checks,,54.99 +1370,apple web objects 5.2 software apple & mac software,,689.95 +1371,quicken ( r ) quickbooks ( r ) microsoft money ( r ) and simply money ( r ) laser checks,,88.99 +1372,e-mu beat garden x for emulator x and proteus x software modules sounds for software,,69.99 +1373,magix samplitude 9 professional music production software,,999.0 +1374,double window envelopes to match your forms & checks,,67.49 +1375,nikon pictureproject 1.6 other software,,44.95 +1376,daceasy ( tm ) laser/inkjet checks - versions 4.3 and higher,,106.29 +1377,peachtree ( r ) complete iii,,103.99 +1378,individual software pmm-xw4 professor teaches excel & word 2007 win 2000 xp vista,,17.97 +1379,multipurpose laser/inkjet checks,,106.29 +1380,bethesda software 12000 ihra drag racing sportsman edition win me nt 2000 xp,,19.97 +1381,daceasy ( tm ) continuous checks,,91.59 +1382,individual software qmm-t17 typing quick & easy 17 win 2000 xp vista,,17.97 +1383,cyma general business systems continuous checks,,121.89 +1384,freeverse software 005 solace ( mac 9.1-9.x 10.1 or higher ),,18.97 +1385,laser checks for peachtree ( r ) accounting for windows 8.0-2005,,106.29 +1386,freeverse software 5013 best of the original mac games v 1.0 ( mac 10.2.8 or higher ),,26.97 +1387,freeverse software 010 wingnuts 2 mac 9.1-9.x 10.1 or higher,,26.97 +1388,ams200 4gb,,383820.94 +1389,quicken ( r ) quickbooks ( r ) microsoft money ( r ) and simply money ( r ) continuous checks,,121.89 +1390,freeverse software 6022 big bang brain games mac 10.3.9 or later ub,,26.97 +1391,ams200 4gb,,383820.94 +1392,laser/inkjet checks for peachtree ( r ) complete iii for dos v. 5.0-10 .0,,106.29 +1393,individual software edm-tb1 typing for business win 98 me 2000 xp,,17.97 +1394,freeverse software 6002 heroes of might and magic v mac 10.4 or later,,43.97 +1395,safari photo africa : wild earth for pc,,19.99 +1396,freeverse software 7001 burning monkey solitaire 4.0 mac 10.3.9 or later ub,,22.97 +1397,individual software prm-bp5 business planmaker 2006 deluxe win 98 me 2000 xp,,42.97 +1398,peachtree ( r ) complete iii,,178.99 +1399,freeverse software 006 active lancer ( mac 9.1-9.x 10.1 or higher ),,18.97 +1400,spector pro 6.0 from safe computer kids ltd.,,84.99 +1401,apple software m9301z/b soundtrack v1 .2,apple software,199.0 +1402,quickbooks ( r ),,103.99 +1403,frogger : the great quest for pc,,7.99 +1404,m-audio pro tools m-powered mpowered 7 software educational discount music production software,,198.95 +1405,one-write ( r ) plus compatible laser checks,,106.29 +1406,deposit slips,,55.79 +1407,bratz babyz for pc,,19.99 +1408,three-to-a-page payroll checks,,65.19 +1409,apple software m9372z/a final cut express 2.0 upgrade,apple software,79.99 +1410,laser/inkjet checks for peachtree ( r ) complete iii for dos v. 5.0-10 .0,,106.29 +1411,bethesda software 12020 star trek legacy win me nt 2000 xp,,36.97 +1412,laser/inkjet checks for peachtree ( r ) complete iii for dos v. 5.0-10 .0,,106.29 +1413,three-to-a-page 7 ring check binder,,20.09 +1414,bethesda software 11980 pirates of the caribbean : legend of jack sparrow win me nt 2000 xp,,10.26 +1415,quicken ( r ) quickbooks ( r ) microsoft money ( r ) and simply money ( r ) laser checks,,199.99 +1416,freeverse software 4012 3d bridge deluxe ( retail box ) ( mac 9.1-9.x 10.1 or higher ),,22.97 +1417,blank laser checks,,54.99 +1418,apple final cut studio 2 production suite for mac av production software,,1298.95 +1419,emc fed id mgr for u/ls/a conn fimm-unl,,443164.0 +1420,webroot software inc 66410 spy sweeper ( small box ) ( win 98 me 2000 xp ),,25.97 +1421,peachtree ( r ) complete iii,,112.99 +1422,freeverse software 5014 toysight gold ( mac 10.2 or higher ),,22.97 +1423,three-to-a-page disbursement checks,,65.19 +1424,individual software professor teaches office xp,,25.3 +1425,individual software emm-tk2 typing instructor for kids 2.0 win 98 me nt 2000 xp,,17.97 +1426,multipurpose continuous checks,,112.99 +1427,punch software 85100 punch!master landscape pro v10 and home design,,59.97 +1428,specialty double window envelopes to match your forms & checks,,67.49 +1429,freeverse software 6001 legion arena mac 10.3.9 or later ub,,35.97 +1430,specialty single window envelopes to match your forms & checks,,81.49 +1431,encore software a5992jch dk rainbow fish most beautiful fish in the ocean win 95 98 me xp,,9.08 +1432,brain play preschool-1st grade,,17.9 +1433,punch software 20100 punch ! 