diff --git a/mock_bank_data_original.csv b/mock_bank_data_original.csv new file mode 100644 index 0000000..cc8be54 --- /dev/null +++ b/mock_bank_data_original.csv @@ -0,0 +1,1001 @@ +customer_id,name,email,sex,age,state,cheq_balance,savings_balance,credit_score,special_offer +1,Joe Saltmarshe,jsaltmarshe0@cornell.edu,Female,10,FL,7342.26,5482.87,774,TRUE +2,Ody Spadollini,ospadollini1@nationalgeographic.com,Female,14,CA,870.39,11823.74,770,TRUE +3,Barby Vardie,,Male,110,,3343.45,,583,FALSE +4,Klarika Jodrellec,kjodrellec3@1und1.de,Male,0,TX,3282.34,8564.79,605,TRUE +5,Teodora Pinkstone,tpinkstone4@huffingtonpost.com,Female,37,TX,4645.99,12826.76,608,TRUE +,Gilbertina Oddey,goddey5@ucoz.com,Male,,FL,,3493.08,551,FALSE +7,Pammi Castells,pcastells6@pinterest.com,Female,84,CA,7079.05,10845.24,826,FALSE +8,Mei Brumbie,,Male,100,CA,833.73,5229.49,559,FALSE +9,Janeta Corkitt,jcorkitt8@angelfire.com,,57,CA,,13752.86,572,TRUE +10,Kamila Campkin,,Male,,TX,7020.31,2244.34,577,TRUE +11,Isadore Lyosik,ilyosika@howstuffworks.com,Male,119,NY,8486.7,13782.01,598,TRUE +12,Evania Payler,epaylerb@bloglovin.com,Male,,CA,1062.2,16597,647,TRUE +13,Lynne Symington,lsymingtonc@dagondesign.com,,93,TX,2022.79,5392.63,633,FALSE +14,Edgar Gosalvez,,,11,TX,3410.03,7118.9,753,FALSE +15,Veronika MacFaul,vmacfaule@wikipedia.org,Male,74,FL,9353.93,19267.34,756,FALSE +16,Marcela O'Halligan,mohalliganf@github.io,Male,115,TX,9879.92,9171.9,698,FALSE +17,Fiorenze Shalcras,fshalcrasg@wufoo.com,Male,75,FL,7350.74,6870.81,625,FALSE +18,Troy Norree,tnorreeh@theglobeandmail.com,Female,37,FL,8894.22,16585.27,648,TRUE +19,Leah McAnalley,,Female,29,TX,8276.41,10042.24,757,TRUE +20,Artie Colthard,acolthardj@instagram.com,Female,40,FL,4795.99,15345.47,,FALSE +21,Clint Parradine,cparradinek@wordpress.org,Male,108,CA,3204.44,4153.18,723,FALSE +22,Saree Brooke,,Male,2,NY,1629.81,18647.78,789,FALSE +23,Thedrick Grgic,tgrgicm@ted.com,Female,98,TX,3378.08,18791.33,551,TRUE +24,Zacharias Downgate,zdowngaten@wikispaces.com,Male,85,CA,1189.22,2224.97,724,FALSE +25,Andreas Denisovich,adenisovicho@gnu.org,Male,,CA,4790.63,904.89,791,FALSE +26,Arden Dacca,adaccap@nymag.com,Female,83,CA,2815.76,3257.92,573,FALSE +27,Hobart Pikesley,hpikesleyq@google.fr,Female,63,CA,7876.68,11300.72,629,TRUE +28,Nil Pleaden,npleadenr@youku.com,Female,79,FL,7337.46,,697,FALSE +29,Marge Seine,mseines@surveymonkey.com,Male,,FL,4855.05,,770,TRUE +30,Stormi Goose,sgooset@ycombinator.com,Male,39,CA,1323.8,9942.7,673,TRUE +31,Aldridge Crawcour,,Female,96,TX,4124.35,4196.9,699,TRUE +32,Sheree MacAndie,smacandiev@mayoclinic.com,Female,42,TX,6195,12129.24,555,TRUE +33,Iolande Kinnard,,Male,119,NY,3072.57,4602.74,797,TRUE +34,Bartel McGannon,bmcgannonx@vinaora.com,Female,,TX,500.15,10284.84,687,TRUE +,Lilly Nelhams,lnelhamsy@unesco.org,Female,82,CA,9288.83,10897.04,727,FALSE +36,Guy Mattson,,Male,67,FL,3905.45,3502.53,638,FALSE +37,Dodi Ballam,,Female,70,TX,2813.97,6008.25,,FALSE +38,Allina Harvey,,Male,58,CA,2836.62,1255.74,644,FALSE +39,Dorine Feedome,dfeedome12@digg.com,Male,30,TX,601.36,16615.87,823,TRUE +40,Prinz Allan,pallan13@360.cn,Male,104,,2872.86,16269.79,794,TRUE +41,Montague Uccelli,muccelli14@mozilla.org,Female,,FL,6664.57,13784.71,667,FALSE +42,Lorita Metheringham,lmetheringham15@devhub.com,Female,27,CA,2090.05,15601.12,753,FALSE +43,Lewes McNab,lmcnab16@xinhuanet.com,Male,66,TX,1662.23,4134.51,680,FALSE +44,Papagena Wilds,pwilds17@umich.edu,Male,120,FL,9796.55,18958.4,,TRUE +45,Afton Brighty,abrighty18@spiegel.de,Female,20,CA,6433.37,6991.08,671,FALSE +46,Eachelle Gowenlock,,Female,107,FL,9249.48,14654.89,777,FALSE +47,Fredra Syrie,fsyrie1a@microsoft.com,Female,11,NY,5448.87,6126.31,810,TRUE +48,Phaedra Corstan,,Female,59,CA,230.04,12425.36,641,FALSE +49,Kippy Ambrose,kambrose1c@washingtonpost.com,Female,107,CA,9913.96,,603,FALSE +50,Mei Bernardez,,Female,80,FL,3533.27,7131.89,770,FALSE +51,Sabina Larner,slarner1e@youku.com,Female,113,CA,6121.26,11877.87,649,TRUE +52,Eduino Elia,eelia1f@reuters.com,Female,118,CA,3521.02,18851.79,629,FALSE +53,Aloise Whitters,awhitters1g@ebay.com,Male,6,NY,8839.2,12538.69,627,FALSE +54,Deloria Antowski,,Female,2,CA,3067.34,,609,TRUE +55,Rachel Possel,,,84,FL,6202.08,9519.08,759,TRUE +56,Imogen Fyfield,ifyfield1j@huffingtonpost.com,Female,61,CA,1115.01,14264.28,697,FALSE +57,Ned Basil,nbasil1k@answers.com,Female,32,NY,3528.42,15358.83,,TRUE +58,Cully Reville,creville1l@skype.com,Female,65,FL,3232.32,18454.22,694,FALSE +59,Isahella Childrens,ichildrens1m@tiny.cc,Female,50,FL,6908.78,15045.51,717,TRUE +60,Locke Beglin,,Female,66,NY,5279.55,6182.51,752,FALSE +61,Sofie Potkins,spotkins1o@engadget.com,Male,25,CA,7097.85,,674,FALSE +62,Dacey Forge,dforge1p@wsj.com,Female,13,FL,3289.87,7640.07,,FALSE +63,Kirk Popworth,kpopworth1q@is.gd,Male,79,FL,,627.06,694,FALSE +64,Manon MacLleese,mmaclleese1r@geocities.com,Male,20,CA,358.21,10945.28,584,TRUE +65,Modesta Cromley,mcromley1s@opensource.org,Female,,TX,7381.48,10973.58,658,FALSE +66,Milicent Webb-Bowen,mwebbbowen1t@macromedia.com,Female,12,FL,139.21,,826,FALSE +67,Rudolph Ketchaside,,Female,13,TX,6838.32,7775.94,693,FALSE +68,Bank Kivell,bkivell1v@gizmodo.com,,73,TX,7707.21,9930.01,550,TRUE +69,Hube Leydon,hleydon1w@biglobe.ne.jp,Female,98,CA,7605.87,12059.12,623,FALSE +70,Reeva Sully,rsully1x@who.int,Female,81,NY,7324.54,480.13,748,FALSE +71,Clifford Branni,cbranni1y@nba.com,Female,,CA,6939.83,16109.15,606,TRUE +72,Else Jozef,,Female,46,CA,2252.46,,561,FALSE +73,Berta Cussen,bcussen20@blog.com,Male,114,,9384.17,16681.12,769,TRUE +74,Cecilia Ransley,cransley21@4shared.com,Female,12,CA,7740.45,9903.68,671,TRUE +75,Becca Sogg,bsogg22@redcross.org,Female,109,FL,7877.37,4039.07,,TRUE +76,Nero Kipling,nkipling23@livejournal.com,Female,4,TX,4894.43,14261.1,,TRUE +77,Cyrill Surgison,csurgison24@tumblr.com,Female,,FL,295.59,601.83,776,TRUE +78,Franklin Crolly,,Female,24,FL,7100.55,7603.53,731,FALSE +79,Minda Simoneau,msimoneau26@1688.com,Female,85,FL,371.48,9710.72,805,TRUE +80,Elysia Filipic,efilipic27@gravatar.com,Female,67,NY,3419.99,,655,FALSE +81,Vite Jewks,,Male,103,FL,7181.24,13822.06,566,FALSE +82,Helge Hughland,hhughland29@loc.gov,Male,70,FL,6110.27,9740.99,673,FALSE +83,Kassia Yewen,kyewen2a@comcast.net,Female,76,TX,442.77,2665.81,824,FALSE +84,Vinny Grute,vgrute2b@washington.edu,Female,58,FL,5426.56,18283.66,,FALSE +85,Vivianna Cromly,vcromly2c@businessinsider.com,Male,32,FL,774.31,18748.08,774,FALSE +86,Pansy Duligal,pduligal2d@tinypic.com,Female,13,TX,6133.92,3029.89,824,FALSE +87,Dael Dmitrienko,ddmitrienko2e@macromedia.com,Female,49,TX,89.16,11484.86,753,TRUE +88,Rodger Punton,rpunton2f@auda.org.au,Male,95,TX,7709.38,3836.08,810,TRUE +89,Rikki Ridley,rridley2g@netvibes.com,Male,44,CA,1752.6,10706.5,620,FALSE +90,Ash Spadotto,aspadotto2h@istockphoto.com,Male,34,CA,4932.28,14670.79,602,FALSE +91,Colby Brecknell,,Male,8,TX,7287.8,,564,FALSE +92,Gusta France,,Male,27,TX,8091.06,3553.94,662,FALSE +93,Anastasie Kampshell,akampshell2k@rambler.ru,Male,117,FL,2039.81,13244.09,,FALSE +94,Torrance Rubens,,Female,30,FL,4169.36,4649.53,612,FALSE +95,Ossie Searjeant,osearjeant2m@ow.ly,Female,89,CA,7696.05,10669.34,683,FALSE +96,Lorin Iddiens,,,,CA,7739.53,18518.33,822,FALSE +97,Shaw Zuanazzi,szuanazzi2o@redcross.org,Female,95,FL,1224.62,8942.44,609,FALSE +98,Fan Hovert,fhovert2p@wisc.edu,Female,20,CA,4222.45,4151.27,708,FALSE +99,Adara Valenta,avalenta2q@discovery.com,Female,38,CA,4132.96,,657,FALSE +100,Frank Ziemecki,fziemecki2r@ucla.edu,Female,61,CA,7474.8,12791.8,656,TRUE +101,Lamont Langthorn,llangthorn2s@so-net.ne.jp,,2,CA,426.9,15419.89,649,FALSE +102,Bernadina Greenway,bgreenway2t@cocolog-nifty.com,Female,68,NY,1148.96,16678.25,574,TRUE +103,Des Sides,dsides2u@weebly.com,Male,,FL,6495.34,14101.88,724,TRUE +104,Gillian Hindmoor,ghindmoor2v@accuweather.com,Female,62,NY,7471.64,10932.64,614,TRUE +105,Adler Beaston,abeaston2w@bravesites.com,Female,95,CA,8848.69,9055.13,769,TRUE +106,Paulina Lachaize,plachaize2x@timesonline.co.uk,Male,49,FL,6039.49,14657.81,636,FALSE +107,Nomi Lippitt,nlippitt2y@harvard.edu,Female,79,FL,6239.81,8032.66,770,TRUE +108,Sherwynd Alcock,salcock2z@nhs.uk,Male,50,FL,6832.21,10341.51,680,TRUE +109,Lind Pither,lpither30@jigsy.com,Male,76,CA,7393.63,10188.44,568,FALSE +110,Gaspar Lukas,glukas31@zdnet.com,Male,81,TX,5209.87,4719.25,645,TRUE +111,Kirby Binestead,,Male,4,CA,5381.8,19328.07,596,TRUE +112,Terencio Allmen,tallmen33@paginegialle.it,Female,104,TX,3328.16,19236.68,,TRUE +113,Shell Hatherleigh,shatherleigh34@shinystat.com,Female,14,CA,5058.16,10858.21,728,TRUE +114,Arda Lilburn,,Male,86,CA,3418.02,16563.91,550,FALSE +115,Lazaro Took,ltook36@yolasite.com,,37,TX,4199.68,19500.27,672,FALSE +116,Stepha Dowda,sdowda37@merriam-webster.com,Male,11,NY,1967.23,18837.51,794,FALSE +117,Dulcine Valentim,dvalentim38@mit.edu,Female,111,TX,3910.37,4026.26,,FALSE +,Herold Jeness,hjeness39@hud.gov,Female,34,TX,2856.54,16352.89,,TRUE +119,Lock Biskupski,,Female,,FL,7073.32,31.96,720,TRUE +120,Gerrie Rudderham,grudderham3b@shop-pro.jp,Male,92,TX,7977.14,12861.66,629,FALSE +121,Lucien Borsay,lborsay3c@harvard.edu,Male,,TX,2861.5,12171.9,596,TRUE +122,Anastasie Kitlee,akitlee3d@xrea.com,Male,116,CA,846.74,8568.46,675,TRUE +123,Harwell Enion,henion3e@wikia.com,Male,88,CA,1646.66,17118.92,700,TRUE +124,Holly Tire,,Male,86,CA,8511.37,584.57,668,FALSE +125,Gasper Hawtin,ghawtin3g@nydailynews.com,Female,39,CA,4084.58,12288.13,654,FALSE +126,Nerti Standage,nstandage3h@wikimedia.org,Female,106,CA,7734.69,4600.08,567,TRUE +127,Krishna d' Eye,kd3i@squidoo.com,Female,3,CA,5247.97,10355.96,641,TRUE +128,Anet Minister,aminister3j@blogspot.com,Female,9,FL,606.95,4568.96,707,FALSE +129,Stacey Iacovo,siacovo3k@cpanel.net,Female,61,FL,9896.43,1223.61,677,FALSE +130,Alano MacRierie,amacrierie3l@cyberchimps.com,Female,,FL,2672.27,7524.29,651,FALSE +131,Tamas Gimert,tgimert3m@spiegel.de,Female,109,CA,5746.73,11234.34,693,FALSE +132,Fernande Glyssanne,fglyssanne3n@oaic.gov.au,Male,,,1388.4,19304.86,793,FALSE +133,Leland Fludgate,lfludgate3o@narod.ru,Female,62,FL,8094.85,6776.11,707,FALSE +134,Neda