Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.08475407912016242 -0.37381610863128256 age -0.8693716357699468 0.039063890296931136 workclass=Private -0.7487409792790756 -0.11647490167041519 workclass=Self-emp-not-inc 0.1476855223104252 -0.12308133140365518 workclass=Self-emp-inc 0.017924845425001834 0.6276152390653233 workclass=Federal-gov 0.21335570011673965 -0.6252613647934631 workclass=Local-gov -0.8903874407829802 0.013186084335260695 workclass=State-gov 0.019319595082388563 0.13872409761160487 workclass=Without-pay 0.22217174741491208 -0.8056759529503896 workclass=Never-worked -0.05539310796348107 0.6861189046641263 fnlwgt -0.20287289831620114 -0.8309762945622641 education=Bachelors 0.7608983168350589 -0.8899470030746093 education=Some-college 0.655361811993634 -0.700793245692682 education=11th 0.7871009199142753 0.7454361796915039 education=HS-grad -0.31898354548107477 -0.15678288839900412 education=Prof-school 0.4515075054340576 -0.26633654840343235 education=Assoc-acdm 0.46364077427210093 -0.5813785007783836 education=Assoc-voc 0.59180619314094 -0.3537106591838033 education=9th -0.21893192110452042 0.17948473260896192 education=7th-8th -0.04470498955135693 -0.6584307365965476 education=12th 0.20899473166072235 -0.15076899471348026 education=Masters 0.240202689643928 -0.4426967492811351 education=1st-4th 0.07153725577754755 -0.35342816317008796 education=10th 0.974103621047822 0.04695138290201317 education=Doctorate -0.9104354744083196 -0.029641920227645224 education=5th-6th 0.7308666310241858 0.5954790515618924 education=Preschool -0.7764352063030924 -0.29407396378679773 education-num -0.8390268521858169 0.3525328393784224 marital-status=Married-civ-spouse 0.7221564811321648 -0.23936932325536753 marital-status=Divorced 0.41270950249658833 -0.4672017023619137 marital-status=Never-married 0.7467968456167609 0.3536273440463793 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occupation=Priv-house-serv -0.6270179164264484 -0.7290099584490441 occupation=Protective-serv -0.08644295050239803 -0.2552312788079547 occupation=Armed-Forces 0.05474923303225587 0.001285430288428424 relationship=Wife -0.9971074447947832 0.48535464933072014 relationship=Own-child 0.1434133562706117 0.06325773300936044 relationship=Husband -0.43151065642145103 -0.16789399640878688 relationship=Not-in-family 0.2481301199623931 0.11126363153735142 relationship=Other-relative 0.7092062637269563 0.8701759782934544 relationship=Unmarried 0.13999728686158108 -0.10680662111053874 race=White 0.19681518309377077 -0.1304745842811501 race=Asian-Pac-Islander -0.7106471049105256 0.029935858752013544 race=Amer-Indian-Eskimo -0.3452428278257018 0.5183628274341643 race=Other 0.6839960256328057 -0.36061795089232773 race=Black 0.8049302962080931 -0.8530279329782786 sex 0.05479536306739474 -0.16241110941601122 capital-gain -0.19748262382492077 0.2672929600089222 capital-loss 0.03170557129317064 0.9635738949635364 hours-per-week 0.3561183008102684 -0.3652090168032651 native-country=United-States 0.8405592910997279 0.15913217188428175 native-country=Cambodia 0.9221313238837479 0.8728397539152815 native-country=England 0.5873513135440456 -0.19761597609386383 native-country=Puerto-Rico 0.16101902960841574 0.7067451134222891 native-country=Canada -0.7859689837465655 -0.30144624746635285 native-country=Germany 0.28511827750170027 0.849113167110227 native-country=Outlying-US(Guam-USVI-etc) -0.8062251011967685 0.17257770905096015 native-country=India -0.5069104434012592 0.46871738269604246 native-country=Japan -0.09622556440701913 0.9281174171503532 native-country=Greece -0.2012177035258329 0.4632927671123721 native-country=South -0.597049329257 0.22274113636053894 native-country=China 0.9897877995902331 0.03849522546222617 native-country=Cuba 0.6776455334092648 0.3895157279751853 native-country=Iran -0.19540149942766605 0.5600528437169683 native-country=Honduras -0.9790511659514207 0.6848409139380469 native-country=Philippines -0.34783747507049934 -0.4228869319812101 native-country=Italy -0.6046520137855449 0.8786460202238422 native-country=Poland 0.11254775954636376 -0.8110933898096833 native-country=Jamaica 0.802039902952864 -0.2126203982334136 native-country=Vietnam -0.8050152852194012 -0.4851923209908027 native-country=Mexico -0.15452491477591335 0.2876300016569291 native-country=Portugal -0.1239243285938183 0.4941257409427682 native-country=Ireland 0.9342131310275199 0.28755607958631213 native-country=France 0.12651078643661662 -0.7552819463738742 native-country=Dominican-Republic -0.4115870401681141 0.06715102593139322 native-country=Laos 0.6330531408502702 -0.9992812985277086 native-country=Ecuador 0.9134606244216779 -0.4369561291566688 native-country=Taiwan -0.7485804462912706 0.5750408427980922 native-country=Haiti -0.1746921757705333 -0.8508642635819781 native-country=Columbia -0.7536784501754548 0.2912804629324137 native-country=Hungary -0.4532442033905686 0.6747037968734864 native-country=Guatemala 0.29241897679086604 0.4354293662118789 native-country=Nicaragua -0.7003718831797079 0.7342595672718399 native-country=Scotland -0.4268942322987732 0.11735320589339349 native-country=Thailand -0.8462662181477585 0.9697489814565692 native-country=Yugoslavia 0.015470592739271094 0.7260034278919747 native-country=El-Salvador -0.5883202932723757 -0.39928970003705677 native-country=Trinadad&Tobago -0.5242161622401638 0.22526646944259654 native-country=Peru -0.4453410104626605 -0.85941446339672 native-country=Hong -0.3794653433273265 0.7774142234809513 native-country=Holand-Netherlands Hidden Weights: -0.742796377609461 0.6002530912909729 -0.8626561654726679 -0.31224666169707627 >50K <=50K Error sum for iteration 100 = 737.9167501899695 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.1674695522808256 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-0.2581334779585027 education=9th 0.7628344949968072 0.3843196261296567 education=7th-8th 0.8050218051883685 -0.5140359387977385 education=12th 0.04696084407819068 -0.24201502845552864 education=Masters 0.5842411314243091 -0.37333424858780595 education=1st-4th 1.178073867454939 -0.11057126617122444 education=10th -0.4226780184130786 -0.14920970369173686 education=Doctorate -0.5405150477075359 0.10240212619405709 education=5th-6th 0.9059857135131136 0.6424480917826745 education=Preschool -2.342643323716571 -0.4594671407980332 education-num -1.3930780131184122 -0.026619879704298265 marital-status=Married-civ-spouse 1.1266273934798046 -0.15671877125826134 marital-status=Divorced 1.5394282028235515 -0.10549220092597235 marital-status=Never-married 0.636216199654248 0.4540198209169337 marital-status=Separated 0.8277864639707692 -0.16366612433113029 marital-status=Widowed 0.881879150164857 0.6169954922092472 marital-status=Married-spouse-absent 0.43248022105059886 -0.8369761801817314 marital-status=Married-AF-spouse -0.43193959387540426 -1.0460867001424257 occupation=Tech-support -0.08001568953707563 -0.04966182452097712 occupation=Craft-repair 0.5257468342195685 0.612297213458782 occupation=Other-service -0.5500107651458563 1.190227656075589 occupation=Sales -0.9282447980355306 -0.10665660227349899 occupation=Exec-managerial -0.028427001967727593 -0.982292077959815 occupation=Prof-specialty 0.6699901965627654 0.2795801733723143 occupation=Handlers-cleaners 0.6127681083913042 -0.6336691264076837 occupation=Machine-op-inspct 0.19167119821060485 0.6587615436649351 occupation=Adm-clerical 0.8291561018091363 1.3449447376688402 occupation=Farming-fishing 0.1962037971065895 0.4019870429010035 occupation=Transport-moving 0.7463813800011153 -0.7488876632102126 occupation=Priv-house-serv -0.3108590464198453 -0.642964763415319 occupation=Protective-serv 0.06361068299174297 -0.21633992477997058 occupation=Armed-Forces -0.6020284169480761 0.02980850310852185 relationship=Wife 0.6696136105626834 0.9573277570023347 relationship=Own-child 0.43007612999479844 -0.250671310662228 relationship=Husband 0.037243183880832725 0.3670844024688371 relationship=Not-in-family 0.7509090964138591 0.14795483388201336 relationship=Other-relative 0.4708893477964315 0.6265605979918559 relationship=Unmarried 0.29587584580606174 -0.39100468423264095 race=White 0.41380056314960095 0.05044479932262112 race=Asian-Pac-Islander 0.4412516962726028 0.3311730623481258 race=Amer-Indian-Eskimo 0.2065625988794741 0.7370141051347462 race=Other 0.49226264724548596 -0.29936506334002927 race=Black 0.2333710163575261 -1.3518240359375227 sex -0.7776262145983522 -0.3481208571551746 capital-gain -1.5986046957255193 -0.02821385724160532 capital-loss -2.4685577529964653 0.6325129236463385 hours-per-week -0.06643464363920269 -0.5070391873381563 native-country=United-States 0.827511308818617 0.14322619212064802 native-country=Cambodia 1.0390025651990058 0.8935858069673552 native-country=England 0.7652498709672245 -0.14511818856821562 native-country=Puerto-Rico -0.1917356188622206 0.5611036232251656 native-country=Canada -0.35282963831930797 -0.18786340983653083 native-country=Germany 0.4433148561901968 0.8900410406723468 native-country=Outlying-US(Guam-USVI-etc) -0.2241501461142731 0.3648712981383487 native-country=India -0.201804879459122 0.5197779031069166 native-country=Japan 0.06713613724893656 0.9750339410137915 native-country=Greece -0.10326119888272366 0.5367867637187586 native-country=South -0.14728382144970373 0.36295840494867515 native-country=China 1.3431613063405579 0.12230386855156336 native-country=Cuba 0.31798410165899693 0.3119915830437173 native-country=Iran 0.01832051347990732 0.6107553005635883 native-country=Honduras -0.9037969542573694 0.6606663591730007 native-country=Philippines -0.46721275242835064 -0.47896927545591106 native-country=Italy -0.18250805599944334 0.9925179067903072 native-country=Poland -0.013191111748799816 -0.8214284455609437 native-country=Jamaica 0.939386624241346 -0.18226651275592104 native-country=Vietnam 0.6154934807892805 -0.07774305315602485 native-country=Mexico -0.06934954583143799 0.297512667963317 native-country=Portugal -0.10576154632392551 0.4943100160553835 native-country=Ireland 1.0191840569862511 0.31153920633318766 native-country=France 0.22791385619800794 -0.7604193653325736 native-country=Dominican-Republic -0.12562251231268673 0.14839850955346912 native-country=Laos 0.8025516310806577 -0.9563898769139297 native-country=Ecuador 0.7515050845020986 -0.45024141884576885 native-country=Taiwan -0.46339084778957373 0.6613309896670782 native-country=Haiti 0.21348318789140863 -0.7502127622478169 native-country=Columbia -0.6086911587522431 0.32803913134244367 native-country=Hungary -0.3915264374671655 0.7008109152551862 native-country=Guatemala 0.5855660175253087 0.4877101481287339 native-country=Nicaragua -0.5405068062005441 0.7762865270984313 native-country=Scotland -0.21367914248443964 0.18374950396023226 native-country=Thailand -0.6217589377669022 1.0336908941133776 native-country=Yugoslavia 0.2414085691906059 0.7632702465401772 native-country=El-Salvador -0.28466685027634264 -0.33233901299104995 native-country=Trinadad&Tobago -0.3124557077569037 0.28598695190883766 native-country=Peru -0.2949150054162955 -0.8205848708131761 native-country=Hong -0.23447805190415744 0.8141728918910079 native-country=Holand-Netherlands Hidden Weights: -3.5917470449229185 3.6009397849294182 -1.2290031026098143 1.18827243826462 >50K <=50K Error sum for iteration 200 = 739.9355174654843 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.2870769383430705 -1.321201553375775 age -0.1357989553955621 0.7856585214153969 workclass=Private 0.8617423283838502 -0.18216024497079036 workclass=Self-emp-not-inc -0.5700057076113296 -0.08496267576883856 workclass=Self-emp-inc 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relationship=Other-relative 0.4030516093743626 0.3823805988556243 relationship=Unmarried 0.1575137197998736 -0.63872168922714 race=White 0.164731638994056 0.058934106983974235 race=Asian-Pac-Islander 0.8336186984263404 0.4023032788759385 race=Amer-Indian-Eskimo 0.7026611498860565 0.9312339078207894 race=Other 0.2745928120847058 -0.29894152725318307 race=Black 0.2498885678500308 -1.6546867246792185 sex -1.4148213415108952 -0.5227176080107021 capital-gain -2.085026484701515 -0.1201133736678065 capital-loss -3.05179423230661 0.8047882596186325 hours-per-week -0.05113192182139668 -0.6263655828193959 native-country=United-States 0.7518349344642634 0.06563178444465495 native-country=Cambodia 0.9271068607533959 0.8618398339027192 native-country=England 0.7722761203181299 -0.1335398396619813 native-country=Puerto-Rico -0.564355210344347 0.4058059152727977 native-country=Canada -0.2057702412149343 -0.1212451457723549 native-country=Germany 0.47058568682547286 0.8938838716003314 native-country=Outlying-US(Guam-USVI-etc) 0.2585416606263168 0.5123647632993953 native-country=India 0.09351117559457021 0.5566880992880748 native-country=Japan 0.16310488398226863 1.0042316695623876 native-country=Greece -0.18251945551345966 0.5800432655878712 native-country=South 0.11301566842850291 0.47811291564431946 native-country=China 1.4114884103530405 0.15264810220878866 native-country=Cuba -0.2363422877330776 0.2018981142278249 native-country=Iran 0.09120310873038037 0.6208426025724215 native-country=Honduras -0.9747959023557955 0.6053190387036802 native-country=Philippines -0.7201202961784894 -0.5491293987996443 native-country=Italy 0.14499048021339403 1.08274126590745 native-country=Poland -0.3185351201346061 -0.899229102980163 native-country=Jamaica 0.9346712341104482 -0.20347742528280058 native-country=Vietnam 1.003974939795127 0.013936058333922922 native-country=Mexico -0.1344892916025764 0.26302473736846127 native-country=Portugal -0.25349613010834193 0.4470250051877308 native-country=Ireland 0.9514674615951404 0.2946837910159192 native-country=France 0.126023350424887 -0.831907242772306 native-country=Dominican-Republic 0.009269937711722014 0.18756797141535464 native-country=Laos 0.8341058096452099 -0.9495672879262561 native-country=Ecuador 0.40201614364405175 -0.5124566362282976 native-country=Taiwan -0.27912273889499095 0.7324461520437817 native-country=Haiti 0.5335141143481553 -0.6793807521512493 native-country=Columbia -0.5868938766108547 0.3300811204168771 native-country=Hungary -0.4510069110687781 0.6885720966369189 native-country=Guatemala 0.7168256314100988 0.49991894148609567 native-country=Nicaragua -0.49001344006238756 0.7880594507005753 native-country=Scotland -0.07685949634026507 0.23737031643283082 native-country=Thailand -0.4863401681967837 1.0789483578654024 native-country=Yugoslavia 0.28391520443352447 0.7435543479661494 native-country=El-Salvador -0.13269839324198165 -0.2927634675879687 native-country=Trinadad&Tobago -0.19829262325438818 0.33567434733810003 native-country=Peru -0.2727499211754595 -0.8181962587381988 native-country=Hong -0.212680769762787 0.8162148809654113 native-country=Holand-Netherlands Hidden Weights: -3.7906169391437716 3.7906374705644104 -1.55875194856642 1.557543477637115 >50K <=50K Error sum for iteration 300 = 739.687931550627 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.229620474503932 -1.70050456687893 age -0.16946523081077602 0.915009116304017 workclass=Private 0.8989052941233421 -0.37288473479826395 workclass=Self-emp-not-inc -0.5462741922567456 0.04631062741047053 workclass=Self-emp-inc -0.6354642338114483 0.005489919014827688 workclass=Federal-gov 0.5648146087972118 -0.2984745349711581 workclass=Local-gov 0.191532712754972 -0.01682169060149141 workclass=State-gov 0.1932834336658316 0.16914109910950406 workclass=Without-pay 0.39600819977217866 -0.7727427470819961 workclass=Never-worked -0.3323654346847444 0.7112681539108132 fnlwgt 0.19321007705359233 -0.10670544805373362 education=Bachelors 0.8673699449499971 -0.693052612920919 education=Some-college 1.4484908988802947 -0.7843506096758348 education=11th 0.40082219681758186 0.37168682606496867 education=HS-grad -0.6474576001990725 0.003710824595542445 education=Prof-school 0.359097107910924 -0.3926479655114738 education=Assoc-acdm 0.721108591672772 -0.8081390590351736 education=Assoc-voc 1.3222027814839283 -0.4377826257242295 education=9th 0.786572120169752 0.2513558672312438 education=7th-8th 1.4415898427295022 -0.4622171000372848 education=12th 0.0949554695342008 -0.18900824276819964 education=Masters 0.7803192085413454 -0.3769082186317355 education=1st-4th 1.2694174766484578 -0.13434500809486186 education=10th -0.8546761024126358 -0.04033261580150045 education=Doctorate -0.7102809335227894 0.10555235674634585 education=5th-6th 0.9394253982002986 0.6360402151402123 education=Preschool -2.3687068831571008 -0.07076832658814412 education-num -1.6843753426411259 0.1401802915940491 marital-status=Married-civ-spouse 1.2301791894209824 -0.4119822388695886 marital-status=Divorced 1.5079936595982755 -0.4747245741648818 marital-status=Never-married 0.4315358962314602 0.676068561025903 marital-status=Separated 0.8666643176407496 -0.0447941601435263 marital-status=Widowed 1.5107899567457996 0.6236255368941355 marital-status=Married-spouse-absent 0.621289355041127 -0.7842131977358566 marital-status=Married-AF-spouse -0.4190670997383094 -0.9960210676205775 occupation=Tech-support -0.12661504350484426 0.33279639985135645 occupation=Craft-repair 0.5388426897361894 0.22151467866935068 occupation=Other-service -0.6425652056338668 1.483215043884806 occupation=Sales -0.8167324153499721 -0.1454181236282697 occupation=Exec-managerial 0.07912974465343685 -1.0091657948423545 occupation=Prof-specialty 0.5393191585114357 0.21140299418628994 occupation=Handlers-cleaners 0.5478667591069667 -0.5547399310235672 occupation=Machine-op-inspct 0.2355080387762894 0.4947807956532738 occupation=Adm-clerical 1.2070020329801212 1.4104630227821962 occupation=Farming-fishing 0.33087266379751673 0.09336531675139338 occupation=Transport-moving 0.8301647590099817 -0.730268909272821 occupation=Priv-house-serv -0.28253388214294856 -0.6238923750775445 occupation=Protective-serv 0.11952074466040616 -0.2109525417978566 occupation=Armed-Forces -0.7635507935648479 0.6635590880871113 relationship=Wife 0.8477528366512478 0.863356188695155 relationship=Own-child 0.8649982539133887 -0.36612760627733676 relationship=Husband 0.025027484925776097 0.515487892584585 relationship=Not-in-family 0.7690276332241333 -0.08603499798137494 relationship=Other-relative 0.417335789628694 0.23426774310037654 relationship=Unmarried 0.11547708772180978 -0.7923033147160639 race=White -0.10483248313012876 0.04431807694239961 race=Asian-Pac-Islander 0.935260367437053 0.3737810500434828 race=Amer-Indian-Eskimo 1.0934204257197453 1.0826032669194057 race=Other 0.18546704574854056 -0.3298678729975595 race=Black 0.326016501289471 -1.7936362522036717 sex -1.8838166540737433 -0.6723589832197522 capital-gain -2.1959317264179923 -0.1457712005107991 capital-loss -3.240632107346239 1.1468555170782895 hours-per-week -0.04522575481152038 -0.7702736732793846 native-country=United-States 0.6655029736461282 -0.039266689053978045 native-country=Cambodia 0.8191285405791102 0.8272110900273905 native-country=England 0.7109630889458023 -0.13784569999224452 native-country=Puerto-Rico -0.7052360081924272 0.3054484204592262 native-country=Canada -0.18620508106025 -0.0836169591335317 native-country=Germany 0.4799919546169697 0.8875012958731551 native-country=Outlying-US(Guam-USVI-etc) 0.5692398652305158 0.6018624208743621 native-country=India 0.38844679819630173 0.5997565989431299 native-country=Japan 0.2641711391026147 1.0416948684927556 native-country=Greece -0.28051123788453863 0.6266601789696422 native-country=South 0.2722222143558977 0.564271849188219 native-country=China 1.421021996662101 0.1669122105419273 native-country=Cuba -0.6925128776983783 0.10209171427060443 native-country=Iran 0.13451972447083613 0.6091635458046819 native-country=Honduras -1.0372473883997781 0.5513247972874149 native-country=Philippines -0.885221601287768 -0.5879441502720261 native-country=Italy 0.3514769269696881 1.1511283835507606 native-country=Poland -0.5698271001027486 -0.9885430894927001 native-country=Jamaica 0.9056535357418712 -0.2308224341594875 native-country=Vietnam 1.1771317798262444 0.0239913342468937 native-country=Mexico -0.2123323515127601 0.21286433127769908 native-country=Portugal -0.4163507613606543 0.38504841118040445 native-country=Ireland 0.8746217012719867 0.26691382713616063 native-country=France 0.004569397851286466 -0.9190864875196308 native-country=Dominican-Republic 0.11126467656731753 0.21581475073642328 native-country=Laos 0.8499499144271411 -0.9506083253398561 native-country=Ecuador 0.20792309468007555 -0.561171318443188 native-country=Taiwan -0.13152038248809345 0.7992395372181644 native-country=Haiti 0.83465256986739 -0.623173186975793 native-country=Columbia -0.579841997818059 0.3242136688008302 native-country=Hungary -0.5317553741288543 0.6671235771849345 native-country=Guatemala 0.8106936696557877 0.5020737456539108 native-country=Nicaragua -0.45566415474905964 0.7909574272856157 native-country=Scotland 0.04981549247697202 0.29388774392752587 native-country=Thailand -0.36985751164012504 1.1200891029240763 native-country=Yugoslavia 0.30167068084689336 0.7101367013643691 native-country=El-Salvador -0.015653716259325264 -0.2588301177331383 native-country=Trinadad&Tobago -0.10720641475940113 0.3922617698904662 native-country=Peru -0.2660624482272259 -0.8244430535763562 native-country=Hong -0.20562889097001075 0.8103474293493449 native-country=Holand-Netherlands Hidden Weights: -3.871230021047896 3.871220637023212 -1.9235564612802267 1.9235151159586186 >50K <=50K Error sum for iteration 400 = 742.9697209879773 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.1317997325373568 -2.065087594311663 age -0.19449615597545572 0.9743291007882795 workclass=Private 0.9152956799691417 -0.4865124451821044 workclass=Self-emp-not-inc -0.5329694881414465 0.11258337811133896 workclass=Self-emp-inc -0.5915366747145631 -0.18430574340880163 workclass=Federal-gov 0.5522180430915076 -0.14867889262502754 workclass=Local-gov 0.20575521817563258 -0.10654005636944293 workclass=State-gov 0.19655387966409396 0.15934025210630337 workclass=Without-pay 0.39957407374594356 -0.7812463609518427 workclass=Never-worked -0.40327257346958467 0.7288670674587364 fnlwgt 0.14218134335259386 0.02328109703471418 education=Bachelors 0.8556216413876352 -0.6883956629824574 education=Some-college 1.4808605864906113 -0.8182911391385697 education=11th 0.38053271169358266 0.3513927826330843 education=HS-grad -0.6412718754006694 