5 in 1 home design,punch software,35.99 +1434,world book 2006,,17.9 +1435,musicalis universal guitar workshop,global-software-publishing,12.9 +1436,individual software pro-tsm hanes t-shirt maker deluxe,individual software,24.99 +1437,printshop 20 pro publisher,,34.9 +1438,individual software jce-th6 total 3d home deluxe j/c,individual software,9.99 +1439,data protection security suite 2005,,59.9 +1440,onone software inc. gpp-55211 genuine fractals print pro 5 1u,,274.97 +1441,print shop deluxe 21,,44.9 +1442,encore software 13861 tlc arthurs kindergarten learning system 2008,,17.97 +1443,the land before time : kindergarten adventure,,12.9 +1444,freeverse software 4001 northland,freeverse software,19.99 +1445,kids power fun for girls,,15.9 +1446,grass valley edius 4 broadcast video editing software professional editing software,,998.95 +1447,i copydvds 2 professional edition,me-too-software,27.9 +1448,sony creative software sfas9000 sound forge audio studio 9,,53.97 +1449,reader rabbit preschool,the-learning-company,17.9 +1450,freeverse software 4012 3d bridge deluxe ( retail box ) for mac,freeverse software,18.99 +1451,panda software upg to gatdef performa 8200 3k0 1yr uabpgdpcavq,,139890.0 +1452,microsoft ov mp wbsr vl user sl & add sl mo sub 1mo v4k-00009,,147213.0 +1453,nnm ae u/l 7.51 win-s/w td not auth to sell,,149358.98 +1454,microsoft molpc l/sa csf sbe billing sbe 400pt b7m-00202,,154550.0 +1455,microsoft molpc l/sa csf sbe order handling sbe 400pt b7m-00255,,154550.0 +1456,microsoft molpc l/sa csf svr 400pt b7n-00132,,156086.0 +1457,cisco pgw2200 include redundant,,159787.95 +1458,novell identity manager integration module for mainframe for 900 series mvs (,,179952.95 +1459,novell identity manager integration module for mainframe for 900 series mvs (,,179952.95 +1460,panda software upg to gatdef performa 8200 4k0 1yr uabpgdpcavs,,186518.0 +1461,emc fed id mgr for 75 conn for ct authmgr cust fimm-75r,,218313.0 +1462,microsoft ov l/sa csf svr ext cntr 2yr/acqy2 add prd jr8-00011,,212320.0 +1463,borland tdb1310wwss180 academic turbo delphi 2006 professional-cd 0728663119616,,69.34 +1464,panda software bus sec 2006 3001-5k 2yr b2pbsa6si,,26.0 +1465,panda software govt gatdef 8200 av mod 251-500u 2yr b2pgdcave-gov,,24.0 +1466,emc auth mgr mnt ent/std9x5 2m per/u 20005-25000u aut0025000es2,,12.0 +1467,autodesk 52710-091462-h000 ais 10 comm new slm dvd,,3416.15 +1468,emc securid appl mnt entupg / std 22mo per u 25005-30 app0030000us22,,13.0 +1469,garfield 2nd grade reading and phonics,,5.5 +1470,fluke networks intair-lap interpretair wlan survey complete product network connectivity/management 1 user ( s ) complete product standard pc - free shipping,,3277.97 +1471,panda software bus sec 2006 w / truprevent 251-500 3yr b3pbsa6e-edu,,38.0 +1472,microsoft d48-00369 word mac 10.0 eng gov ' t 659556873790,,191.94 +1473,publisher 2007 upgrade microsoft 164-04052,,69.71 +1474,rev media 70/140gb 2 disks + sbs premium edition backup & recovery 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12911-010008-1600a,autodesk psg,58.97 +1489,panda software truprevent corporate 2006 501-1k 2yr b2prse6f,,21.0 +1490,autodesk 34006-010008-160 raster design 2006 essentials,autodesk,52.99 +1491,gods : lands of infinity spec,,16.99 +1492,iaudioize magnetic time for pc and mac,,39.99 +1493,global marketing partners icopydvds2 ultra by digital wunders,global-marketing-partners,79.9 +1494,hp procurve mobility manager v. 1.0 license and media,,1537.06 +1495,nikon capture nx software,,149.99 +1496,office mac student/teach 04,,146.02 +1497,microsoft office and windows training professional,,29.99 +1498,emc securid appl mnt ent / std 12mo per u 755-1k app0001000es12,,20.0 +1499,elite beat agents ds,,27.63 +1500,prosoft 27100 tunetech for ipod by prosoft 