Saywood,nsaywood3p@lulu.com,Female,9,CA,2944.03,9486.09,786,FALSE +135,Wright Stanley,wstanley3q@fastcompany.com,Female,33,TX,2238.88,10977.42,759,FALSE +136,Andee Basilone,abasilone3r@bbb.org,Male,61,TX,9418.38,1476.89,633,FALSE +137,Dagmar Stowgill,,Female,47,CA,3184.99,12812.5,563,TRUE +138,Pepita Hallbord,phallbord3t@about.me,Female,86,FL,2288.16,14161.54,695,FALSE +139,Tatum Bree,tbree3u@addtoany.com,Male,110,,1415.99,19168.17,,TRUE +140,Adolph Windley,awindley3v@soup.io,Male,118,FL,6373.4,14510.4,651,FALSE +141,Vachel Dodgson,vdodgson3w@t.co,Male,111,CA,3676.04,17391.83,607,FALSE +142,Louise Cavanagh,,Male,48,,6015.39,19521.46,698,TRUE +143,Arnaldo Robinson,arobinson3y@aol.com,Female,52,NY,5247.21,9902.58,712,FALSE +144,Padriac Cornil,pcornil3z@businessinsider.com,Male,29,NY,3777.54,2674.55,683,FALSE +145,Jerome Kern,jkern40@marketwatch.com,Male,63,NY,3065.35,8462.91,564,TRUE +146,Filippo Gregoli,fgregoli41@cornell.edu,Male,,NY,5488.57,4613.9,625,FALSE +,Hernando Atley,hatley42@symantec.com,Male,69,FL,588.64,14510.25,675,FALSE +148,Olivie Johananoff,ojohananoff43@rambler.ru,Female,51,TX,6061.21,,785,FALSE +149,Mill Todhunter,mtodhunter44@cisco.com,Male,110,TX,5635.04,7510.65,614,TRUE +150,Chrystel Lazer,clazer45@imageshack.us,Male,29,FL,4605.86,7247.14,696,FALSE +151,Jeffry Baskerfield,jbaskerfield46@gmpg.org,Male,,CA,2751.79,2090.52,629,TRUE +152,Jamie Mathan,jmathan47@merriam-webster.com,Male,55,FL,3914.82,4136.64,,FALSE +153,Giusto Sloey,,Male,41,FL,1193.48,12608.65,658,FALSE +154,Sherye Eberlein,,Male,45,FL,2940.29,17765.46,,TRUE +155,Grete Heathcott,,Male,40,,5188.36,7703.86,615,TRUE +156,Philippa Frossell,,,2,NY,,18509.29,605,TRUE +157,Jammal Lilly,jlilly4c@microsoft.com,Female,32,,9981.09,13121.83,,FALSE +158,Laurie Gildersleeve,lgildersleeve4d@ocn.ne.jp,Female,0,TX,6184.92,3767.37,779,TRUE +159,Samantha Took,,Male,,TX,7474.28,4453.42,684,FALSE +160,Maximilianus Hamnet,,Male,,NY,2302.34,3774.76,707,TRUE +161,Elisha Ferries,eferries4g@upenn.edu,Male,92,FL,,17780.33,612,FALSE +162,Rossie Hilhouse,rhilhouse4h@trellian.com,Male,62,FL,8054.54,8284.36,708,TRUE +163,Jacky Dyas,jdyas4i@google.co.uk,Female,98,NY,2297.16,16807.77,,FALSE +164,Hally Outright,houtright4j@cdbaby.com,Female,,TX,4157.83,67.46,561,TRUE +165,Tobye Curedale,tcuredale4k@ox.ac.uk,Male,66,NY,,7371.58,782,FALSE +166,Erich Arnoll,earnoll4l@g.co,Female,32,FL,4016.58,17247.15,576,TRUE +167,Porter Rossoni,prossoni4m@hubpages.com,Male,68,TX,4882.43,3940.78,673,TRUE +168,Corrine Pavlenko,,Female,115,CA,7931.54,6935.72,707,FALSE +169,Rudolph Nottle,rnottle4o@wsj.com,,22,NY,9662.49,6501.54,824,TRUE +170,Marlin Finicj,mfinicj4p@kickstarter.com,Female,20,TX,8072.22,15486.48,650,TRUE +171,Gabbi McCafferky,gmccafferky4q@archive.org,Male,20,FL,5217.54,6721.27,618,TRUE +172,Cherida Fearney,cfearney4r@liveinternet.ru,Female,65,FL,2972.17,15537.3,589,FALSE +173,Britt Bavridge,bbavridge4s@sphinn.com,Male,52,FL,2555.93,7784.19,822,FALSE +174,Tommy Lovelace,tlovelace4t@nba.com,Male,113,NY,3539.79,17125.69,786,FALSE +175,Gabriell Assiter,gassiter4u@usnews.com,Female,,CA,6792.48,9675.13,731,TRUE +176,Guntar Fielden,gfielden4v@reverbnation.com,Female,60,CA,7130.77,5580.47,554,FALSE +177,Rachel Barbrick,rbarbrick4w@surveymonkey.com,,,FL,8288.84,1210.47,560,TRUE +178,Inesita Leask,,Male,32,TX,7644.62,,614,TRUE +179,Lynette Moston,lmoston4y@naver.com,Male,108,TX,1056.76,6432.93,740,FALSE +180,Helli Merrifield,hmerrifield4z@businessweek.com,Female,52,TX,5449.95,3286.08,781,TRUE +181,Guillemette Frenchum,gfrenchum50@is.gd,,49,TX,3301.85,4937.06,791,FALSE +182,Ulrick Puddifer,upuddifer51@apache.org,,3,CA,1768.1,14080.32,815,TRUE +183,Abran Have,ahave52@usatoday.com,Female,29,CA,4630.89,,774,TRUE +184,Fransisco Oxtarby,foxtarby53@newsvine.com,Male,,CA,6456.31,11313.75,,TRUE +185,Meghan Revey,mrevey54@csmonitor.com,Male,69,CA,3849.46,777.07,586,FALSE +186,Archibald Ivchenko,aivchenko55@economist.com,Male,83,,3038.48,3227.05,667,TRUE +187,Marilin Coale,mcoale56@hexun.com,Female,,,3208.87,115.38,635,TRUE +188,Ashton Reiach,areiach57@lulu.com,Female,115,TX,3130.17,,719,FALSE +189,Dunstan Khoter,dkhoter58@imageshack.us,Female,87,TX,3665.8,13216.11,710,TRUE +190,Lancelot Poultney,lpoultney59@wiley.com,Male,,TX,9195.6,5570.64,786,FALSE +191,Don Lucio,,Female,18,CA,6968.58,68.75,607,FALSE +192,Symon McKillop,smckillop5b@cnet.com,Female,82,FL,2187.27,7585.13,576,TRUE +193,Penelopa Pedican,ppedican5c@imdb.com,Female,47,TX,5858.52,11210.78,631,TRUE +194,Katrinka Archell,karchell5d@timesonline.co.uk,Male,48,FL,7579.36,10556.29,751,FALSE +195,Raphael McInerney,rmcinerney5e@ibm.com,Female,44,CA,6437.07,3642.12,603,FALSE +196,Roi Burder,rburder5f@xing.com,Male,96,CA,9853.87,938.66,708,FALSE +197,Loni Byrne,lbyrne5g@jiathis.com,Male,87,TX,3029.87,16304.68,558,TRUE +198,Darrelle Amoss,damoss5h@behance.net,Female,97,CA,2932.48,17489.31,,TRUE +199,Cornelia Pell,cpell5i@prweb.com,Female,116,FL,8492.92,1975.81,677,FALSE +200,Ricky Giurio,rgiurio5j@engadget.com,Female,34,FL,1904.2,,594,FALSE +201,Lyon Tattershaw,ltattershaw5k@e-recht24.de,Female,81,TX,3733.4,17106.61,561,TRUE +202,Aileen Parram,aparram5l@cornell.edu,Female,68,CA,4962.21,14400.23,699,TRUE +203,Manda Moohan,mmoohan5m@forbes.com,Female,57,FL,8692.1,4408.6,734,TRUE +204,Kacie Wreiford,kwreiford5n@nymag.com,Male,87,NY,8981.49,13670.62,630,TRUE +205,Ladonna Ferry,lferry5o@psu.edu,Male,72,TX,6345.9,17427.47,696,TRUE +206,Dionysus McTeer,dmcteer5p@jalbum.net,Male,85,FL,429.83,8172.42,693,FALSE +207,Flem Tregale,,Female,98,NY,1584.27,14552.27,801,TRUE +208,Creight Simioni,csimioni5r@archive.org,Female,50,CA,1939.32,57.1,738,FALSE +209,Nanette Warlawe,nwarlawe5s@ucoz.com,Female,103,FL,8192.78,8799.91,,FALSE +210,Corliss Woollett,cwoollett5t@ustream.tv,Female,90,NY,963.09,,787,FALSE +211,Siegfried Gethyn,sgethyn5u@spiegel.de,Female,100,TX,68.76,,658,FALSE +212,Barbara-anne Chesshyre,bchesshyre5v@vinaora.com,Male,10,TX,9278.43,1156.63,746,FALSE +213,Duke Gealle,dgealle5w@washingtonpost.com,Female,62,FL,2337.35,9839.95,680,FALSE +214,Sherry Gepp,sgepp5x@apple.com,,79,TX,710.59,11670.98,723,TRUE +215,Kassie Braitling,kbraitling5y@mail.ru,Female,106,CA,7483.84,10181.72,628,FALSE +216,Findley Fayer,ffayer5z@cdbaby.com,Male,,CA,3017.09,9391.73,686,FALSE +217,Port Scarlet,pscarlet60@digg.com,Female,39,TX,7984.35,11981.95,568,FALSE +218,Erina Lumly,elumly61@ocn.ne.jp,Male,64,FL,5576.61,13477.23,638,FALSE +219,Marcus Northill,mnorthill62@t-online.de,Female,95,TX,8305.87,7501.1,644,FALSE +220,Sean Drinkall,sdrinkall63@wisc.edu,Female,4,CA,601.13,6809.11,,TRUE +221,Milissent McAusland,mmcausland64@paypal.com,Male,104,CA,5249.31,4067.39,632,TRUE +222,Harbert Koschke,hkoschke65@theglobeandmail.com,Female,,TX,2038.8,15630.64,638,TRUE +223,Lola Putman,lputman66@mapquest.com,Male,1,NY,408.7,12067.04,665,FALSE +224,Daisie Demeter,ddemeter67@geocities.jp,Female,29,NY,5688.24,17422.86,705,FALSE +225,Rosalyn Vollam,,Female,17,NY,8383.49,15097.06,,FALSE +226,Gilligan Alvey,galvey69@census.gov,Female,88,FL,6738.99,10475.65,,FALSE +227,Karissa Gatiss,kgatiss6a@usa.gov,,56,,1963.45,1246.29,635,TRUE +228,Hadleigh Helsby,hhelsby6b@columbia.edu,Male,73,CA,6030.87,17278.25,589,TRUE +229,Corinne Starmont,cstarmont6c@illinois.edu,Female,10,TX,3765.58,407.03,653,TRUE +230,Stephani Kirstein,skirstein6d@fastcompany.com,Female,,CA,5106.8,,823,FALSE +231,Deb Stirgess,dstirgess6e@e-recht24.de,Male,,TX,9276.61,10116.97,720,FALSE +232,Zechariah Sketcher,zsketcher6f@cpanel.net,Male,93,CA,4105.38,10994.4,676,TRUE +,Max Corkett,mcorkett6g@de.vu,Male,115,NY,5982.58,14959.57,829,TRUE +234,Alfie Obee,aobee6h@networksolutions.com,Male,110,FL,3887.33,8213.28,658,TRUE +235,Annecorinne Pottes,apottes6i@sciencedaily.com,Female,15,TX,8151.87,5611.55,611,FALSE +236,Barbey Tedorenko,btedorenko6j@surveymonkey.com,,115,TX,4024.58,16943.88,565,FALSE +237,Nan Daviddi,,Male,17,NY,8176.45,,795,FALSE +238,Beatrice Polding,bpolding6l@hostgator.com,Male,11,FL,4994.63,6880.42,551,TRUE +239,Clareta Birley,cbirley6m@lulu.com,Female,8,TX,5349.32,5047.62,796,FALSE +240,Dolf Borton,dborton6n@mail.ru,Male,21,CA,2150.58,2623.63,639,TRUE +241,Mag Wyrall,mwyrall6o@infoseek.co.jp,Male,4,NY,,2868.69,728,FALSE +242,Hillyer Drei,hdrei6p@bloglines.com,Male,55,FL,6024.35,10539.07,563,TRUE +243,Aldis MacQuist,,Male,116,FL,6086.71,8644.36,571,TRUE +244,Ynez Ellum,yellum6r@amazon.co.jp,Female,,NY,8926.47,18995.48,597,FALSE +,Ettore Antrag,eantrag6s@amazon.co.jp,Male,119,NY,2465.06,5157.75,683,TRUE +246,Stevena Turpie,sturpie6t@ucoz.ru,Female,49,CA,4498.45,2875.6,598,TRUE +247,Bamby Becconsall,,Female,72,FL,2621.55,8386.22,701,FALSE +248,Virge Kippins,vkippins6v@cbslocal.com,,35,NY,5224.39,10403.4,655,TRUE +249,Sherwood Mitro,smitro6w@google.fr,Male,33,TX,1467,15262.27,615,TRUE +250,Engracia Cranmere,ecranmere6x@wikimedia.org,Female,36,CA,7304.33,7284.58,789,FALSE +251,Lalo D'Ambrogi,ldambrogi6y@dyndns.org,Female,109,NY,242.83,4122.83,764,TRUE +252,Georg Westover,gwestover6z@com.com,Male,50,FL,9311.13,14225.43,806,TRUE +253,Debbi Robertson,,Male,47,TX,9546.12,13704.86,722,FALSE +254,Loralie Chart,lchart71@spiegel.de,Male,84,TX,842.82,6076.5,602,FALSE +255,Herc Shoebotham,hshoebotham72@google.co.uk,Male,11,CA,1283.35,18339.15,593,FALSE +256,Drew Dwerryhouse,ddwerryhouse73@arstechnica.com,Male,90,NY,9176.51,5446.7,663,FALSE +257,Perceval Gallehock,pgallehock74@webs.com,,,TX,8905.77,10589.17,590,FALSE +258,Gabbi Siggers,gsiggers75@si.edu,Female,52,FL,559.71,3221.7,745,FALSE +259,Damien Ourry,dourry76@loc.gov,Male,34,TX,,13752.77,588,TRUE +,Gilligan McGhee,gmcghee77@epa.gov,Male,,CA,2982.4,4664.36,761,FALSE +261,Heather Grimston,,,11,TX,3820.13,1569.19,748,TRUE +262,Hollyanne Dod,hdod79@chicagotribune.com,,65,FL,4031.4,203.14,731,TRUE +263,Giavani Libbey,glibbey7a@flavors.me,Male,58,TX,9637.89,12690.87,686,TRUE +264,Lula Vlach,lvlach7b@nps.gov,Female,109,CA,1455.68,12610.28,800,TRUE +265,Nate Inderwick,ninderwick7c@yandex.ru,Male,90,FL,6048.07,3640.29,824,FALSE +266,Emery Eard,,Male,61,TX,1889.1,18214.69,810,FALSE +267,Tana Jobin,,Male,,TX,9505.87,4069.27,804,TRUE +268,Jayson Hinchcliffe,jhinchcliffe7f@addtoany.com,Female,119,CA,3768.49,7779.81,567,FALSE +269,Bradford Leheude,bleheude7g@archive.org,Male,16,TX,5596.11,7350.18,,FALSE +270,Roch Swannack,rswannack7h@fotki.com,Male,68,FL,2244.7,5564.17,696,FALSE +271,Allen Manssuer,amanssuer7i@ehow.com,Male,,TX,3940.54,,739,FALSE +272,Janine Scarfe,jscarfe7j@indiatimes.com,,47,FL,1202.31,16230.86,580,TRUE +273,Emily Dolbey,edolbey7k@opensource.org,Male,6,TX,359.07,11068.52,820,FALSE +274,Rey Kemer,,Female,46,TX,8076.42,14442.67,685,FALSE +275,Herby Huffey,,Male,70,FL,6568.25,,672,FALSE +276,Aubrey Spivie,aspivie7n@auda.org.au,,55,CA,7831.8,4636.58,708,FALSE +277,Mel Stride,mstride7o@elegantthemes.com,Male,32,CA,5267.83,154.36,648,TRUE +278,Brier Hudson,bhudson7p@smh.com.au,Female,,NY,9392.2,17700.51,634,TRUE +279,Gerry Ingerith,gingerith7q@yale.edu,,8,CA,2618.25,16795.77,552,FALSE +280,Anatol Georgi,,Male,38,NY,4580.95,10235.65,755,FALSE +281,Rodrigo Gergler,rgergler7s@comcast.net,,8,FL,9371.26,4201.14,660,FALSE +282,Zelma Higginbottam,zhigginbottam7t@berkeley.edu,Male,45,FL,721.8,9967.38,794,FALSE +283,Christal Digman,cdigman7u@multiply.com,Male,7,TX,9302.67,5058.7,791,TRUE +284,Jerrylee Martinuzzi,jmartinuzzi7v@illinois.edu,Female,67,TX,5817.87,10460.83,693,FALSE +285,Gizela Beevors,gbeevors7w@theatlantic.com,Female,,TX,7775.47,13499.68,575,FALSE +286,Barron Riddle,briddle7x@chronoengine.com,,,CA,2533.68,2206.38,757,TRUE +287,Isabella Garriock,igarriock7y@state.tx.us,Female,40,TX,3842.09,14106.98,586,FALSE +288,Jaynell Stairmand,jstairmand7z@youtube.com,,,TX,2565.51,3623.04,696,TRUE +289,Samaria Restall,srestall80@paginegialle.it,Male,112,TX,8020.59,7137.15,764,TRUE +290,Krishnah de Marco,kde81@elpais.com,Male,17,TX,7698.36,4960.48,733,TRUE +291,Wanda Shelp,wshelp82@economist.com,Female,99,CA,7371.31,,686,FALSE +292,Merle Gavan,mgavan83@vimeo.com,Male,,TX,8824.73,3268.12,701,TRUE +293,Lela Cheston,lcheston84@bigcartel.com,Female,13,CA,281.11,,597,FALSE +294,Stace Clampett,sclampett85@eventbrite.com,Female,0,TX,60.01,15167.44,790,TRUE +295,Lina Doudney,ldoudney86@sourceforge.net,Male,93,FL,7052.19,7907.05,798,TRUE +296,Farrand Brookson,fbrookson87@statcounter.com,Male,37,CA,511.65,9517.72,828,TRUE +297,Xymenes Chad,xchad88@google.co.jp,Male,13,TX,3397.83,13365.76,757,TRUE +298,Darelle L'Archer,,Male,91,FL,371.8,10403.4,586,FALSE +299,Maddie Barnby,mbarnby8a@cbslocal.com,Female,64,TX,5183.19,11988.25,652,TRUE +300,Quent Stavers,qstavers8b@yellowpages.com,,11,CA,3521.78,18388,569,TRUE +301,Dyna Budcock,,Female,24,FL,8624.88,4450.2,699,FALSE +302,Johannes Andren,,Female,57,,257.36,13175.56,688,TRUE +303,Benedicta Bansal,bbansal8e@arizona.edu,Male,1,CA,6359.55,,678,FALSE +,Brendin Giaomozzo,bgiaomozzo8f@yahoo.com,Male,68,FL,5207.32,10735.31,714,TRUE +305,Ricard Eadmead,readmead8g@topsy.com,Female,82,CA,3022.46,8676.21,744,FALSE +306,Merrilee Dulwich,mdulwich8h@naver.com,Male,49,TX,7505.99,11109.88,766,FALSE +307,Natividad Simonich,nsimonich8i@scientificamerican.com,Male,76,NY,2041.97,15333.41,809,FALSE +308,Lainey Giaomozzo,lgiaomozzo8j@bandcamp.com,Female,39,TX,8377.86,4892.88,681,FALSE +309,Seka Beringer,sberinger8k@ucoz.ru,Female,3,TX,6692.06,14391.7,,FALSE +310,Mohandis Rickford,mrickford8l@foxnews.com,Female,26,FL,2708.78,13445.51,813,TRUE +311,Tony Fisby,tfisby8m@webs.com,Female,29,FL,8327.63,14093.97,737,TRUE +312,Bent Moorwood,bmoorwood8n@redcross.org,Female,23,TX,608.86,,575,TRUE +,Marcella Casado,mcasado8o@ning.com,,19,TX,856.04,3496.44,713,FALSE +314,Bettina Mordanti,bmordanti8p@about.me,Male,8,FL,4650.02,9343.1,,TRUE +315,Idelle Halbert,ihalbert8q@wired.com,Female,104,CA,9524.94,,663,FALSE +316,Bea Moyce,bmoyce8r@auda.org.au,,25,TX,8746.92,15939.77,651,TRUE +317,Vivienne Dunge,vdunge8s@bravesites.com,,103,TX,4757.26,12871.63,787,FALSE +318,Wolfie Tucsell,wtucsell8t@privacy.gov.au,Female,48,TX,6136.93,18075.06,765,FALSE +319,Sella Vanyushin,svanyushin8u@soup.io,Female,8,FL,2373.81,19200.11,688,TRUE +320,Kerwinn Dohmann,,,119,TX,7418.93,8228.49,686,FALSE +321,Manolo Fonteyne,mfonteyne8w@princeton.edu,Female,89,CA,9772.82,5704.85,570,FALSE +322,Lou Jancey,,Male,54,CA,5674.8,16405.46,558,TRUE +323,Hamil Forsdyke,hforsdyke8y@ifeng.com,Male,94,TX,8872.75,4839.32,632,TRUE +324,Millisent Raun,,Male,39,TX,5635.52,16303.78,,TRUE +325,Viviana McPake,,Male,7,NY,6878.06,16696.63,802,TRUE +326,Sybilla Cooling,,Female,,CA,6664.19,,592,FALSE +327,Hilda Ovize,hovize92@g.co,Female,83,CA,8741.97,16050.75,734,TRUE +328,Adams Pinks,apinks93@illinois.edu,Male,24,FL,7454.71,7471.7,683,FALSE +329,Marie-jeanne Sturdey,,Female,82,FL,9701.03,280.82,647,FALSE +330,Danyelle Deval,ddeval95@usa.gov,,47,FL,2081.35,,766,TRUE +331,Dante Artiss,dartiss96@bloglines.com,Male,55,CA,2936.71,13062.87,803,TRUE +332,Yolanda Cornewell,ycornewell97@ovh.net,Male,22,TX,3335.51,6393.83,798,FALSE +333,Whittaker Basill,wbasill98@miitbeian.gov.cn,Female,75,TX,2744.97,1982.15,620,FALSE +334,Elicia Bousler,ebousler99@arizona.edu,Female,52,TX,3606.39,17279.07,570,FALSE +335,Zachery Drew-Clifton,zdrewclifton9a@mail.ru,Female,64,CA,6583.29,16927.98,813,FALSE +336,Almeda Mundie,amundie9b@ebay.com,Male,88,TX,2976.66,14072.41,673,FALSE +337,Kassie Hallewell,,Female,67,NY,1730.38,3403.51,722,FALSE +338,Nanine Espie,nespie9d@vkontakte.ru,Male,119,FL,8353.24,,571,FALSE +339,Hamid Swynley,hswynley9e@people.com.cn,Female,87,FL,1245.74,8869.53,643,TRUE +340,Hobie Hartridge,hhartridge9f@tripadvisor.com,Male,76,FL,9656.92,5136.14,608,FALSE +341,Vasili Castlake,,Male,14,CA,6726.33,,808,FALSE +342,Julianna Fretwell,jfretwell9h@dmoz.org,Male,3,CA,3855.86,7367.06,786,TRUE +343,Willy Caldow,wcaldow9i@mapy.cz,Male,120,TX,,18204.08,,FALSE +344,Nichole Brunn,nbrunn9j@odnoklassniki.ru,Male,10,CA,5225.37,10720.66,806,TRUE +345,Gerick Van Haeften,gvan9k@t-online.de,,23,TX,48.76,12708.96,657,FALSE +346,Garvy Vanichkin,,,,FL,7498.61,14974.61,610,FALSE +347,Harriett Beardow,hbeardow9m@ovh.net,Female,61,CA,3999,7019.31,607,FALSE +348,Adena Trowill,atrowill9n@marriott.com,Male,76,TX,7164.68,8414.24,725,FALSE +349,Pat Cowans,pcowans9o@infoseek.co.jp,Male,108,CA,6548.69,16132.99,737,TRUE +350,Domenico de Quincey,,Male,102,TX,3272.47,4931.63,552,FALSE +351,Cortney Lamperd,clamperd9q@dailymail.co.uk,Male,28,CA,7019.81,3187.49,583,TRUE +352,Annaliese Inderwick,ainderwick9r@diigo.com,Male,80,TX,1071.8,,579,FALSE +353,Isadora Yashnov,iyashnov9s@altervista.org,Male,32,TX,8689.49,9465.37,672,TRUE +354,Britt Krug,bkrug9t@cnet.com,Male,,CA,8329.91,12850.4,787,FALSE +355,Hailey Walewicz,hwalewicz9u@youtube.com,Female,,CA,,6940.56,612,FALSE +356,Berky Gozney,bgozney9v@reverbnation.com,,7,TX,2575.59,13497.9,607,FALSE +357,Jeni Keepe,jkeepe9w@cornell.edu,Female,93,CA,2565.61,10581.33,685,FALSE +358,Elisha Camplen,,Male,62,CA,4794.5,1596.55,739,FALSE +359,Finley Dwelling,fdwelling9y@wikipedia.org,Male,54,CA,3014.92,5346.37,817,TRUE +360,Rorke Stallion,rstallion9z@deviantart.com,Female,89,NY,5690.76,13262.81,,FALSE +361,Eadie Flips,eflipsa0@timesonline.co.uk,Female,35,TX,2832.1,19871.77,,FALSE +362,Roselle Ainsby,rainsbya1@reverbnation.com,Male,51,CA,40.23,8387.56,696,TRUE +363,Linn Knapp,lknappa2@reference.com,,33,,1264.59,7558.35,,FALSE +364,Martina MacNelly,mmacnellya3@naver.com,Female,116,FL,2097.18,6842.15,703,TRUE +365,Idelle Cansdell,icansdella4@who.int,Male,105,NY,9351.2,12875.34,583,FALSE +366,Myrle Vanner,mvannera5@nba.com,,108,FL,9487.16,12413.03,651,FALSE +367,Vinson Hatherill,vhatherilla6@meetup.com,,95,CA,9221.82,8307.2,744,FALSE +368,Dame Walkinshaw,dwalkinshawa7@mozilla.org,Female,61,,6841.92,9005.93,686,FALSE +369,Marinna Shine,mshinea8@google.com.au,Male,39,CA,7383.78,9787.25,556,FALSE +370,Cyril Gillbanks,cgillbanksa9@ebay.co.uk,Female,96,TX,6083.74,16451.18,754,FALSE +371,Nicky Gallard,ngallardaa@cnn.com,Male,88,FL,5499.59,1497.56,599,TRUE +372,Yasmin Kensett,ykensettab@indiatimes.com,Female,16,CA,1209.98,5954.73,665,TRUE +373,Ashlen Millbank,amillbankac@mit.edu,Male,1,FL,6240.3,,594,FALSE +374,Ellene Kurten,ekurtenad@nbcnews.com,Female,64,CA,3804.07,,683,TRUE +375,Janifer Sambals,jsambalsae@mysql.com,Male,74,,9880.15,8759.89,744,FALSE +376,Brittaney Dahlen,,Male,22,CA,6947.88,7942.96,761,TRUE +377,Cristine Daddow,cdaddowag@wix.com,Male,109,FL,4925.32,2354.14,716,TRUE +378,Shea Swyndley,sswyndleyah@elpais.com,,56,,5711.28,,829,TRUE +379,Jeffrey Rentoll,jrentollai@studiopress.com,Female,81,NY,8295.89,,635,TRUE +380,Eadith Rubinshtein,erubinshteinaj@opensource.org,Female,18,TX,4276.11,11709.03,773,TRUE +381,Errol Maypowder,emaypowderak@unicef.org,Female,,FL,3596.67,15263.44,726,FALSE +382,Rudd Bassford,,Female,9,FL,8257.61,12856.58,771,TRUE +383,Joline Thombleson,jthomblesonam@patch.com,Female,45,CA,8414.51,4781.24,788,TRUE +384,Hobart Ganforth,hganforthan@histats.com,Male,36,CA,8561.02,3357.25,797,TRUE +385,Marthe Lindholm,mlindholmao@netlog.com,Female,113,NY,2488.29,6032.53,615,TRUE +386,Shayla Kilgannon,skilgannonap@army.mil,Male,,TX,6698.67,11403.09,654,TRUE +387,Pembroke Monsey,pmonseyaq@globo.com,Male,77,CA,6141.26,12840.59,694,TRUE +388,Carlyn Noel,cnoelar@hatena.ne.jp,Female,43,,5058.22,,705,TRUE +389,Sascha Demonge,,Female,47,CA,8607.74,5823.29,660,TRUE +390,Adair Gotch,agotchat@sciencedirect.com,Male,95,FL,4804.14,12462.22,642,TRUE +391,Sheff Melmar,smelmarau@altervista.org,Female,106,CA,619.31,,,FALSE +392,Gretchen Tomasini,gtomasiniav@wired.com,Male,99,CA,5030.83,1561.42,692,TRUE +393,Dmitri Spur,dspuraw@exblog.jp,Female,36,FL,5592.52,14341.57,744,TRUE +394,Daria Podbury,dpodburyax@goodreads.com,Female,46,TX,9891.31,2864.52,554,TRUE +395,Obadiah Littlechild,olittlechilday@wp.com,,37,TX,9575.85,14936.82,620,FALSE +396,Panchito Andreix,pandreixaz@fotki.com,Male,104,NY,563.8,5287.35,679,FALSE +397,Morgan Tilburn,mtilburnb0@exblog.jp,Male,3,FL,9559.22,7691.26,702,FALSE +398,Ailbert Aggis,aaggisb1@foxnews.com,Male,79,TX,5477.38,17889.57,676,FALSE +399,Luise Boult,lboultb2@ezinearticles.com,Female,61,CA,608,6605.41,638,FALSE +400,Teresita Ten Broek,ttenb3@wp.com,Female,8,NY,2664.73,1781.89,565,TRUE +401,Lanae Downse,ldownseb4@seesaa.net,,84,FL,7534.13,1429.8,677,FALSE +402,Cristine Casol,ccasolb5@google.com.au,Male,,FL,2453.92,14947.99,787,FALSE +403,Wenonah