0.05428013695940353 education=Prof-school 0.383184696523984 -0.49158734658462044 education=Assoc-acdm 0.7510622696954524 -1.0023256051951859 education=Assoc-voc 1.273072701330207 -0.5619677388005528 education=9th 0.7675909881645097 0.16322733592189062 education=7th-8th 1.6295933125010928 -0.46115560905029834 education=12th 0.0704764364376798 -0.10302776283044458 education=Masters 0.8489573386424479 -0.3945557411766204 education=1st-4th 1.2579220727059262 -0.1343904748149541 education=10th -0.8757287719570077 0.07641746865451009 education=Doctorate -0.7717566678562862 0.10174386668724826 education=5th-6th 0.9454486701168457 0.6241242433302632 education=Preschool -2.3775080276884752 0.0817959270863199 education-num -1.8131521447852554 0.20206645690979383 marital-status=Married-civ-spouse 1.2569801734920556 -0.46468645121808005 marital-status=Divorced 1.5608998367449258 -0.6745853345313054 marital-status=Never-married 0.35958347211730346 0.7893267342310691 marital-status=Separated 0.8802103121475245 -0.016184894254256777 marital-status=Widowed 1.6162982525898757 0.5297253151871713 marital-status=Married-spouse-absent 0.6767452393374679 -0.7690558157716367 marital-status=Married-AF-spouse -0.41482751147049035 -0.9574744416876866 occupation=Tech-support -0.1910839137038372 0.5650402590504153 occupation=Craft-repair 0.6292859912051175 -0.013027784323958149 occupation=Other-service -0.6934381952021303 1.4938415590060938 occupation=Sales -0.794669781573049 -0.22012814928069038 occupation=Exec-managerial 0.08678852265110305 -0.9818121701976639 occupation=Prof-specialty 0.5469425135595537 0.20318307615786305 occupation=Handlers-cleaners 0.5183023385975208 -0.4982510623509835 occupation=Machine-op-inspct 0.25735568304497564 0.4043973174443227 occupation=Adm-clerical 1.2310731280872635 1.3231023114909655 occupation=Farming-fishing 0.34439797550655604 0.038061743480459764 occupation=Transport-moving 0.866461673797276 -0.7292328628864395 occupation=Priv-house-serv -0.3046187033393785 -0.6220168775808789 occupation=Protective-serv 0.13719245112484757 -0.21568291494238465 occupation=Armed-Forces -0.8383880441687006 0.8579976197563056 relationship=Wife 0.8827042156607484 0.7342376359455334 relationship=Own-child 0.9632450103226099 -0.31163340997793676 relationship=Husband -0.017418217780956716 0.48994578905711217 relationship=Not-in-family 0.8071510907801842 -0.2161822033399736 relationship=Other-relative 0.413219385597319 0.15109228258986188 relationship=Unmarried 0.10468489517147003 -0.8726214129894911 race=White -0.32399117418621165 0.05822396158913381 race=Asian-Pac-Islander 0.9584009979740381 0.30017092218547636 race=Amer-Indian-Eskimo 1.373033762790458 1.1864460676022233 race=Other 0.159020323406273 -0.4042353125033601 race=Black 0.3536881993237807 -1.8373829795959775 sex -2.2614473410987945 -0.80119059570881 capital-gain -2.2111835843496865 -0.17653984015950006 capital-loss -3.371924800607191 1.552360015865426 hours-per-week -0.01793962121289017 -0.8700987262644486 native-country=United-States 0.5577271848565084 -0.16227204621319874 native-country=Cambodia 0.7308886471543314 0.794622301670179 native-country=England 0.6165254711813547 -0.1546329400198893 native-country=Puerto-Rico -0.7474374187420473 0.23690820247619837 native-country=Canada -0.21409725895278617 -0.05032138823957364 native-country=Germany 0.48379644941672695 0.8763978816454394 native-country=Outlying-US(Guam-USVI-etc) 0.7945274265015903 0.6578436214918406 native-country=India 0.6637528937684279 0.6486653901983102 native-country=Japan 0.36130888310216425 1.0900321167952418 native-country=Greece -0.37804802996000164 0.6751081046762445 native-country=South 0.36575014912021864 0.6125847814393216 native-country=China 1.4019431402852973 0.1652250408674465 native-country=Cuba -1.0577773805896933 0.004814381083072805 native-country=Iran 0.16665208782518076 0.5766139839452058 native-country=Honduras -1.0788638544956544 0.5205512335225245 native-country=Philippines -0.9773872864927579 -0.6026312224344887 native-country=Italy 0.47483889261552525 1.2031240946244885 native-country=Poland -0.7593295896154593 -1.0724363494572127 native-country=Jamaica 0.8737538130754158 -0.2559430585185801 native-country=Vietnam 1.23967429638468 -0.027794814974751503 native-country=Mexico -0.28931544960116007 0.15074296423476488 native-country=Portugal -0.5753785927363988 0.3126136133115087 native-country=Ireland 0.8020438997726237 0.2342428723225473 native-country=France -0.11409249039119376 -1.0187871024924087 native-country=Dominican-Republic 0.19484733921212888 0.2395139933105797 native-country=Laos 0.8620404485165484 -0.9543182012181961 native-country=Ecuador 0.12434998066698742 -0.5933486554692082 native-country=Taiwan -0.008869967018594195 0.8625322061924833 native-country=Haiti 1.1171736142004092 -0.5761207775712497 native-country=Columbia -0.5762761238442986 0.3157100549309834 native-country=Hungary -0.6153057587609633 0.6426848543681518 native-country=Guatemala 0.8898401127509425 0.5010604702135675 native-country=Nicaragua -0.42753387549460187 0.7896376521752214 native-country=Scotland 0.17152968026800347 0.3567370399011082 native-country=Thailand -0.26701000018472454 1.1565991686623747 native-country=Yugoslavia 0.3099341926469563 0.6738583706795989 native-country=El-Salvador 0.08387676045843079 -0.22606909860027027 native-country=Trinadad&Tobago -0.03128968877671048 0.4559715000599135 native-country=Peru -0.26326145256171785 -0.8337768609372734 native-country=Hong -0.20206301699624346 0.8018438154794982 native-country=Holand-Netherlands Hidden Weights: -3.958441788802655 3.9584410497969555 -2.273032080404634 2.2730297509218618 >50K <=50K Error sum for iteration 500 = 749.3790995580575 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.016463395942079 -2.4112208313985843 age -0.20901657571630705 0.9863254772566677 workclass=Private 0.9143186188547036 -0.5331430595433141 workclass=Self-emp-not-inc -0.5150860021730391 0.11662668823662034 workclass=Self-emp-inc -0.5506077031885641 -0.36088812001498805 workclass=Federal-gov 0.527748906524206 0.02938466321375713 workclass=Local-gov 0.21933338862867546 -0.19305591967245098 workclass=State-gov 0.19865054100144305 0.15014624787868558 workclass=Without-pay 0.40187545187009355 -0.7895676686895569 workclass=Never-worked -0.4519242547134257 0.7458594949747263 fnlwgt 0.11746445767778171 0.06378071592762083 education=Bachelors 0.8347032843384908 -0.6671439874850532 education=Some-college 1.4961010076205348 -0.8362188449094103 education=11th 0.35677866476540177 0.33067668145045265 education=HS-grad -0.6350135679584388 0.08465380328913436 education=Prof-school 0.4081551280052744 -0.5946671152588537 education=Assoc-acdm 0.7752383680216706 -1.1557870068969593 education=Assoc-voc 1.2239117361389071 -0.6800436369234311 education=9th 0.7429997985955951 0.07598290372606925 education=7th-8th 1.7808142468310977 -0.4664960221004931 education=12th 0.048142323622597245 -0.0025578144561229175 education=Masters 0.9069655916422198 -0.41448667121759725 education=1st-4th 1.2335443939977824 -0.11991276263084741 education=10th -0.8894645945046817 0.20406191136731072 education=Doctorate -0.7983336411193719 0.10488630058592394 education=5th-6th 0.9509733311330819 0.6123300104748244 education=Preschool -2.3818384493617 0.20331278696803287 education-num -1.884282969645321 0.21576077010756362 marital-status=Married-civ-spouse 1.2723290172863577 -0.462847364048011 marital-status=Divorced 1.6024410915573282 -0.8216176937816508 marital-status=Never-married 0.30397189290283566 0.8852948010421628 marital-status=Separated 0.8967781562119828 -0.002356604054335494 marital-status=Widowed 1.6578416792482873 0.41265895873187575 marital-status=Married-spouse-absent 0.7230069459446257 -0.7551064735104117 marital-status=Married-AF-spouse -0.41808438246258184 -0.9050725319058878 occupation=Tech-support -0.25407096827651615 0.7461971593350851 occupation=Craft-repair 0.7135872917942289 -0.2251183690106074 occupation=Other-service -0.7023927779869331 1.430538481031948 occupation=Sales -0.7734591612812076 -0.2745020578638588 occupation=Exec-managerial 0.0782967521015044 -0.9221306977793257 occupation=Prof-specialty 0.5498546458481977 0.18934681906515685 occupation=Handlers-cleaners 0.4956889758703887 -0.43815680363276027 occupation=Machine-op-inspct 0.2630961917748229 0.3529620478099411 occupation=Adm-clerical 1.2375156933535854 1.206650325639292 occupation=Farming-fishing 0.34212786296264686 0.022142146398358473 occupation=Transport-moving 0.9034130502809381 -0.7301672668228901 occupation=Priv-house-serv -0.3188949064210297 -0.6246683885609868 occupation=Protective-serv 0.1531142234585843 -0.22108963055348696 occupation=Armed-Forces -0.8809942639290158 0.984447556997765 relationship=Wife 0.9187516345000236 0.6099163361558039 relationship=Own-child 1.0201416155290493 -0.23406745905422843 relationship=Husband -0.056969563814440315 0.4650058013927701 relationship=Not-in-family 0.8548892606095612 -0.3521003804526932 relationship=Other-relative 0.3869140512541014 0.11575755066363032 relationship=Unmarried 0.10424178910654795 -0.9048993222187351 race=White -0.49734604717285485 0.10256441378474797 race=Asian-Pac-Islander 0.9553811313094475 0.20077105111580318 race=Amer-Indian-Eskimo 1.5713548757453526 1.2553787533873626 race=Other 0.16743497178141792 -0.4940076707752813 race=Black 0.3621872464760822 -1.838194258264265 sex -2.594441719681574 -0.9114448433656603 capital-gain -2.1903353703359456 -0.21990528116097788 capital-loss -3.48795008573034 1.9728215059378478 hours-per-week 0.00964629060844672 -0.9110099472197422 native-country=United-States 0.4149006006202924 -0.29853564685873024 native-country=Cambodia 0.6639698040958188 0.7697334656170597 native-country=England 0.5160851757564721 -0.17829482664922838 native-country=Puerto-Rico -0.7530585051585537 0.19733231550253147 native-country=Canada -0.2529661048788452 -0.009084734769918551 native-country=Germany 0.4850617834924096 0.8642210133362822 native-country=Outlying-US(Guam-USVI-etc) 0.9663400065764685 0.6927197891455558 native-country=India 0.9107619140464618 0.6993472681447394 native-country=Japan 0.44997108603305463 1.1447470319166264 native-country=Greece -0.46145958208185167 0.7205653279502037 native-country=South 0.4210347273161689 0.6262934671871004 native-country=China 1.3673409792969913 0.15152906935937285 native-country=Cuba -1.3513263730826106 -0.09264681898000908 native-country=Iran 0.1927023420167711 0.5254210722088672 native-country=Honduras -1.0982047154333847 0.5247176260276971 native-country=Philippines -1.021644749841775 -0.5993812116065023 native-country=Italy 0.5471413767490625 1.2415378778433366 native-country=Poland -0.8982345576188185 -1.140847336438778 native-country=Jamaica 0.8494939003632724 -0.27699240540554876 native-country=Vietnam 1.240255957043966 -0.12079253412879479 native-country=Mexico -0.3604628649743136 0.08148361499508375 native-country=Portugal -0.7202128282482149 0.23431700428326457 native-country=Ireland 0.7351098761143664 0.2009514355023185 native-country=France -0.23547163723993003 -1.1312976475459402 native-country=Dominican-Republic 0.2618463908156757 0.25997016168977016 native-country=Laos 0.8730370348697875 -0.9577975103828275 native-country=Ecuador 0.09729568789780611 -0.615849208935412 native-country=Taiwan 0.09947381132527337 0.9257793648020101 native-country=Haiti 1.3830975701118482 -0.533534249420664 native-country=Columbia -0.5739747457201502 0.30738874719328846 native-country=Hungary -0.6952027086226934 0.6188867071425805 native-country=Guatemala 0.9609322601058764 0.5007813259203375 native-country=Nicaragua -0.40203029518178496 0.7876391637116548 native-country=Scotland 0.28874938405934014 0.4252251264626115 native-country=Thailand -0.17385906389842287 1.1894661346204503 native-country=Yugoslavia 0.31573862893407045 0.6418383780168584 native-country=El-Salvador 0.17245502596560724 -0.1915170511500909 native-country=Trinadad&Tobago 0.03550628040399787 0.5251598051152667 native-country=Peru -0.261811488330261 -0.8430492832249089 native-country=Hong -0.19976163887210305 0.7935225077417841 native-country=Holand-Netherlands Hidden Weights: -4.0478938017851505 4.047893735155578 -2.576975881932199 2.5769756860101842 >50K <=50K Error sum for iteration 600 = 757.5247466665726 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.8996622483860564 -2.7270840504000398 age -0.2131498726611937 0.9630897961687228 workclass=Private 0.8984694705953615 -0.531800090631645 workclass=Self-emp-not-inc -0.49524782454429206 0.08661410433714922 workclass=Self-emp-inc -0.5081120421681621 -0.5174786356555515 workclass=Federal-gov 0.49241143691619177 0.21468150804593172 workclass=Local-gov 0.23204777847457536 -0.27068712265102285 workclass=State-gov 0.1999338808487097 0.14246880194894684 workclass=Without-pay 0.4032762287720952 -0.7968015097423838 workclass=Never-worked -0.48551717886258655 0.7582924417424356 fnlwgt 0.11320526985836239 0.04609748066814974 education=Bachelors 0.8056375312094366 -0.638513881448505 education=Some-college 1.4926001271994123 -0.8535263525132805 education=11th 0.3322600689111154 0.31048948188855513 education=HS-grad -0.6134346257338561 0.1021222990689305 education=Prof-school 0.4254108070082741 -0.6810227473834537 education=Assoc-acdm 0.7871420254156118 -1.2578751162965776 education=Assoc-voc 1.1793947111604917 -0.7847454631798657 education=9th 0.718862679856627 -0.007066840230276569 education=7th-8th 1.9036461884956215 -0.47816964603778844 education=12th 0.03243018920776279 0.07666380969837548 education=Masters 0.9575576488036089 -0.433454964544502 education=1st-4th 1.200497025822992 -0.09278588382810268 education=10th -0.9046822578837534 0.33695545729162807 education=Doctorate -0.8007545208183224 0.11762730187619727 education=5th-6th 0.9568263059427311 0.6026513446452023 education=Preschool -2.381676240412622 0.2969676159698171 education-num -1.9091584012076062 0.19110070582079117 marital-status=Married-civ-spouse 1.2775200865346994 -0.42200610875369987 marital-status=Divorced 1.624064443995788 -0.9094127823278824 marital-status=Never-married 0.2654533062118156 0.9546831603536007 marital-status=Separated 0.9161297069558305 9.476916313024414E-4 marital-status=Widowed 1.6563729820760047 0.2894341207536289 marital-status=Married-spouse-absent 0.7627153424696884 -0.7414680087830157 marital-status=Married-AF-spouse -0.4259111874715401 -0.8351032203088415 occupation=Tech-support -0.2994061511594511 0.8492783858974018 occupation=Craft-repair 0.7791627803900011 -0.3946999382638573 occupation=Other-service -0.6799495507773715 1.3322177228278111 occupation=Sales -0.7554628814336026 -0.2982857075331678 occupation=Exec-managerial 0.05773561153525436 -0.8480888590246111 occupation=Prof-specialty 0.5495147973263282 0.1657844012417745 occupation=Handlers-cleaners 0.47248701900608586 -0.37196244441578913 occupation=Machine-op-inspct 0.2517934155393161 0.33861656645280896 occupation=Adm-clerical 1.239399976559727 1.0820285114743875 occupation=Farming-fishing 0.3305986570472133 0.02555064293872388 occupation=Transport-moving 0.9390062090129888 -0.732719356949554 occupation=Priv-house-serv -0.3261358617669263 -0.638934567935537 occupation=Protective-serv 0.16777674905277143 -0.2258954064137719 occupation=Armed-Forces -0.8957346211983453 1.0768209190667302 relationship=Wife 0.9496854652953804 0.5010856396149033 relationship=Own-child 1.0465925938210132 -0.15682191931641679 relationship=Husband -0.08945162022827416 0.4449893424831661 relationship=Not-in-family 0.9066188803573998 -0.49052086608955286 relationship=Other-relative 0.34463291273027463 0.11213251520467488 relationship=Unmarried 0.10786448420929388 -0.916492904557952 race=White -0.6433557834478394 0.16846810238683235 race=Asian-Pac-Islander 0.9475939713616213 0.08793222746202814 race=Amer-Indian-Eskimo 1.7167509983022697 1.301443684186411 race=Other 0.19042315007065316 -0.5755838178701108 race=Black 0.37301517320563765 -1.8269013118578425 sex -2.9139564225656973 -1.005635415009387 capital-gain -2.14946545090538 -0.26589394087340074 capital-loss -3.5939376969661803 2.3813142513596492 hours-per-week 0.027608649349726753 -0.9104889797332233 native-country=United-States 0.22100240701856497 -0.4450067257601598 native-country=Cambodia 0.6154054928005821 0.7561440835943525 native-country=England 0.4224866377342858 -0.20505760266221035 native-country=Puerto-Rico -0.7488393853197297 0.18732601118696923 native-country=Canada -0.2907432769412176 0.04230983564238248 native-country=Germany 0.4846618573860798 0.8526731066406147 native-country=Outlying-US(Guam-USVI-etc) 1.1010148255864192 0.7143330854311949 native-country=India 1.1270814256724027 0.7460850267089438 native-country=Japan 0.5297946108422111 1.2007171645430186 native-country=Greece -0.5265817931896419 0.7616901742362894 native-country=South 0.456089504212105 0.6116139129193514 native-country=China 1.3248850327794388 0.1304642128634952 native-country=Cuba -1.5843456845031392 -0.18820299066605445 native-country=Iran 0.21518118571007958 0.45905077398827937 native-country=Honduras -1.1017135286355648 0.5608791338181939 native-country=Philippines -1.0415428581346906 -0.5831713193861462 native-country=Italy 0.5877323467617654 1.2681915926401226 native-country=Poland -1.0005310775914156 -1.1932790973563845 native-country=Jamaica 0.8334022892382889 -0.2956625078261122 native-country=Vietnam 1.214201426305564 -0.22990181706642476 native-country=Mexico -0.42182488032197635 0.011054032773026917 native-country=Portugal -0.8443487692211374 0.1546653043579376 native-country=Ireland 0.6725746618189287 0.16953829758470673 native-country=France -0.3676377969178213 -1.2531048040384378 native-country=Dominican-Republic 0.31535093172858253 0.27784383713306054 native-country=Laos 0.883460232831272 -0.9602125217151214 native-country=Ecuador 0.09771509968859779 -0.6360560624634839 native-country=Taiwan 0.20040574312636553 0.9903701135094022 native-country=Haiti 1.6377947795946093 -0.4922703485753793 native-country=Columbia -0.5725739688181373 0.3001549061404556 native-country=Hungary -0.770319595247253 0.5966522520371588 native-country=Guatemala 1.0258535115825247 0.5021911448947776 native-country=Nicaragua -0.3778564026064551 0.7864968567614962 native-country=Scotland 0.3999598769114257 0.4950351036592181 native-country=Thailand -0.08860842633356555 1.2188923925697672 native-country=Yugoslavia 0.3214652499280808 0.6158323721840523 native-country=El-Salvador 0.25298625200758634 -0.15485803227999864 native-country=Trinadad&Tobago 0.09571613131156852 0.5973143731209138 native-country=Peru -0.2610977525413512 -0.8510487809676444 native-country=Hong -0.19836086197009276 0.7862886666889571 native-country=Holand-Netherlands Hidden Weights: -4.134377030293622 4.13437702281731 -2.838130604319254 2.8381305826472936 >50K <=50K Error sum for iteration 700 = 765.6026539595633 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.7967150063383024 -3.00192967395056 age -0.20918418294490254 0.9231885888680279 workclass=Private 0.8771880313476796 -0.5003612293479461 workclass=Self-emp-not-inc -0.47693400323429935 0.049296141161714 workclass=Self-emp-inc -0.4664355685335976 -0.6586456086053692 workclass=Federal-gov 0.45182699384085684 0.37982013598866193 workclass=Local-gov 0.24279103364340615 -0.33718030388937376 workclass=State-gov 0.20080480786321106 0.1360120622508292 workclass=Without-pay 0.404189847740157 -0.80311874808476 workclass=Never-worked -0.5073725740824222 0.7636097013223231 fnlwgt 0.12193229387104852 0.0023759522301029616 education=Bachelors 0.7759463842468802 -0.6116145394540157 education=Some-college 1.4740503459856713 -0.8794535584568945 education=11th 0.31169349801768803 0.2920519074506041 education=HS-grad -0.5840900274286523 0.11002646976932454 education=Prof-school 0.4354724488081285 -0.7442002860071965 education=Assoc-acdm 0.7886186111291834 -1.3138394903349147 education=Assoc-voc 1.1404571972881465 -0.8774556337072099 education=9th 0.697104260988323 -0.08625407575526371 education=7th-8th 2.0036732887650985 -0.49680416060961696 education=12th 0.02636554030799682 0.1208004165059248 education=Masters 1.0050279715982968 -0.44914490132255974 education=1st-4th 1.1608599502182682 -0.054035029939755515 education=10th -0.923064162734338 0.46871770774999527 education=Doctorate -0.7889354650250608 0.1376476191572479 education=5th-6th 0.9634138936534854 0.5950141621814689 education=Preschool -2.379736242963977 0.36770703964421564 education-num -1.9044264495217789 0.14702128803817213 marital-status=Married-civ-spouse 1.2735016832151156 -0.36083816274408925 marital-status=Divorced 1.6337207979091317 -0.9575891146845954 marital-status=Never-married 0.24411279583303944 0.9978345808102081 marital-status=Separated 0.9364725463171972 -0.002684066958964699 marital-status=Widowed 1.6261358226965321 0.17340448821429655 marital-status=Married-spouse-absent 0.797284555108375 -0.7286288091161973 marital-status=Married-AF-spouse -0.43749425435897965 -0.7501453768879445 occupation=Tech-support -0.32284237119816106 0.8876436357609332 occupation=Craft-repair 0.8251538711024043 -0.5192492510909914 occupation=Other-service -0.6452265370366097 1.2331763190279006 occupation=Sales -0.7409876334079072 -0.2993013012465759 occupation=Exec-managerial 0.033885832476447074 -0.7785874007039333 occupation=Prof-specialty 0.5498869223921596 0.13051104260543986 occupation=Handlers-cleaners 0.44618431734724157 -0.3013297621284066 occupation=Machine-op-inspct 0.23256497929132314 0.34444666116893086 occupation=Adm-clerical 1.2371322640225768 0.9607692368983388 occupation=Farming-fishing 0.3153379209963396 0.036672808077007395 occupation=Transport-moving 0.9718882120711277 -0.7370543868479924 occupation=Priv-house-serv -0.32659271501146475 -0.6687203154663295 occupation=Protective-serv 0.18181839147201526 -0.23002442271119 occupation=Armed-Forces -0.8971935469129069 1.1558144878801695 relationship=Wife 0.9723162949865763 0.40499322637127755 relationship=Own-child 1.0514761702266682 -0.0801196485323632 relationship=Husband -0.11392872878880733 0.42730487400917516 relationship=Not-in-family 0.9607732794343118 -0.6328538696533855 relationship=Other-relative 0.3016908073847217 0.12410522409507453 relationship=Unmarried 0.11668634770318868 -0.9273519506934692 race=White -0.7758067147802602 0.24909256808896593 race=Asian-Pac-Islander 0.9458856894280181 -0.029744771799251207 race=Amer-Indian-Eskimo 1.8281038506018072 