0794038271005,,51.11 +1501,reel deal casino quest ( win 95 98 me 2000 xp ),,19.95 +1502,encore inc 10669 hoyle backgammon,,7.17 +1503,hewlett packard 213076-b26 secure path v4 .0 c win wkgp ed 1 lic/cd,,1888.39 +1504,ilife '06 mac apple ma166z/a,,47.8 +1505,equilibrium debabelizer pro 6 0 win 1 u windows xp,,382.9 +1506,window washer,,22.99 +1507,rob klopfenstein toby keith yamaha 505244 toby keith unleashed smart pianosoft,,14.86 +1508,borland hdb0006wwcs180 upg delphi 2006 prof nmd f/del v3 2005 pro cd,,453.71 +1509,cisco 870 series-ios advanced ip services cisco systems s870aisk9-12404t =,,63.65 +1510,digital video & audio prod book,sony-pictures-digital-entertainment,27.5 +1511,panda software upg to gatdef performa 8200 2k0 1yr uabpgdpcavo-gov,,12.0 +1512,microsoft w87-02380 office sbe 2007 win32,,400.34 +1513,eidos interactive 40022 tomb raider : legend ds 788687400220,,19.8 +1514,microsoft windows vista home basic upgrade ( pc ),,99.99 +1515,computer associates etrarm31oem30 ez armor oem v 3.130 pack,,528.0 +1516,adobe 42050106 acrobat distiller svr v6-cd sun 100u,adobe,5399.99 +1517,computrace lojack for laptops 1 year license ( win 2000 xp ),,49.95 +1518,learn2 training for microsoft powerpoint ( win 95 98 me 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pianosoft,,14.86 +1531,pxl smartscale for mac/win,,159.95 +1532,panda software govt entsec truprevent 10-25u 2yr ub2pesapra-gov,,44.0 +1533,watchguard wg3900 high availability for firebox ii uk,,226.65 +1534,norton internet security 2008 10 user,,199.99 +1535,autodesk 46206-051462-h010 inv pro 08 com legacy slm sub req dvd,,3621.61 +1536,isi researchsoft 6201 reference manager 11 single user edition 0787731062117,,164.58 +1537,intuit inc 299529 qb prem mfg & whlesle 07 ( intuit inc 299529 ),,335.99 +1538,emedia rock guitar method ( win 95 98 me nt 2000 xp/mac 8.0 ),,39.15 +1539,borland cpb0007wwfs190 c++ builder 2007 pro dvd new user,,866.31 +1540,rick vito 320535 rick vito complete guide to slide guitar,,14.86 +1541,emc securid appl mnt entupg / ext 22mo per u 1005-150 app0001500ue22,,17.0 +1542,scansoft textbridge pro v. 11,nuance-communications-inc .,68.99 +1543,computer associates babwbr1151s05 bab r11 .5 sp1 dro win m/l cd,,431.16 +1544,ulysses against the son of hercules ( mv 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network edition with wdt3200 v. 3 complete package,,2097.24 +1895,pc treasures pct50130 sft elite suite deluxe 2007 vista compatible ( pc treasures pct50130 ),,24.99 +1896,cd374-esk9 = cisco ios enterprise services complete package cd,,1430.53 +1897,22101180 adobe acrobat capture page pack license 100000 pages win,,1113.53 +1898,81499 marvel ultimate alliance complete package 1 user sony playstation 3,,64.8 +1899,p72-00473 microsoft windows server enterprise edition license & software assurance 1 u,,3282.33 +1900,29180162 adobe photoshop elements 4.0 plus adobe premiere elements 2.0 complete package,,138.28 +1901,38000773 macromedia director mx 2004 complete package 1 user cd win mac univer,,1285.07 +1902,quarkcopydesk v. 3.5 version upgrade license,,56.77 +1903,a209s-gd4-9 .0 dragon naturallyspeaking professional v. 9 complete package 1 user c,,786.91 +1904,2013001000122 details v. 3.0 complete package 1 user cd win english,,290.21 +1905,singing coach unlimited electronic learning 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riverdeep,,17.97 +2012,avery c32015 quick & clean business cards 250gsm matt card for use with ...,,18.54 +2013,avery designpro 5 software for use with all avery printable products each,,29.07 +2014,encore software 10941 scooby-doo frights camera mystery sb cs by riverdeep,,17.97 +2015,avery c32040 business card kit containing 10 sheets of c32016 business cards ...,,14.51 +2016,enfocus software pp7.0-sg-001 pitstop pro 7.0,,558.97 +2017,avery c32011 quick & clean business cards 200gsm card for use with mono ...,,14.86 +2018,encore software 10731 the print shop 22 pro publisherdeluxe sb cs by the print shop,,81.97 +2019,encore software 10871 family tree maker version 16 deluxe sb cs by family tree maker,,57.97 +2020,apple ilife 06,,70.47 +2021,encore software 11581 monopoly deluxe edition by hasbro,,17.97 +2022,avery c32028 quick & clean business cards 220gsm glossy card for use with ...,,21.22 +2023,encore software 11041 the print shop elements : labels & logos sb cs by the print 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music production software,,164.95 +2326,victory multimedia swolf6r submitwolf v6 .0 9x/me/nt / 2k/xp by trellian llc * free shipping *,,145.0 +2327,final-draft scriptwriter 's suite 2.5 screenwriting software mac/win screen writing software,,279.95 +2328,kutoka interactive 61208 mias math adventure ( just in time ) ( win 95 98 me 2000 xp/mac 8.6-9.x ( classic ) x v10 .1 or higher ),,18.97 +2329,intuit quicken premier 2007 software for windows tax & finance software,,73.95 +2330,freeverse software 5003 bumpercar 2.0 mac web browser,freeverse software,28.99 +2331,steinberg wavelab studio 6 audio editing software educational discount music production software,,149.95 +2332,designing forms with microsoft office infopath 2007,,36.39 +2333,make finale 2007 software music production software,,429.95 +2334,arcserve bkup protection suite exch r11 .5 upg-v prod only,,2249.99 +2335,mackie tracktion 3 project bundle music production software,,99.99 +2336,webroot software 54210 desktop firewall,webroot software,26.99 +2337,adobe 22011152 audition2 win retail ue 1u,,296.2 +2338,punch software 38100 punch ! super home suite ( small box ),punch software,45.99 +2339,encore software 10478 encore printmaster v. 17.0 gold complete product creativity application 1 user ( s ) complete product standard pc,,17.97 +2340,encore software 10546 encore tlc star flyers 2nd grade learning system 2007 complete product educational 1 user complete product standard pc mac,,17.97 +2341,encore software 10647 encore math advantage 2007 complete product educational 1 user complete product standard pc,,17.97 +2342,symantec antivirus ( v10 .2 ) sbs for workstations / network servers 5-user symant,,178.72 +2343,encore software 12441 encore spongebob squarepants typing fun time management,,17.97 +2344,sco operations unixware v. 7.1.4 license da400-uw00w-7 .1.4,,75.0 +2345,encore software 12371 encore middle school advantage 2008 training/wbt pc,,33.97 +2346,preston reed homespun video 641054 the guitar of preston reed,,29.4 +2347,encore software 10568 encore hoyle puzzle & board games 2005 complete product puzzle game 1 user complete product standard pc,,17.97 +2348,encore software 12491 encore kissing canines screen saver,,17.97 +2349,panda software webadmin 101-250u 1yr b1aspwad,,37.0 +2350,encore software 460001 the big box of art 410000 95/98/me / nt4/w2k/xp ( win 95 98 me nt 2000 xp ),,17.97 +2351,citrix sys mw73htc1000 metaframe conf mgr 3.0-media kit,citrix sys,45.99 +2352,onone software inc. gfn-42001 genuine fractals print pro v. 4.1 with nik sharpener pro 2.0 license standard license pc mac,,320.97 +2353,1998 sourcebase cd-rom,,69.95 +2354,encore software 10566 encore hoyle card games 2005 complete product sports game 1 user complete product standard pc,,17.97 +2355,encore software 12411 encore adventure workshop preschool-1st grade 8th edition educational pc,,17.97 +2356,encore software 10374 encore professor fuji 's sudoku deluxe complete product educational game 1 user ( s ) complete product standard pc,,17.97 +2357,vpn manager 10 fireboxes watchguard wg4010,,831.36 +2358,encore software 10033 encore the print shop v. 21.0 complete product print management 1 user ( s ) complete product standard pc,,25.97 +2359,encore software 10476 encore home and business lawyer 2006 deluxe complete product legal reference 1 user complete product standard pc,,17.97 +2360,encore software 10593 encore tlc clue finders math learning system 2007 complete product educational 1 user complete product standard pc mac,,17.97 +2361,encore software 12511 encore alien disco safari action/adventure pc,,17.97 +2362,encore software 10676 encore hoyle casino 2007 complete product puzzle game 1 user complete product standard pc,,17.97 +2363,sibelius sibelius 4 software educational discount music production