Urridge,wurridgeb6@ca.gov,Male,62,TX,4748.3,6618.25,554,FALSE +404,Morty Gothard,mgothardb7@so-net.ne.jp,Male,27,NY,9790.24,13219.56,579,TRUE +405,Darwin Conquest,dconquestb8@washington.edu,Female,76,NY,1755.01,2230.24,740,FALSE +406,Danita Shakle,dshakleb9@telegraph.co.uk,,51,FL,571.38,4082.45,596,TRUE +,Cecily Scriver,cscriverba@mysql.com,Male,103,FL,1013.81,15775.27,,TRUE +408,Goldie Norwich,gnorwichbb@ucla.edu,Female,80,CA,,10513.46,552,TRUE +409,Lammond Norrie,lnorriebc@ning.com,Male,87,FL,4402.62,717.27,732,FALSE +410,Wilt Mewton,wmewtonbd@cam.ac.uk,Female,46,TX,4450.04,12664.57,803,TRUE +411,Ginevra Camamill,gcamamillbe@state.tx.us,Female,98,CA,3685.94,8896.77,608,FALSE +412,Igor Phillput,iphillputbf@cargocollective.com,Female,66,CA,1137.1,17594.6,783,TRUE +413,Nappy Cristofolo,,Female,10,TX,3275.68,13979.24,584,FALSE +414,Jessika Venmore,jvenmorebh@state.gov,Male,90,CA,8919.42,4724.37,757,TRUE +415,Cathryn Chaplin,cchaplinbi@over-blog.com,Female,108,FL,2412.85,16557.43,698,TRUE +416,Mickie Woolaston,,Female,12,TX,8810.33,19863.69,755,TRUE +417,Violet Scryne,vscrynebk@scientificamerican.com,Male,10,NY,,17057.91,756,TRUE +418,Irene Sadlier,isadlierbl@livejournal.com,Female,118,NY,9784.44,9945.72,730,FALSE +419,Brooks Lownsbrough,,Female,35,TX,7621.34,2143.86,756,TRUE +420,Erroll Boarder,eboarderbn@ed.gov,,104,TX,6295.36,17277.95,680,FALSE +421,Delphine Searson,dsearsonbo@rediff.com,Male,1,CA,42.54,12291.81,697,TRUE +422,Dayle Lafuente,dlafuentebp@cam.ac.uk,Female,52,NY,3251.77,9591.84,826,FALSE +423,Miner Cockling,mcocklingbq@cam.ac.uk,Male,,NY,5203.35,5919.49,,TRUE +424,Derby Canner,dcannerbr@sakura.ne.jp,Female,87,TX,2826.8,3947.16,748,FALSE +,Darb Edgar,,Male,36,TX,1354.3,0.41,677,FALSE +426,Darrin Pollett,dpollettbt@dot.gov,Female,87,CA,2758.73,327.63,609,TRUE +427,Minette Annott,,Female,,FL,755.57,4453.23,558,TRUE +428,Prince Bawcock,pbawcockbv@liveinternet.ru,Female,52,FL,4560.55,,629,FALSE +429,Perice Lidgard,plidgardbw@altervista.org,,75,TX,90.73,10186.17,778,FALSE +430,Langston Sweating,lsweatingbx@google.es,Male,85,TX,1874.1,11241.68,739,TRUE +431,Laurice Garwell,lgarwellby@time.com,Male,82,CA,106.69,6987.86,800,FALSE +432,Gaspar Tomanek,gtomanekbz@howstuffworks.com,Male,0,TX,3730.93,17912.79,747,FALSE +433,Nicol Bachanski,nbachanskic0@bluehost.com,Male,95,NY,3208.71,14501.36,768,TRUE +434,Harcourt Blest,hblestc1@ox.ac.uk,Male,63,,360.1,18081.95,823,TRUE +435,Esmaria Benne,ebennec2@bloomberg.com,Male,15,TX,7717.01,3060.33,702,TRUE +436,Alisun Fitchen,afitchenc3@hibu.com,Male,65,NY,1606.99,15601.67,783,FALSE +437,Ogden Ratley,oratleyc4@cbc.ca,Female,,TX,9028.93,,677,FALSE +438,Hildagard Gottschalk,hgottschalkc5@usgs.gov,Female,53,FL,4930.72,5700.94,583,FALSE +439,Sande Soame,ssoamec6@prlog.org,Male,15,FL,8939.77,1219.68,827,FALSE +440,Joy Chadwell,jchadwellc7@sogou.com,Male,80,FL,8748.01,4336.16,,FALSE +441,Page Ivanenkov,pivanenkovc8@java.com,Female,58,TX,1006.85,17276.37,751,FALSE +442,Garv Romaine,gromainec9@ftc.gov,Male,49,TX,6300.22,3094.96,734,FALSE +443,Gibby Tours,,Female,,TX,8236.52,6392.95,583,FALSE +444,Nixie Van Giffen,,Male,58,CA,3537.54,9207.64,628,FALSE +445,Margette MacNeilage,mmacneilagecc@vkontakte.ru,,106,TX,2478.76,3152.84,699,FALSE +446,Annmarie Lasty,alastycd@edublogs.org,Male,20,FL,9874.77,9285.87,694,FALSE +447,Mattias Kingdom,,Male,33,TX,6349.15,4033.27,745,TRUE +448,Janek Christer,jchristercf@netscape.com,,,FL,2687.63,16608.68,812,TRUE +449,Gilles Proppers,gpropperscg@google.fr,Male,80,TX,8183.71,19065.51,580,TRUE +450,Julie Hunt,jhuntch@cargocollective.com,,92,TX,2641.83,516.37,560,TRUE +451,Quintilla Ahlf,qahlfci@dell.com,Female,118,TX,8928.95,18874.83,802,TRUE +452,Taddeusz Aiers,taierscj@elegantthemes.com,Male,109,TX,7254.17,16149.61,584,TRUE +453,Sylvester Tingey,stingeyck@howstuffworks.com,Male,0,CA,75.63,,,FALSE +454,Lea Brigshaw,lbrigshawcl@nhs.uk,,44,TX,755.98,3675.58,822,TRUE +455,Sharyl Chavez,schavezcm@senate.gov,Female,114,NY,8823.02,4716.97,635,FALSE +456,Devora Brockett,dbrockettcn@nhs.uk,Male,27,TX,4456.49,985.72,,TRUE +457,Shandy Hearley,shearleyco@1688.com,Male,88,NY,1790.28,10308.93,689,TRUE +458,Edmund Heers,eheerscp@alexa.com,,32,FL,7935.15,,613,TRUE +459,Emogene Markie,,Female,93,NY,3641.62,12223.52,748,FALSE +460,Leda Nagle,lnaglecr@forbes.com,Female,,,4394.64,19467.09,,TRUE +461,Cart Risbridge,crisbridgecs@joomla.org,Male,78,FL,4802.47,18712.34,611,FALSE +462,Lucina Thomtson,lthomtsonct@last.fm,,105,CA,7986.04,14759.03,,FALSE +463,Nickie Gerding,ngerdingcu@indiegogo.com,,0,TX,6909.22,19411.28,587,TRUE +464,Nikkie Gilbard,,Male,7,NY,4969.56,8138.51,562,FALSE +465,Elihu Zannuto,,,,TX,7942.12,7605.4,552,FALSE +466,Lira Dartan,ldartancx@cafepress.com,Male,13,NY,5438.21,13175.37,764,TRUE +467,Laurence Billiard,lbilliardcy@nasa.gov,Male,64,CA,2398.8,5980.37,560,TRUE +468,Blake Terlinden,bterlindencz@stumbleupon.com,Female,42,NY,205.39,2821.25,746,FALSE +469,Eolanda Osman,eosmand0@google.com.au,,110,TX,7894.35,8604.8,575,FALSE +470,Jaclin Attewill,jattewilld1@newyorker.com,Female,,FL,1515.26,12537.03,589,TRUE +471,Kearney Tripe,ktriped2@godaddy.com,,103,FL,8558.45,7833.86,558,TRUE +472,Marcelline Beckley,mbeckleyd3@unicef.org,,16,CA,6771.29,15351.42,741,FALSE +473,Ileana Biernacki,ibiernackid4@skype.com,Male,69,TX,3424.19,3489.23,724,TRUE +,Rodie Stamper,rstamperd5@sun.com,Male,31,CA,4730.27,15715.34,,TRUE +475,Cecilla Farbrace,,Female,73,CA,6023.66,17112.99,652,TRUE +476,Cordy Crabtree,ccrabtreed7@virginia.edu,Female,23,TX,6774.8,1026.66,632,FALSE +477,Noach O'Brian,nobriand8@dmoz.org,Female,28,TX,7583.34,10510.82,650,TRUE +478,Wade Farmery,wfarmeryd9@fema.gov,Male,13,TX,6803.46,6049.32,560,TRUE +479,Dalli Rochford,drochfordda@liveinternet.ru,Female,,CA,5906.7,14180.47,797,FALSE +480,Lenci Grassett,lgrassettdb@yellowpages.com,Female,77,CA,5392.8,15391.97,610,FALSE +481,Amaleta Tapping,atappingdc@unesco.org,Male,18,CA,6324.76,2070.72,743,FALSE +482,Steffane Showen,sshowendd@dailymotion.com,Male,111,FL,9197.94,1412.74,729,FALSE +483,Linea Mahaddy,lmahaddyde@globo.com,Male,10,NY,5220.51,12893.84,709,FALSE +484,Cad Somerlie,csomerliedf@about.com,Male,24,TX,1698.41,11973.63,,FALSE +485,Joleen Espinazo,jespinazodg@usgs.gov,Male,29,FL,2690.11,17264.16,748,FALSE +486,Roddie Benedito,rbeneditodh@pbs.org,Male,70,CA,5062.92,11440.06,805,TRUE +487,Augustin Petroselli,apetrosellidi@nhs.uk,Female,31,TX,7385.8,14781.91,733,TRUE +488,Cesar Atwel,catweldj@samsung.com,Female,,FL,3391.32,7938.7,733,FALSE +489,Andras Curnokk,acurnokkdk@bbb.org,Female,9,FL,6895.99,15422.04,822,FALSE +490,Lombard Ughini,lughinidl@jalbum.net,Female,70,TX,2969.35,19842.97,567,FALSE +491,Jennine Bullard,,Male,67,FL,5449.23,5401.92,555,TRUE +492,Dorry Sandercock,dsandercockdn@pagesperso-orange.fr,Female,,FL,840.83,2043.21,688,TRUE +493,Bibby Proback,,,17,NY,7220.48,200.94,584,TRUE +494,Carlene Corteney,,,120,TX,7501.74,17565.4,,TRUE +495,Dorene Pedel,dpedeldq@cyberchimps.com,Male,36,FL,4158.85,11429.87,558,TRUE +496,Julie Brierton,jbriertondr@pagesperso-orange.fr,Female,2,CA,3937.39,13435.06,663,TRUE +497,Nicolea Viegas,nviegasds@theguardian.com,,,NY,6082.47,877.54,647,FALSE +498,Madelon Fermoy,mfermoydt@1688.com,Male,91,CA,3389.66,15874.74,646,TRUE +499,Zaccaria Bartul,,Male,71,FL,1621.38,5209.13,674,TRUE +500,Powell Quarton,,Female,92,FL,9721.84,651.35,742,TRUE +501,Lainey Balthasar,,Female,61,FL,6671.94,,735,TRUE +502,Lennie Rowson,,Male,3,CA,8300.05,16648.18,,FALSE +503,Franklin Lythgoe,flythgoedy@behance.net,,52,TX,2653.82,16998.39,570,FALSE +504,Simone Pheasey,spheaseydz@chicagotribune.com,Male,10,FL,6552.49,673.21,676,TRUE +505,Verne Mantha,vmanthae0@4shared.com,Female,77,TX,7144.18,2661.44,802,TRUE +506,Pavia Marzello,pmarzelloe1@mozilla.com,Male,5,FL,3823.23,,743,TRUE +507,Carola Lownds,clowndse2@uTX.edu,Female,96,CA,9767.5,,803,FALSE +508,Chryste Van Vuuren,cvane3@cdbaby.com,Female,100,TX,4378.2,,582,TRUE +509,Karoly Sobczak,ksobczake4@about.com,Female,76,NY,2375.53,2165.45,559,TRUE +510,Roz Tacon,,Male,,,466.86,10112.54,692,FALSE +511,Suellen Whittock,swhittocke6@msn.com,Female,21,TX,2692.74,,773,FALSE +512,Milton Davidovich,mdavidoviche7@symantec.com,Female,80,FL,4118.23,11656.55,605,TRUE +513,Ricard Jenteau,rjenteaue8@boston.com,Male,11,TX,6358.52,11103.15,648,FALSE +514,Laurene Lewisham,llewishame9@google.com.br,,116,TX,2620.65,,767,TRUE +515,Gustav Delahunt,,Male,87,TX,3542.41,,802,FALSE +516,Mirilla Baynard,mbaynardeb@t-online.de,Male,40,CA,4478.55,2865.48,729,FALSE +517,Christan Authers,cauthersec@free.fr,,106,TX,4660.14,,594,FALSE +518,Kaylee Brisset,,Female,28,CA,2191.57,13851.06,669,FALSE +519,Quincey Emerson,,Male,108,NY,419.46,8185.39,643,FALSE +520,Kira Overton,kovertonef@oracle.com,Female,88,TX,4798.9,10584.33,759,FALSE +,Annalise Doorly,adoorlyeg@php.net,,63,TX,1738.92,17831.46,557,FALSE +522,Bellina Bretland,,Male,101,TX,2689.53,8694.38,748,FALSE +523,Baxy Eagling,beaglingei@dell.com,,21,NY,5310.15,19422.66,649,TRUE +524,Loralyn Berndtssen,lberndtssenej@skype.com,Female,90,FL,1098.13,8703.65,,FALSE +525,Gale Phizacklea,gphizackleaek@salon.com,Male,13,NY,7482.9,8146.74,698,FALSE +526,Lurline Eason,leasonel@tumblr.com,Female,69,CA,3004.8,8914.98,588,FALSE +527,Joyann Grimmett,jgrimmettem@hubpages.com,Male,1,CA,,17220.35,772,FALSE +528,Elsa Mattiuzzi,emattiuzzien@tiny.cc,Male,48,TX,5483.32,17700.2,,TRUE +529,Carol-jean Crookall,ccrookalleo@paginegialle.it,Male,91,FL,3365.75,2147.93,693,TRUE +530,Malanie Baily,mbailyep@yandex.ru,Female,5,FL,9413.97,8148.62,605,TRUE +531,Kliment Stango,,Male,,FL,4940.03,11174.48,792,FALSE +532,Eartha Croson,ecrosoner@nps.gov,Female,113,TX,7874.46,13481.26,570,FALSE +533,Gene Huebner,ghuebneres@creativecommons.org,Female,111,NY,2532.1,10677.9,745,TRUE +534,Garrik Solesbury,gsolesburyet@alexa.com,,113,FL,690.92,2769.12,679,FALSE +535,Ofilia Cardoo,ocardooeu@chron.com,Male,,FL,2557.79,4659.64,678,FALSE +536,Aubine Haylor,ahaylorev@ox.ac.uk,Male,49,CA,8837.65,14626.75,568,FALSE +537,Eden Rigg,eriggew@list-manage.com,Female,29,FL,2821.56,9433.8,769,FALSE +538,Catherine Giscken,cgisckenex@xrea.com,Female,114,TX,5803.54,8880.3,558,FALSE +539,Ruthi