1.3311792529811501 race=Other 0.21628469412832818 -0.6395319054213761 race=Black 0.3846362605599054 -1.8125456815630114 sex -3.2218026900537047 -1.0857060741704545 capital-gain -2.0983071307826364 -0.30899342787284123 capital-loss -3.6896978349944174 2.7588850846009128 hours-per-week 0.03592282312508824 -0.8908040624244934 native-country=United-States -0.03903555388181385 -0.5976962620135119 native-country=Cambodia 0.5806405252990894 0.7536635215610125 native-country=England 0.3405459434553217 -0.23314076536066383 native-country=Puerto-Rico -0.7466516681008493 0.20581256459325284 native-country=Canada -0.32465782913973934 0.10122255158854133 native-country=Germany 0.48327871765163666 0.8419636969108382 native-country=Outlying-US(Guam-USVI-etc) 1.2094477454241201 0.7279051037379725 native-country=India 1.3153819399269056 0.7855798386734466 native-country=Japan 0.6012589378381273 1.2549036363311104 native-country=Greece -0.5760485494355551 0.7971157126013141 native-country=South 0.4840211560869444 0.5737475068748638 native-country=China 1.2794773099060013 0.10614798413524784 native-country=Cuba -1.7615849018430818 -0.27875796958564114 native-country=Iran 0.2363066499396154 0.3807067661064132 native-country=Honduras -1.0968947603570876 0.619808975495405 native-country=Philippines -1.0524610042747493 -0.5573638499620325 native-country=Italy 0.6084346065425698 1.283555161408392 native-country=Poland -1.076768877133845 -1.2338616701715603 native-country=Jamaica 0.824294560017931 -0.3137608001019832 native-country=Vietnam 1.181287981520313 -0.3356567989285481 native-country=Mexico -0.4706878638878044 -0.055697667471579955 native-country=Portugal -0.9443538111084184 0.07660680091729635 native-country=Ireland 0.6135585766671441 0.14078856816412633 native-country=France -0.49742227863083355 -1.376471054777273 native-country=Dominican-Republic 0.3589427396538165 0.29361934546329765 native-country=Laos 0.8936610672252557 -0.9619218903862773 native-country=Ecuador 0.11365237927969883 -0.6596477986093499 native-country=Taiwan 0.2967265762716635 1.0548984390501295 native-country=Haiti 1.8846937368111356 -0.45106226108436903 native-country=Columbia -0.5716603498500658 0.29383766779805487 native-country=Hungary -0.8405183191815774 0.5756036573753519 native-country=Guatemala 1.0855740863570558 0.5047127107686047 native-country=Nicaragua -0.3541187334523837 0.7863853118088383 native-country=Scotland 0.5022690944611253 0.5599492101137543 native-country=Thailand -0.010279687779728378 1.244652224117991 native-country=Yugoslavia 0.3268812577318299 0.5934789750707418 native-country=El-Salvador 0.3269906621445669 -0.11734021325514801 native-country=Trinadad&Tobago 0.14950297526537004 0.6701850710657106 native-country=Peru -0.26048918447274005 -0.8576978675915686 native-country=Hong -0.1974472430020198 0.779971428346581 native-country=Holand-Netherlands Hidden Weights: -4.217475024685568 4.21747502367625 -3.0675280391913784 3.0675280362641 >50K <=50K Error sum for iteration 800 = 771.8301769843121 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.7188013647808069 -3.230861901187432 age -0.20013725703502327 0.8861162191454413 workclass=Private 0.8596461684924148 -0.45518701647708854 workclass=Self-emp-not-inc -0.4610480814250384 0.0184998420024604 workclass=Self-emp-inc -0.4306015640151511 -0.7897407130944545 workclass=Federal-gov 0.41551004374078776 0.5060722970928898 workclass=Local-gov 0.2514489607216031 -0.3916426293828526 workclass=State-gov 0.20194474925975708 0.13022741420036935 workclass=Without-pay 0.4053035749239547 -0.8089710396141092 workclass=Never-worked -0.5203178575209233 0.761092859535881 fnlwgt 0.13908654507027393 -0.04948541310684161 education=Bachelors 0.7519632526090546 -0.5914061049552429 education=Some-college 1.447987928237702 -0.9148913074690957 education=11th 0.29821668771873605 0.2746095224848059 education=HS-grad -0.5571118471245052 0.10870793628195957 education=Prof-school 0.4411192029733178 -0.7877003261670522 education=Assoc-acdm 0.7844646914232977 -1.3351734131704545 education=Assoc-voc 1.1076148468658966 -0.9613982834052524 education=9th 0.6783141039777661 -0.16209924447701363 education=7th-8th 2.086122787543217 -0.5220430156613051 education=12th 0.02846525977245721 0.1357215430406837 education=Masters 1.0568817076316277 -0.45859664412667484 education=1st-4th 1.116861024442896 -0.0042824605666541915 education=10th -0.945654118735116 0.5919699857763557 education=Doctorate -0.7701839673840802 0.1608928406506554 education=5th-6th 0.9711073770788647 0.5885519476245887 education=Preschool -2.381146441081503 0.417153677270499 education-num -1.886231523619323 0.09535328893191428 marital-status=Married-civ-spouse 1.2597713397183872 -0.29377835703999605 marital-status=Divorced 1.6398174832060084 -0.989297439645453 marital-status=Never-married 0.2373019761674578 1.0184741586818469 marital-status=Separated 0.9520873073770438 -0.010867835622556374 marital-status=Widowed 1.5926125534826203 0.07803243691971537 marital-status=Married-spouse-absent 0.8281485229823203 -0.7171804216063732 marital-status=Married-AF-spouse -0.45218923353753143 -0.6570344218847377 occupation=Tech-support -0.32876269209415104 0.8882295603535197 occupation=Craft-repair 0.8544451810718409 -0.604393777166222 occupation=Other-service -0.6091007924007765 1.1486185448259343 occupation=Sales -0.7310949030513189 -0.28710567360817707 occupation=Exec-managerial 0.015212207019459632 -0.7265544777863323 occupation=Prof-specialty 0.554301323621381 0.08299732986183975 occupation=Handlers-cleaners 0.41921466716131867 -0.2316527283116718 occupation=Machine-op-inspct 0.2140366931584291 0.35877201940326275 occupation=Adm-clerical 1.2300372445962016 0.8491164116729891 occupation=Farming-fishing 0.30130162813981054 0.04875108866231018 occupation=Transport-moving 1.001997602243857 -0.7430578805647011 occupation=Priv-house-serv -0.32021994876394344 -0.7127890185157009 occupation=Protective-serv 0.19603222103755838 -0.23383990413228184 occupation=Armed-Forces -0.8997505254711042 1.2357763213149489 relationship=Wife 0.9895525600690346 0.3205193184799849 relationship=Own-child 1.0425486708918794 -0.002948173272939029 relationship=Husband -0.1309785235032263 0.41390052904942637 relationship=Not-in-family 1.013311786840238 -0.781173117509674 relationship=Other-relative 0.27604248807690995 0.13123733469774515 relationship=Unmarried 0.12793348203378233 -0.9438473939830511 race=White -0.8934945597987757 0.33841206242944344 race=Asian-Pac-Islander 0.9548726836135129 -0.14708414654045157 race=Amer-Indian-Eskimo 1.9178196796901625 1.3483837642948693 race=Other 0.23850103493188798 -0.6883008829259301 race=Black 0.3898279056337199 -1.7964415165235212 sex -3.485300060776446 -1.1524081639482329 capital-gain -2.047843035309302 -0.34996892905306903 capital-loss -3.7727829932250745 3.088551104159386 hours-per-week 0.032634758182990393 -0.8616284830020416 native-country=United-States -0.35935346445806715 -0.7466676510142829 native-country=Cambodia 0.5549199485417977 0.7596983957607184 native-country=England 0.27075733668324753 -0.26140607277898953 native-country=Puerto-Rico -0.7538318607981941 0.24915123347530424 native-country=Canada -0.35665297645957406 0.16281047408744972 native-country=Germany 0.4817705758658128 0.8317553991586817 native-country=Outlying-US(Guam-USVI-etc) 1.2990786583256297 0.7363946391873178 native-country=India 1.4804814561360593 0.8165227146708272 native-country=Japan 0.664613459341588 1.3055139880336097 native-country=Greece -0.6157124877075996 0.8232248096439431 native-country=South 0.5133658004685827 0.517596743004463 native-country=China 1.2347681019450107 0.08213788467649355 native-country=Cuba -1.8885642804903913 -0.36188905452992376 native-country=Iran 0.25826389413883666 0.2935284163719569 native-country=Honduras -1.0907223730922913 0.6914530304924 native-country=Philippines -1.0629701265218743 -0.5241007555295911 native-country=Italy 0.6168428845138544 1.2871533143900902 native-country=Poland -1.1336258925719607 -1.2663649657916434 native-country=Jamaica 0.8207835737563752 -0.3330313378723293 native-country=Vietnam 1.1499896067306072 -0.42679014324492526 native-country=Mexico -0.5065818835048819 -0.11627282003913926 native-country=Portugal -1.020579553181023 9.406023761425081E-4 native-country=Ireland 0.5580240262521378 0.11462741900005784 native-country=France -0.5872546045566936 -1.4944089390047444 native-country=Dominican-Republic 0.3952974596763066 0.3072303797057714 native-country=Laos 0.9041293614121716 -0.963547155490036 native-country=Ecuador 0.13966958452977407 -0.6911718960970571 native-country=Taiwan 0.38869609491753754 1.116587642075423 native-country=Haiti 2.1222143999043954 -0.41082120857799026 native-country=Columbia -0.5705466226662637 0.287985376268751 native-country=Hungary -0.905301135516036 0.5553585285276498 native-country=Guatemala 1.1407858849167514 0.5074399956859146 native-country=Nicaragua -0.33026390841517594 0.7868833604762806 native-country=Scotland 0.5926415446236163 0.6127601587581752 native-country=Thailand 0.06191061020623875 1.2665943065156564 native-country=Yugoslavia 0.3311142906357077 0.5718574630309574 native-country=El-Salvador 0.39502519812755527 -0.08079902798045399 native-country=Trinadad&Tobago 0.19585095445083656 0.7420088583806038 native-country=Peru -0.25909071344885687 -0.8632555462013748 native-country=Hong -0.19633351581822406 0.7741191368172318 native-country=Holand-Netherlands Hidden Weights: -4.29278392642528 4.292783926266972 -3.2696495210666985 3.269649520603336 >50K <=50K Error sum for iteration 900 = 775.6388103730247 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.6658966949239091 -3.416395179801394 age -0.18769451805636014 0.8576275708439053 workclass=Private 0.8464918160953228 -0.4029337742042838 workclass=Self-emp-not-inc -0.4470019365586156 -0.0038916741210492465 workclass=Self-emp-inc -0.40212690383460153 -0.9131695416722244 workclass=Federal-gov 0.3902677134207783 0.5924313870863219 workclass=Local-gov 0.2590772912374655 -0.4336802624298884 workclass=State-gov 0.20377186438866868 0.12489420063373904 workclass=Without-pay 0.40703839538750985 -0.8145088734374755 workclass=Never-worked -0.5270587759706629 0.7530551775074003 fnlwgt 0.1622981646682096 -0.10505873771154729 education=Bachelors 0.7346744032405006 -0.579051956957211 education=Some-college 1.4210673703899663 -0.9560429458612829 education=11th 0.2900240421925214 0.2584588742111714 education=HS-grad -0.536184203675415 0.10242710796251661 education=Prof-school 0.44448780501123314 -0.8192446003262805 education=Assoc-acdm 0.7776737824395823 -1.3351149318169184 education=Assoc-voc 1.0804955509337324 -1.0392423670512374 education=9th 0.6622156907334413 -0.23377237932105485 education=7th-8th 2.1548558672874205 -0.5526539128259745 education=12th 0.03541585156363509 0.13422433813506 education=Masters 1.1228187205303455 -0.4581504013936287 education=1st-4th 1.070032714871495 0.05584211034405118 education=10th -0.9713597935783405 0.7015669133007428 education=Doctorate -0.7515196641988866 0.1835720422401251 education=5th-6th 0.9798948708172958 0.582710398064518 education=Preschool -2.389494316637649 0.4467775109023775 education-num -1.8650834026908722 0.03908864092584864 marital-status=Married-civ-spouse 1.2352543999622234 -0.22808657764453874 marital-status=Divorced 1.6368810066098718 -1.0128530457720928 marital-status=Never-married 0.239118376787154 1.0191071139198664 marital-status=Separated 0.9576159434000922 -0.022228141260515713 marital-status=Widowed 1.5892628004472877 0.009788008544421403 marital-status=Married-spouse-absent 0.8564808417519553 -0.7071476754441055 marital-status=Married-AF-spouse -0.46856271328083393 -0.5631132690439582 occupation=Tech-support -0.3240263351983654 0.872877272746207 occupation=Craft-repair 0.8707136006816972 -0.660396743971465 occupation=Other-service -0.5753324573781616 1.0815790149793234 occupation=Sales -0.7253671119561971 -0.26751183430323 occupation=Exec-managerial 0.003074994435141669 -0.6922526505680471 occupation=Prof-specialty 0.5637783013977069 0.023247266886783607 occupation=Handlers-cleaners 0.3942937388140416 -0.16734081560494424 occupation=Machine-op-inspct 0.19984998291776926 0.3750324469977113 occupation=Adm-clerical 1.2239100272380803 0.7526670391731314 occupation=Farming-fishing 0.2907411558077228 0.05844258570056253 occupation=Transport-moving 1.0297917479013297 -0.7500722367484025 occupation=Priv-house-serv -0.31031792756011095 -0.7674447262093763 occupation=Protective-serv 0.21083024458042376 -0.23748862133804907 occupation=Armed-Forces -0.9110626896384602 1.3249706244084023 relationship=Wife 1.0052108695638156 0.24866323269165314 relationship=Own-child 1.026674926730149 0.07309560374050894 relationship=Husband -0.13809741424925684 0.40544852827339084 relationship=Not-in-family 1.0614811491322687 -0.9336110643149156 relationship=Other-relative 0.27080710185486745 0.12121561443354513 relationship=Unmarried 0.1326281778470936 -0.9583388935540749 race=White -0.9836776178714374 0.4270009910065006 race=Asian-Pac-Islander 0.9727940198371208 -0.26171222938819144 race=Amer-Indian-Eskimo 1.993796423875132 1.3559120994191207 race=Other 0.25264398280882766 -0.7272904039121074 race=Black 0.38835484433028816 -1.7824446145499562 sex -3.6878079478127552 -1.2071495961646088 capital-gain -2.0062255044090143 -0.390686489051537 capital-loss -3.840653820798757 3.3628986775235585 hours-per-week 0.01829985956490063 -0.8244319449980749 native-country=United-States -0.6946026027919083 -0.8754041402064854 native-country=Cambodia 0.534886119750063 0.7714924736606857 native-country=England 0.21145410321250682 -0.28854031863285423 native-country=Puerto-Rico -0.7733089606458918 0.313058756084408 native-country=Canada -0.3883225751410318 0.22345613335833364 native-country=Germany 0.48072480765926595 0.8219929672350024 native-country=Outlying-US(Guam-USVI-etc) 1.3728113115447003 0.73985574116482 native-country=India 1.6263537966441655 0.8380466988300554 native-country=Japan 0.7201725843397011 1.351748717651185 native-country=Greece -0.6521617162594293 0.8371452666065421 native-country=South 0.5466177485005018 0.4493575804303579 native-country=China 1.1931806347859952 0.06156488105712048 native-country=Cuba -1.9752182787861974 -0.43592669009618434 native-country=Iran 0.28284592060205493 0.20145262994611968 native-country=Honduras -1.0891969453463946 0.7684878120068273 native-country=Philippines -1.0782541416912774 -0.48455992023883576 native-country=Italy 0.6184825571658726 1.2788845845585064 native-country=Poland -1.1749205571337684 -1.29346896641757 native-country=Jamaica 0.8202948599250466 -0.35517577576242115 native-country=Vietnam 1.122480247620619 -0.49806714224675463 native-country=Mexico -0.5310310594892242 -0.170214959947666 native-country=Portugal -1.0764991651820697 -0.07259086838391574 native-country=Ireland 0.5059270133974137 0.0910212443888582 native-country=France -0.6248280791773673 -1.6046919599779066 native-country=Dominican-Republic 0.4257421749476486 0.31842196895144564 native-country=Laos 0.9150308728961994 -0.9653273774656608 native-country=Ecuador 0.17127513992684976 -0.7334483181897626 native-country=Taiwan 0.47567764336716023 1.173380683697421 native-country=Haiti 2.3447735098828604 -0.37367881959517674 native-country=Columbia -0.5688118022027308 0.2824475424453939 native-country=Hungary -0.9644083382501693 0.5360632778999613 native-country=Guatemala 1.1916887772870781 0.5098382128291353 native-country=Nicaragua -0.3063355712002901 0.7876537849475378 native-country=Scotland 0.6692222658668889 0.6473992358922197 native-country=Thailand 0.12840350091925118 1.28493329875372 native-country=Yugoslavia 0.33353466780417895 0.5494136238223726 native-country=El-Salvador 0.45709837748183185 -0.04658508525167636 native-country=Trinadad&Tobago 0.23307957876239793 0.8119851677673016 native-country=Peru -0.25630931741237534 -0.8677459434953231 native-country=Hong -0.19459869535467467 0.7685813029938655 native-country=Holand-Netherlands Hidden Weights: -4.356062928852322 4.356062928824213 -3.444304442404102 3.4443044423202247 >50K <=50K Error sum for iteration 1000 = 777.3871760030003 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.632621569745277 -3.566077835756569 age -0.1735759317595441 0.835118275535791 workclass=Private 0.836435867286919 -0.34410294492316207 workclass=Self-emp-not-inc 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0.8779525672831512 -0.6970800961557257 occupation=Other-service -0.5454984677783211 1.030528154421774 occupation=Sales -0.7231424648023177 -0.24240157289665193 occupation=Exec-managerial -0.0056984786001980986 -0.6691768210681333 occupation=Prof-specialty 0.5774884065961949 -0.04902988755224671 occupation=Handlers-cleaners 0.3722331563192592 -0.10915599983451266 occupation=Machine-op-inspct 0.1904928588289733 0.38938421747556934 occupation=Adm-clerical 1.2264837161881268 0.6738580111105988 occupation=Farming-fishing 0.2834301459012066 0.0648624949868628 occupation=Transport-moving 1.0555957860457694 -0.7573469557357754 occupation=Priv-house-serv -0.300657035875298 -0.8292947634048122 occupation=Protective-serv 0.2261375758904818 -0.24091098948774467 occupation=Armed-Forces -0.9316084463918461 1.4226562768386373 relationship=Wife 1.019827043853301 0.18802566627394576 relationship=Own-child 1.0089671756993885 0.14878423174414698 relationship=Husband -0.136702085067383 0.3981055179977242 relationship=Not-in-family 1.1055692387321816 -1.0835152115811608 relationship=Other-relative 0.28134712954415064 0.09359299956695519 relationship=Unmarried 0.12800181822193318 -0.9641219154265421 race=White -1.043818818117327 0.5073348332544626 race=Asian-Pac-Islander 0.9951179218982237 -0.37261876212095385 race=Amer-Indian-Eskimo 2.0608411155631114 1.3561928160029848 race=Other 0.25811576812328646 -0.7581961052172803 race=Black 0.3816454845899971 -1.7741594641285336 sex -3.8406938176842402 -1.2524472458234013 capital-gain -1.975088502709971 -0.43146636940396804 capital-loss -3.895131299227491 3.586020232306214 hours-per-week -0.002117672950835962 -0.7831828985079309 native-country=United-States -0.9975481967553665 -0.9734083655884925 native-country=Cambodia 0.5192673792164477 0.7870082648156816 native-country=England 0.16073746896545923 -0.313497094422871 native-country=Puerto-Rico -0.8037446242654103 0.3943117199891997 native-country=Canada -0.41925797129032605 0.2817859123881346 native-country=Germany 0.48024852341658353 0.8128654506887918 native-country=Outlying-US(Guam-USVI-etc) 1.4317900912439643 0.7374454225296662 native-country=India 1.7553829747581657 0.8492991092204973 native-country=Japan 0.7683274695556274 1.3934729481050112 native-country=Greece -0.6898675477516429 0.8392625385780832 native-country=South 0.5831263999714608 0.3784103052349809 native-country=China 1.1558428313070512 0.04660873750505241 native-country=Cuba -2.033086113989921 -0.5000863158000602 native-country=Iran 0.31112233966423275 0.10877802071784515 native-country=Honduras -1.0958805173533956 0.8477655534701087 native-country=Philippines -1.1010203910480076 -0.4394884899885139 native-country=Italy 0.6175090129305055 1.2591096849401986 native-country=Poland -1.2030724264327202 -1.317362588752473 native-country=Jamaica 0.8199039762960821 -0.38139444156034213 native-country=Vietnam 1.0979507689538937 -0.5493200033220642 native-country=Mexico -0.5464591228591179 -0.21851833430208858 native-country=Portugal -1.1164126197565918 -0.14419329521554375 native-country=Ireland 0.4568660615810826 0.06999739445866482 native-country=France -0.6265743604653665 -1.7083193477619356 native-country=Dominican-Republic 0.4508937242135737 0.32715908814172534 native-country=Laos 0.9261161465761204 -0.9671989447393206 native-country=Ecuador 0.2052288065840273 -0.7857523294793632 native-country=Taiwan 0.5571168405790669 1.2245739332745684 native-country=Haiti 2.546688936920324 -0.34127785380948866 native-country=Columbia -0.5664985084186848 0.2772951811316577 native-country=Hungary -1.0182008909791387 0.5180552961459486 native-country=Guatemala 1.2383455967695924 0.511775650116338 native-country=Nicaragua -0.2827035529750244 0.7885725019876063 native-country=Scotland 0.7321401206715306 0.661685057091627 native-country=Thailand 0.18959726626047713 1.3002042577339523 native-country=Yugoslavia 0.3340411675309073 0.525505852179121 native-country=El-Salvador 0.5133547770391137 -0.015179183637642623 native-country=Trinadad&Tobago 0.2598506788738369 0.8802521992923011 native-country=Peru -0.25211777780918515 -0.8710898828292202 native-country=Hong -0.19228540157064375 0.7634289416801069 native-country=Holand-Netherlands Hidden Weights: -4.405651487809774 4.405651487804362 -3.592736830350097 3.5927368303331746 >50K <=50K Error sum for iteration 1100 = 777.5638142013902 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.6133915002185572 -3.68844387244188 age -0.1594023841979902 0.8165947833431152 workclass=Private 0.8290177737411529 -0.28156444840798384 workclass=Self-emp-not-inc -0.4226692903841497 -0.03561670911541414 workclass=Self-emp-inc -0.3626776131675781 -1.1401650562585177 workclass=Federal-gov 0.3708500844777244 0.6829718646359266 workclass=Local-gov 0.27274664291997797 -0.4845145243165565 workclass=State-gov 0.2090548325318105 0.11561455413618424 workclass=Without-pay 0.41198071000274045 -0.8243727029121268 workclass=Never-worked -0.5222999221274488 0.734522439684432 fnlwgt 0.2120570511294944 -0.21878896547678361 education=Bachelors 0.7139729150328645 -0.5723391996327672 education=Some-college 1.3771913964081173 -1.0410821102734689 education=11th 0.28172668721844624 0.22854327308571984 education=HS-grad -0.5116897796724564 0.0960094262766106 education=Prof-school 0.44970078251570866 -0.8700217086857693 education=Assoc-acdm 0.7618323086239307 -1.3110320162271443 education=Assoc-voc 1.037290286935027 -1.182878838403929 education=9th 0.6341561706340192 -0.3601885046467671 education=7th-8th 2.2610435026372793 -0.6241299795673612 education=12th 0.05470543002529608 0.11394993206983453 education=Masters 1.3075745234593168 -0.42649578538144106 education=1st-4th 0.9678064853916313 0.20417030558870333 education=10th -1.0198664790105976 0.8780162295789067 education=Doctorate -0.7310005160507306 0.21769266965277614 education=5th-6th 0.9990059587143025 0.5723129156443878 education=Preschool -2.4265359836789493 0.4644855321840517 education-num -1.8265674007702606 -0.08241965501329865 