software,sibelius-software-ltd .,249.95 +2364,microsoft 059-03871 molpc word sa,,111.78 +2365,poser 7 ( win 2000 xp/mac 10.4 or higher ub ),,199.99 +2366,masque 10194 slots from bally gaming pc,masque,18.99 +2367,intuit quicken deluxe 2007 software for windows tax & finance software,,54.95 +2368,panda software bus sec 2006 w / truprevent 251-500 3yr b3pbsa6e-gov,,48.0 +2369,apple . mac software 1-year subscription apple & mac software,,99.0 +2370,steinberg cubase 4 software competitive crossgrade music production software,,399.99 +2371,donny hathaway yamaha 503770 a donny hathaway collection smart pianosoft,,14.86 +2372,adobe audition 2.0 audio production software music production software,,348.95 +2373,encore software 10485 encore printmaster v. 17.0 platinum complete product creativity application 1 user complete product standard pc,,33.97 +2374,computer associates mdlweb99000352 model web publisher 3.52,computer-associates-international,835.99 +2375,encore software 25005 encore marine aquarium v. 2.0 complete product screen saver 1 user ( s ) complete product standard pc mac,,18.97 +2376,emc keon web passport per/u 40001-50000u kwp-500000,,18.0 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5 express software for windows authoring software,,29.95 +2390,power production power production storyboard artist v4 .2 software animation software,,749.0 +2391,adobe premiere elements 3.0,,89.99 +2392,steinberg cubase 4 software educational discount music production software,,349.95 +2393,adobe production premium cs3 software suite for mac av production software,,1698.95 +2394,solid gold,,29.95 +2395,adobe premiere elements 3 video editing software for windows consumer video editing software,,99.95 +2396,freeverse software 4015 big bang board games,freeverse software,18.99 +2397,individual software pro-tsm hanes t-shirt maker deluxe,individual software,24.99 +2398,onone software inc. mpr-40212,onone software inc.,66.27 +2399,punch software 35100 punch ! professional home design suite ( small box ),punch software,62.99 +2400,punch software 20100 punch ! 5 in 1 home design,punch software,35.99 +2401,make songwriter software music production software,,37.95 +2402,punch software 41100 punch ! home design architectural series 18,punch software,118.99 +2403,freeverse software 010 wingnuts 2 raina 's revenge,freeverse software,23.95 +2404,business objects t-59j-e-56-wx crystal rpt 11 report essentials cbt,,178.49 +2405,freeverse software 4024 robin hood : the legend of sheerwood,freeverse software,28.99 +2406,systran boxed b67-1-enwdvd7,systran boxed,401.8 +2407,panda software filesecure2006 w / truprevent 1001-2k 2yr b2fs6g-gov,,20.0 +2408,ringtone media studio 2.0 ( bil,,14.99 +2409,cisco ciscoworks v. 6.1 for windows upgrade cww-6 .1 - win-mr,,225.0 +2410,individual software jce-wn5 professor teaches windows j/c,individual software,9.99 +2411,office mac 2004 microsoft 731-01002,,331.77 +2412,individual software prm-wn5 professor teaches windows xp,individual software,24.99 +2413,firebox x550e gateway antivirus intrusion prevention service 1yr watchguard -,,329.37 +2414,freeverse software 005 solace,freeverse software,18.99 +2415,aspyr media 10900 star wars 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win 98 me 2000 xp,webroot-software-inc,25.97 +2430,ca iss2007lec10 ca internet sec ste 2007 w/warranty xl box ecommerce 10u 0757943317589,,153.86 +2431,webroot software inc 28410 child safe win 98 me 2000 xp vista,,34.97 +2432,punch software punch ! super home suite,,49.95 +2433,panda software ae gatedef 8050 av mod 1001-2ku 1yr b1pgdaavg-edu,,16.0 +2434,csdc jc212 spanish 1-2-3 on hand software,on-hand-software,9.99 +2435,punch software 17100 punch ! super home suite,punch software,45.99 +2436,computer associates ca server protection r3 .1 base & 5u spa [ non-returnable ],,628.82 +2437,panda software dominosecure 101-250 1yr b1ds6d,,22.0 +2438,punch software 17100 punch ! super home suite v. 3.0 complete product architectural 1 user complete productcomplete productstandard english pc,,45.97 +2439,panda software gatdef performa anti-mal ware mod 251-500 1yr a1pgdpbave-gov,,20.0 +2440,onone software ele-10211 on1 essentials v. 1.0 for photoshop elements complete product graphics/designing 1 user complete product standard english pc mac,,50.97 +2441,microsoft windows vista ultimate upgrade,,239.95 +2442,sony media software cinescore soundtrack creation software audio software for video,sony-pictures-digital-entertainment,179.95 +2443,software cinema dvd rom : how to wow best of photoshop cs2 ( training ) photoshop software,,124.95 +2444,onone software pps-30212 on1 plug-in suite v. 3.0 for adobe photoshop upgrade image collection/editing/archive pc mac intel-based mac,,274.97 +2445,onone software pps-30211 on1 plug-in suite v. 3.0 for adobe photoshop complete product image collection/editing/archive complete product pc mac intel-based mac,,365.97 +2446,symantec pcanywhere 11.0 windows,,19.99 +2447,punch software 86100 prof home design platinum v10 sb win 98 me nt 2000 xp,,84.97 +2448,avanquest pdf-xp5-0005 expert pdf pro 5 5 user pack uk,,88.64 +2449,software cinema dvd-rom : dvdrom : photoshop cs2 combo set with extras ( training ) photoshop software,,299.0 +2450,sonicwall comprehensive gateway security for tz 150 series 25 node sonicwall -,,107.01 +2451,emc auth mgr mnt ent/ext 17m per/u 2505-3500 u aut0003500ee17,,22.0 +2452,sound studio 3 for mac,,79.99 +2453,individual software prm-r12 resumemaker professional 12.0,individual software,29.99 +2454,emc auth mgr mnt base 24x7 2m per/u 30-50u aut0000050be2,,15.0 +2455,encore software 32179 encore kid pix deluxe 4 home edition complete product graphics/designing 1 user ( s ) complete product standard pc mac,,17.97 +2456,panda software gatdef performa anti-spam mod 2001-3k 1yr a1pgdpcash-gov,,14.0 +2457,knowledge adventure inc. 20223 jumpstart world 1st grade mini box,,16.93 +2458,bling software limited 873172050209 safekeeper plus win 2000 xp,,35.97 +2459,t-shirt factory deluxe 3.0,,27.99 +2460,apple software m9953z/a remote desktop 2.2 10 client,apple software,294.99 +2461,beginning web matrix starter kit-microsoft microsoft press 0-7356-1856-9,,10.25 +2462,century software tt-5 century tinyterm v. 4.2 x complete product emulation 5 user ( s ) complete product standard pc,,395.97 +2463,now software num50e1r up-to-date & contact v. 5.0 complete product contact management 1 user ( s ) complete product standard mac,,107.97 +2464,outlook 2007 edu microsoft 543-03865,,50.13 +2465,onone software inc. mpr-40212 on1 mask pro v. 4.0 upgrade graphics/designing 1 user upgrade package standard pc mac,,66.97 +2466,mindjet inc. mm7m mindjet mindmanager 7 mac single user w/wmedia,,112.97 +2467,quark 119700 quarkxpress 6.5 mac,quark,736.99 +2468,punch software 14100 punch ! professional home design suite for windows,punch software,62.99 +2469,cisco csa-b250-dtop-k9 cisco security desktop agent win + sol 250 agent bundle cisco security desktop agent license 250 agents 0746320832500,,10267.54 +2470,intuit inc 284216 qckbks prem nonprofit ed 2005,,404.0 +2471,adobe soundbooth cs3 audio editing software windows music production software,,198.95 +2472,intuit 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user pc mac intel-based mac,,66.97 +2482,onone software inc. pfp-30002 photoframe v. 3.0 pro upgrade image editing 1 user ( s ) version upgrade standard pc mac,,66.97 +2483,aec software 10101090220000101 aec fasttrack schedule v. 9.0 complete product project management/version control 1 user ( s ) complete product standard mac,,348.97 +2484,punch software 13100 punch ! ultimate deck & landscape complete product creativity application 1 user ( s ) complete product standard pc,,29.97 +2485,onone software inc. ppi-12005 pro photo essentials plug in suite & iview mediapro 3,,450.97 +2486,visual c . net step by step microsoft press 0-7356-1289-7,,14.95 +2487,holdan edius nx express for hdv realtime dv / hdv video production,,1232.58 +2488,century software tt-1 century tinyterm v. 4.3 x emulation 1 user ( s ) english french german spanish italian polish portuguese pc,,120.97 +2489,symantec 10725608 norton internet security 2007 internet security 1 user ( s ) pc,,64.97 +2490,punch software 