Braven,rbraveney@wordpress.org,Male,70,TX,3318.88,17827.47,617,FALSE +540,Amelina Windows,awindowsez@1und1.de,Male,12,TX,913.6,4014.12,712,FALSE +541,Olva Ewestace,oewestacef0@addtoany.com,Male,84,TX,8036.8,8644.37,583,TRUE +542,Pansie Heaysman,pheaysmanf1@howstuffworks.com,Male,,FL,9854.39,6163.92,785,TRUE +543,Edythe Scocroft,escocroftf2@nature.com,Female,93,CA,478.94,1257.43,823,FALSE +544,Reena Gilardengo,rgilardengof3@sciencedirect.com,Male,84,CA,3118.57,14092.56,688,FALSE +545,Kevan Bredgeland,,Male,52,NY,8577.95,14707.33,815,TRUE +546,Benedicto Wybourne,bwybournef5@yahoo.com,Female,50,,3795.98,10232.59,724,TRUE +547,Fredelia Kenwyn,fkenwynf6@illinois.edu,,18,TX,6572.68,,668,FALSE +,Gerardo Legging,,Female,100,CA,7476.88,1523.2,768,FALSE +549,Kally Beane,,Female,,NY,,3157.39,797,TRUE +550,Angel Paynes,apaynesf9@reddit.com,,48,CA,9923.61,18034.18,755,TRUE +551,Irma Vowels,,Female,8,TX,6036.51,6636.35,738,TRUE +552,Vinni White,vwhitefb@examiner.com,Male,18,NY,4392.8,,812,TRUE +553,Jesse Ellson,jellsonfc@desdev.cn,Female,51,FL,2631.21,6557.13,738,FALSE +554,Binny Anthonsen,banthonsenfd@google.it,,104,TX,7982.57,18148.09,687,FALSE +555,Ginelle Dupoy,gdupoyfe@nbcnews.com,Female,108,FL,5047.29,466.71,645,FALSE +556,Adelind Amerighi,aamerighiff@washingtonpost.com,Female,40,,7947.35,1569.73,723,FALSE +557,Brewster Imeson,bimesonfg@senate.gov,Male,46,TX,5355.15,11868.52,817,FALSE +558,Kristofer Cockitt,kcockittfh@baidu.com,,,FL,6391.34,14377.03,819,TRUE +559,Vasili Garlant,vgarlantfi@xrea.com,Male,19,TX,6748.48,8415.21,724,TRUE +560,Maxwell Mussotti,mmussottifj@loc.gov,Female,87,CA,,8834.63,676,TRUE +561,Pall Reihill,preihillfk@mozilla.org,Male,115,CA,6781.05,5273.52,796,FALSE +562,Ema MacNeil,emacneilfl@rediff.com,Male,7,TX,6901.62,11703.36,569,TRUE +563,Elayne Ricarde,ericardefm@yellowpages.com,Female,7,CA,466.93,12819.99,776,TRUE +564,Hubey Zelake,hzelakefn@jugem.jp,Female,24,NY,2855.45,19335.86,606,FALSE +565,Ulrica Abramovitch,uabramovitchfo@jalbum.net,Female,113,TX,7911.57,6874.44,707,FALSE +566,Afton Iashvili,aiashvilifp@istockphoto.com,Female,44,TX,9828.66,8939.52,636,FALSE +567,Sauncho Haswall,shaswallfq@t-online.de,Male,51,CA,499.75,4868.27,,TRUE +568,Darell Klimecki,dklimeckifr@dmoz.org,Female,,NY,8488.71,10365.51,653,FALSE +569,Pancho Beri,pberifs@google.fr,Female,,CA,6213.89,4676.49,643,FALSE +570,Gertie Talkington,gtalkingtonft@canalblog.com,Female,52,FL,1482.57,15565.09,,TRUE +571,Nissie Sinnatt,nsinnattfu@yellowpages.com,Female,27,CA,933.09,17728.58,725,TRUE +572,Susan Debling,sdeblingfv@bandcamp.com,Female,,NY,7238.5,9027,734,TRUE +573,Charlton McCarrison,cmccarrisonfw@virginia.edu,Female,44,CA,320.43,17061.71,595,FALSE +574,Lacie Asee,laseefx@statcounter.com,Male,99,CA,6514.59,19776.87,804,FALSE +575,Casey Linsey,clinseyfy@businessweek.com,Male,82,NY,7478.84,841.51,587,FALSE +576,Kynthia Fargie,kfargiefz@paginegialle.it,Male,117,FL,9268.05,14855.68,569,FALSE +577,Cristionna Brownsett,,Female,12,CA,5.83,190.88,654,TRUE +578,Mikael Blucher,,Male,104,CA,8672.5,,673,FALSE +579,Adolphe Hearson,ahearsong2@a8.net,Female,20,CA,2507.9,13983.88,579,FALSE +580,Brocky Creavan,bcreavang3@zdnet.com,Male,101,,5144.76,,606,TRUE +581,Sabra Blanque,sblanqueg4@themeforest.net,Male,35,CA,3980.27,,750,FALSE +582,Avictor McGreal,amcgrealg5@blogs.com,Male,,TX,5301.04,616.25,768,FALSE +583,Elsa Gunton,eguntong6@stanford.edu,Male,88,CA,763.75,11750.65,581,FALSE +584,Dulcine Ellson,dellsong7@disqus.com,Male,,TX,5524.58,,781,FALSE +585,Cleo Glasspoole,cglasspooleg8@nymag.com,Male,44,FL,7897.5,19099.94,693,TRUE +586,Delia Sumpter,dsumpterg9@phpbb.com,Male,61,,6979.8,19650.63,709,TRUE +587,Harris Baldick,hbaldickga@jiathis.com,Female,76,TX,8026.18,17433.31,569,FALSE +588,Cornell Streetfield,cstreetfieldgb@mac.com,Female,35,FL,8447.86,,787,FALSE +589,Orbadiah Wettern,owetterngc@opera.com,Female,,NY,385.13,6949.2,792,TRUE +590,Leora Ogglebie,,Female,100,FL,5966.19,1108.32,,TRUE +591,Lorena Bortolomei,lbortolomeige@chicagotribune.com,Male,57,CA,4211.3,5787.74,605,TRUE +592,Beverlie Rotham,brothamgf@ed.gov,Male,88,CA,2889.84,1570.05,714,FALSE +593,Rad Coomber,rcoombergg@istockphoto.com,Male,77,CA,961.71,,562,TRUE +594,Tait Cammack,tcammackgh@intel.com,Male,20,NY,7435.79,14458.64,787,FALSE +595,Torry Verryan,tverryangi@amazon.de,Female,108,TX,6259.02,3463.52,604,FALSE +596,Murdoch Rose,mrosegj@free.fr,Male,101,NY,5794.86,18237.31,794,FALSE +597,Yelena Champken,ychampkengk@printfriendly.com,,100,CA,7277.75,14572.86,,TRUE +598,Dalli Rubinovitsch,drubinovitschgl@xinhuanet.com,Male,29,NY,1097.11,11671.45,810,FALSE +599,Albert Silmon,asilmongm@epa.gov,Male,76,CA,4908.34,5612.03,649,TRUE +600,Estrellita Saull,esaullgn@themeforest.net,,12,NY,5506.87,324.93,713,FALSE +601,Lanni Divill,ldivillgo@wsj.com,Female,18,NY,1445.26,691.23,,TRUE +602,Tiffanie Lord,tlordgp@youku.com,Female,37,NY,383.71,157.58,579,TRUE +603,Alric Errett,,Female,59,TX,58.04,17742.71,598,TRUE +604,Haley Mc Ilory,,Female,0,FL,9957.82,9787.8,685,FALSE +605,Penni Strowthers,pstrowthersgs@t.co,Male,47,CA,4388.1,11846.46,601,FALSE +606,Heath Daughtery,hdaughterygt@arstechnica.com,Male,55,TX,1447.92,6985.37,558,TRUE +607,Zea Scobbie,,Female,110,TX,3185.21,14635.86,662,TRUE +608,Kelli Paulo,kpaulogv@time.com,Male,62,TX,4859.7,,740,TRUE +609,Normand Dewane,ndewanegw@auda.org.au,Male,62,FL,5055.75,19998.94,628,FALSE +610,Mose Howsam,mhowsamgx@gmpg.org,Male,0,TX,5542.56,11585.45,659,TRUE +611,Elvira Dumbrill,edumbrillgy@ca.gov,Male,9,TX,3069.7,4448.92,800,FALSE +612,Geoffrey Touzey,,Male,,,8458.47,4286.91,745,FALSE +613,Gavra Artindale,gartindaleh0@1688.com,Male,85,FL,7594.48,554.85,736,TRUE +614,Rhody Bamsey,,Male,102,FL,4433.61,6503.83,709,FALSE +615,Wendi Silversmid,wsilversmidh2@businessinsider.com,Female,44,CA,3121.43,1195.23,603,TRUE +616,Luis Spight,lspighth3@woothemes.com,Female,82,FL,9816.71,9247.41,658,FALSE +617,Leeanne Crowthe,lcrowtheh4@digg.com,Female,107,TX,2351.66,929.87,682,FALSE +618,Julieta Maypole,jmaypoleh5@tiny.cc,Male,3,NY,2046.57,6171.91,570,TRUE +619,Fay Bisgrove,fbisgroveh6@wunderground.com,Female,79,FL,1596.39,4335.47,728,FALSE +620,Glenden Jolland,gjollandh7@wikispaces.com,Female,40,CA,3678.81,11228.36,585,FALSE +621,Raddie Herculeson,rherculesonh8@hud.gov,Female,70,,5025.66,3136.12,750,TRUE +622,Britt Kliement,bkliementh9@qq.com,,6,NY,368.08,14551.33,785,FALSE +623,Charita Baldree,cbaldreeha@imageshack.us,Female,107,TX,6164.02,13795.36,824,FALSE +624,Fancie Webbe,fwebbehb@sciencedirect.com,Male,,FL,2608.71,14664.74,565,FALSE +625,Berenice Mendenhall,bmendenhallhc@businesswire.com,Female,18,NY,1958.27,15159.06,725,TRUE +626,Frayda Moultrie,fmoultriehd@nifty.com,Male,38,CA,2865.08,6394.67,821,TRUE +627,Aurel Borland,aborlandhe@dailymail.co.uk,Female,15,TX,6423.81,17012.63,819,TRUE +628,Judas Churchlow,jchurchlowhf@oracle.com,Female,39,FL,7443.61,2382.91,558,FALSE +629,Garvey Haps,ghapshg@miibeian.gov.cn,,102,CA,9838.25,229.62,671,FALSE +630,Brok Gibbie,bgibbiehh@macromedia.com,,61,TX,8412.64,120.4,,FALSE +631,Orbadiah Mc Meekin,omchi@eepurl.com,Female,83,CA,610.22,3084.75,677,FALSE +632,Constanta Eles,celeshj@cnn.com,Female,14,NY,2625.63,12875.07,606,TRUE +633,Reinold Aicken,raickenhk@google.es,Male,115,NY,3189.57,3702.09,822,TRUE +634,Raeann Carwardine,rcarwardinehl@youku.com,,101,CA,2285.06,9991.48,689,FALSE +635,Consuelo Prangle,cpranglehm@ameblo.jp,Female,3,TX,7164.35,12629.54,719,FALSE +636,Kata McNeilley,kmcneilleyhn@cbc.ca,Female,,CA,6186.04,2731.61,,FALSE +637,Vernor Swyn,vswynho@opensource.org,Male,15,CA,858.27,12005,585,FALSE +638,Kit Tampin,ktampinhp@qq.com,Male,108,CA,8013.7,16983.42,615,FALSE +639,Johnna Bole,jbolehq@ask.com,Male,,CA,1739.84,14467.92,597,FALSE +640,Nolie Fulkes,nfulkeshr@google.co.uk,Male,84,TX,1447.24,4391.58,723,TRUE +641,Barny Dudney,bdudneyhs@nhs.uk,Female,50,CA,5435.16,4622.75,730,FALSE +642,Yard Ivermee,yivermeeht@skyrock.com,Male,112,CA,8129.46,15694.24,789,FALSE +643,Marlin Paulisch,mpaulischhu@spiegel.de,Female,23,FL,7355.92,1723.34,619,TRUE +644,Blake Bason,bbasonhv@marriott.com,Male,80,CA,1013.93,6457.08,726,FALSE +645,Christel Eat,ceathw@craigslist.org,Female,56,CA,2767.83,,751,TRUE +646,Delaney Le Sarr,dlehx@umich.edu,Male,107,CA,359.37,7121.92,588,TRUE +647,Cherey Piens,cpienshy@soundcloud.com,Female,16,NY,2303.99,,820,FALSE +648,Harland Sherwin,hsherwinhz@about.me,Female,93,TX,1561.62,8977.67,552,TRUE +649,Lynnell Gillbee,lgillbeei0@admin.ch,Female,,NY,6151.21,11743.04,,FALSE +650,Corry Brumwell,cbrumwelli1@apple.com,Male,80,CA,8888.64,,717,FALSE +651,Alessandra Scotts,,Female,,TX,1996.52,7904.35,644,FALSE +652,Veriee Higgan,vhiggani3@parallels.com,,100,TX,2560.04,6371.61,667,TRUE +653,Velma Latus,vlatusi4@dailymotion.com,Male,103,FL,2716.42,,680,TRUE +654,Luz Coltherd,,Male,16,TX,9740.05,9111.55,637,FALSE +655,Christel Tomik,ctomiki6@macromedia.com,Female,73,TX,3315.14,6496.39,711,TRUE +656,Sholom Blasi,sblasii7@businesswire.com,Male,116,FL,6329.23,16508.24,580,FALSE +657,Harriot Oglethorpe,hoglethorpei8@harvard.edu,Male,54,FL,2052.73,,619,TRUE +658,Cyndie Clibbery,cclibberyi9@examiner.com,Male,24,CA,2560.37,,753,TRUE +659,Serene Buss,,Male,92,NY,8718.13,13314.19,693,TRUE +660,Edgard Boot,ebootib@storify.com,Female,43,FL,9839.03,2439.07,770,FALSE +661,Baron Micheau,bmicheauic@patch.com,Male,66,TX,6522.38,17991.4,797,FALSE +662,Peggy Ricoald,pricoaldid@un.org,Male,74,NY,2572.63,15174.99,679,TRUE +663,Roxy Goosey,rgooseyie@nydailynews.com,Female,112,CA,2700.53,12324.14,745,FALSE +664,Sephira Prine,sprineif@pagesperso-orange.fr,Male,48,FL,5821.88,4635.76,800,FALSE +665,Cammy Malden,cmaldenig@vimeo.com,,,TX,2518.06,964.31,758,TRUE +666,Marys Chong,mchongih@homestead.com,Male,113,CA,8836.96,190.34,,TRUE +667,Mina Carayol,,Male,,CA,9805.37,13291.63,565,FALSE +668,Christiana Slocom,,Female,96,TX,6252.08,1676.66,663,TRUE +669,Lindon Freebury,,Male,72,FL,261.56,19038.61,713,TRUE +670,Gerik Mungane,gmunganeil@disqus.com,Male,62,CA,5578.26,10381.86,636,TRUE +671,Mace Vear,mvearim@netlog.com,Female,78,NY,5149.13,9002.39,759,TRUE +672,Tallulah Gabbitas,tgabbitasin@oracle.com,Female,58,CA,171.31,2848.87,696,FALSE +673,Kirsten Tetsall,ktetsallio@si.edu,Male,,NY,3496.23,1681.11,800,FALSE +674,Vicki Van der Merwe,vvanip@posterous.com,,,NY,8798.87,8947.54,795,FALSE +675,Loy Clawson,lclawsoniq@samsung.com,Male,29,TX,5052.46,7629.13,635,FALSE +676,Katti Apperley,kapperleyir@acquirethisname.com,Male,7,FL,3951.34,15380.43,596,FALSE +677,Janaye Clacson,jclacsonis@etsy.com,Female,16,NY,4184.34,,560,TRUE +678,Georgena Ickovicz,gickoviczit@baidu.com,Female,96,CA,9717.94,19920.79,560,TRUE +679,Jeanine Simnel,jsimneliu@diigo.com,Female,13,,9921.87,5035.05,720,TRUE +,Vilma Leyland,vleylandiv@over-blog.com,Male,93,CA,9608.53,2056.77,,FALSE +681,Kynthia Trittam,ktrittamiw@businessweek.com,Male,100,FL,674.4,12666.57,739,FALSE +682,Reade Jancso,rjancsoix@cam.ac.uk,Female,114,TX,2952.42,9463.51,699,TRUE +683,Sonny Isitt,sisittiy@xinhuanet.com,Female,28,,9677.28,9634.6,633,TRUE +684,Lari Garfield,,Female,87,TX,8762.4,12493.57,621,FALSE +685,Carlyn Stevani,cstevanij0@bizjournals.com,Female,35,TX,7299.19,2652.46,640,FALSE +686,Mayer Regan,mreganj1@nifty.com,Male,98,NY,6460.07,19320.26,583,FALSE +687,Dyan Burchnall,dburchnallj2@sciencedirect.com,Female,64,TX,5213.63,1523.64,646,FALSE +688,Hedwiga Ernke,hernkej3@yahoo.com,Male,72,CA,1395.63,15268.16,729,TRUE +689,Gayel Banbrigge,gbanbriggej4@google.cn,Male,52,CA,5499.36,7813.48,695,FALSE +690,Delphinia Boggs,dboggsj5@shinystat.com,,26,TX,3347.45,5825.18,590,FALSE +691,Frazer Hrihorovich,fhrihorovichj6@chron.com,Male,56,FL,3468.57,5709.07,807,TRUE +692,Munroe Mickan,,Male,20,NY,9744.13,2450.84,617,FALSE +693,Yuri Sigert,ysigertj8@census.gov,Female,59,,6494.05,17356.58,566,TRUE +694,Meaghan Jancic,mjancicj9@msn.com,Male,33,FL,2188.84,16399.46,757,FALSE +695,Mycah Cranmere,,Male,31,FL,8159.84,5255.21,754,TRUE +696,Odella Belin,obelinjb@cam.ac.uk,Male,69,TX,7514.99,17406.28,704,TRUE +697,Pierrette Leckey,,Female,77,TX,8076.33,15644.91,692,FALSE +698,Cordie Acarson,,,0,CA,815.14,8460.57,,TRUE +699,Waldo Jakuszewski,wjakuszewskije@4shared.com,Female,48,TX,978.95,7673.58,736,TRUE +700,Michell Prosek,,Female,43,CA,4447.85,13736.69,612,TRUE +701,Lucille Hurst,lhurstjg@surveymonkey.com,Female,,FL,8666.6,2015.69,727,FALSE +702,Dall Dybell,ddybelljh@joomla.org,,,FL,6866.28,16136.71,598,FALSE +703,Zeb Bence,zbenceji@hud.gov,,71,CA,4451.48,4929.4,576,FALSE +704,Saleem Petrov,spetrovjj@oaic.gov.au,Male,15,FL,2009.81,7484.78,711,FALSE +705,Mitch Berthelet,mbertheletjk@uol.com.br,Male,23,CA,6610.39,6097.16,562,FALSE +706,Lorine Pashler,lpashlerjl@yahoo.co.jp,,81,FL,9413.34,9032.02,612,FALSE +707,Jean Bryceson,jbrycesonjm@seattletimes.com,,116,CA,98.8,6529.95,642,TRUE +708,Tabbitha Putley,,Male,44,TX,6550.1,1064.28,738,FALSE +709,Chaunce Bridgestock,cbridgestockjo@dropbox.com,Female,71,NY,5194.37,30.06,599,TRUE +710,Amanda McAuslene,amcauslenejp@examiner.com,Female,54,FL,5799.9,,685,FALSE +711,Jase Pochon,jpochonjq@delicious.com,Female,,FL,4599.13,13092.32,792,TRUE +712,Sigfrid Tabbernor,stabbernorjr@facebook.com,Male,56,CA,4777.63,3755.95,766,FALSE +713,Bryn Broadwell,bbroadwelljs@statcounter.com,Female,43,TX,1829.05,6361.84,706,TRUE +,Michal Foxall,mfoxalljt@bloomberg.com,Male,77,TX,4579.66,7963.56,,TRUE +715,Torey Larrett,,Male,31,CA,4272.45,2224.28,685,FALSE +716,Olly Rockhall,orockhalljv@tumblr.com,Female,,FL,2494.11,15747.62,636,FALSE +717,Judie Lawranson,jlawransonjw@baidu.com,Female,71,FL,7744.4,3857.53,659,FALSE +718,Eduard Flanders,eflandersjx@yellowbook.com,,75,TX,7019.58,5137.58,690,TRUE +719,Joshuah Lye,jlyejy@yelp.com,Male,72,FL,744.97,14383.12,,TRUE +720,Ollie Tupling,otuplingjz@goo.ne.jp,Female,34,FL,531.46,,815,TRUE +721,Jamey Soame,jsoamek0@globo.com,Male,18,CA,973.16,5521.01,564,FALSE +722,Murial Kincla,mkinclak1@theguardian.com,Female,37,FL,708.92,15268.44,758,TRUE +723,Gennie Carneck,gcarneckk2@timesonline.co.uk,Male,55,TX,7927.83,18784.16,679,FALSE +724,Rosita Sexstone,rsexstonek3@slideshare.net,Male,104,TX,9725.8,514.78,584,FALSE +725,Sophie Marshalleck,smarshalleckk4@opensource.org,Male,28,CA,6675.29,11078.54,805,FALSE +726,Jamesy Pollen,jpollenk5@cargocollective.com,Male,85,NY,7315.3,18147.37,580,FALSE +727,Dorita Featenby,dfeatenbyk6@php.net,Female,118,FL,977.4,8508.94,732,TRUE +728,Mitchell Lintill,mlintillk7@mysql.com,Male,66,CA,3511.6,7776.91,824,TRUE +729,Fremont Foli,ffolik8@google.pl,Male,85,FL,5826.37,17351,568,FALSE +730,Brittni Librey,blibreyk9@examiner.com,Female,15,FL,1618.86,,649,TRUE +731,Sutherlan Roper,sroperka@abc.net.au,Female,101,TX,7646.76,9304.02,690,TRUE +732,Chantal Rushsorth,crushsorthkb@hp.com,Male,,TX,5180.55,2564.59,558,FALSE +733,Coleman Hitzschke,,,,FL,8269.61,,746,TRUE +734,Vick Barrott,vbarrottkd@google.es,Female,31,CA,9786.57,9668.18,585,FALSE +735,Johnny Josling,jjoslingke@va.gov,Female,71,NY,9757.05,,581,TRUE +736,Craggie Tincombe,ctincombekf@barnesandnoble.com,Female,7,CA,4302.75,8210.33,680,TRUE +737,Bealle Keats,bkeatskg@twitter.com,,105,CA,7490.54,19323.66,749,FALSE +738,Fredia Arlott,farlottkh@bbc.co.uk,,,TX,9243.02,1221.89,808,FALSE +739,Earl Viccars,eviccarski@jugem.jp,Female,80,,3702.33,9646.41,818,TRUE +740,Florinda Timbridge,ftimbridgekj@si.edu,Male,93,CA,2837.15,2525.68,653,FALSE +741,Helga Tilby,htilbykk@alibaba.com,,47,FL,6576.99,14709.66,774,TRUE +742,Bianka Culpin,bculpinkl@e-recht24.de,Female,74,CA,,10188.03,806,FALSE +743,Sheryl Paradise,sparadisekm@elpais.com,,78,TX,5587.54,9052.44,757,FALSE +744,Kelvin Skettles,kskettleskn@opera.com,Female,76,NY,4598.6,3666.55,801,FALSE +745,Loraine Staner,lstanerko@constantcontact.com,,,CA,8802.18,8233.12,743,TRUE +746,Spenser Osburn,sosburnkp@sbwire.com,Male,15,TX,3382.57,14066.54,698,TRUE +747,Ezra Fulks,efulkskq@scientificamerican.com,Male,6,TX,8565.05,2013.62,826,FALSE +748,Sandy Duval,sduvalkr@blogger.com,Female,99,CA,4453.99,,560,FALSE +749,Idaline Ayling,,Male,102,TX,9353.31,19121.24,,TRUE +750,Veronike Casali,vcasalikt@tripod.com,Male,112,TX,7659.83,7214.36,740,TRUE +751,Marieann Gladyer,mgladyerku@php.net,Female,61,TX,7051.88,1854.52,688,TRUE +752,Hughie Lyles,hlyleskv@flavors.me,Female,35,,847.11,10066.83,708,FALSE +753,Darlene Denisevich,ddenisevichkw@vinaora.com,Male,,TX,7684.77,17956.8,631,FALSE +754,Annette Nelle,,Male,,FL,7761.14,19170.88,690,TRUE +755,Brnaba Middas,,Female,0,NY,2713.19,15731.67,594,FALSE +756,Bonnie Gallimore,bgallimorekz@1688.com,Male,87,FL,8444.55,,684,TRUE +757,Darbee Aymeric,daymericl0@multiply.com,Male,113,FL,4387.18,16564.81,616,FALSE +758,Judye Adamowitz,,,96,TX,6233.87,10520.05,748,FALSE +759,Davide Sylvaine,dsylvainel2@smh.com.au,Male,22,CA,116.55,6341.44,592,TRUE +760,Raviv Hardeman,rhardemanl3@parallels.com,Male,89,TX,4484.36,15127.01,568,TRUE +761,Letta Pinnell,lpinnelll4@slate.com,,91,CA,5515.63,11214.45,694,TRUE +762,Sunny Amthor,samthorl5@chronoengine.com,Male,68,CA,3849.05,9437.93,813,FALSE +763,Reid Clemmen,,Female,39,CA,172.19,3832.38,602,TRUE +764,Taddeo Hayller,thayllerl7@rakuten.co.jp,Male,13,FL,4309.8,18764.96,620,TRUE +765,Calypso Menhci,cmenhcil8@upenn.edu,Female,52,TX,655.2,13423.88,759,TRUE +766,Logan Vannoort,lvannoortl9@photobucket.com,Male,82,FL,8864.34,5528.74,752,TRUE +767,Kali Feary,,Female,4,FL,9972.65,11114.35,716,FALSE +768,Baily Denning,,Male,76,CA,6517.61,16156.01,669,TRUE +769,Maximilianus Pindar,mpindarlc@cdbaby.com,Female,8,TX,6644.09,1028.29,554,FALSE +770,Marna Oguz,,,33,NY,5100.96,,622,FALSE +771,Rockey McGinnell,,Male,56,FL,9427.31,,715,FALSE +772,Gil Agnolo,gagnololf@sfgate.com,Male,101,,3615.13,,756,TRUE +773,Hephzibah Gilphillan,hgilphillanlg@tripod.com,Female,19,FL,3037.24,4964.11,552,TRUE +774,Coletta Crowson,ccrowsonlh@last.fm,Female,5,TX,2344.35,7901.84,714,FALSE +775,Rosetta Merwood,rmerwoodli@chronoengine.com,Female,101,NY,4432.87,1130.1,721,FALSE +776,D'arcy Sturton,dsturtonlj@last.fm,Female,,TX,3097.36,8694.71,802,FALSE +777,Alvera Weber,aweberlk@exblog.jp,Male,107,FL,4009.99,13811.76,788,TRUE +778,Sim Oxlee,soxleell@youtu.be,Female,47,FL,734.85,17331.35,735,TRUE +779,Ivett Corley,icorleylm@wufoo.com,Female,106,TX,2346.69,133.45,776,FALSE +780,Dalis Blackmore,,Male,6,CA,4581.53,6320.98,805,TRUE +781,Nichol Shuttell,nshuttelllo@epa.gov,Female,,TX,8973.59,4636.71,759,FALSE +782,Ursola Ivison,,Female,66,TX,8474.77,1409.63,714,FALSE +783,Lawton Birkwood,,Female,101,TX,2871.37,15441.65,778,FALSE +784,Birdie Neem,bneemlr@pcworld.com,Male,6,TX,8336.91,13483.48,652,FALSE +785,Danielle Jacques,djacquesls@nature.com,Male,42,FL,479.24,13676.77,,FALSE +,Lydie Stredwick,lstredwicklt@rambler.ru,Female,111,FL,944.73,17412.5,768,TRUE +787,Lothaire Tadlow,ltadlowlu@icq.com,Female,60,CA,6450.68,3266.71,661,TRUE +788,Letisha Steffens,lsteffenslv@sciencedaily.com,Male,63,TX,6831.64,15563.82,558,TRUE +789,Ann Urvoy,aurvoylw@sciencedirect.com,Female,31,TX,9901.18,17526.2,648,TRUE +790,Pete Burnitt,,Male,36,FL,9456.28,19802.37,719,TRUE +791,Orazio Pharrow,opharrowly@quantcast.com,Female,95,TX,,14477.65,584,TRUE +792,Godfrey De Witt,gdelz@arizona.edu,Male,28,TX,1674.42,1218.39,760,TRUE +793,Codi De Vile,cdem0@mayoclinic.com,Male,11,,725.98,796.19,763,FALSE +794,Allegra Mealing,amealingm1@hugedomains.com,Male,76,CA,4560.48,8421.25,607,FALSE +795,Trstram Quogan,tquoganm2@chronoengine.com,Female,65,TX,7392.48,13586.5,685,TRUE +796,Brooke Yockney,,,27,NY,5493.4,14607.74,729,TRUE +797,Boris Townby,btownbym4@fda.gov,Female,59,FL,6456.65,19709.93,599,TRUE +798,Gan Vignal,gvignalm5@soup.io,Male,57,TX,3882.48,,803,FALSE +799,Cullan Gresley,cgresleym6@nymag.com,Male,100,NY,,7779.34,583,FALSE +800,Lancelot LaBastida,llabastidam7@china.com.cn,Male,51,TX,2777.34,,673,FALSE +801,Gerhardine Rykert,grykertm8@vkontakte.ru,Female,32,CA,216.73,374.29,587,TRUE +802,Rozanne Pennrington,,Female,116,CA,61.76,12295.42,674,FALSE +803,Geraldine Hounsham,ghounshamma@cbc.ca,,5,TX,4287.47,248.02,822,TRUE +804,Levin Flaonier,lflaoniermb@taobao.com,Female,68,CA,9319.98,15285.34,612,FALSE +805,Tamarah Portt,,Male,63,TX,8932.28,,643,FALSE +806,Duky MacDonald,dmacdonaldmd@ow.ly,Male,97,NY,5200.1,5375.12,702,TRUE +807,Belia Kubas,,Female,50,TX,5723.13,11931.13,617,FALSE +808,Lisetta Ferrier,lferriermf@unesco.org,Male,,FL,1351.83,1392.74,750,TRUE +809,Garret