marital-status=Married-civ-spouse 1.1710073663308396 -0.10194169853936226 marital-status=Divorced 1.605448795443848 -1.0232005044164783 marital-status=Never-married 0.25876644741602195 0.9760635487382315 marital-status=Separated 0.9411757667104031 -0.048978184099762304 marital-status=Widowed 1.6664457523590177 -0.07950039924008034 marital-status=Married-spouse-absent 0.9073879580059073 -0.6903122262800101 marital-status=Married-AF-spouse -0.502300455179777 -0.3935059280040126 occupation=Tech-support -0.30608836267291395 0.8402345100866415 occupation=Craft-repair 0.8799722912593546 -0.7204900906371454 occupation=Other-service -0.5203559403541916 0.9927942243524301 occupation=Sales -0.724133293051746 -0.21241648628875745 occupation=Exec-managerial -0.013620990929859468 -0.650535874690276 occupation=Prof-specialty 0.5942330046251998 -0.13429511291889062 occupation=Handlers-cleaners 0.35300154590267807 -0.055791988282343954 occupation=Machine-op-inspct 0.18503676836416721 0.4013843342016995 occupation=Adm-clerical 1.239336197184334 0.6090158735288612 occupation=Farming-fishing 0.2786186368004372 0.06863323090660521 occupation=Transport-moving 1.0796208962439517 -0.7643500912025754 occupation=Priv-house-serv -0.29287616033781383 -0.8954031065200524 occupation=Protective-serv 0.24166403208115836 -0.24405301427811368 occupation=Armed-Forces -0.9584954933697687 1.5239755169623368 relationship=Wife 1.032383542129656 0.13571140878843743 relationship=Own-child 0.991770166055037 0.22525153076775037 relationship=Husband -0.13028435355618026 0.388808496103097 relationship=Not-in-family 1.1460734872427605 -1.2227000307597915 relationship=Other-relative 0.30275899950472873 0.05064200472572296 relationship=Unmarried 0.11747955697948578 -0.9622135220376928 race=White -1.0831795658572245 0.5786949984735695 race=Asian-Pac-Islander 1.018980921481001 -0.47887682199150844 race=Amer-Indian-Eskimo 2.122011151509786 1.3513768739658019 race=Other 0.2571430123814479 -0.7816397480093271 race=Black 0.37107853542264796 -1.7706874257039487 sex -3.9599329687846976 -1.290920377240636 capital-gain -1.952689663097447 -0.472674684862595 capital-loss -3.941155043785663 3.7666674111689407 hours-per-week -0.02338499667846085 -0.7430389533137147 native-country=United-States -1.2499265677033986 -1.0414050486199509 native-country=Cambodia 0.5077223194924695 0.804739723929137 native-country=England 0.11723235726446457 -0.33576257592357883 native-country=Puerto-Rico -0.8424596805281117 0.4906135751707449 native-country=Canada -0.4486696271070392 0.33737834848226167 native-country=Germany 0.4801786403547251 0.8045111405367565 native-country=Outlying-US(Guam-USVI-etc) 1.4784268373153682 0.7295012653397295 native-country=India 1.8693682821714042 0.8502682814866801 native-country=Japan 0.8095512652756423 1.4308921489715507 native-country=Greece -0.7302323672055167 0.8321835641718894 native-country=South 0.6215793186164941 0.3145167587325249 native-country=China 1.1230539896744784 0.03815791332999314 native-country=Cuba -2.0716378362605075 -0.5547229919663264 native-country=Iran 0.34341398569229614 0.018954326546775514 native-country=Honduras -1.112135453577454 0.9280203662492692 native-country=Philippines -1.1314990451203764 -0.38995818114892866 native-country=Italy 0.6167012142227729 1.2278128740332332 native-country=Poland -1.2204901342150323 -1.3396834486968776 native-country=Jamaica 0.8180466948911114 -0.41195243941117343 native-country=Vietnam 1.0754485897101635 -0.5835379542950974 native-country=Mexico -0.5552709260672772 -0.2627282243678933 native-country=Portugal -1.1443659808466107 -0.21395662814114827 native-country=Ireland 0.4104350291840731 0.051408754759147725 native-country=France -0.6101488353683955 -1.8068759935036807 native-country=Dominican-Republic 0.47130093820044033 0.3336744561401015 native-country=Laos 0.9370356637741217 -0.9690545929278406 native-country=Ecuador 0.24018089075990864 -0.8452347851478417 native-country=Taiwan 0.6326975567218287 1.2702982909168252 native-country=Haiti 2.7255171510577143 -0.3140037085867504 native-country=Columbia -0.5638694875875125 0.27258371297073913 native-country=Hungary -1.0672945866734644 0.5016373053552995 native-country=Guatemala 1.2810151491771573 0.5133086322517246 native-country=Nicaragua -0.2597711556838381 0.7895803890129508 native-country=Scotland 0.7831241430765437 0.6573475441197825 native-country=Thailand 0.24600843760858543 1.3130109237844712 native-country=Yugoslavia 0.33293959166274517 0.49995263983620053 native-country=El-Salvador 0.5642378216760747 0.01350312516152448 native-country=Trinadad&Tobago 0.2758837813616391 0.9472143055684056 native-country=Peru -0.24686290364453647 -0.8733746025111344 native-country=Hong -0.18965638073945593 0.7587174735192141 native-country=Holand-Netherlands Hidden Weights: -4.441639139311639 4.441639139310451 -3.719007370999461 3.7190073709957066 >50K <=50K Error sum for iteration 1200 = 776.6761246180532 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.6033588322209625 -3.790670271836736 age -0.1459971935568339 0.8006175420075133 workclass=Private 0.8239075856577355 -0.2191857514480255 workclass=Self-emp-not-inc -0.4125791864748189 -0.04761882400043898 workclass=Self-emp-inc -0.3488645007557886 -1.2445192053851937 workclass=Federal-gov 0.3705453071462093 0.7051245740071328 workclass=Local-gov 0.2786169714711544 -0.4969383092506251 workclass=State-gov 0.2119900082494806 0.11163902140673543 workclass=Without-pay 0.4146939730571553 -0.8286527973574687 workclass=Never-worked -0.5128518394765847 0.7266922743507238 fnlwgt 0.23425694445291256 -0.272102323704984 education=Bachelors 0.7081412005013792 -0.5734082020460822 education=Some-college 1.361963730823954 -1.0808670980761517 education=11th 0.2799372578085362 0.2142449495004215 education=HS-grad -0.5069765434297152 0.09771393222906181 education=Prof-school 0.45277796421088784 -0.8937536418182305 education=Assoc-acdm 0.7550835174082673 -1.2979819664268197 education=Assoc-voc 1.0193003845237976 -1.2499756127514132 education=9th 0.6213043948240161 -0.41424041997101313 education=7th-8th 2.3030372553198526 -0.6623400578382265 education=12th 0.06479396858036189 0.10051598567931103 education=Masters 1.4153384014155816 -0.4013477467545371 education=1st-4th 0.9126617728715231 0.29072833939495807 education=10th -1.040391198433105 0.9488587463806241 education=Doctorate -0.7291034562823131 0.22728863818366069 education=5th-6th 1.0084994427018066 0.5676818549332746 education=Preschool -2.451321743593237 0.4610145279048106 education-num -1.8100160155723581 -0.1451637007852844 marital-status=Married-civ-spouse 1.1400861799524034 -0.03911626366613961 marital-status=Divorced 1.5855675534395215 -1.0093405104713156 marital-status=Never-married 0.27556768511523133 0.9414783820737163 marital-status=Separated 0.9263969669484637 -0.06207975510434446 marital-status=Widowed 1.716365466959667 -0.11726987508409462 marital-status=Married-spouse-absent 0.9303957944690614 -0.6829988124930141 marital-status=Married-AF-spouse -0.5184517962436552 -0.32242395976555255 occupation=Tech-support -0.298667657300246 0.8312403410383802 occupation=Craft-repair 0.8793881641137927 -0.7337027949016034 occupation=Other-service -0.49974329934390166 0.9658806969095552 occupation=Sales -0.7277198817985736 -0.17846609635939809 occupation=Exec-managerial -0.021677268010041016 -0.6313223787197642 occupation=Prof-specialty 0.6131616706905821 -0.2332450730146596 occupation=Handlers-cleaners 0.33643000635171716 -0.005849422683934591 occupation=Machine-op-inspct 0.18202156031244435 0.4127727598794287 occupation=Adm-clerical 1.259161940632883 0.5523323016125875 occupation=Farming-fishing 0.27565039706150124 0.07084857996393142 occupation=Transport-moving 1.1021171034399138 -0.7707654783342308 occupation=Priv-house-serv -0.28702309007122656 -0.9633259367262332 occupation=Protective-serv 0.25715210729687193 -0.24691513644124657 occupation=Armed-Forces -0.9883039762502119 1.6246665124310966 relationship=Wife 1.042187730007869 0.08916049627231032 relationship=Own-child 0.9756047939912256 0.3026081746116543 relationship=Husband -0.12112611435157862 0.3763406087984257 relationship=Not-in-family 1.1826529822456389 -1.3458934515366299 relationship=Other-relative 0.3311766151251223 -0.005114736223760938 relationship=Unmarried 0.10451617016460665 -0.9556800842552127 race=White -1.1115519192749606 0.6431487381883949 race=Asian-Pac-Islander 1.0431701924957113 -0.579797338279782 race=Amer-Indian-Eskimo 2.179291241623542 1.3431611735129985 race=Other 0.2522818111930649 -0.7991319365546141 race=Black 0.35825839972833384 -1.769207700300755 sex -4.057162318531173 -1.3246433330196161 capital-gain -1.9367000930902332 -0.5151914116683284 capital-loss -3.982146952238692 3.9134798183915103 hours-per-week -0.04300335962237398 -0.705886357719271 native-country=United-States -1.453515156120997 -1.0854993573036056 native-country=Cambodia 0.4999430348261435 0.8236114432826197 native-country=England 0.08000074948621425 -0.35521545202180577 native-country=Puerto-Rico -0.8872412301635835 0.5999928511120065 native-country=Canada -0.47610467973716974 0.390153703855698 native-country=Germany 0.48033801125563924 0.7969534387004927 native-country=Outlying-US(Guam-USVI-etc) 1.5157790440525756 0.717152241264609 native-country=India 1.9702750333778958 0.8419458540733221 native-country=Japan 0.8445178505008123 1.4644427318394175 native-country=Greece -0.7727372833521511 0.8188715863078948 native-country=South 0.6599817460842007 0.2628975972099125 native-country=China 1.0947651793991824 0.03625716227430265 native-country=Cuba -2.0975038305372022 -0.6009572316373646 native-country=Iran 0.3795041890053683 -0.06584375856389846 native-country=Honduras -1.1376067658934392 1.0083284607443121 native-country=Philippines -1.1683350334607798 -0.33745660921386783 native-country=Italy 0.6176982829230556 1.184186007442106 native-country=Poland -1.2296553214483337 -1.3614376565504456 native-country=Jamaica 0.8147205647862567 -0.4464224419894713 native-country=Vietnam 1.0548200033636161 -0.6045186846506343 native-country=Mexico -0.5593613611919722 -0.3041332038081023 native-country=Portugal -1.1637442037365684 -0.2819154951412516 native-country=Ireland 0.36641395003348126 0.034974948367827434 native-country=France -0.5864432830597195 -1.9013574733573542 native-country=Dominican-Republic 0.487614714217673 0.33832180427809294 native-country=Laos 0.9475669987083009 -0.9708295622191508 native-country=Ecuador 0.2758785418942933 -0.9092867505976742 native-country=Taiwan 0.7024577421793579 1.3111059621725722 native-country=Haiti 2.8823847230126933 -0.2913481530280611 native-country=Columbia -0.5611562245330877 0.26830361852542894 native-country=Hungary -1.1122295527441797 0.4870423997961485 native-country=Guatemala 1.3201409688899883 0.5145386642223444 native-country=Nicaragua -0.2378055945082293 0.7906232939966679 native-country=Scotland 0.8246356427293492 0.6378384516149809 native-country=Thailand 0.2981715162201491 1.3238570748075482 native-country=Yugoslavia 0.33076196040934924 0.4728921514039877 native-country=El-Salvador 0.610374913385381 0.03977022026863584 native-country=Trinadad&Tobago 0.2819738332367906 1.0132067888296687 native-country=Peru -0.24095962258095927 -0.874824563668471 native-country=Hong -0.18694311768504418 0.7544373790738723 native-country=Holand-Netherlands Hidden Weights: -4.46565341687103 4.465653416870801 -3.828272832936251 3.828272832935379 >50K <=50K Error sum for iteration 1300 = 775.1612917695874 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.5988540864013254 -3.8778412123807997 age -0.1335794802028803 0.7857833679712937 workclass=Private 0.8206489783281181 -0.15924267774701023 workclass=Self-emp-not-inc -0.4040464198753015 -0.057522582020898806 workclass=Self-emp-inc -0.3373606008360695 -1.3433320397358715 workclass=Federal-gov 0.37310106560774037 0.7196219014729832 workclass=Local-gov 0.28389588505535485 -0.5027927911458953 workclass=State-gov 0.2148941924590526 0.1080209405479846 workclass=Without-pay 0.4173562816437617 -0.8325583258904277 workclass=Never-worked -0.501591116710061 0.7190860973937303 fnlwgt 0.25435853398234237 -0.3223283882846663 education=Bachelors 0.7043010501562182 -0.5751102029873816 education=Some-college 1.35063716320567 -1.1178259011727376 education=11th 0.2791488305724425 0.2005279312890276 education=HS-grad -0.505737164622082 0.10077987313523616 education=Prof-school 0.45626475720048365 -0.9163103077769278 education=Assoc-acdm 0.7498437206730928 -1.2869252895857088 education=Assoc-voc 1.0034606286519674 -1.3142632772531695 education=9th 0.6092707867689244 -0.46260895385390377 education=7th-8th 2.340331989097228 -0.7009095763661433 education=12th 0.07442536079462055 0.0865439067888111 education=Masters 1.5247067321904324 -0.3740311568911664 education=1st-4th 0.8554721390786589 0.3844402348852117 education=10th -1.0592884664437792 1.0104327034559886 education=Doctorate -0.7303296237945962 0.23148917308424766 education=5th-6th 1.0176540058637227 0.56338192365585 education=Preschool -2.4777700089661145 0.4526566380544582 education-num -1.794842589498961 -0.20935556482800674 marital-status=Married-civ-spouse 1.1115327867553295 0.024535180548995564 marital-status=Divorced 1.5658847502918338 -0.986082313479575 marital-status=Never-married 0.29482239500765106 0.9029017409127859 marital-status=Separated 0.9103531355814439 -0.07452552896234751 marital-status=Widowed 1.7645107260034585 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-0.24953947963921377 occupation=Armed-Forces -1.0185491388689616 1.7224360933414937 relationship=Wife 1.0492291046219666 0.04628506688923733 relationship=Own-child 0.9603975264451668 0.38062299245687764 relationship=Husband -0.11035838236645305 0.36046312233611083 relationship=Not-in-family 1.2149584800780695 -1.451779448696551 relationship=Other-relative 0.36378676107045155 -0.07093762143575935 relationship=Unmarried 0.09096422770000673 -0.9467024767044123 race=White -1.135054846276877 0.7026702505477476 race=Asian-Pac-Islander 1.0671093289207385 -0.6751815423568416 race=Amer-Indian-Eskimo 2.233913689633274 1.3326595307262923 race=Other 0.2453851078503162 -0.8125170805296714 race=Black 0.34439133156867063 -1.7672643772488084 sex -4.139739849860233 -1.3550729805032151 capital-gain -1.9249800402732176 -0.5598319780704459 capital-loss -4.019764502896337 4.033588462147686 hours-per-week -0.06065119497570105 -0.6709639195220687 native-country=United-States -1.617398703886599 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1.126956526124531 native-country=Poland -1.2328585229282112 -1.3831664394132057 native-country=Jamaica 0.8106678543334366 -0.4842789035904308 native-country=Vietnam 1.036293643796471 -0.6156961069125052 native-country=Mexico -0.560079592549173 -0.34348035880683864 native-country=Portugal -1.177144973810584 -0.34801923524966316 native-country=Ireland 0.32468752337993423 0.020380994126695678 native-country=France -0.5610359033793555 -1.9920559195213883 native-country=Dominican-Republic 0.5005267081703929 0.3414550172283915 native-country=Laos 0.9576228212091696 -0.9725118536933641 native-country=Ecuador 0.3125425894321292 -0.976146344027918 native-country=Taiwan 0.7667776960999965 1.3477065609235381 native-country=Haiti 3.020246315975561 -0.27251871973349723 native-country=Columbia -0.558493915946526 0.26439808999245995 native-country=Hungary -1.1534533941975866 0.4743723358947194 native-country=Guatemala 1.3562089919187494 0.5155422253207181 native-country=Nicaragua -0.21692357252801125 0.7916421285794527 native-country=Scotland 0.8592225661187374 0.6066837818686517 native-country=Thailand 0.3465742057674463 1.3331055786795258 native-country=Yugoslavia 0.32805441001149477 0.44456648297757434 native-country=El-Salvador 0.6524618982011148 0.0639752226147556 native-country=Trinadad&Tobago 0.2795970337613066 1.0785199108579737 native-country=Peru -0.23472865791340802 -0.8756835600976106 native-country=Hong -0.18428080909845085 0.7505318505409133 native-country=Holand-Netherlands Hidden Weights: -4.4800723095792145 4.4800723095791595 -3.925784297185762 3.925784297185554 >50K <=50K Error sum for iteration 1400 = 773.3019065840729 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.5975401398107474 -3.9530817284150905 age -0.12212138945902415 0.7711593198397586 workclass=Private 0.8187080173968851 -0.10249899675135836 workclass=Self-emp-not-inc -0.3969268403554838 -0.06593251891365218 workclass=Self-emp-inc -0.3273471069435437 -1.437157597611075 workclass=Federal-gov 0.3770980982256539 0.7293397223124275 workclass=Local-gov 0.2887036547526436 -0.5031247807512631 workclass=State-gov 0.21769850094819684 0.10467808751463212 workclass=Without-pay 0.41990690257903684 -0.8361631848039377 workclass=Never-worked -0.4900068760918823 0.710730876062314 fnlwgt 0.2726969934312329 -0.3694910504429035 education=Bachelors 0.702026534409128 -0.5768009123446455 education=Some-college 1.3423869309874747 -1.1520169905672797 education=11th 0.27920247464793224 0.1873567242077585 education=HS-grad -0.5067583912472412 0.10383948268247928 education=Prof-school 0.4600077770441926 -0.9370195457801649 education=Assoc-acdm 0.7460912927936438 -1.277866849988771 education=Assoc-voc 0.9897056889615532 -1.375951097135845 education=9th 0.5981616794668739 -0.5059069564630531 education=7th-8th 2.3744185215307594 -0.7393043321696467 education=12th 0.08328098671480602 0.07327016531134817 education=Masters 1.6316601686113261 -0.34637161047866716 education=1st-4th 0.7965826662028894 0.48446774508091195 education=10th -1.077199143584397 1.06332848274705 education=Doctorate -0.7329192872321645 0.22986623636342837 education=5th-6th 1.026390453084453 0.5593665871755897 education=Preschool -2.5046186840624203 0.44108740134172936 education-num -1.780495827554664 -0.2756201880746652 marital-status=Married-civ-spouse 1.0850198731273564 0.08916758582712059 marital-status=Divorced 1.547115190812386 -0.9563748284316934 marital-status=Never-married 0.3147056756037975 0.8628828789585095 marital-status=Separated 0.8939938363859682 -0.08633341692113994 marital-status=Widowed 1.8097582761029407 -0.191045440217122 marital-status=Married-spouse-absent 0.9724605496623597 -0.6698229383691621 marital-status=Married-AF-spouse -0.547001336616009 -0.2065721418340336 occupation=Tech-support -0.28911383565300053 0.8279838469077025 occupation=Craft-repair 0.8748168947073004 -0.7355037421552658 occupation=Other-service -0.46962838864398315 0.9365282067538833 occupation=Sales -0.7397888382273309 -0.10274455211594297 occupation=Exec-managerial -0.039118846826784466 -0.5817123255126332 occupation=Prof-specialty 0.6556719340824303 -0.47535524044574823 occupation=Handlers-cleaners 0.3099437834673772 0.08706754390240462 occupation=Machine-op-inspct 0.17835526704058124 0.44056371455271703 occupation=Adm-clerical 1.3074796786334237 0.45010764455461527 occupation=Farming-fishing 0.273027959440444 0.07340883237735345 occupation=Transport-moving 1.1436604900273883 -0.7813363954017918 occupation=Priv-house-serv -0.27926842483477543 -1.098621283960991 occupation=Protective-serv 0.28744807001643247 -0.25198422898807565 occupation=Armed-Forces -1.0479360537405522 1.8166682397926712 relationship=Wife 1.054025374556349 0.005277172695845963 relationship=Own-child 0.9459481472057223 0.4588462479842782 relationship=Husband -0.0985358936919322 0.3413174995367467 relationship=Not-in-family 1.2430930233715798 -1.541394660637278 relationship=Other-relative 0.39857844637316 -0.1440923192704544 relationship=Unmarried 0.07760335956263918 -0.9364239507819793 race=White -1.1566995021860547 0.7585287059075039 race=Asian-Pac-Islander 1.0904264789413487 -0.7652102020457645 race=Amer-Indian-Eskimo 2.2866065469829446 1.3204737764800225 race=Other 0.23753869668543254 -0.8233028137526204 race=Black 0.3302404673546314 -1.7635003854467468 sex -4.212204075739864 -1.3831865435315516 capital-gain -1.9158080802778639 -0.6071004554821293 capital-loss -4.054933702369156 4.1328249356195865 hours-per-week -0.07681211561072294 -0.6371651877813475 native-country=United-States -1.751198521845864 -1.1266821605410247 native-country=Cambodia 0.49342213135886137 0.862184797239006 native-country=England 0.021267114681780684 -0.38633968475498154 native-country=Puerto-Rico -0.9901794158800611 0.8494324296010296 native-country=Canada -0.5252524373447331 0.48818990721420247 native-country=Germany 0.480982153798586 0.7839728061745956 native-country=Outlying-US(Guam-USVI-etc) 1.5724841006205617 0.6843898355523518 native-country=India 2.141287590378667 0.8032975282114069 native-country=Japan 0.8989345858082288 1.5219101625100218 native-country=Greece -0.8596127960627045 0.7826016457922704 native-country=South 0.7287932822513558 0.1962278269790365 native-country=China 1.0506798424270598 0.05092670389804899 native-country=Cuba -2.127112558561768 -0.6730975691577026 native-country=Iran 0.460810700619136 -0.21611450867915058 native-country=Honduras -1.2097058067325703 1.1666435297831308 native-country=Philippines -1.253908108556621 -0.2300719806380621 native-country=Italy 0.6288617912620954 1.0558137373186032 native-country=Poland -1.2320592286819965 -1.4051157762573985 native-country=Jamaica 0.8066875730118486 -0.5252763067300967 native-country=Vietnam 1.0200297638747426 -0.6198345286760182 native-country=Mexico -0.5583807659459676 -0.3810715107797785 native-country=Portugal -1.1864542055584533 -0.4121252861600178 native-country=Ireland 0.28514798993855084 0.007331529336818458 native-country=France -0.5365022891372916 -2.0788429633412804 native-country=Dominican-Republic 0.5106738408226185 0.3433721742161868 native-country=Laos 0.9671944969191862 -0.9741211753158948 native-country=Ecuador 0.35048137076837377 -1.0447240636128985 native-country=Taiwan 0.8262097278821952 1.3807887418001352 native-country=Haiti 3.1423437615667233 -0.25677366897098575 native-country=Columbia -0.555943295011232 0.26079323107892777 native-country=Hungary -1.191379962910934 0.4635760593661296 native-country=Guatemala 1.3896542976349089 0.5163618595137791 native-country=Nicaragua -0.19713772342912197 0.7925834120808414 native-country=Scotland 0.8891632683989155 0.5668686143841403 native-country=Thailand 0.39163993547051934 1.3410085983932654 native-country=Yugoslavia 0.32521773340970367 0.41518246884245125 native-country=El-Salvador 0.6911700178299046 0.08644514765569056 native-country=Trinadad&Tobago 0.27041254483946847 1.143442134216764 