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mac,,18.97 +2528,panda software gatdef performa anti-mal ware mod 3001-5k 2yr a2pgdpaavi-edu,,18.0 +2529,h & r block taxcut home and business with state and e-file efile software for windows tax & finance software,,73.95 +2530,intuit quickbooks premier professional services edition 2007 software win tax & finance software,,349.95 +2531,emc securid appl mnt ent / std 5mo per u 30005-40k app0040000es5,,13.0 +2532,h & r block taxcut premium federal and state with e-file efile software mac/win tax & finance software,,54.95 +2533,vitec multimedia mpeg toolbox-2 toolbox2 software authoring software,,149.95 +2534,zetafax 10u tech support annual technical support pack,,109.99 +2535,individual software prm-ss3 professor teaches office super set ( mass merchant box ) ( win 98 me 2000 xp ),,27.97 +2536,individual software pmm-ss3 professor teaches office super set ( small box ) ( win 98 me 2000 xp ),,27.97 +2537,ik multimedia ez-mixer ezmixer software music production software,,29.99 +2538,emc 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collection 2006 sb cs by encore,,17.97 +2565,marine aquarium & goldfishscreen saver by encore software,,18.27 +2566,encore software 10569 hoyle puzzle games 2007 win 98 me 2000 xp,,18.97 +2567,encore software 11050 hoyle 4-pack 2006 win 98 me 2000 xp,,18.97 +2568,encore software 14110 jeopardy! deluxe win 2000 xp vista,,18.97 +2569,encore software 11280 monopoly 3 win 98 me 2000 xp,,7.69 +2570,encore software 11930 hoyle south beach solitaire win 98 me 2000 xp,,7.69 +2571,encore software 10671 hoyle kids games win 98 me 2000 xp,,7.69 +2572,encore software 11192 scrabble champion edition win 98 me 2000 xp,,18.97 +2573,encore software 10636 3d home architect landscape v. 8by,,25.97 +2574,encore software 10673 hoyle casino 2007 win 98 me 2000 xp,,18.97 +2575,encore software 33041 country varmint hunter win 98 me 2000 xp,,8.44 +2576,encore software 11861 jewels of cleopatra win xp vista,,18.97 +2577,encore software 11430 axis & allies collectors edition win 98 me 2000 xp,,18.97 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software,,149.99 +2614,sony creative software sound forge audio studio v. 8.0 complete product,,55.29 +2615,sony creative software sound forge audio studio v. 8.0 complete product,,46.47 +2616,avid xpress pro video editing software for mac and windows professional editing software,,1449.0 +2617,star wars empire at war ( mac intel ),,49.99 +2618,smart-sound sonicfire pro 4 mega bundle windows xp audio software for video,,798.95 +2619,stationery design studio ( win 98 me 2000 xp ),,19.99 +2620,sony vegas 6 video editing software professional editing software,sony-pictures-digital-entertainment,99.0 +2621,apple software m9372z/a final cut express 2.0 upgrade,apple software,79.99 +2622,redshift 5 ( national geographic presents ) ( win 98 me 2000 xp ),,39.99 +2623,csdc ntx-2003-01r notetaker for os x v1 .5 aquaminds software,csdc,59.99 +2624,pc-cillin internet security 2007 3-user ( win me 2000 xp ),,49.95 +2625,behringer ucg102 guitar link guitar-to-usb guitartousb interface usb interfaces 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+1053,758,0 +558,1655,0 +642,176,0 +597,960,0 +350,71,0 +847,2673,0 +562,371,0 +465,897,0 +611,3055,0 +890,307,0 +658,230,1 +821,2032,0 +827,1078,0 +736,960,0 +606,1512,0 +1362,1153,0 +689,3139,0 +642,2393,0 +1016,3189,0 +661,1213,0 +654,448,0 +498,2547,1 +587,915,0 diff --git a/examples/amazon-google/scripts/prepareData.py b/examples/amazon-google/scripts/prepareData.py new file mode 100644 index 000000000..11163f9da --- /dev/null +++ b/examples/amazon-google/scripts/prepareData.py @@ -0,0 +1,156 @@ +# import modules +import json +import traceback +from pyspark.sql import SparkSession +import sys,logging +from datetime import datetime + +class PairedEntities : + + def __init__(self, first, second): + self.first = first + self.second = second + self.initAttributes() + self.initSparkSession() + + def initAttributes(self) : + # Input files + self.tableA="../original/tableA.csv" + self.tableB="../original/tableB.csv" + self.train="../original/train.csv" + self.test="../original/test.csv" + self.valid="../original/valid.csv" + # Output files + self.testA_out = "../testA" + self.testB_out = "../testB" + self.train_out = "../train" + self.schemaFile = "../trainingSchema.csv" + + def readFiles(self) : + logger.info("") + logger.info("Reading Input Files ...") + self.tableADF = readCSVFile(self.spark, self.tableA) + self.tableBDF = readCSVFile(self.spark, self.tableB) + self.trainDF = readCSVFile(self.spark, self.train) + self.validDF = readCSVFile(self.spark, self.valid) + self.testDF = readCSVFile(self.spark, self.test) + + def writeTestFiles(self) : + logger.info("") + logger.info("Writing Test Data Files ...") + + tableACols = self.tableADF.columns + tableBCols = self.tableBDF.columns + + testCols = tableACols + + cols = self.testDF.columns + cols.append("cluster_id") + rdd2 = self.testDF.rdd.map(lambda x: getClusterId(x)) + df = rdd2.toDF(cols) + + recordIdA = df.join(self.tableADF, self.tableADF.id == df.ltable_id) + outputTestA = recordIdA.select(testCols) + outputTestA = outputTestA.dropDuplicates(['id']) + recordIdB = df.join(self.tableBDF, self.tableBDF.id == df.rtable_id) + outputTestB = recordIdB.select(testCols) + outputTestB = outputTestB.dropDuplicates(['id']) + + writeCSVFile(outputTestA, self.testA_out) + writeCSVFile(outputTestB, self.testB_out) + + + def writeTrainingDataFile(self) : + logger.info("") + logger.info("Writing Training Data Files ...") + + tableACols = self.tableADF.columns + trainingCols = [] + trainingCols.append("cluster_id") + trainingCols.append("label") + trainingCols.extend(tableACols) + + trainDF = self.trainDF.union(self.validDF) + + cols = trainDF.columns + cols.append("cluster_id") + rdd2 = trainDF.rdd.map(lambda x: getClusterId(x)) + df = rdd2.toDF(cols) + + recordIdA = df.join(self.tableADF, self.tableADF.id == df.ltable_id) + outputTestA = recordIdA.select(trainingCols) + recordIdB = df.join(self.tableBDF, self.tableBDF.id == df.rtable_id) + outputTestB = recordIdB.select(trainingCols) + + totalTrainData = outputTestA.union(outputTestB) + writeCSVFile(totalTrainData, self.train_out) + writeSchemaToFile(totalTrainData, self.schemaFile) + + + def initSparkSession(self) : + logger.info("Starting spark application") + # current time variable to be used for logging purpose + dt_string = datetime.now().strftime("%Y_%m_%d_%H_%M_%S") + AppName = "ProcessData" + self.spark = SparkSession.builder.appName(AppName+"_"+str(dt_string)).getOrCreate() + self.spark.sparkContext.setLogLevel("ERROR") + + def __del__(self): + logger.info("Ending spark application") + self.spark.stop() +# End of class PairedEntities + +def getClusterId(x) : + cluster_id = x.ltable_id + ":" + x.rtable_id + return (x.ltable_id, x.rtable_id, x.label, cluster_id) + + +def readCSVFile(spark, fileName) : + logger.info("Reading CSV File %s", fileName) + df = spark.read \ + .option("delimiter",",") \ + .option("header", True) \ + .csv(fileName) + logger.info("\t\tRecords: %d, Columns: %s", df.count(), df.columns) + return df + +def writeCSVFile(df, fileName) : + logger.info("Writing CSV File at location %s", fileName) + df.coalesce(1) \ + .write.format("csv") \ + .mode("overwrite") \ + .option("header", "true") \ + .save(fileName) + logger.info("\t\tRecords: %d, Columns: %s", df.count(), df.columns) + + +def writeSchemaToFile(df, fileName) : + with open(fileName, 'w') as f: + json.dump(df.schema.jsonValue(), f) + +# Logging configuration +formatter = logging.Formatter('[%(asctime)s] %(levelname)s @ line %(lineno)d: %(message)s') +handler = logging.StreamHandler(sys.stdout) +handler.setLevel(logging.INFO) +handler.setFormatter(formatter) +logger = logging.getLogger() +logger.setLevel(logging.INFO) +logger.addHandler(handler) + +def main(): + try : + object = PairedEntities("google", "aws") + object.readFiles() + object.writeTestFiles() + object.writeTrainingDataFile() + + except Exception as e: + logger.warning("An exception has occured: ") + traceback.print_exc() + + return None + +# Starting point for PySpark +if __name__ == '__main__': + main() + sys.exit() \ No newline at end of file