Phoebe,gphoebemg@elpais.com,,21,TX,673.79,13151.09,725,FALSE +810,Marlo Welsby,mwelsbymh@cbsnews.com,Female,69,FL,1007.14,8607.82,740,TRUE +811,Gay Fridd,gfriddmi@networksolutions.com,Male,36,NY,367.6,16341.57,580,FALSE +812,Salomone Partkya,spartkyamj@xrea.com,Female,,NY,7710.98,15902.15,725,FALSE +813,Benetta Arents,barentsmk@istockphoto.com,Male,37,FL,1810.35,10443.33,563,FALSE +814,Peterus Waterland,pwaterlandml@macromedia.com,Male,8,TX,608.85,14478.22,714,FALSE +815,Donetta Really,dreallymm@google.co.jp,Female,118,CA,,4993.8,714,FALSE +816,Bryanty Wiersma,bwiersmamn@state.gov,Female,92,FL,2698.32,841.85,571,FALSE +817,Patrick Magrannell,pmagrannellmo@salon.com,Male,53,CA,3589.71,5951.59,631,TRUE +818,Ramsey Hastler,rhastlermp@about.com,,12,CA,8072.94,6605.41,829,FALSE +819,Lotty Heikkinen,lheikkinenmq@php.net,Female,19,CA,899.59,11353.95,,TRUE +820,Lizzie Quilligan,lquilliganmr@miibeian.gov.cn,Male,105,TX,5005.68,16818.66,733,FALSE +821,Saxe McCorkell,smccorkellms@pbs.org,Female,112,TX,7248.33,7427.15,789,TRUE +822,Ahmad McAsgill,amcasgillmt@ovh.net,Female,5,FL,211.86,5378.73,650,FALSE +823,Toby Sahnow,tsahnowmu@ox.ac.uk,Female,60,TX,2949.8,,823,TRUE +824,Krishna Trubshaw,,Male,,CA,6353.36,6860.33,723,TRUE +825,Jeth Vernazza,jvernazzamw@nytimes.com,Male,113,CA,1780.91,13528.84,704,FALSE +826,Ximenez Burfoot,xburfootmx@dell.com,Male,,TX,3965.03,10368.75,697,FALSE +827,Caitrin Giovanazzi,cgiovanazzimy@sun.com,Male,120,NY,964.92,18453.91,737,FALSE +828,Elfrieda Brims,ebrimsmz@timesonline.co.uk,Male,26,CA,83.33,19272.31,629,TRUE +829,Renate Crake,rcraken0@bluehost.com,Female,118,CA,1655.94,18990.69,658,FALSE +830,Doyle Badrick,dbadrickn1@illinois.edu,Male,120,FL,3686.01,9455.87,816,FALSE +831,Lanie Dupree,ldupreen2@ca.gov,Male,111,FL,9085.2,1234.73,697,FALSE +832,Herb Kindon,hkindonn3@list-manage.com,Male,51,TX,7415.32,7749.03,608,FALSE +833,Hillary Woolcocks,hwoolcocksn4@deviantart.com,Female,48,CA,9373.82,,780,FALSE +834,Cecily Noyes,cnoyesn5@va.gov,Female,21,,2382.37,18576.59,581,TRUE +835,Michaelina Kares,mkaresn6@livejournal.com,Female,45,NY,3508.49,18506.45,,TRUE +836,Jilli Wabb,jwabbn7@google.de,,42,CA,8464.04,9569.92,630,TRUE +837,Brigit Kiehnlt,bkiehnltn8@cnn.com,Female,38,TX,9883.3,11913,769,TRUE +838,Murdock Streater,mstreatern9@zdnet.com,Female,11,CA,3166.22,,682,FALSE +839,Gradey Fairy,gfairyna@bluehost.com,,6,CA,9917.01,4617.69,644,TRUE +840,Charla Johnsson,cjohnssonnb@addthis.com,Female,17,TX,9782.93,,786,TRUE +841,Davis Schirok,,Male,63,FL,8398.98,,777,TRUE +842,Philly Sommerville,,Female,,CA,2045.18,15081.23,809,FALSE +843,Samuele Bowell,sbowellne@reuters.com,Female,56,FL,2863.93,1814.35,560,TRUE +844,Bettina Dovidian,bdovidiannf@soundcloud.com,Female,8,FL,3045.55,4304.09,801,TRUE +845,Leola Benion,lbenionng@irs.gov,Male,32,FL,6989.16,15930.24,748,FALSE +846,Trev Nockalls,tnockallsnh@telegraph.co.uk,Male,79,TX,8410.56,,557,TRUE +847,Dido Cordey,,Male,78,CA,5486.25,3831.57,773,TRUE +848,Hilda Faulkes,hfaulkesnj@alibaba.com,Female,51,TX,5488.3,16818.71,552,FALSE +849,Daren Siveyer,dsiveyernk@about.me,Male,109,TX,2221.33,16283.58,612,TRUE +850,Levey Orrow,lorrownl@sciencedirect.com,Male,42,FL,2045.9,13602.72,803,TRUE +851,Leonore Dundon,ldundonnm@noaa.gov,Female,74,FL,4457.55,291.2,679,FALSE +852,Elfrida McKennan,,Female,109,CA,4955.9,,631,FALSE +853,Lesli Deverille,ldeverilleno@spotify.com,Female,114,NY,3352.78,7164.25,785,FALSE +854,Johnny Carle,jcarlenp@soup.io,Male,25,TX,651.01,6172.73,551,FALSE +855,Fleming Pendre,fpendrenq@com.com,Female,44,FL,5482.84,1420.58,756,FALSE +856,Rudd Darragon,rdarragonnr@seattletimes.com,Female,64,CA,1767.33,6768.74,594,FALSE +857,Sigfrid Pitrelli,spitrellins@hc360.com,Female,62,CA,924.04,14772.83,785,TRUE +858,Alexandr Bengall,abengallnt@livejournal.com,Female,18,TX,5014.99,5948.45,672,TRUE +859,Valaria Dummett,vdummettnu@stanford.edu,Male,67,CA,6918.91,16405.13,,TRUE +860,Nelli Drescher,ndreschernv@patch.com,Female,47,CA,6972.4,726.99,742,TRUE +861,Frasco Swepson,fswepsonnw@pen.io,Female,73,FL,5265.05,12977.82,827,TRUE +862,Aaren Fullom,afullomnx@hostgator.com,Female,72,CA,623.09,2225.46,728,FALSE +863,Lonnard Hulles,lhullesny@xinhuanet.com,Female,113,FL,1663.91,271.62,561,TRUE +864,Sherri Kershow,skershownz@soundcloud.com,Male,76,,4267.43,12646.23,711,FALSE +865,Rossy Bannerman,,Female,38,FL,1926.84,8339.31,634,TRUE +866,Laney Gookey,lgookeyo1@hao123.com,Male,62,CA,479.33,14790.55,604,FALSE +867,Maxie Filipowicz,mfilipowiczo2@vkontakte.ru,Female,72,TX,7073.16,6563.47,808,FALSE +868,Inness Frosch,ifroscho3@google.ca,Female,92,CA,3474.45,463.86,603,FALSE +869,Gawen Sturley,gsturleyo4@joomla.org,Female,39,,2779.05,207.92,710,TRUE +870,Norton Messingham,nmessinghamo5@msu.edu,Male,60,TX,2143.07,16059.39,607,TRUE +871,Augustina McDonough,amcdonougho6@slate.com,Male,92,CA,6867.93,3542.42,,TRUE +872,Lexine Pattle,lpattleo7@telegraph.co.uk,Male,78,CA,9521.55,4303.44,567,FALSE +873,Torey Rodriguez,trodriguezo8@yellowbook.com,Male,64,NY,8783.72,12094.04,618,FALSE +874,Sarajane Cardello,scardelloo9@eventbrite.com,Female,,FL,5168.48,19435.83,797,TRUE +875,Ernestine McSkeagan,emcskeaganoa@yandex.ru,Male,23,CA,7790.29,2899.66,825,TRUE +876,Isadora Kippins,ikippinsob@nsw.gov.au,,31,CA,6513.75,5887.59,616,TRUE +877,Babette Fido,bfidooc@canalblog.com,Male,22,CA,3249.08,17131.26,551,FALSE +878,Bunny Capeling,bcapelingod@newyorker.com,Male,96,TX,9371.3,16335.17,,TRUE +879,Ambrosi Meineking,ameinekingoe@oracle.com,Female,63,CA,3664.83,2712.21,767,TRUE +880,Glenine Gouch,ggouchof@icio.us,Female,79,NY,9551.13,18902.04,789,FALSE +881,Kaiser Aylen,kaylenog@usda.gov,Female,80,FL,442.2,4153.36,798,TRUE +882,Clemmy Burcher,,Female,13,TX,3940.31,12666.3,664,TRUE +883,Freida Merton,fmertonoi@java.com,Male,107,FL,9992.01,17123.82,737,FALSE +884,Laurella Mozzi,lmozzioj@nifty.com,Male,14,CA,3426.92,,797,FALSE +885,Martie Sydenham,msydenhamok@4shared.com,Male,117,TX,8620.82,627.97,772,TRUE +886,Beale Bompas,,Female,12,TX,1903.1,9046.46,690,TRUE +887,Fraze Giacopetti,fgiacopettiom@webeden.co.uk,Male,,FL,3034.96,19142.36,604,FALSE +888,Hogan Glowach,hglowachon@spotify.com,Female,108,TX,1388.97,5300.21,786,TRUE +889,Adolf Rushmer,,Female,,FL,8651.19,4753.81,679,TRUE +890,Zackariah Thacker,zthackerop@hexun.com,Female,38,TX,7987.6,10950.26,688,FALSE +891,Noll Bilofsky,nbilofskyoq@mtv.com,Male,111,FL,309.3,15014.9,589,FALSE +892,Roxie Monro,rmonroor@kickstarter.com,Male,81,FL,7427.13,13382.94,775,TRUE +893,Bill Bennetts,bbennettsos@diigo.com,Male,47,CA,7537.53,,578,FALSE +894,Merwyn Devinn,,Female,29,FL,4245.03,,650,FALSE +895,Leontine Pasek,lpasekou@bloglines.com,Male,85,TX,5907.76,6910.14,,FALSE +896,Ceciley Barfield,cbarfieldov@smugmug.com,Female,,FL,6665.27,18050.56,605,FALSE +897,Tim Kingswood,tkingswoodow@twitter.com,Male,16,FL,3150.92,14662.33,,TRUE +898,Bronny Kobelt,bkobeltox@washington.edu,Male,34,FL,6124.52,2106,577,FALSE +899,Red Sammars,rsammarsoy@cocolog-nifty.com,Male,82,NY,5998.89,18509.85,753,TRUE +900,Irina Crosser,icrosseroz@ehow.com,Male,62,TX,623.94,16864.35,589,FALSE +901,Alwyn Burnsall,aburnsallp0@answers.com,Female,92,,5221.69,2312.21,,TRUE +902,Tasia Ingry,tingryp1@diigo.com,,32,TX,8615.39,13727.08,726,FALSE +903,Suki Durkin,sdurkinp2@goo.gl,Female,,NY,5996.13,17051.68,653,TRUE +904,Sharity Boome,sboomep3@prlog.org,Male,48,TX,5199.58,8642.53,759,TRUE +905,Cameron Keith,ckeithp4@wp.com,Male,93,NY,9190.54,15397.98,697,TRUE +906,Freeland McCathie,fmccathiep5@nbcnews.com,Male,68,TX,1862.73,19703.94,648,TRUE +907,Marys Owenson,,Female,12,CA,3889.64,7825.37,743,TRUE +908,Dun Cocozza,dcocozzap7@alibaba.com,,77,FL,,6389.41,570,FALSE +909,Marlee Arnolds,marnoldsp8@pcworld.com,Female,101,TX,7339.55,14824.25,668,FALSE +910,Elvira Longbone,elongbonep9@npr.org,,60,CA,7007.78,6845.29,778,TRUE +911,Ailina Espino,aespinopa@omniture.com,Male,57,FL,1624.91,19667.92,578,FALSE +912,Alexander Carlsen,acarlsenpb@sohu.com,Female,119,CA,1543.77,9265.82,611,TRUE +913,Jobyna Jindacek,jjindacekpc@hostgator.com,Female,28,FL,9155.67,7344.09,662,TRUE +914,Tomasine Winton,twintonpd@cargocollective.com,,52,TX,4894.23,1316.04,624,TRUE +915,Ruthy Hickin,rhickinpe@opera.com,Female,93,FL,3277.62,14403.71,,TRUE +916,Melvyn Androsik,mandrosikpf@blog.com,Female,105,CA,9949.32,6854.72,732,FALSE +917,Liuka McDowell,lmcdowellpg@fotki.com,Female,37,NY,419.18,16206.53,,FALSE +918,Cyrille Mennear,cmennearph@livejournal.com,Female,102,NY,5546.75,3862.02,705,TRUE +919,Kimberley Banck,kbanckpi@vinaora.com,Male,104,FL,713.29,11352.79,675,FALSE +920,Christan Lummus,clummuspj@imageshack.us,,58,CA,2658.73,5031.15,717,TRUE +921,Kathye Floyd,kfloydpk@wordpress.org,Male,65,TX,3994.49,6168.5,769,FALSE +922,Benton Vannuccini,,Female,63,,3805.12,15243.75,584,FALSE +923,Ethelbert Lembke,elembkepm@themeforest.net,Female,0,FL,8611.94,5983.85,763,FALSE +924,Xenos Di Baudi,xdipn@360.cn,Female,75,TX,7938.25,13419.31,740,FALSE +925,Judon Ince,jincepo@mozilla.org,Female,57,CA,2870.69,7013.91,,TRUE +926,Jerrylee Screach,jscreachpp@amazon.com,Male,109,NY,9089.71,5103.68,696,FALSE +927,Agnesse Alfwy,aalfwypq@topsy.com,Female,,TX,1238.09,16616.64,697,FALSE +928,Kristal Hanstock,khanstockpr@dailymotion.com,Female,83,FL,3460.16,2823.92,632,FALSE +929,Cymbre Lawrinson,clawrinsonps@chron.com,Male,47,FL,9734.57,18379.37,558,TRUE +930,Mace Laugier,mlaugierpt@geocities.jp,Male,78,NY,8915.23,12623.36,653,FALSE +931,Kissie Ensor,,Female,,CA,766.93,4228.15,648,FALSE +932,Felice Yukhtin,fyukhtinpv@webs.com,Female,43,TX,5659.66,9222.51,551,TRUE +933,Gabriel McIlvoray,gmcilvoraypw@seattletimes.com,Male,104,TX,4244.14,5433.73,645,TRUE +934,Raimund Danzelman,rdanzelmanpx@gov.uk,Female,11,TX,5261.08,8453.2,746,FALSE +935,Alistair Blackborn,,Female,,,4395.08,8760.25,583,TRUE +936,Minette Bernardini,,Male,3,CA,3740.02,5947.46,717,TRUE +937,Elfrida Dayne,edayneq0@yahoo.co.jp,Female,41,FL,9700.29,11840.51,595,TRUE +938,Luther Glenister,lglenisterq1@edublogs.org,Female,1,CA,1837.81,8078.65,,TRUE +939,Garnette MacGruer,gmacgruerq2@jigsy.com,Male,27,CA,9058.77,4851.8,588,FALSE +940,John Donnison,jdonnisonq3@fc2.com,,65,TX,5601.81,9418.45,821,TRUE +941,Vladamir