native-country=Peru -0.22837307596751036 -0.8761514022742631 native-country=Hong -0.18173018816316353 0.7469269916274033 native-country=Holand-Netherlands Hidden Weights: -4.487349865972749 4.487349865972731 -4.016261896496738 4.016261896496674 >50K <=50K Error sum for iteration 1500 = 771.2607759724035 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.5981095425875466 -4.01796229754186 age -0.11156915687167071 0.7565692515705418 workclass=Private 0.8176197680456624 -0.049197920760111584 workclass=Self-emp-not-inc -0.39094996996716996 -0.07345165697943909 workclass=Self-emp-inc -0.318297791860977 -1.5264956631303703 workclass=Federal-gov 0.38178766693413324 0.7357764787552259 workclass=Local-gov 0.29312922106024514 -0.49873814303086067 workclass=State-gov 0.22037636731918891 0.10154795023531607 workclass=Without-pay 0.42232578058530257 -0.8395267140692622 workclass=Never-worked -0.47879678869931547 0.7007228080305566 fnlwgt 0.2893756558704507 -0.4126539762932287 education=Bachelors 0.7010180423774649 -0.5784876227955367 education=Some-college 1.3364960619250028 -1.1837192312641907 education=11th 0.28000423562350923 0.1745574567126926 education=HS-grad -0.5090305245085684 0.10603987176232584 education=Prof-school 0.46380637144610865 -0.9554154550502539 education=Assoc-acdm 0.7435783999611059 -1.270294989340482 education=Assoc-voc 0.9778534717166282 -1.4352799642489973 education=9th 0.5880519878101578 -0.5447572087409931 education=7th-8th 2.4063684668775633 -0.7772419733593215 education=12th 0.09114945499179763 0.06189107020034637 education=Masters 1.7339746883611304 -0.31942523859098343 education=1st-4th 0.7361978509898662 0.5899819716344845 education=10th -1.0942085922347127 1.107463672902766 education=Doctorate -0.7355329360938418 0.22178162994489573 education=5th-6th 1.0346857828589342 0.5556013623572407 education=Preschool -2.5310438452945054 0.4280220958321043 education-num -1.7665521030055271 -0.34412917697973505 marital-status=Married-civ-spouse 1.0601199834626724 0.1543718655563153 marital-status=Divorced 1.5295063858386113 -0.9227673184938631 marital-status=Never-married 0.33388084645955496 0.8234105149373585 marital-status=Separated 0.8777901838038894 -0.09748032252852158 marital-status=Widowed 1.8523246795653974 -0.2271343637375579 marital-status=Married-spouse-absent 0.9917707681094697 -0.6638704849614424 marital-status=Married-AF-spouse -0.5592487800067506 -0.15948168211084143 occupation=Tech-support -0.28644427083125856 0.8316414333429651 occupation=Craft-repair 0.8713855576829578 -0.7262691730996051 occupation=Other-service -0.4587347251559689 0.9303300313655488 occupation=Sales -0.7470683970013142 -0.06346239426817318 occupation=Exec-managerial -0.04833947472878326 -0.5514700605158054 occupation=Prof-specialty 0.6786813108745776 -0.6154578036189994 occupation=Handlers-cleaners 0.29925498365580605 0.1304492666380711 occupation=Machine-op-inspct 0.17627158048218114 0.45796157710459184 occupation=Adm-clerical 1.3325956490114506 0.40361117553225634 occupation=Farming-fishing 0.27259995892350897 0.07412944465938527 occupation=Transport-moving 1.1632172418883746 -0.7854609087484731 occupation=Priv-house-serv -0.27660357957580034 -1.1643941714412651 occupation=Protective-serv 0.3021326675323808 -0.2542945000417078 occupation=Armed-Forces -1.0760368073068844 1.9078896276185302 relationship=Wife 1.0573841074332988 -0.03538994458175602 relationship=Own-child 0.9321283289421152 0.5364141109088099 relationship=Husband -0.08603783674793479 0.31925430054154147 relationship=Not-in-family 1.2674575047888457 -1.6166253843641463 relationship=Other-relative 0.4341420390526247 -0.22200993973504146 relationship=Unmarried 0.06468889210382248 -0.9251433654220094 race=White -1.1777208471513902 0.8112040536364853 race=Asian-Pac-Islander 1.1128841583145874 -0.8501995546592263 race=Amer-Indian-Eskimo 2.3377894881939496 1.3068556058670977 race=Other 0.22927930260663057 -0.8323771040638602 race=Black 0.31627946361513837 -1.7574881993045637 sex -4.277354920785448 -1.4096177911926993 capital-gain -1.9078969962122099 -0.6572407901170295 capital-loss -4.088316743351089 4.2162885582205 hours-per-week -0.09184358444894189 -0.6047144449320566 native-country=United-States -1.8627509807575566 -1.1325940782181811 native-country=Cambodia 0.49314027580794634 0.8811928907819063 native-country=England -0.0017737544169689871 -0.39864275013217904 native-country=Puerto-Rico -1.047110470040629 0.9839044546618527 native-country=Canada -0.5476975909252568 0.5342237149610346 native-country=Germany 0.4814098741270408 0.7783714996045684 native-country=Outlying-US(Guam-USVI-etc) 1.594870022070899 0.6662778108910529 native-country=India 2.2150654453884546 0.7757580245804611 native-country=Japan 0.9199578072865371 1.5466758248163945 native-country=Greece -0.9021745669554823 0.7623991472807377 native-country=South 0.7568330565824543 0.17731150162262227 native-country=China 1.033958412608459 0.06666961327220641 native-country=Cuba -2.1354931915396747 -0.7010894727659551 native-country=Iran 0.5045808548984966 -0.28080357840206954 native-country=Honduras -1.2527923538511658 1.2435707907302787 native-country=Philippines -1.2995533763194995 -0.1781362758359857 native-country=Italy 0.6414347563437778 0.9739948233412121 native-country=Poland -1.2288790371642806 -1.4273305123950846 native-country=Jamaica 0.8033525406691072 -0.5695111108873299 native-country=Vietnam 1.0058824169060847 -0.6190867929590134 native-country=Mexico -0.5549838914665065 -0.4169774609296555 native-country=Portugal -1.1930072330396124 -0.47404315919610907 native-country=Ireland 0.24766207000866292 -0.004423639832876093 native-country=France -0.5139203321031032 -2.1614560861877354 native-country=Dominican-Republic 0.5185922870547323 0.3443157863266018 native-country=Laos 0.9763067875047234 -0.9756757925433525 native-country=Ecuador 0.3898747179277945 -1.1143048970690885 native-country=Taiwan 0.8813086635375205 1.4109412410802145 native-country=Haiti 3.251506365287213 -0.24350446969716297 native-country=Columbia -0.5535244170049416 0.25742970181365293 native-country=Hungary -1.226424214715574 0.4544811653603459 native-country=Guatemala 1.4208339750291434 0.517030566244554 native-country=Nicaragua -0.17840403724168075 0.7934198603173162 native-country=Scotland 0.9163188472344124 0.5207717104277501 native-country=Thailand 0.43372633685685474 1.347763498920119 native-country=Yugoslavia 0.32246336589549546 0.384900666947699 native-country=El-Salvador 0.7270690359509988 0.10745676767858019 native-country=Trinadad&Tobago 0.2558426162439514 1.2081847458967339 native-country=Peru -0.22201404659311097 -0.8763635828199232 native-country=Hong -0.17931131015688406 0.7435634623620788 native-country=Holand-Netherlands Hidden Weights: -4.4897791132589155 4.489779113258907 -4.103178357603806 4.1031783576037855 >50K <=50K Error sum for iteration 1600 = 769.1445498704803 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.5998894752702559 -4.073030758973072 age -0.10189820811230083 0.7424092524183605 workclass=Private 0.8171017688258115 2.1021046561039386E-4 workclass=Self-emp-not-inc -0.38586737491112244 -0.08024987945395429 workclass=Self-emp-inc -0.30990233948327717 -1.6116435028250597 workclass=Federal-gov 0.38680803597853647 0.7397387138051921 workclass=Local-gov 0.2972091895118933 -0.49035455035904135 workclass=State-gov 0.22292070888113008 0.09859974903851866 workclass=Without-pay 0.4246108256540553 -0.8426800676406598 workclass=Never-worked -0.4680956818733187 0.6881489314490987 fnlwgt 0.30418369902285736 -0.4500481661546624 education=Bachelors 0.7009761861885045 -0.5804269286330535 education=Some-college 1.3323938364461678 -1.213211480651181 education=11th 0.2814041076748899 0.16201872599033484 education=HS-grad -0.5116663729235112 0.10680562237035077 education=Prof-school 0.46746026516097705 -0.9712980119699565 education=Assoc-acdm 0.7419786751152765 -1.2637532147780288 education=Assoc-voc 0.9676309833847765 -1.492480643350281 education=9th 0.5789723416145149 -0.5797051196275314 education=7th-8th 2.4369427860758517 -0.8146000297139282 education=12th 0.09786438355242287 0.05350314292149675 education=Masters 1.8306188285467195 -0.29374950789764415 education=1st-4th 0.6744564879305378 0.7001280499010654 education=10th -1.1099717421861495 1.1426376200912587 education=Doctorate -0.7371608780129797 0.20646694549223862 education=5th-6th 1.0425459120317486 0.5520738861272214 education=Preschool -2.55655641433195 0.4153156309764804 education-num -1.7527846687804818 -0.4144912054519519 marital-status=Married-civ-spouse 1.0365834289605955 0.21926463748368014 marital-status=Divorced 1.5130941412319778 -0.8871689156305129 marital-status=Never-married 0.35150386027410263 0.7860760319044395 marital-status=Separated 0.8619923700019171 -0.10787900061994907 marital-status=Widowed 1.8926813446866937 -0.2623903557810109 marital-status=Married-spouse-absent 1.0100459438904648 -0.6583107816828774 marital-status=Married-AF-spouse -0.570324274285896 -0.11835533092561484 occupation=Tech-support -0.2848356585135969 0.8374915160269952 occupation=Craft-repair 0.8672156802189589 -0.7121450050065499 occupation=Other-service -0.4497608833983652 0.9269818909279166 occupation=Sales -0.7543450069083556 -0.02609803629845323 occupation=Exec-managerial -0.057445769428922516 -0.5204601235181181 occupation=Prof-specialty 0.702242938262718 -0.7589643895108577 occupation=Handlers-cleaners 0.28991791025168606 0.17094220834948773 occupation=Machine-op-inspct 0.17375894711857381 0.4764808378525717 occupation=Adm-clerical 1.356760899786002 0.36188843061665593 occupation=Farming-fishing 0.27246448239794724 0.07417825463044561 occupation=Transport-moving 1.1822276065034378 -0.788843489589039 occupation=Priv-house-serv -0.2743865550652004 -1.2281492063516595 occupation=Protective-serv 0.31648039732476924 -0.2564891009762374 occupation=Armed-Forces -1.1028673688189363 1.997118240833858 relationship=Wife 1.060171430105585 -0.07686426081024723 relationship=Own-child 0.9189347143139515 0.6120855486161403 relationship=Husband -0.0732686984150536 0.2948363437702578 relationship=Not-in-family 1.2885522232377913 -1.6794569835455773 relationship=Other-relative 0.4695056667011961 -0.3023330684757555 relationship=Unmarried 0.052175260161922046 -0.9125818289445063 race=White -1.1983484873161825 0.8604614713977032 race=Asian-Pac-Islander 1.134351743533437 -0.9304267775379692 race=Amer-Indian-Eskimo 2.3876967937071965 1.2918530391254455 race=Other 0.2207512698749862 -0.8399598651101388 race=Black 0.30274936070336145 -1.7491951226254523 sex -4.336894811839775 -1.4347593194387818 capital-gain -1.9002815052568793 -0.7103224060581279 capital-loss -4.120426385921205 4.288636838712456 hours-per-week -0.10561716705591177 -0.5753146377249081 native-country=United-States -1.957799133726709 -1.1324476814057955 native-country=Cambodia 0.4937592721247298 0.8998505172900071 native-country=England -0.02157163479550969 -0.40928207712890075 native-country=Puerto-Rico -1.1069974797421007 1.1196998736789807 native-country=Canada -0.5693942371159534 0.5785773366343562 native-country=Germany 0.481891510081732 0.7732508943696992 native-country=Outlying-US(Guam-USVI-etc) 1.6142482584855364 0.6481953553405205 native-country=India 2.2828557824980753 0.7442959279690915 native-country=Japan 0.9377418988221587 1.5692556370117028 native-country=Greece -0.9434107090302398 0.7418287095401906 native-country=South 0.7800236454173368 0.16530233817105744 native-country=China 1.0198333810935452 0.08716440742910779 native-country=Cuba -2.1413568929738203 -0.7250029712078264 native-country=Iran 0.5493892043077012 -0.3387433795559696 native-country=Honduras -1.2987741593221662 1.318079461120313 native-country=Philippines -1.3454912000018135 -0.12914482921564413 native-country=Italy 0.6611617418440672 0.8896495128836884 native-country=Poland -1.224604261974347 -1.4497086375462913 native-country=Jamaica 0.800950586783834 -0.6173426229414347 native-country=Vietnam 0.9933755814790615 -0.615123952171197 native-country=Mexico -0.550463889550337 -0.45120825285057153 native-country=Portugal -1.19773067639752 -0.5336095133836803 native-country=Ireland 0.21208441101522962 -0.01508682331927759 native-country=France -0.4936386962624272 -2.2396785266211783 native-country=Dominican-Republic 0.5247187686984133 0.3444889582816989 native-country=Laos 0.9849954866463307 -0.9771743903111525 native-country=Ecuador 0.43066776281820507 -1.184300339502863 native-country=Taiwan 0.9325340134485832 1.4386260808653923 native-country=Haiti 3.3499859297164614 -0.23222268519593 native-country=Columbia -0.5512393719361987 0.2542763482422766 native-country=Hungary -1.259001459566111 0.44684589992655693 native-country=Guatemala 1.4500384088296618 0.5175906315547482 native-country=Nicaragua -0.16065242073918268 0.7941585495938323 native-country=Scotland 0.9421027585677036 0.4702886821324984 native-country=Thailand 0.47313545125824724 1.35355475855493 native-country=Yugoslavia 0.31988021651591775 0.3538759048637326 native-country=El-Salvador 0.7605812741673317 0.12722294051140848 native-country=Trinadad&Tobago 0.23684319616907773 1.2727356950382225 native-country=Peru -0.2157295346620488 -0.8763963695932003 native-country=Hong -0.17702626508813812 0.7404101087906811 native-country=Holand-Netherlands Hidden Weights: -4.489363622788667 4.489363622788664 -4.188043527985352 4.188043527985343 >50K <=50K Error sum for iteration 1700 = 767.0447872778232 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.6026694263494807 -4.118394970009575 age -0.0930147008527476 0.7288844456543085 workclass=Private 0.8170531369634432 0.04511087913106562 workclass=Self-emp-not-inc -0.3815767123697018 -0.08600073216312616 workclass=Self-emp-inc -0.3019931766426459 -1.6926998633129682 workclass=Federal-gov 0.39198757884535834 0.7417169411079647 workclass=Local-gov 0.30094025433766236 -0.4786314849673002 workclass=State-gov 0.2253340828137526 0.09581133217942102 workclass=Without-pay 0.42676807114767046 -0.8456479660046866 workclass=Never-worked -0.4575951867576242 0.672181808744508 fnlwgt 0.3169297174256377 -0.48076982493296616 education=Bachelors 0.7015455113590338 -0.5825519779517606 education=Some-college 1.3295595924404648 -1.2407292740345304 education=11th 0.28314162553052863 0.15008080886373287 education=HS-grad -0.5139181466714412 0.10571202317937617 education=Prof-school 0.4708028660304421 -0.9844783828836452 education=Assoc-acdm 0.74095678312213 -1.2579010136410251 education=Assoc-voc 0.9587686193361556 -1.5477056109728988 education=9th 0.5709221401400716 -0.6112153362428925 education=7th-8th 2.4666820978273187 -0.851371493507692 education=12th 0.10324355137259784 0.04895860350993053 education=Masters 1.9212756806549953 -0.269622338853428 education=1st-4th 0.6115257492087592 0.8139960898365755 education=10th -1.1240218658857006 1.1689438431951584 education=Doctorate -0.737004366130927 0.18301338221874702 education=5th-6th 1.0499938357095902 0.548771831598533 education=Preschool -2.5809361806293913 0.4045498508954649 education-num -1.7390680545535944 -0.4862478948064732 marital-status=Married-civ-spouse 1.0143146728803472 0.28285441831082864 marital-status=Divorced 1.497843830001897 -0.8508717691986786 marital-status=Never-married 0.3670923725752642 0.752119801389211 marital-status=Separated 0.8467385437643635 -0.117452645992079 marital-status=Widowed 1.931204562120938 -0.296687396819412 marital-status=Married-spouse-absent 1.0273491758805324 -0.6531325781218474 marital-status=Married-AF-spouse -0.5803657461568892 -0.08274881977450008 occupation=Tech-support -0.2840151290890274 0.8444860157608525 occupation=Craft-repair 0.8624642060316955 -0.6950533935150177 occupation=Other-service -0.4421450728591633 0.9246510509884208 occupation=Sales -0.7609832294507203 0.00698605161750874 occupation=Exec-managerial -0.06599599532729179 -0.491278523067556 occupation=Prof-specialty 0.7251434297703278 -0.8959845065493265 occupation=Handlers-cleaners 0.2819439165090357 0.2072077401307059 occupation=Machine-op-inspct 0.1710337578072088 0.49460282580372406 occupation=Adm-clerical 1.3788213774282043 0.326798079863302 occupation=Farming-fishing 0.272564899672315 0.07297468818598962 occupation=Transport-moving 1.2008327564944472 -0.7915319485980261 occupation=Priv-house-serv -0.2723635677136902 -1.2893632174826362 occupation=Protective-serv 0.3304945120070791 -0.2585813511443877 occupation=Armed-Forces -1.1284859359527473 2.0848756163900823 relationship=Wife 1.0631201993143256 -0.11986793068630525 relationship=Own-child 0.9063925595488692 0.6847196415205288 relationship=Husband -0.06064123622459264 0.26873508485831016 relationship=Not-in-family 1.30688708457699 -1.7316497791933172 relationship=Other-relative 0.5039567327726173 -0.38297738959707484 relationship=Unmarried 0.03989953119715786 -0.8985877334590021 race=White -1.2182572650336387 0.9058841768086688 race=Asian-Pac-Islander 1.154710762211011 -1.0061103527240558 race=Amer-Indian-Eskimo 2.4364470864731778 1.275402703125593 race=Other 0.2118706565308032 -0.8458254335529911 race=Black 0.289670096925832 -1.73856432219761 sex -4.391832874044539 -1.4588646402651402 capital-gain -1.8922685569310909 -0.7662386497785666 capital-loss -4.15169347808091 4.353947512389134 hours-per-week -0.117841541223103 -0.5502949507921198 native-country=United-States -2.040365746520832 -1.1279705264231676 native-country=Cambodia 0.4946652132368416 0.9181948203542585 native-country=England -0.03871131743781103 -0.4186498372344629 native-country=Puerto-Rico -1.1688424501030432 1.2522059615887167 native-country=Canada -0.5906897025680357 0.6212131619857918 native-country=Germany 0.48240547051391164 0.7685196492910538 native-country=Outlying-US(Guam-USVI-etc) 1.6309180976735427 0.6307438697269481 native-country=India 2.345613275301601 0.7098326239406225 native-country=Japan 0.9527902248596034 1.5899282486545068 native-country=Greece -0.9829210068173804 0.7214372099235993 native-country=South 0.798426033190106 0.1586756389646396 native-country=China 1.0074722714937898 0.11147862932239354 native-country=Cuba -2.145406654367784 -0.7457898339773275 native-country=Iran 0.5945087290488579 -0.3905357271810679 native-country=Honduras -1.3466765008021258 1.389382964589233 native-country=Philippines -1.3906907315763057 -0.08437161609677316 native-country=Italy 0.6888958633267063 0.8122313665762934 native-country=Poland -1.220127642834244 -1.4720772693688933 native-country=Jamaica 0.7994932080646834 -0.6693566705712949 native-country=Vietnam 0.9820020578541266 -0.6091307661105998 native-country=Mexico -0.5452607046342857 -0.483772431695048 native-country=Portugal -1.2012197235767361 -0.590741839469495 native-country=Ireland 0.17828376914325256 -0.024833248019914225 native-country=France -0.4756067144320109 -2.3134305082105473 native-country=Dominican-Republic 0.5294127604323153 0.34405138420825593 native-country=Laos 0.9933005140500435 -0.9786149560414487 native-country=Ecuador 0.4725471677930751 -1.2541534052958758 native-country=Taiwan 0.9802479326759974 1.4641762324187204 native-country=Haiti 3.4395123640098326 -0.22255567328510492 native-country=Columbia -0.5490821264425885 0.25130844987827355 native-country=Hungary -1.28949431174174 0.44040548192882006 native-country=Guatemala 1.4775124316024726 0.5180768570727206 native-country=Nicaragua -0.14379993129497776 0.7948155221604049 native-country=Scotland 0.9674984783270173 0.41693503574058344 native-country=Thailand 0.510135607969505 1.35854799319224 native-country=Yugoslavia 0.3175420172294574 0.32225446092238086 native-country=El-Salvador 0.7920021063526387 0.1458844613966321 native-country=Trinadad&Tobago 0.2139994058989077 1.3368482885779192 native-country=Peru -0.2095747940449124 -0.8763014427868151 native-country=Hong -0.1748690195944901 0.7374422104266544 native-country=Holand-Netherlands Hidden Weights: -4.487448959691946 4.487448959691945 -4.270511900295044 4.27051190029504 >50K <=50K Error sum for iteration 1800 = 764.9989583217498 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.6066083129651817 -4.154025869935988 age -0.08471010704711805 0.7155810965080538 workclass=Private 0.8174479034081981 0.08528469116157014 workclass=Self-emp-not-inc -0.3781220203820169 -0.09031690449841584 workclass=Self-emp-inc -0.29446575659711544 -1.7697332095063272 workclass=Federal-gov 0.3972618014881841 0.7419677571145455 workclass=Local-gov 0.3043230050350192 -0.46413188391621896 workclass=State-gov 0.2276270985480661 0.0931422310306469 workclass=Without-pay 0.42881016857153076 -0.8484744819870209 workclass=Never-worked -0.4467322890299084 0.6522746744212046 fnlwgt 0.3277306330351329 -0.5056369833899966 education=Bachelors 0.7023812871387738 -0.5842647522837553 education=Some-college 1.3274711159174686 -1.2665143930339569 education=11th 0.28490097495780503 0.13962381713191668 education=HS-grad -0.5153549932367165 0.10255103028130841 education=Prof-school 0.4737005054095828 -0.9945588555063111 education=Assoc-acdm 0.7402039502928683 -1.2522682260585258 education=Assoc-voc 0.9510812527908461 -1.6009802576723262 education=9th 0.5638847178311899 -0.6397080960458115 education=7th-8th 2.495940489615434 -0.8876286886801017 education=12th 0.10713405360679962 0.048551871602524097 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relationship=Not-in-family 1.3228910096058286 -1.7746458501484852 relationship=Other-relative 0.536931625596855 -0.4622498256142364 relationship=Unmarried 0.027820976181461784 -0.883591020114728 race=White -1.2370915720372626 0.9474593816918205 race=Asian-Pac-Islander 1.173805189557451 -1.0774787298025028 race=Amer-Indian-Eskimo 2.4840884148551443 1.2573857921424392 race=Other 0.20259502933208384 -0.8497567714895572 race=Black 0.2770105541761675 -1.7256024917894248 sex -4.44279746874781 -1.4821486351872506 capital-gain -1.8835007408241715 -0.8247222526262551 capital-loss -4.182611946619256 4.415379712804218 hours-per-week -0.12860787695183537 -0.529171324224045 native-country=United-States -2.1132452858033384 -1.120436697949651 native-country=Cambodia 0.49553262569368384 0.936331051402155 native-country=England -0.05363979207801194 -0.4271045426233587 native-country=Puerto-Rico -1.2309676455270127 1.3774954441300604 native-country=Canada -0.6115905263885065 0.6621021976664119 native-country=Germany 0.4829322073003944 0.7640726922991743 native-country=Outlying-US(Guam-USVI-etc) 1.6451184751515602 0.6144208628280535 native-country=India 2.4040767387419724 0.6730951881717679 native-country=Japan 0.9654905527360548 1.6089381638332123 native-country=Greece -1.0203140523420027 0.7017911358005055 native-country=South 0.812419235760861 0.15665722180981598 native-country=China 0.996213477212359 0.13867731180846674 native-country=Cuba -2.148065923759562 -0.7642200077859371 native-country=Iran 0.6393644018143508 -0.436855727519865 native-country=Honduras -1.3955816969120085 1.4569224618775634 native-country=Philippines -1.4342094708199178 -0.044842821246078135 native-country=Italy 0.7231014844576786 0.7471489521885231 native-country=Poland -1.2159289258026251 -1.4942820645697694 native-country=Jamaica 0.7987474997234156 -0.7264180540563087 native-country=Vietnam 0.9716026435115158 -0.6017331938602161 native-country=Mexico -0.5396742871670964 -0.5146635469017168 native-country=Portugal -1.2038003632633838 -0.6454175593554784 native-country=Ireland 0.14614925035979767 -0.03382753039666026 native-country=France -0.45956945918320385 -2.382801636279132 native-country=Dominican-Republic 0.532980703943801 0.34311472700954715 native-country=Laos 1.001263735724813 -0.9800205725721295 native-country=Ecuador 0.5150198086800051 -1.3234073456244664 native-country=Taiwan 1.0247726419121488 1.4878261523967011 native-country=Haiti 3.5214130174313554 -0.2142466575934476 native-country=Columbia -0.5470400290186874 0.2484819338958965 native-country=Hungary -1.3182216217530314 0.43491014588692856 native-country=Guatemala 1.5034664922357075 0.5184914805343935 native-country=Nicaragua -0.12775512995774155 0.7953862092221523 native-country=Scotland 0.9931045201783703 0.361860683157828 native-country=Thailand 0.544977825628656 1.3628623393948665 native-country=Yugoslavia 0.3155276287455419 0.29011566500333164 native-country=El-Salvador 0.8215748120653015 0.16352827398287376 native-country=Trinadad&Tobago 0.18784127074430726 1.4002524321580385 native-country=Peru -0.20358488704937203 -0.8761386011981535 native-country=Hong -0.17282692217061904 0.7346156944443201 native-country=Holand-Netherlands Hidden Weights: -4.484521204160062 4.484521204160062 -4.349608898547139 4.349608898547137 >50K <=50K Error sum for iteration 1900 = 763.0317168353325 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.6120172268883346 -4.179750470163093 age -0.07676546557972111 0.7018750309005809 workclass=Private 0.818247207776158 0.12112942413357349 workclass=Self-emp-not-inc -0.3755716268452433 -0.09313956592868729 workclass=Self-emp-inc -0.2872343152287631 -1.842933441326949 workclass=Federal-gov 0.4026563833397721 0.7405321193889871 workclass=Local-gov 0.30739559253338494 -0.4473988623925585 workclass=State-gov 0.22981751203127734 0.09053513726312114 workclass=Without-pay 0.43075572614310487 -0.8512207443773776 workclass=Never-worked -0.4349984617992034 0.6281203232003159 fnlwgt 0.33688869510255126 -0.5260738577119543 education=Bachelors 0.7032442318712476 -0.584789096083665 education=Some-college 1.3256889681623114 -1.2908228612195705 education=11th 0.28639518645791373 0.13174452804033868 education=HS-grad -0.5159177629768387 0.09732270646180562 education=Prof-school 0.47604089426419816 -1.0010218235493877 education=Assoc-acdm 0.7394791941660855 -1.2461896832088453 education=Assoc-voc 0.9444625424500995 -1.6522103588764465 education=9th 0.5578259843302953 -0.6655740556016471 education=7th-8th 2.5249038958668057 -0.9234636622893494 education=12th 0.10951665740713712 0.051896642859191405 education=Masters 2.085252925353204 -0.22647618585154958 education=1st-4th 0.48333559490855316 1.0494531151791606 education=10th -1.1458229993268563 1.1967426192058543 education=Doctorate -0.7289791033445584 0.10617066744962188 education=5th-6th 1.0637922066680026 0.5426759536314629 education=Preschool -2.626604411706447 0.39294341093442126 education-num -1.7115863404397824 -0.6337745034127225 marital-status=Married-civ-spouse 0.9731934892087201 0.40374116013316097 marital-status=Divorced 1.4709211325774876 -0.7798839018892002 marital-status=Never-married 0.3914924450847658 0.6972571009276447 marital-status=Separated 0.8183881179078111 -0.13392007897309874 marital-status=Widowed 2.0036816066442036 -0.3623540807592363 marital-status=Married-spouse-absent 1.0591994766181032 -0.6440754368561278 marital-status=Married-AF-spouse -0.5974860968165129 -0.027015825395305147 occupation=Tech-support -0.2830351603819337 0.8569005389198231 occupation=Craft-repair 0.8526078585160352 -0.6586304517350513 occupation=Other-service -0.4294797970223915 0.9200646709760872 occupation=Sales -0.7711548002678984 0.05746579607681299 occupation=Exec-managerial -0.08065579856971322 -0.4417028647302325 occupation=Prof-specialty 0.7637110645291167 -1.1302791420907388 occupation=Handlers-cleaners 0.27103464997948973 0.26189513021020006 occupation=Machine-op-inspct 0.16615592336248478 0.5263106729438126 occupation=Adm-clerical 1.412725187214092 0.28245625395053064 occupation=Farming-fishing 0.27383515490221194 0.06405655264045683 occupation=Transport-moving 1.2372417034507823 -0.7951329183630645 occupation=Priv-house-serv -0.267952863183971 -1.4032169213415866 occupation=Protective-serv 0.3576114993114816 -0.26260792404332245 occupation=Armed-Forces -1.1755082145685019 2.2538762341533656 relationship=Wife 1.0712023476732682 -0.2115899248404463 relationship=Own-child 0.8831151185386161 0.8191631374849857 relationship=Husband -0.03664980582124779 0.21296601333170623 relationship=Not-in-family 1.336857397511134 -1.8096395325399526 relationship=Other-relative 0.568039730638303 -0.5389595815160939 relationship=Unmarried 0.016074406488403994 -0.8682789309340272 race=White -1.2547942520332216 0.9855354763011974 race=Asian-Pac-Islander 1.191519524120655 -1.144797560946781 race=Amer-Indian-Eskimo 2.5306280559005567 1.2376732181414805 race=Other 0.1930825518429875 -0.8518149612095604 race=Black 0.2648622074462836 -1.7105897157303733 sex -4.490249515837861 -1.5048502302843128 capital-gain -1.8739405646554013 -0.8854827498507718 capital-loss -4.213799505115603 4.475017049066851 hours-per-week -0.1383527589581473 -0.5104674583278002 native-country=United-States -2.1783627007694033 -1.1108637690115808 native-country=Cambodia 0.49622726418585444 0.9543800963204238 native-country=England -0.06672236819964572 -0.4349476156732859 native-country=Puerto-Rico -1.2914487130332355 1.4931999793559985 native-country=Canada -0.6318911882132506 0.7013518167204688 native-country=Germany 0.4834668727223328 0.7598093066009804 native-country=Outlying-US(Guam-USVI-etc) 1.6570974690866511 0.5997015058511631 native-country=India 2.4588471495607607 0.6346503219889053 native-country=Japan 0.9761397868062935 1.6265149402432388 native-country=Greece -1.0552322414160993 0.6833821914690796 native-country=South 0.8225395451130715 0.1591586830154974 native-country=China 0.9856632269618537 0.1680301355948579 native-country=Cuba -2.149639118800646 -0.7808307542867212 native-country=Iran 0.6835497413063412 -0.478291483839498 native-country=Honduras -1.4445910617166264 1.5204725237520587 native-country=Philippines -1.4753126237096452 -0.011139351687954957 native-country=Italy 0.7607768521227414 0.6950572505462204 native-country=Poland -1.2121946595195296 -1.5162337281717535 native-country=Jamaica 0.7982910661345022 -0.789695821820739 native-country=Vietnam 0.9624117668885795 -0.5930771538740487 native-country=Mexico -0.5339116455977494 -0.5438716252994552 native-country=Portugal -1.2056224520827008 -0.69762180360128 native-country=Ireland 0.11557792975036309 -0.04222124448253361 native-country=France -0.4452490503423958 -2.4480356759155013 native-country=Dominican-Republic 0.535692367303796 0.34176038077627646 native-country=Laos 1.0089255974604698 -0.981437392136647 native-country=Ecuador 0.557561727710066 -1.3917886130086607 native-country=Taiwan 1.0664212473904846 1.509753290571 native-country=Haiti 3.5967328191707457 -0.20712611413753151 native-country=Columbia -0.5450944714471445 0.24573567150552292 native-country=Hungary -1.3454397824598743 0.43015137416409815 native-country=Guatemala 1.5280782644010034 0.5188071682616687 native-country=Nicaragua -0.11242382814056424 0.7958452259062024 native-country=Scotland 1.0192240581680418 0.30587114093208273 native-country=Thailand 0.5778943140232227 1.3665691471912906 native-country=Yugoslavia 0.31385581928657963 0.2574315479415545 native-country=El-Salvador 0.8495433199015352 0.18022016418305503 native-country=Trinadad&Tobago 0.1590250296937664 1.4628470799590372 native-country=Peru -0.19777373133064635 -0.8759770896123835 native-country=Hong -0.1708813645990308 0.7318694320539634 native-country=Holand-Netherlands Hidden Weights: -4.480552855186092 4.480552855186093 -4.4248204822272195 4.42482048222722 >50K <=50K Error sum for iteration 2000 = 761.1349972363748 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.6191861677159575 -4.195260001861819 age -0.06902882173318851 0.6873549073020938 workclass=Private 0.8193878466748539 0.15340042341693608 workclass=Self-emp-not-inc -0.37393604781520773 -0.09473468098088066 workclass=Self-emp-inc -0.2802289646083487 -1.9126276829232145 workclass=Federal-gov 0.4082536680664707 0.7373570910365997 workclass=Local-gov 0.31022875401476 -0.42904177483334116 workclass=State-gov 0.23192684829421456 0.08792877153385475 workclass=Without-pay 0.43262625913420993 -0.8539515968764286 workclass=Never-worked -0.4220934644834038 0.599486215288598 fnlwgt 0.34468689942508157 -0.5431203138068358 education=Bachelors 0.7040023442854095 -0.5834844524169653 education=Some-college 1.323935077074406 -1.3138929985811885 education=11th 0.2873921525396732 0.1274762096706163 education=HS-grad -0.5157721591836084 0.0901095999471783 education=Prof-school 0.4777296506358792 -1.0033998649478661 education=Assoc-acdm 0.7386168531185259 -1.2389426166824418 education=Assoc-voc 0.9388211473836457 -1.7012231792663357 education=9th 0.5526856567636471 -0.6891699587701289 education=7th-8th 2.553632651472247 -0.9589377881989876 education=12th 0.11050775574502258 0.05820100208375038 education=Masters 2.1594235563771935 -0.2074696705295419 education=1st-4th 0.41889181218974275 1.169646308021357 education=10th -1.153467476707143 1.1995768214217042 education=Doctorate -0.7203044528531949 0.04871353456231302 education=5th-6th 1.0702184348805934 0.5397615559510671 education=Preschool -2.648511001548608 0.39405962825995183 education-num -1.6979478821507434 -0.7099154038149768 marital-status=Married-civ-spouse 0.9540838311778017 0.46060299778283875 marital-status=Divorced 1.459403846846252 -0.746592904128422 marital-status=Never-married 0.4004443340612402 0.6768258097487931 marital-status=Separated 0.8056288186321462 -0.14073543725671503 marital-status=Widowed 2.037954854645807 -0.3938061153887008 marital-status=Married-spouse-absent 1.0737801192555996 -0.6403514752584745 marital-status=Married-AF-spouse -0.6045956837774626 -0.006150453319369613 occupation=Tech-support -0.28205618831600693 0.8601251278516322 occupation=Craft-repair 0.8480642571325934 -0.6411380105302903 occupation=Other-service -0.42407573413632055 0.9177169408582407 occupation=Sales -0.7747676510511731 0.07607857989448445 occupation=Exec-managerial -0.08688074127780754 -0.4203414578380162 occupation=Prof-specialty 0.7784634288592966 -1.2269774415191828 occupation=Handlers-cleaners 0.2686055714408613 0.2784480752975903 occupation=Machine-op-inspct 0.16437240715433862 0.5395141922515206 occupation=Adm-clerical 1.4232228224363408 0.27480231514594805 occupation=Farming-fishing 0.2752737430628383 0.05525219417684812 occupation=Transport-moving 1.2552046490617805 -0.7962047665677452 occupation=Priv-house-serv -0.2652963860027474 -1.4559919022684276 occupation=Protective-serv 0.3707757562412843 -0.26464858039429495 occupation=Armed-Forces -1.1963977219385804 2.333444452061877 relationship=Wife 1.0765856895308017 -0.26024811362225614 relationship=Own-child 0.8722630800306622 0.8813274324826135 relationship=Husband -0.025296817632695937 0.18320071582266428 relationship=Not-in-family 1.3489838680641104 -1.8376889473171223 relationship=Other-relative 0.5971059377928722 -0.6124511283412439 relationship=Unmarried 0.004847240358524368 -0.8532262841807867 race=White -1.2715312651531645 1.02051022995766 race=Asian-Pac-Islander 1.207852343979526 -1.2083456078757593 race=Amer-Indian-Eskimo 2.576050393919219 1.216155910830694 race=Other 0.18360850209981752 -0.8522780898672425 race=Black 0.25341251393879394 -1.6940136316341354 sex -4.534575374827291 -1.5272494541654857 capital-gain -1.8637219098084448 -0.9483513332587231 capital-loss -4.245862013569975 4.534000199124156 hours-per-week -0.14749614518855453 -0.4929488113128097 native-country=United-States -2.2370009195833576 -1.1001040308330052 native-country=Cambodia 0.49668463531085283 0.9724470298632344 native-country=England -0.07827867267769982 -0.4424200449880143 native-country=Puerto-Rico -1.348733844956558 1.59852064626275 native-country=Canada -0.6513884285233533 0.7391481152052477 native-country=Germany 0.48401863778340337 0.7556456664992555 native-country=Outlying-US(Guam-USVI-etc) 1.6670785517774702 0.5870064446203995 native-country=India 2.5104265479698693 0.5949454691786272 native-country=Japan 0.9849637647145115 1.642879666491576 native-country=Greece -1.0873946799496244 0.6664781878434307 native-country=South 0.8293050194272752 0.1664274061893276 native-country=China 0.9756280485110732 0.19902760419302867 native-country=Cuba -2.150390699427199 -0.7960046634608446 native-country=Iran 0.7267804036946999 -0.515352636313926 native-country=Honduras -1.4929204767411839 1.58002721922885 native-country=Philippines -1.5135663172163614 0.01658845813396639 native-country=Italy 0.7990266287441455 0.6542716317832459 native-country=Poland -1.2089856767673135 -1.5379071753411393 native-country=Jamaica 0.7976085015681612 -0.8604774983056637 native-country=Vietnam 0.9548618359734645 -0.5830466931683679 native-country=Mexico -0.5281456494394849 -0.5714230168856833 native-country=Portugal -1.2067479232909955 -0.7473298317791857 native-country=Ireland 0.08646777062046215 -0.05014873696398652 native-country=France -0.4324434461223184 -2.509484544829324 native-country=Dominican-Republic 0.5377872662020045 0.3400589742028814 native-country=Laos 1.0163217243032052 -0.9829201847574535 native-country=Ecuador 0.5997436691793538 -1.459206137709243 native-country=Taiwan 1.1054870963386643 1.5301001890920665 native-country=Haiti 3.666329962863506 -0.20107534051548653 native-country=Columbia -0.5432239384559957 0.24300481900645382 native-country=Hungary -1.3713582724078024 0.4259665825006327 native-country=Guatemala 1.5514955038826532 0.5189832620966658 native-country=Nicaragua -0.09771680726329474 0.7961591348644114 native-country=Scotland 1.0459788683078743 0.2495164688305853 native-country=Thailand 0.6090926188067429 1.3697106678380166 native-country=Yugoslavia 0.3124578729305237 0.2240756376825586 native-country=El-Salvador 0.8761555999239646 0.19602083009746102 native-country=Trinadad&Tobago 0.12829641609727732 1.5247170507301213 native-country=Peru -0.19213862393386322 -0.8758844872619727 native-country=Hong -0.1690108316079199 0.7291385795549123 native-country=Holand-Netherlands Hidden Weights: -4.475420181802065 4.475420181802065 -4.496369642137956 4.496369642137953 >50K <=50K Error sum for iteration 2100 = 759.286654473131 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.6283744950557681 -4.200202654469894 age -0.06141343885289964 0.6719426553861277 workclass=Private 0.8208105237810989 0.18286078639121503 workclass=Self-emp-not-inc -0.3731726590580229 -0.09548388137040731 workclass=Self-emp-inc -0.27340502964485536 -1.9792239476528612 workclass=Federal-gov 0.4141489507718786 0.7324454650852082 workclass=Local-gov 0.3128967118737203 -0.40972603086275233 workclass=State-gov 0.23397601531191742 0.08527163852684823 workclass=Without-pay 0.4344421118868157 -0.8567216214797094 workclass=Never-worked -0.407877974778655 0.5661243721492648 fnlwgt 0.3513383463906074 -0.5574051124017052 education=Bachelors 0.7045624137809778 -0.5798927921096859 education=Some-college 1.3220590895308466 -1.3359131885787778 education=11th 0.28770868199308347 0.12760652058788532 education=HS-grad -0.5151301526530809 0.08096747104619668 education=Prof-school 0.4786770724556087 -1.0013625768739918 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-0.266773470474498 occupation=Armed-Forces -1.215273613748765 2.4090618611232313 relationship=Wife 1.0827433743338608 -0.31045481914517337 relationship=Own-child 0.8619147199734513 0.9405494108107408 relationship=Husband -0.01429633770157051 0.15195561196070861 relationship=Not-in-family 1.3594277091174627 -1.859785876174661 relationship=Other-relative 0.6241501224095303 -0.6825221219337279 relationship=Unmarried -0.0056890833728314395 -0.8389153743285757 race=White -1.287537455843124 1.052867234956729 race=Asian-Pac-Islander 1.2229038438283095 -1.268388674330012 race=Amer-Indian-Eskimo 2.6203321551455714 1.192765004647538 race=Other 0.17442384123028662 -0.8515223519232539 race=Black 0.24283977330434767 -1.6764432474048592 sex -4.576114741195626 -1.5496500407254588 capital-gain -1.8530252738696178 -1.0133441540116845 capital-loss -4.279190527443115 4.592809021627451 hours-per-week -0.15625373358835018 -0.4760669163563102 native-country=United-States -2.2899998212068384 -1.088888194539286 native-country=Cambodia 0.4968757340575795 0.9906213677101635 native-country=England -0.08858486102660457 -0.4497025051229981 native-country=Puerto-Rico -1.4019081578526704 1.6937556872540271 native-country=Canada -0.6699636088180757 0.7756780835796864 native-country=Germany 0.484602663999702 0.7515206677394296 native-country=Outlying-US(Guam-USVI-etc) 1.67521344453904 0.5766462844031526 native-country=India 2.5592386008965597 0.5543406442176079 native-country=Japan 0.9921378158008143 1.6582542179872521 native-country=Greece -1.1166211276707867 0.6510462326702436 native-country=South 0.8331045876156852 0.17868928624762306 native-country=China 0.966011482191432 0.23131401415874092 native-country=Cuba -2.150554463538192 -0.8100461885362428 native-country=Iran 0.7688469324947812 -0.5485159560638876 native-country=Honduras -1.5399924963981988 1.6356260799268683 native-country=Philippines -1.5488369794478916 0.03848154528210787 native-country=Italy 0.8358036042421293 0.6226528458803305 native-country=Poland -1.206336713950946 -1.559316290893567 native-country=Jamaica 0.7963156915597879 -0.9394602214267589 native-country=Vietnam 0.9493811503643894 -0.5715086294372077 native-country=Mexico -0.5225425936685254 -0.5973998075163225 native-country=Portugal -1.2072084114440695 -0.7945165912230583 native-country=Ireland 0.05871959338969517 -0.057721093276340896 native-country=France -0.42103139434559167 -2.5675538758581675 native-country=Dominican-Republic 0.5394738569927953 0.338083274009461 native-country=Laos 1.0234806824184606 -0.984516796983143 native-country=Ecuador 0.6412620295917169 -1.525711966715387 native-country=Taiwan 1.1422235284184905 1.5489854642605345 native-country=Haiti 3.730934833103053 -0.19599861859579798 native-country=Columbia -0.5414080857034002 0.2402347944032118 native-country=Hungary -1.396150239101813 0.4222342807468654 native-country=Guatemala 1.5738417136700948 0.5189827214961115 native-country=Nicaragua -0.0835555879118755 0.7963007039127947 native-country=Scotland 1.0733921313310348 0.19319012742580127 native-country=Thailand 0.638755573793323 1.3723224425481013 native-country=Yugoslavia 0.31121193458513063 0.1898644031727143 native-country=El-Salvador 0.9016415223079235 0.21098872287076845 native-country=Trinadad&Tobago 0.09637493661911029 1.5860565291923658 native-country=Peru -0.18666841319618038 -0.8759146214991583 native-country=Hong -0.16719497885529278 0.7263685549516316 native-country=Holand-Netherlands Hidden Weights: -4.469079121432928 4.4690791214329275 -4.565071457689716 4.565071457689709 >50K <=50K Error sum for iteration 2200 = 757.4491432471604 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.6398906519636776 -4.194263363630595 age -0.05388132740442464 0.6559605508526861 workclass=Private 0.8225002987670025 0.2100097164154284 workclass=Self-emp-not-inc -0.37321930802760367 -0.09562558671970364 workclass=Self-emp-inc -0.26675797264514794 -2.0431652648045313 workclass=Federal-gov 0.42041889145171674 0.7259977073394217 workclass=Local-gov 0.31543504092433594 -0.390095824319556 workclass=State-gov 0.23598038871906954 0.08254479376655241 workclass=Without-pay 0.4362177743936351 -0.8595523276779198 workclass=Never-worked -0.392289564745334 0.527780387389353 fnlwgt 0.3570291213659796 -0.5695610001857404 education=Bachelors 0.7047921930008669 -0.5737277699526906 education=Some-college 1.3199335804430385 -1.3569790228087142 education=11th 0.28721517297581917 0.13237296770552123 education=HS-grad -0.5141208741834423 0.06988488571916318 education=Prof-school 0.4787744804085972 -0.9948109810942594 education=Assoc-acdm 0.7359424358584248 -1.2187184194693939 education=Assoc-voc 0.9298387578705761 -1.7918186165798575 education=9th 0.5446072447067106 -0.7307578913941718 education=7th-8th 2.6102930842814143 -1.0287625731661632 education=12th 0.10910430142794422 0.07634347781585164 education=Masters 2.2949351475394852 -0.17408912388566392 education=1st-4th 0.29133682491299967 1.4120259824665096 education=10th -1.1629591537939965 1.187830689381319 education=Doctorate -0.6918163960616343 -0.11375920647395878 education=5th-6th 1.0822903486208946 0.5339532511452632 education=Preschool -2.692713226122422 0.4148781071355597 education-num -1.6715597212699527 -0.8675277213941692 marital-status=Married-civ-spouse 0.9183026544056594 0.5670162036215248 marital-status=Divorced 1.4403835250376853 -0.6858969588713208 marital-status=Never-married 0.4130716399132408 0.649206668127842 marital-status=Separated 0.7836686329650695 -0.1516372537691329 marital-status=Widowed 2.103087823085249 -0.45425708175581875 marital-status=Married-spouse-absent 1.100266097222736 -0.6348873462961392 marital-status=Married-AF-spouse -0.6162317939673551 0.024226143380368225 occupation=Tech-support -0.2779296369906267 0.8579248589837313 occupation=Craft-repair 0.840185825708062 -0.6091499253216017 occupation=Other-service -0.4145015033625889 0.9131524937387712 occupation=Sales -0.7798154855603102 0.10423692451728005 occupation=Exec-managerial -0.09768153990629418 -0.38167862654574003 occupation=Prof-specialty 0.8004265766936118 -1.387621293916832 