Beales,vbealesq4@addthis.com,Male,42,,1473.28,6538.01,693,FALSE +942,Ailene Szymanzyk,aszymanzykq5@theglobeandmail.com,Female,46,TX,1629.43,1415.11,563,FALSE +943,Benn Abeles,babelesq6@dmoz.org,Female,5,FL,8661.42,3329.2,764,FALSE +944,Oralie O'Neal,,Female,79,TX,8135.58,1331.07,797,FALSE +945,Jose Ambrus,,Female,2,CA,1869.96,2334.43,786,FALSE +946,Tye Gidley,tgidleyq9@cdc.gov,Female,65,NY,9438.6,16186.1,790,FALSE +947,Husein Diggens,hdiggensqa@shop-pro.jp,Female,,TX,4994.13,,558,TRUE +948,Kareem McClintock,kmcclintockqb@wix.com,,88,CA,9308.09,12177.22,,TRUE +949,Connor Gerardet,cgerardetqc@toplist.cz,Female,99,CA,3299.82,6239.96,600,FALSE +950,Brodie Lawly,blawlyqd@cafepress.com,Female,35,FL,3923.58,10156.18,745,TRUE +951,Skipton Mulrean,,Female,114,NY,7665.65,9885.57,,TRUE +952,Mari Cordner,mcordnerqf@economist.com,Male,36,NY,80.81,3778.14,788,TRUE +953,Urson Gerry,ugerryqg@google.cn,Male,61,NY,1998.48,13152.22,748,FALSE +954,Franz McInally,fmcinallyqh@slate.com,Male,65,CA,3036.83,2658.09,623,TRUE +955,Krissie Stollard,kstollardqi@wix.com,Female,112,CA,6193.46,16286.19,590,FALSE +956,Goldarina Amiss,gamissqj@163.com,Female,,CA,7428.87,1284.55,695,FALSE +957,Jen McGeoch,jmcgeochqk@geocities.com,Female,72,CA,7381.54,8476.88,750,FALSE +958,Helaine Arens,harensql@psu.edu,Male,94,NY,2172.71,15325.28,742,FALSE +959,Isak Baudinet,,Male,118,TX,,17024.1,814,FALSE +960,Auberon Guerreiro,aguerreiroqn@google.cn,Female,,CA,9500.62,14589.38,814,FALSE +961,Bevin Spensly,bspenslyqo@tuttocitta.it,Male,75,CA,7474.05,,653,FALSE +962,Robb Fowlestone,rfowlestoneqp@elegantthemes.com,Male,97,NY,4670.52,8101.66,813,FALSE +963,Opalina Aymes,,Female,83,TX,639.22,8315.02,818,FALSE +964,Cecilius Swithenby,cswithenbyqr@cloudflare.com,Female,80,NY,8041.63,7131.43,614,FALSE +965,Toby Malcolm,tmalcolmqs@answers.com,Female,63,NY,4675.24,13879.09,720,TRUE +966,Rusty Adamovitz,radamovitzqt@wp.com,Female,107,TX,,3104.37,653,FALSE +967,Albina Sarra,asarraqu@webnode.com,Male,46,CA,5380.62,12388.26,561,TRUE +968,Alleen Skpsey,askpseyqv@infoseek.co.jp,Male,2,TX,2709.65,,791,TRUE +969,Marielle Coddrington,mcoddringtonqw@1688.com,Female,3,CA,4350.56,4955.52,,FALSE +970,Derril Rego,dregoqx@ihg.com,Female,,TX,1427.95,,665,TRUE +971,Barbaraanne Flitcroft,bflitcroftqy@marriott.com,Male,62,CA,7778.02,9967.24,632,TRUE +972,Jeannette Dunning,jdunningqz@fema.gov,,96,NY,6413.31,17397.09,703,TRUE +,Silvia Rosoni,srosonir0@unc.edu,Male,5,FL,2731.71,6153.71,695,FALSE +974,Charo Falcus,cfalcusr1@altervista.org,Male,108,FL,7713.7,7815.22,756,FALSE +975,Niel Oultram,noultramr2@yellowpages.com,Male,104,TX,109.46,17161.02,795,TRUE +976,Elsinore Florentine,eflorentiner3@delicious.com,Male,4,TX,5631.89,1621.84,663,FALSE +977,Edgard Gilbody,egilbodyr4@dedecms.com,Male,100,CA,260.15,3051.48,633,FALSE +978,Gilles Creenan,gcreenanr5@naver.com,Male,104,FL,7252.68,2804.18,707,FALSE +979,Rea Rainsbury,rrainsburyr6@sphinn.com,Female,95,CA,6855.59,15355.99,718,TRUE +980,Chaunce Vlasyev,cvlasyevr7@mysql.com,Female,55,NY,9173.88,4699.26,748,TRUE +981,Matias Behrens,mbehrensr8@goodreads.com,Male,21,TX,3028.56,16154.42,571,FALSE +982,Alaster Curphey,acurpheyr9@liveinternet.ru,Male,,NY,8491.04,6625.25,592,FALSE +983,Silvain Taunton.,stauntonra@google.ru,Female,104,CA,8302.75,,,TRUE +984,Arielle Aggis,aaggisrb@time.com,Female,114,TX,4144.43,4328.39,555,FALSE +985,Zeke Acum,zacumrc@icio.us,Female,111,FL,3858.68,14449.69,649,TRUE +986,Rosaleen Vowden,rvowdenrd@geocities.jp,Male,103,NY,625.46,12763.95,698,TRUE +987,Lotta Oen,loenre@addtoany.com,Female,87,TX,5968.32,63.24,715,FALSE +988,Amerigo Hadkins,ahadkinsrf@goodreads.com,Female,33,TX,1524.02,14511.27,606,TRUE +989,Urbano Izkovici,uizkovicirg@networkadvertising.org,,,TX,4174.49,,692,TRUE +990,Boony Antoniazzi,bantoniazzirh@w3.org,Male,71,TX,5022.93,2772.32,583,FALSE +991,Land Pamphilon,lpamphilonri@yandex.ru,Male,,FL,52.04,7427.4,672,FALSE +992,Lorette Speirs,lspeirsrj@ted.com,Female,90,CA,,17083.97,624,TRUE +993,Leeland Lewty,llewtyrk@jimdo.com,Female,39,NY,1537.11,11346.58,687,FALSE +994,Sephira Shrawley,sshrawleyrl@joomla.org,Male,96,CA,1519.35,7486.92,,TRUE +995,Allayne Fryman,afrymanrm@ucla.edu,Female,43,NY,4746.33,14921.35,742,FALSE +996,Elihu Fawley,efawleyrn@tumblr.com,,37,NY,9424.85,15674.18,606,FALSE +997,Taylor Trounce,ttrouncero@theglobeandmail.com,Female,61,TX,9613.77,10477.52,,FALSE +998,Demetria Zarb,dzarbrp@netscape.com,Male,82,TX,9463.6,3779.07,672,FALSE +999,Loren Steen,lsteenrq@google.ca,Female,111,FL,765.64,14517.48,646,TRUE +1000,Aridatha Varsey,avarseyrr@rakuten.co.jp,,14,FL,5395.75,,568,FALSE diff --git a/pandas_datapreprocessing_imputation.ipynb b/pandas_datapreprocessing_imputation.ipynb new file mode 100644 index 0000000..5cf295b --- /dev/null +++ b/pandas_datapreprocessing_imputation.ipynb @@ -0,0 +1,308 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Null values by variable:\n", + "------------------------\n" + ] + }, + { + "data": { + "text/plain": [ + "customer_id 18\n", + "name 0\n", + "email 158\n", + "sex 111\n", + "age 113\n", + "state 40\n", + "cheq_balance 23\n", + "savings_balance 96\n", + "credit_score 78\n", + "special_offer 0\n", + "dtype: int64" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "# Importing the dataset\n", + "dataset_filename = '/Users/ERexhepa/Downloads/mock_bank_data_original.csv'\n", + "df = pd.read_csv(dataset_filename)\n", + "\n", + "# Summarize missing values\n", + "print 'Null values by variable:'\n", + "print '------------------------'\n", + "df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Null values by variable:\n", + "------------------------\n" + ] + }, + { + "data": { + "text/plain": [ + "customer_id 18\n", + "name 0\n", + "email 158\n", + "sex 111\n", + "age 113\n", + "state 40\n", + "cheq_balance 23\n", + "savings_balance 96\n", + "credit_score 78\n", + "special_offer 0\n", + "dtype: int64" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "# Importing the dataset\n", + "dataset_filename = '/Users/ERexhepa/Downloads/mock_bank_data_original.csv'\n", + "df = pd.read_csv(dataset_filename)\n", + "\n", + "# Summarize missing values\n", + "print 'Null values by variable:'\n", + "print '------------------------'\n", + "df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "# Load the dataset\n", + "df = pd.read_csv('/Users/ERexhepa/Downloads/mock_bank_data_original.csv')\n", + "\n", + "####################\n", + "### Drop columns ###\n", + "####################\n", + "\n", + "# Drop all rows with NaN in state column\n", + "df = df[pd.notnull(df['state'])]\n", + "\n", + "##################################\n", + "### Replace with column median ###\n", + "##################################\n", + "\n", + "# Replace credit_score NaN with median credit_score\n", + "df['credit_score'] = df['credit_score'].fillna(df['credit_score'].median())\n", + "\n", + "################################\n", + "### Drop unnecessary columns ###\n", + "################################\n", + "\n", + "# Remove custoemr_id, name, and email columns\n", + "for col in ['customer_id', 'name', 'email']:\n", + " df = df.drop(col, axis=1)\n", + "\n", + "################################\n", + "### Save new dataset to file ###\n", + "################################\n", + "\n", + "# Output modified dataset to CSV\n", + "df.to_csv('mock_bank_data_original_PART1.csv', index=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overall cheq_balance mean: 4938.91\n", + "Overall savings_balance mean: 9603.64\n" + ] + } + ], + "source": [ + "print 'Overall cheq_balance mean:', df['cheq_balance'].mean().round(2)\n", + "print 'Overall savings_balance mean:', df['savings_balance'].mean().round(2)\n", + "\n", + "#Overall cheq_balance mean: 4938.91\n", + "#Overall savings_balance mean: 9603.64" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cheq_balance mean by state:\n", + "---------------------------\n" + ] + } + ], + "source": [ + "print 'cheq_balance mean by state:'\n", + "print '---------------------------'\n", + "#print df.groupby(['state']).mean().groupby('state')['cheq_balance'].mean().round(2)\n", + "\n", + "#cheq_balance mean by state:\n", + "#---------------------------\n", + "#state\n", + "#CA 4637.23\n", + "#FL 4993.99\n", + "#NY 4932.80\n", + "#TX 5175.78\n", + "#Name: cheq_balance, dtype: float64" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "savings_balance mean by state:\n", + "------------------------------\n" + ] + } + ], + "source": [ + "print 'savings_balance mean by state:'\n", + "print '------------------------------'\n", + "#print df.groupby(['state']).mean().groupby('state')['savings_balance'].mean().round(2)\n", + "\n", + "#savings_balance mean by state:\n", + "#------------------------------\n", + "#state\n", + "#CA 9174.56\n", + "#FL 9590.59\n", + "#NY 10443.61\n", + "#TX 9611.70\n", + "#Name: savings_balance, dtype: float64" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Replace cheq_balance NaN with mean cheq_balance of same state\n", + "df['cheq_balance'] = df.groupby('state').cheq_balance.transform(lambda x: x.fillna(x.mean()))\n", + "df.cheq_balance = df.cheq_balance.round(2)\n", + "\n", + "# Replace savings_balance NaN with mean savings_balance of same state\n", + "df['savings_balance'] = df.groupby('state').savings_balance.transform(lambda x: x.fillna(x.mean()))\n", + "df.savings_balance = df.savings_balance.round(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Output modified dataset to CSV\n", + "df.to_csv('mock_bank_data_original_PART2.csv', index=False)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.12" + }, + "toc": { + "colors": { + "hover_highlight": "#DAA520", + "navigate_num": "#000000", + "navigate_text": "#333333", + "running_highlight": "#FF0000", + "selected_highlight": "#FFD700", + "sidebar_border": "#EEEEEE", + "wrapper_background": "#FFFFFF" + }, + "moveMenuLeft": true, + "nav_menu": { + "height": "12px", + "width": "252px" + }, + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 4, + "toc_cell": false, + "toc_section_display": "block", + "toc_window_display": false, + "widenNotebook": false + } + }, + "nbformat": 4, + "nbformat_minor": 1 +}