occupation=Handlers-cleaners 0.27006559264256924 0.2896530428100999 occupation=Machine-op-inspct 0.16255142084146473 0.5604161743937045 occupation=Adm-clerical 1.4297574791744998 0.28861007914127523 occupation=Farming-fishing 0.28022564474255 0.027880481288540423 occupation=Transport-moving 1.2909044436715165 -0.7971515218171235 occupation=Priv-house-serv -0.2590713065638345 -1.5542314847629903 occupation=Protective-serv 0.3964378694118557 -0.2689986104823104 occupation=Armed-Forces -1.232198656292449 2.481038964159149 relationship=Wife 1.0894974511479087 -0.3618260530856427 relationship=Own-child 0.8521856265787179 0.9968235464781996 relationship=Husband -0.003602918993953673 0.11926523077473444 relationship=Not-in-family 1.3683243647061447 -1.876873987533903 relationship=Other-relative 0.6493193823328268 -0.7492535209262642 relationship=Unmarried -0.015346954740079403 -0.8259318667628781 race=White -1.3031208347593886 1.0836347932815062 race=Asian-Pac-Islander 1.236828555191871 -1.3251709802975955 race=Amer-Indian-Eskimo 2.6634662469083037 1.1674986729572236 race=Other 0.16568990097591235 -0.8500239607324394 race=Black 0.23324856548339676 -1.6585385646408404 sex -4.615176905572863 -1.5723305155513663 capital-gain -1.842063164206126 -1.0806538094698899 capital-loss -4.313798401474285 4.651594522325403 hours-per-week -0.1646001827069227 -0.45999338129464196 native-country=United-States -2.33795909608222 -1.0778382990713142 native-country=Cambodia 0.4968214149750729 1.0089928843147826 native-country=England -0.09787595683058242 -0.4569041538233388 native-country=Puerto-Rico -1.4505934902813877 1.7798125043309017 native-country=Canada -0.6875510219022942 0.8111131478972895 native-country=Germany 0.48523133031710586 0.7474117615917195 native-country=Outlying-US(Guam-USVI-etc) 1.6815392726453549 0.5688031409912047 native-country=India 2.605644951423364 0.5131417167824228 native-country=Japan 0.9978150114527242 1.67288987334847 native-country=Greece -1.142887674543548 0.6366984722093145 native-country=South 0.8341235279040311 0.19580015507601417 native-country=China 0.9567251029796927 0.2646476801006863 native-country=Cuba -2.150322162466682 -0.8231988178752165 native-country=Iran 0.8095859314632429 -0.5782412285279918 native-country=Honduras -1.5854853527649462 1.6871709217595805 native-country=Philippines -1.5812602324656255 0.05481809542280149 native-country=Italy 0.8699418000438965 0.5983279312844975 native-country=Poland -1.2042721908567722 -1.5804750100680693 native-country=Jamaica 0.7946154725728409 -1.0252104169669398 native-country=Vietnam 0.9461771956220278 -0.5585537666166017 native-country=Mexico -0.517264060557065 -0.6219294435285166 native-country=Portugal -1.2070440259443127 -0.8391713111309288 native-country=Ireland 0.03223940652724282 -0.06500622535164938 native-country=France -0.4109435572006131 -2.6226493987434796 native-country=Dominican-Republic 0.5409226581885986 0.33592482001046475 native-country=Laos 1.0304215435368376 -0.98624407016244 native-country=Ecuador 0.681877330808297 -1.5914771531125307 native-country=Taiwan 1.1768266071589129 1.5665223442896397 native-country=Haiti 3.791174394706994 -0.19179501643681157 native-country=Columbia -0.5396324231965848 0.23740408820502268 native-country=Hungary -1.4199607601024948 0.41887733220816314 native-country=Guatemala 1.5952208014744484 0.5187966889968633 native-country=Nicaragua -0.06987572052106893 0.7962724106059762 native-country=Scotland 1.1014072485378665 0.13716534368680147 native-country=Thailand 0.6670440763585417 1.3744611241023088 native-country=Yugoslavia 0.3099892339664521 0.15462451103124025 native-country=El-Salvador 0.9261781258132015 0.22518676512525018 native-country=Trinadad&Tobago 0.06381754001727516 1.6470686970194828 native-country=Peru -0.18135291463170797 -0.8760864681418757 native-country=Hong -0.16541931634849058 0.7235378487534212 native-country=Holand-Netherlands Hidden Weights: -4.461619854738645 4.461619854738645 -4.632021344644442 4.632021344644439 >50K <=50K Error sum for iteration 2300 = 755.5532612112145 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.6541215277393602 -4.17727135171818 age -0.04643013440175257 0.64011882298314 workclass=Private 0.8245172805849582 0.23493067357734249 workclass=Self-emp-not-inc -0.3740271995881201 -0.0949995256099835 workclass=Self-emp-inc -0.26033013963001367 -2.104908100993684 workclass=Federal-gov 0.4270801598007713 0.718535024762364 workclass=Local-gov 0.3178021411624661 -0.37068114978426714 workclass=State-gov 0.2379442544677719 0.07978542223309695 workclass=Without-pay 0.43795646443437625 -0.8624086560354042 workclass=Never-worked -0.3753157947660698 0.4842989485842866 fnlwgt 0.3619702394853736 -0.5805807740335011 education=Bachelors 0.7045026787148659 -0.5649648292309131 education=Some-college 1.3173601342744645 -1.3770447782234112 education=11th 0.28588254183007394 0.14108715844279718 education=HS-grad -0.5127036376520527 0.05681115955802359 education=Prof-school 0.47789534913980614 -0.984023529135409 education=Assoc-acdm 0.7338254777239136 -1.2055919987016257 education=Assoc-voc 0.9259848374222175 -1.8332116680960624 education=9th 0.5410539976992869 -0.7491742602860394 education=7th-8th 2.638109647122325 -1.0629343457208649 education=12th 0.10722189558920393 0.08671009082042289 education=Masters 2.3572794649750572 -0.15936787316106585 education=1st-4th 0.22886954525318826 1.5327726440615674 education=10th -1.1652581078467066 1.1758622506862613 education=Doctorate -0.6710456466413297 -0.2165434707774969 education=5th-6th 1.0879764132617853 0.5310689924404255 education=Preschool -2.7157001390959086 0.4338222112177797 education-num -1.6591280865618085 -0.9485875987143727 marital-status=Married-civ-spouse 0.9015034176955116 0.6169328243229766 marital-status=Divorced 1.4327044866362044 -0.6582417752776708 marital-status=Never-married 0.4173696769943582 0.6415202310352295 marital-status=Separated 0.7746486459519891 -0.15589841894328013 marital-status=Widowed 2.1340301365928114 -0.4833871039946548 marital-status=Married-spouse-absent 1.112172724661761 -0.6331665741276145 marital-status=Married-AF-spouse -0.6209415550088513 0.03487881879336463 occupation=Tech-support -0.2745777486220993 0.8525499230234077 occupation=Craft-repair 0.8369142957050683 -0.5952627619160024 occupation=Other-service -0.4098597247550015 0.9105492539038156 occupation=Sales -0.7814439309523343 0.11460162116016474 occupation=Exec-managerial -0.1023290161100029 -0.36441211305499344 occupation=Prof-specialty 0.8085045146058643 -1.4549032154113932 occupation=Handlers-cleaners 0.273061031595501 0.28827554430046337 occupation=Machine-op-inspct 0.1627322169236862 0.5675017610857718 occupation=Adm-clerical 1.4258832675838895 0.3090118858067589 occupation=Farming-fishing 0.2836961147892359 0.009928205651305904 occupation=Transport-moving 1.308661782607284 -0.7970128697754942 occupation=Priv-house-serv -0.2556821357571042 -1.5999917837426219 occupation=Protective-serv 0.4089556548263908 -0.2712847582820742 occupation=Armed-Forces -1.2475713106610864 2.5505180175801865 relationship=Wife 1.0967074038155495 -0.41388058853602094 relationship=Own-child 0.8433457972828153 1.0497183051301109 relationship=Husband 0.006789820443071446 0.0854819417488464 relationship=Not-in-family 1.3757984309874118 -1.8898162254444912 relationship=Other-relative 0.6727967681819422 -0.8128358676171613 relationship=Unmarried -0.02390935981737716 -0.8149591974624638 race=White -1.318759186788011 1.1146949112700866 race=Asian-Pac-Islander 1.2498047646010306 -1.378927323093048 race=Amer-Indian-Eskimo 2.7055002825329852 1.1404494506141456 race=Other 0.1574833835776827 -0.8483834515303218 race=Black 0.22464090539274234 -1.6410681204455735 sex -4.652056145474895 -1.595475736293717 capital-gain -1.8311213004743745 -1.1505429827171272 capital-loss -4.349268417757977 4.710480010658812 hours-per-week -0.17229497506713756 -0.4454677183759165 native-country=United-States -2.38140712068336 -1.0674475055155466 native-country=Cambodia 0.49660148227709405 1.027652101457052 native-country=England -0.10636202442273433 -0.46405019364675415 native-country=Puerto-Rico -1.494695905257054 1.8578784174928973 native-country=Canada -0.704066245382693 0.8456252790740665 native-country=Germany 0.4859064835857713 0.7433546592947583 native-country=Outlying-US(Guam-USVI-etc) 1.6859517907197472 0.5635495696992137 native-country=India 2.649963876237914 0.4716306879615138 native-country=Japan 1.0021559559494846 1.6870966943987447 native-country=Greece -1.1664197975844635 0.6226561807314761 native-country=South 0.8323359141925002 0.21691460088580797 native-country=China 0.9476237541164733 0.29890899367396395 native-country=Cuba -2.1498297153188752 -0.8356226672023239 native-country=Iran 0.8488671488982845 -0.6049682532466573 native-country=Honduras -1.6293174216868878 1.734265428604209 native-country=Philippines -1.6112037930895318 0.06589008649261537 native-country=Italy 0.900951762986679 0.579800231170259 native-country=Poland -1.2027714398558096 -1.6013604403154997 native-country=Jamaica 0.7937453086255978 -1.1125759299563638 native-country=Vietnam 0.9449702740485947 -0.5446765802429162 native-country=Mexico -0.5124561770144678 -0.6451636264835614 native-country=Portugal -1.2063275558932527 -0.8813204328493051 native-country=Ireland 0.006937086928778458 -0.07200480568954279 native-country=France -0.40213075070455695 -2.6751276977107414 native-country=Dominican-Republic 0.54225499250784 0.3337081781756921 native-country=Laos 1.03715092108487 -0.988063216158664 native-country=Ecuador 0.721336346834453 -1.656776222756747 native-country=Taiwan 1.2094266550555983 1.5828428609558352 native-country=Haiti 3.8475731457718587 -0.18833353379768297 native-country=Columbia -0.5378937331558412 0.23454775984754428 native-country=Hungary -1.4429171740405602 0.41587016109983244 native-country=Guatemala 1.615719353592324 0.5184690146759534 native-country=Nicaragua -0.056628407043378 0.796131180052659 native-country=Scotland 1.1298565234875375 0.0815470631228649 native-country=Thailand 0.6940983288324469 1.3762286070241052 native-country=Yugoslavia 0.30868413055765986 0.11827577674217807 native-country=El-Salvador 0.9498510176076509 0.23869230936419947 native-country=Trinadad&Tobago 0.0308685806041804 1.707839392382414 native-country=Peru -0.17619232090774234 -0.8763619220528898 native-country=Hong -0.16368062630773986 0.7206815203959368 native-country=Holand-Netherlands Hidden Weights: -4.453293061964159 4.45329306196416 -4.698090787156535 4.698090787156534 >50K <=50K Error sum for iteration 2400 = 753.5571651774413 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.6713452871900335 -4.14947237799054 age -0.039065213917643046 0.6251279451118884 workclass=Private 0.8269687644521938 0.2574038111717595 workclass=Self-emp-not-inc -0.37558698037993 -0.09302100301560784 workclass=Self-emp-inc -0.25417475248041493 -2.164891563022666 workclass=Federal-gov 0.4340375883328112 0.7108266088902127 workclass=Local-gov 0.3198984739406529 -0.3518344507861024 workclass=State-gov 0.23985912328506584 0.07707068074434753 workclass=Without-pay 0.439648507156839 -0.8652152652403906 workclass=Never-worked -0.35700656944434406 0.4358056912360534 fnlwgt 0.3663814310534979 -0.5916089328374181 education=Bachelors 0.7035720291885802 -0.553962877314076 education=Some-college 1.314085920099655 -1.3959439490346004 education=11th 0.28385242169732616 0.15228144601270044 education=HS-grad -0.5106770858218275 0.04176588840480431 education=Prof-school 0.4759694594717063 -0.9696714822584488 education=Assoc-acdm 0.7310775730446162 -1.191337933912253 education=Assoc-voc 0.9222116544681714 -1.872199463462963 education=9th 0.5372057478129159 -0.7661225615972936 education=7th-8th 2.6655034790390575 -1.096446125617872 education=12th 0.1049703652551968 0.09708802455025249 education=Masters 2.4164494994616486 -0.14570927548380447 education=1st-4th 0.16757227147020623 1.6517927387730929 education=10th -1.1662960052775169 1.162025476606359 education=Doctorate -0.6457798041814875 -0.3267107193784332 education=5th-6th 1.0934348989081797 0.5282758942739999 education=Preschool -2.7391521005319985 0.4555208955499048 education-num -1.6473872290409461 -1.0305111213606553 marital-status=Married-civ-spouse 0.8853012933485378 0.6652391250517015 marital-status=Divorced 1.4260110949696152 -0.6319099444531687 marital-status=Never-married 0.42069192226011143 0.6377366005456555 marital-status=Separated 0.7669775419173863 -0.15954535879920845 marital-status=Widowed 2.16388763601629 -0.5119094020646647 marital-status=Married-spouse-absent 1.1231993833364893 -0.6320274526934614 marital-status=Married-AF-spouse -0.6250246965067441 0.04313529595291334 occupation=Tech-support -0.2703965053228218 0.8449546524431732 occupation=Craft-repair 0.8342674168428755 -0.5834774841217496 occupation=Other-service -0.40491807356653486 0.9072602008395693 occupation=Sales -0.7825044159611674 0.12255919829527 occupation=Exec-managerial -0.10644579518811587 -0.34902766529603235 occupation=Prof-specialty 0.8150686698676765 -1.5152838230563066 occupation=Handlers-cleaners 0.2763384120704654 0.2868177654996467 occupation=Machine-op-inspct 0.16384299986937115 0.5716911451385933 occupation=Adm-clerical 1.417660568914834 0.33732681682556215 occupation=Farming-fishing 0.287593985707621 -0.009718298410251066 occupation=Transport-moving 1.3263059842160771 -0.796393488448598 occupation=Priv-house-serv -0.25224961477320423 -1.6436069224769216 occupation=Protective-serv 0.4212607711550246 -0.2735532841514735 occupation=Armed-Forces -1.2619568700438408 2.618914416663075 relationship=Wife 1.1043010250295098 -0.4661049012612817 relationship=Own-child 0.8356881180251369 1.0987062119308435 relationship=Husband 0.0168089650957904 0.05120231941627522 relationship=Not-in-family 1.3820018286943307 -1.8993284327307902 relationship=Other-relative 0.694712441363016 -0.8734965600258223 relationship=Unmarried -0.03126144559453999 -0.8063498419792164 race=White -1.3350369567935716 1.1479942934904768 race=Asian-Pac-Islander 1.262020672442367 -1.4299117280558602 race=Amer-Indian-Eskimo 2.746574405495511 1.1117866122642588 race=Other 0.14981976394829905 -0.8471308655856382 race=Black 0.21690727374929675 -1.624641609479188 sex -4.687032340331847 -1.6191471435082536 capital-gain -1.8205232504070854 -1.223098509933228 capital-loss -4.3849485381188895 4.7695966174909605 hours-per-week -0.17905438725103737 -0.43324570275237506 native-country=United-States -2.420852103308665 -1.058056611232834 native-country=Cambodia 0.4963235487005762 1.046651604978169 native-country=England -0.11424502724738288 -0.4711094099372543 native-country=Puerto-Rico -1.5342324015770505 1.929187471272333 native-country=Canada -0.7193675766536982 0.8793714947974737 native-country=Germany 0.4866172095721677 0.7394258954320619 native-country=Outlying-US(Guam-USVI-etc) 1.6882562814892115 0.560906927833067 native-country=India 2.692491056593018 0.43005734617248886 native-country=Japan 1.005332721503303 1.7012155243101263 native-country=Greece -1.1876646160147364 0.6079461098736385 native-country=South 0.827713574297757 0.24052852335612693 native-country=China 0.9385118511673007 0.3341101712197763 native-country=Cuba -2.149146011982908 -0.8473909196969114 native-country=Iran 0.8865987245606852 -0.6291135860588559 native-country=Honduras -1.6715036736007463 1.7762851397900952 native-country=Philippines -1.6391513103218398 0.07196199516554566 native-country=Italy 0.9288052505080757 0.5658594102154106 native-country=Poland -1.2017423280680424 -1.6219187372615367 native-country=Jamaica 0.7955607962209605 -1.193745358348448 native-country=Vietnam 0.9449339303738865 -0.5307070196040101 native-country=Mexico -0.5082320827637523 -0.6672685511360661 native-country=Portugal -1.2051544180499159 -0.9210619563512432 native-country=Ireland -0.017275650518726173 -0.07866629632285338 native-country=France -0.39452816029230364 -2.725273687687154 native-country=Dominican-Republic 0.543541682508603 0.3315714713137014 native-country=Laos 1.0436643892412476 -0.989895039345762 native-country=Ecuador 0.7594059145719565 -1.7219287491285198 native-country=Taiwan 1.2401080765922448 1.5980970177279616 native-country=Haiti 3.900547650196194 -0.18546661409071183 native-country=Columbia -0.5362016904334179 0.2317411506425948 native-country=Hungary -1.465135612796584 0.4132179447691313 native-country=Guatemala 1.6354090744146992 0.5180810475249366 native-country=Nicaragua -0.043778098623289644 0.7959733186917958 native-country=Scotland 1.1584628712313338 0.026217323260583167 native-country=Thailand 0.7200373166425095 1.3777539620378267 native-country=Yugoslavia 0.3072202064487465 0.0808713680583324 native-country=El-Salvador 0.9726489821414056 0.2515863004340324 native-country=Trinadad&Tobago -0.002591295794374239 1.7682296101371227 native-country=Peru -0.17120033560539197 -0.8766626435194166 native-country=Hong -0.16198858358530002 0.7178749111909504 native-country=Holand-Netherlands Hidden Weights: -4.4444398389744295 4.444439838974427 -4.7634575635393075 4.763457563539305 >50K <=50K Error sum for iteration 2500 = 751.4715668151695 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.6914074886860017 -4.111797249679973 age -0.03178909973826162 0.6112462666312373 workclass=Private 0.829923959228721 0.277251301260468 workclass=Self-emp-not-inc -0.37791530263376993 -0.08909158621808302 workclass=Self-emp-inc -0.24829640342337422 -2.2234734280116273 workclass=Federal-gov 0.4411053158290061 0.7035361439829708 workclass=Local-gov 0.3216620020995408 -0.3337378702945977 workclass=State-gov 0.24171188368669144 0.07445959230130332 workclass=Without-pay 0.4412795306112331 -0.8679147058699024 workclass=Never-worked -0.3374790627448226 0.3828140698535531 fnlwgt 0.37040070377506323 -0.6032509557708966 education=Bachelors 0.7020932937904 -0.5413916438476515 education=Some-college 1.3099508662462653 -1.4135131008647117 education=11th 0.2813991997722881 0.1645904277243533 education=HS-grad -0.5078412625492934 0.024969635296857917 education=Prof-school 0.47307566477799895 -0.9525574767002176 education=Assoc-acdm 0.7278511895926499 -1.177009883616999 education=Assoc-voc 0.9184893345913541 -1.9091660336808878 education=9th 0.5327335723046959 -0.7816028221404125 education=7th-8th 2.6924384567966007 -1.1292396091197703 education=12th 0.10261635892151579 0.10700192830938277 education=Masters 2.4726398097945577 -0.1329704410883833 education=1st-4th 0.10778821592457721 1.7676621749432992 education=10th -1.1664829311212956 1.1479439355565981 education=Doctorate -0.6171367705999472 -0.43835674269066616 education=5th-6th 1.0986627165775722 0.525620180306733 education=Preschool -2.7624953079168524 0.47773275488610883 education-num -1.6363738513607473 -1.112838157341162 marital-status=Married-civ-spouse 0.8695589991411831 0.7123990425201245 marital-status=Divorced 1.420114504906244 -0.6065752375481643 marital-status=Never-married 0.4232133037048918 0.6377534178948687 marital-status=Separated 0.7606039778097643 -0.1628025581075511 marital-status=Widowed 2.192656474906004 -0.5399707913865714 marital-status=Married-spouse-absent 1.1333735855156435 -0.6313848792476424 marital-status=Married-AF-spouse -0.6285628255910307 0.04936239093207533 occupation=Tech-support -0.26557876561953075 0.8359162250707411 occupation=Craft-repair 0.8324443463541842 -0.5741575061868737 occupation=Other-service -0.3995540420278956 0.9031485295288229 occupation=Sales -0.7830150292279954 0.1282165538287251 occupation=Exec-managerial -0.11002894324700316 -0.33572832543401643 occupation=Prof-specialty 0.8203498509265 -1.5698142207499362 occupation=Handlers-cleaners 0.2792063073110538 0.28717208274708395 occupation=Machine-op-inspct 0.1659343684345872 0.5728649237753 occupation=Adm-clerical 1.405536396234839 0.37241127269624896 occupation=Farming-fishing 0.2916626169272891 -0.029956772674642546 occupation=Transport-moving 1.34375646523358 -0.7952638331163845 occupation=Priv-house-serv -0.2488151711192676 -1.6851309024188332 occupation=Protective-serv 0.4333466487325393 -0.27574400281344247 occupation=Armed-Forces -1.2757130633776357 2.6869948395397087 relationship=Wife 1.1122247645092358 -0.5180747582264397 relationship=Own-child 0.8292961681715225 1.1436730399380528 relationship=Husband 0.026318921306158045 0.016984075576271636 relationship=Not-in-family 1.3871306613761494 -1.9059484643904572 relationship=Other-relative 0.7151323845399257 -0.931527847257641 relationship=Unmarried -0.0375408169328073 -0.7997946960404473 race=White -1.352336255282609 1.1842020196139078 race=Asian-Pac-Islander 1.2736435817854197 -1.4784036953114166 race=Amer-Indian-Eskimo 2.7869188020620776 1.0816842310595323 race=Other 0.142634432772864 -0.846392117370694 race=Black 0.20988080074336504 -1.6093398589901093 sex -4.720349796270369 -1.6433294240213399 capital-gain -1.810486932098412 -1.2979904479135345 capital-loss -4.420306597172637 4.828773854137088 hours-per-week -0.18480035172097434 -0.42350270471433504 native-country=United-States -2.456714258001207 -1.0498740547242387 native-country=Cambodia 0.49605917897033924 1.0659676013282509 native-country=England -0.12171899931538938 -0.47806161116283735 native-country=Puerto-Rico -1.5693693805686402 1.9947825919980737 native-country=Canada -0.733321034004566 0.9124362887468143 native-country=Germany 0.4873483327233126 0.7356847450700783 native-country=Outlying-US(Guam-USVI-etc) 1.6882982127579176 0.5609259156778551 native-country=India 2.733508127804515 0.38859582938425963 native-country=Japan 1.007490882036908 1.715529266126004 native-country=Greece -1.2070310889502553 0.5918964768233979 native-country=South 0.8205751182456658 0.2651189388935876 native-country=China 0.9292325853897683 0.3703472189731762 native-country=Cuba -2.148284861097556 -0.8585352543763345 native-country=Iran 0.9227413748071385 -0.6510645881792418 native-country=Honduras -1.7119522980000315 1.8127654893215306 native-country=Philippines -1.665490245035525 0.07334539187247739 native-country=Italy 0.9537395037899494 0.555491067189808 native-country=Poland -1.20105557053629 -1.642116323016722 native-country=Jamaica 0.8011647331798623 -1.2623647842455086 native-country=Vietnam 0.945119143178379 -0.517465858247896 native-country=Mexico -0.504658956353021 -0.688419985043765 native-country=Portugal -1.2035991746161385 -0.9585713828338606 native-country=Ireland -0.04048255641383262 -0.08495078448792781 native-country=France -0.3880297884024478 -2.7733168349903456 native-country=Dominican-Republic 0.5448263599523604 0.3296196853364871 native-country=Laos 1.0499569278612322 -0.9916775913995435 native-country=Ecuador 0.7960158130636147 -1.7871899434093046 native-country=Taiwan 1.2689549387621042 1.6124174216900002 native-country=Haiti 3.950417241785679 -0.18308058259341736 native-country=Columbia -0.5345706669790357 0.2290417100131263 native-country=Hungary -1.4867163559688685 0.4109090541574363 native-country=Guatemala 1.6543524470477093 0.5176947595932396 native-country=Nicaragua -0.031294157320036486 0.7958762120780116 native-country=Scotland 1.1869487807090437 -0.029079539370081724 native-country=Thailand 0.7449602627520545 1.3791347653643418 native-country=Yugoslavia 0.3055350039666575 0.04255123130485821 native-country=El-Salvador 0.9945202620941012 0.26392286242117885 native-country=Trinadad&Tobago -0.036857485872967395 1.8279096750230228 native-country=Peru -0.1663945478394268 -0.8769282792661925 native-country=Hong -0.16035756013092345 0.7151754705614386 native-country=Holand-Netherlands Hidden Weights: -4.435330102910502 4.435330102910504 -4.827694651128511 4.827694651128512 >50K <=50K Error sum for iteration 2600 = 749.3452923271739 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.7136864299066596 -4.0657753926163736 age -0.02463522299745921 0.5984020768709586 workclass=Private 0.8333733554789087 0.2945268392700945 workclass=Self-emp-not-inc -0.38098694190438137 -0.08306088647977648 workclass=Self-emp-inc -0.24265232724800664 -2.28087291801298 workclass=Federal-gov 0.4481148879615352 0.6969635285400754 workclass=Local-gov 0.32312461168517437 -0.3164539807993562 workclass=State-gov 0.2434959190349752 0.0719643082239648 workclass=Without-pay 0.4428416590753932 -0.8704961360058306 workclass=Never-worked -0.3169175569793576 0.3261242094330162 fnlwgt 0.3740488233046505 -0.6153529650737635 education=Bachelors 0.700304221688972 -0.5279474438120239 education=Some-college 1.304992101465368 -1.429693692295334 education=11th 0.2787611447696571 0.1773775853207798 education=HS-grad -0.5041654121538981 0.006851330037887291 education=Prof-school 0.4694157030864621 -0.9333444702458609 education=Assoc-acdm 0.7244216196244115 -1.1633670888755938 education=Assoc-voc 0.9150086430584887 -1.9445099475298975 education=9th 0.5276148780759816 -0.7956197487228384 education=7th-8th 2.7189034017461013 -1.1613430758771313 education=12th 0.10029947658111538 0.1161661933011122 education=Masters 2.5260462213699175 -0.12105081110507183 education=1st-4th 0.05015287912855225 1.8789057596233554 education=10th -1.166318176161945 1.1347764871664425 education=Doctorate -0.5869800520390599 -0.5481745589952712 education=5th-6th 1.1036640281898311 0.5231016964379532 education=Preschool -2.7852123002918625 0.4996345803843767 education-num -1.6260580810684278 -1.1951955776229382 marital-status=Married-civ-spouse 0.8541778106173019 0.7586496522105125 marital-status=Divorced 1.414891416611191 -0.5820669537960198 marital-status=Never-married 0.4250359530417464 0.6413580633033181 marital-status=Separated 0.755425573550709 -0.16596811791397376 marital-status=Widowed 2.220363822496216 -0.5677280422708813 marital-status=Married-spouse-absent 1.1427424263364356 -0.6311896391648599 marital-status=Married-AF-spouse -0.631650070139375 0.053952989816592856 occupation=Tech-support -0.2603909332765266 0.8261755547277579 occupation=Craft-repair 0.8315217905210772 -0.5672294759115472 occupation=Other-service -0.3938662150404582 0.8983939925925266 occupation=Sales -0.7830550039133881 0.13192526498565255 occupation=Exec-managerial -0.113120067947576 -0.32439016878103993 occupation=Prof-specialty 0.8245844762339365 -1.6193622304184134 occupation=Handlers-cleaners 0.28163885935662375 0.28884960109360014 occupation=Machine-op-inspct 0.16887014492533756 0.5714497640617139 occupation=Adm-clerical 1.3900437793005813 0.4128036046467219 occupation=Farming-fishing 0.29572023024715194 -0.049931973170279954 occupation=Transport-moving 1.360921410819215 -0.7936566486349056 occupation=Priv-house-serv -0.24538304282539747 -1.7246316202034906 occupation=Protective-serv 0.44521369127171767 -0.2778437026101874 occupation=Armed-Forces -1.2888771388381315 2.7547102760803472 relationship=Wife 1.120397391021806 -0.5695096769826143 relationship=Own-child 0.824017542196821 1.1849609092105329 relationship=Husband 0.03520676476935078 -0.016831523177244078 relationship=Not-in-family 1.3913750707636376 -1.9100903655206865 relationship=Other-relative 0.7341400051098715 -0.987278756333567 relationship=Unmarried -0.04305953398826734 -0.7946375051336874 race=White -1.3706581150283834 1.222623637784467 race=Asian-Pac-Islander 1.2847736271669141 -1.524665413620538 race=Amer-Indian-Eskimo 2.8268005532550835 1.0502692570124499 race=Other 0.13577088303353063 -0.8458528258587307 race=Black 0.20341992768557618 -1.5947818360973027 sex -4.752199744066349 -1.6679854508072531 capital-gain -1.8010599661375322 -1.3744854570582443 capital-loss -4.455031310522363 4.887347045103422 hours-per-week -0.18967339172403314 -0.41592947484142756 native-country=United-States -2.489295897254248 -1.0430291253026809 native-country=Cambodia 0.49581627717117027 1.0855284529956621 native-country=England -0.12895524069691533 -0.48492855326804163 native-country=Puerto-Rico -1.600508919370479 2.0553620584099037 native-country=Canada -0.7459173266990339 0.9448050180838956 native-country=Germany 0.4880914988319849 0.7321441116905788 native-country=Outlying-US(Guam-USVI-etc) 1.686034302002487 0.5637114353870767 native-country=India 2.7732684987237586 0.347333991567383 native-country=Japan 1.00871376430703 1.7302134878674733 native-country=Greece -1.2246599470699258 0.5744527896458317 native-country=South 0.8116451914795118 0.28972663695282674 native-country=China 0.9197285994236565 0.4077049262273678 native-country=Cuba -2.1472443669175383 -0.8690907737269643 native-country=Iran 0.9573062018756525 -0.6711649939997841 native-country=Honduras -1.7504352536264263 1.8436904657820818 native-country=Philippines -1.690387512630031 0.07048865643646178 native-country=Italy 0.9760826111877312 0.5478523556309716 native-country=Poland -1.20060380054009 -1.6619661924908193 native-country=Jamaica 0.8102032501676184 -1.3160394960312831 native-country=Vietnam 0.9449644450216477 -0.5054958530592091 native-country=Mexico -0.5017624182577939 -0.7087820624546759 native-country=Portugal -1.2016923786593856 -0.9940507133891903 native-country=Ireland -0.06275716017278167 -0.0908635314748279 native-country=France -0.3824986805645842 -2.819453968649841 native-country=Dominican-Republic 0.5461532194111309 0.3279098944788118 native-country=Laos 1.05603346370325 -0.9933951165191728 native-country=Ecuador 0.8313032427666553 -1.8526732216144477 native-country=Taiwan 1.2960744472691998 1.625895058911715 native-country=Haiti 3.9974356959257156 -0.18111491270828536 native-country=Columbia -0.5330085385148973 0.22646027987721465 native-country=Hungary -1.507736355588119 0.4088987624611481 native-country=Guatemala 1.6726082561912925 0.5173251872943723 native-country=Nicaragua -0.019143990374939402 0.795868206773067 native-country=Scotland 1.2151678815490017 -0.08453014325283416 native-country=Thailand 0.7689513106065508 1.380411698795926 native-country=Yugoslavia 0.30356846834671214 0.0034766102644701864 native-country=El-Salvador 1.0154384208261067 0.2757231222072142 native-country=Trinadad&Tobago -0.07211846008275227 1.8865256718560297 native-country=Peru -0.16178378788296974 -0.8771452970123218 native-country=Hong -0.15879543166677787 0.7125940404255103 native-country=Holand-Netherlands Hidden Weights: -4.426095773870689 4.4260957738706885 -4.890281476201245 4.890281476201246 >50K <=50K Error sum for iteration 2700 = 747.2202038531141 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.7373842805727301 -4.01321756526432 age -0.017679325012109916 0.5865296911641736 workclass=Private 0.8372607395662274 0.30942223036959565 workclass=Self-emp-not-inc -0.38468397685528444 -0.07526211457140174 workclass=Self-emp-inc -0.23719946791085028 -2.337169766616361 workclass=Federal-gov 0.454974246044284 0.6911283018985044 workclass=Local-gov 0.3243680140963869 -0.29995824946291005 workclass=State-gov 0.24521378847419387 0.06956856648871974 workclass=Without-pay 0.44433630816821856 -0.8729768232286652 workclass=Never-worked -0.2955784990250757 0.26663431668367327 fnlwgt 0.3772930042738412 -0.6274177276453371 education=Bachelors 0.6984093906888009 -0.5141277732761503 education=Some-college 1.2993919522375175 -1.444528930920129 education=11th 0.27604139495037017 0.19058514410037358 education=HS-grad -0.49979893433662226 -0.01206541844007581 education=Prof-school 0.46520638573292544 -0.9125131428672144 education=Assoc-acdm 0.721017179643195 -1.150701463733225 education=Assoc-voc 0.9119973148338757 -1.9785248178176333 education=9th 0.5220263414726128 -0.808219350151582 education=7th-8th 2.7448996674147885 -1.1928315930223705 education=12th 0.09805936218733266 0.12445947230322023 education=Masters 2.576892748804032 -0.10986595622047694 education=1st-4th -0.004503790128891319 1.9842016246464402 education=10th -1.1662676422098694 1.1231478245129385 education=Doctorate -0.5570758793485161 -0.655054083848426 education=5th-6th 1.1084525837461099 0.5206949483862908 education=Preschool -2.807110450134161 0.5214462730982572 education-num -1.6164003565021052 -1.2771919414516073 marital-status=Married-civ-spouse 0.8391327770078919 0.8040047735274717 marital-status=Divorced 1.4102809228062032 -0.558319379654468 marital-status=Never-married 0.42622450856415917 0.6482379350733958 marital-status=Separated 0.7513240975860038 -0.16936201859230496 marital-status=Widowed 2.2470700099708476 -0.5953031637262688 marital-status=Married-spouse-absent 1.1513666985440472 -0.6314171287735931 marital-status=Married-AF-spouse -0.6343930816352793 0.05736696894946089 occupation=Tech-support -0.2550806505672176 0.8162827313310432 occupation=Craft-repair 0.8314110087524275 -0.5622982971085035 occupation=Other-service -0.3880537685784976 0.8933134934319252 occupation=Sales -0.7827561155908733 0.13415765499485752 occupation=Exec-managerial -0.11578341288665492 -0.31472338747214845 occupation=Prof-specialty 0.8280200224841429 -1.664641039404515 occupation=Handlers-cleaners 0.2839852487588355 0.29033974446182886 occupation=Machine-op-inspct 0.172398936246516 0.568155880425749 occupation=Adm-clerical 1.3718883506184694 0.45684101283626244 occupation=Farming-fishing 0.2996976929994131 -0.06917477886468629 occupation=Transport-moving 1.3777107412221883 -0.7916491402259261 occupation=Priv-house-serv -0.24198320220249556 -1.7621734421784445 occupation=Protective-serv 0.45686955995362716 -0.279867567884649 occupation=Armed-Forces -1.30135449096049 2.8216596381095087 relationship=Wife 1.1287256533758756 -0.6202222859468367 relationship=Own-child 0.8196212336631429 1.2230560700880846 relationship=Husband 0.04342566064611084 -0.050055922522571177 relationship=Not-in-family 1.3948819990855652 -1.9121277333829991 relationship=Other-relative 0.7518846665122559 -1.0410785241881086 relationship=Unmarried -0.04812350523446964 -0.7903017983225987 race=White -1.3897588383818966 1.2620895980111975 race=Asian-Pac-Islander 1.2954302498736778 -1.5689000382120426 race=Amer-Indian-Eskimo 2.866463758235439 1.0176194123992193 race=Other 0.12904618815237112 -0.8450189575886855 race=Black 0.19741945368438313 -1.5804625252955515 sex -4.782729030572867 -1.6930687676055507 capital-gain -1.7922063570461737 -1.4516663075772223 capital-loss -4.488878024164235 4.944365518742995 hours-per-week -0.19385179804127317 -0.41017602357540495 native-country=United-States -2.518843293627091 -1.037612791612699 native-country=Cambodia 0.49556919928962645 1.105276876618631 native-country=England -0.13608575745509655 -0.49175091980056107 native-country=Puerto-Rico -1.6282169574936045 2.1113159415629297 native-country=Canada -0.7573026107227849 0.9763966833150147 native-country=Germany 0.48884713138110836 0.7287878523870088 native-country=Outlying-US(Guam-USVI-etc) 1.6814949539572057 0.5693710914170498 native-country=India 2.8119795592756844 0.30630557378551254 native-country=Japan 1.0090286855969013 1.745360915120463 native-country=Greece -1.2404502311782926 0.556027574779733 native-country=South 0.8017729262585681 0.31394373015695004 native-country=China 0.9100111134476703 0.4461793882981034 native-country=Cuba -2.1460371871944623 -0.8791049879005032 native-country=Iran 0.9903353809583197 -0.6897069067952714 native-country=Honduras -1.7867266163779174 1.8694106441408032 native-country=Philippines -1.7138521307548606 0.06396823696202221 native-country=Italy 0.9961460497587424 0.5422746801585868 native-country=Poland -1.2003194835404176 -1.6815093734544495 native-country=Jamaica 0.8214258801238181 -1.355341924732846 native-country=Vietnam 0.9443769516259872 -0.49507788537187597 native-country=Mexico -0.4995408651404131 -0.7284874006402264 native-country=Portugal -1.1994407794526745 -1.027675270411828 native-country=Ireland -0.08416039070914827 -0.0964396314499816 native-country=France -0.37779523082095995 -2.863858171570581 native-country=Dominican-Republic 0.5475732124637138 0.3264717671865512 native-country=Laos 1.0619091293411178 -0.9950599921137946 native-country=Ecuador 0.8655053589661053 -1.918349348693298 native-country=Taiwan 1.3215832898774438 1.6385853302594207 native-country=Haiti 4.041823396482313 -0.17953810998032485 native-country=Columbia -0.5315138894220919 0.22397959265437514 native-country=Hungary -1.5282492220807062 0.4071303254382344 native-country=Guatemala 1.690232704781184 0.5169596912251235 native-country=Nicaragua -0.007294026410033564 0.7959461420718725 native-country=Scotland 1.2431384299132868 -0.14011577994036709 native-country=Thailand 0.7920839976848223 1.3815920737986367 native-country=Yugoslavia 0.30127427001767293 -0.03619199380821134 native-country=El-Salvador 1.0354206778036072 0.2869955763295277 native-country=Trinadad&Tobago -0.10833739168508277 1.9438279959895257 native-country=Peru -0.15736566028318308 -0.8773287086982389 native-country=Hong -0.15730078257397637 0.7101133532026758 native-country=Holand-Netherlands Hidden Weights: -4.416786919333809 4.4167869193338065 -4.950903937167269 4.950903937167271 >50K <=50K Error sum for iteration 2800 = 745.1226861624415 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.7617718066347245 -3.955959378925812 age -0.011007962203410179 0.5756426269469801 workclass=Private 0.8415199707649924 0.32212841068640913 workclass=Self-emp-not-inc -0.38881351354580485 -0.06625623334642516 workclass=Self-emp-inc -0.2319147859639322 -2.392344107309732 workclass=Federal-gov 0.46164241866857114 0.6859557433080642 workclass=Local-gov 0.3254648964446636 -0.28415268808904953 workclass=State-gov 0.24687326466904808 0.06725073138010472 workclass=Without-pay 0.44577032619697077 -0.8753791016082353 workclass=Never-worked -0.27377911043735503 0.20521621128658737 fnlwgt 0.3801152726877571 -0.6389965130772816 education=Bachelors 0.6965140845677668 -0.50020928906848 education=Some-college 1.2933697558047852 -1.4581162456674994 education=11th 0.2732450863600358 0.20434335789833222 education=HS-grad -0.4949813339854032 -0.031269946378953674 education=Prof-school 0.460619520724561 -0.8904352875329826 education=Assoc-acdm 0.7177580002409251 -1.1389816460121716 education=Assoc-voc 0.9095645918323649 -2.011381490661581 education=9th 0.5161738813729467 -0.8194921671555182 education=7th-8th 2.770430001512589 -1.2237880314863434 education=12th 0.09589501583437698 0.13187052824071954 education=Masters 2.6254130577148684 -0.0993336011099341 education=1st-4th -0.0553732897646384 2.082535195313681 education=10th -1.1666760988414466 1.1132962167249987 education=Doctorate -0.5286574308766031 -0.758829724815551 education=5th-6th 1.1130473974668664 0.5183727196848087 education=Preschool -2.828252238926887 0.5436878999365242 education-num -1.6073713003280785 -1.358382748508621 marital-status=Married-civ-spouse 0.8244497994571489 0.8483684973283597 marital-status=Divorced 1.406249118161987 -0.5353101208571489 marital-status=Never-married 0.4268271709944106 0.6580406850013943 marital-status=Separated 0.7481848315920033 -0.17328194004636135 marital-status=Widowed 2.2728562826735974 -0.6227721915378305 marital-status=Married-spouse-absent 1.1593130258572533 -0.6320472806711547 marital-status=Married-AF-spouse -0.6369028378565916 0.0600852197603909 occupation=Tech-support -0.24983636040882468 0.8065823311281836 occupation=Craft-repair 0.8319308974604428 -0.5588703802278865 occupation=Other-service -0.3823096919775804 0.8881941373985162 occupation=Sales -0.7822646016084 0.13535979710616544 occupation=Exec-managerial -0.11808905912832943 -0.30640807971768574 occupation=Prof-specialty 0.8308789071418254 -1.70623910748479 occupation=Handlers-cleaners 0.28657679389688945 0.2903509738267335 occupation=Machine-op-inspct 0.17626030972528986 0.5636843681440329 occupation=Adm-clerical 1.3519545099310033 0.5028542090856619 occupation=Farming-fishing 0.3035985187030563 -0.08753058641678853 occupation=Transport-moving 1.3940411698271553 -0.7893382674908446 occupation=Priv-house-serv -0.23868350554263115 -1.7978088336839047 occupation=Protective-serv 0.4683246760439229 -0.2818360724867289 occupation=Armed-Forces -1.3130780445244974 2.8874342911443076 relationship=Wife 1.137133230954003 -0.6700556585804771 relationship=Own-child 0.815906896855597 1.258380211150011 relationship=Husband 0.05097581425912793 -0.08255016360329821 relationship=Not-in-family 1.3977739206915554 -1.9124369039719635 relationship=Other-relative 0.7685491564892694 -1.0931724312959172 relationship=Unmarried -0.05295924013186296 -0.7863862691537872 race=White -1.4093348560708936 1.3015592267157983 race=Asian-Pac-Islander 1.305578671503222 -1.6112493259241776 race=Amer-Indian-Eskimo 2.9060979079254032 0.9837743949030345 race=Other 0.12231760379300656 -0.8434394291886012 race=Black 0.19178143139003223 -1.5659466694388777 sex -4.81205937919705 -1.7185194544332922 capital-gain -1.7838965927933037 -1.5286283024733567 capital-loss -4.521587169588261 4.9989258075817835 hours-per-week -0.1974461756606508 -0.40603293304398885 native-country=United-States -2.5456080630189306 -1.0336918712278038 native-country=Cambodia 0.4952914685018584 1.1251993718237463 native-country=England -0.1431939810520984 -0.4985617492515404 native-country=Puerto-Rico -1.653071016223053 2.1628542977211667 native-country=Canada -0.7677146004296984 1.0071098578955935 native-country=Germany 0.4896198068642243 0.7255928592577942 native-country=Outlying-US(Guam-USVI-etc) 1.6747285471249 0.5779588615476988 native-country=India 2.849799286275856 0.26552154276136014 native-country=Japan 1.0084326226725053 1.7610208705343988 native-country=Greece -1.2542081141370098 0.5371884318828203 native-country=South 0.7916695469908023 0.3376260096895167 native-country=China 0.9001056625530188 0.4856540034019075 native-country=Cuba -2.144692034409612 -0.888629601548927 native-country=Iran 1.0218854029034559 -0.7069360362287173 native-country=Honduras -1.8207053970050555 1.890431726034554 native-country=Philippines -1.73585426441829 0.05441589635802734 native-country=Italy 1.0141943200157895 0.5382521763108102 native-country=Poland -1.2001575126588635 -1.700791713782553 native-country=Jamaica 0.8334687446063234 -1.381990303538829 native-country=Vietnam 0.9435175765354891 -0.4863674560844194 native-country=Mexico -0.4979751076420448 -0.7476353814864819 native-country=Portugal -1.196855633486486 -1.0595819818144099 native-country=Ireland -0.10474204827621665 -0.10172076520453147 native-country=France -0.3737908412498668 -2.906680613280076 native-country=Dominican-Republic 0.5491360936170893 0.32532558387764754 native-country=Laos 1.0676035530495809 -0.996689923953019 native-country=Ecuador 0.8988428528299558 -1.9840831105940806 native-country=Taiwan 1.345588797149966 1.650522181623459 native-country=Haiti 4.0837856426708425 -0.17832344116016524 native-country=Columbia -0.5300798713933339 0.22157731427475907 native-country=Hungary -1.5482897515540195 0.40555386964025353 native-country=Guatemala 1.7072783225138508 0.5165813482583961 native-country=Nicaragua 0.004286164026706401 0.7960985532873238 native-country=Scotland 1.2709921261355206 -0.19562053818605102 native-country=Thailand 0.814423804211945 1.3826762329273283 native-country=Yugoslavia 0.29863977831096866 -0.07629343283181983 native-country=El-Salvador 1.0545132566445194 0.29775217826121897 native-country=Trinadad&Tobago -0.14530603238634843 1.9996898906311227 native-country=Peru -0.1531312892078887 -0.8774991038985394 native-country=Hong -0.15586676454522647 0.7077110748231057 native-country=Holand-Netherlands Hidden Weights: -4.40743289793804 4.40743289793804 -5.0094476872129885 5.0094476872129885 >50K <=50K Error sum for iteration 2900 = 743.0676105990007 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.786265499768545 -3.895712414374755 age -0.004686770843952451 0.5657576436127952 workclass=Private 0.846088007492367 0.3327865958640101 workclass=Self-emp-not-inc -0.39316236336517707 -0.05659310211951388 workclass=Self-emp-inc -0.22678712645837976 -2.446320098149613 workclass=Federal-gov 0.46809375402040515 0.681367742509432 workclass=Local-gov 0.32645945464812515 -0.26889250728330655 workclass=State-gov 0.2484832029139315 0.06499344362646362 workclass=Without-pay 0.44715191750185024 -0.8777207526426448 workclass=Never-worked -0.25186091174148606 0.14266074366062756 fnlwgt 0.3825361666913939 -0.6498142066730683 education=Bachelors 0.694655477771114 -0.4863338366062041 education=Some-college 1.2871170764436082 -1.4705722941359207 education=11th 0.2703512633929434 0.2187377790339144 education=HS-grad -0.48995811300116965 -0.05031383406111512 education=Prof-school 0.45578231805892794 -0.8674330085754005 education=Assoc-acdm 0.7146864265972803 -1.1280504611664517 education=Assoc-voc 0.9076755966030059 -2.0431607080825054 education=9th 0.5102088772418143 -0.829560807608216 education=7th-8th 2.795494640851113 -1.2542860587106015 education=12th 0.0938008115158744 0.13844947033702418 education=Masters 2.6718304166936897 -0.08937442839467184 education=1st-4th -0.10184703159877524 2.173303147796201 education=10th -1.167755701392332 1.1052293363894958 education=Doctorate -0.5024309327261417 -0.8595507885346493 education=5th-6th 1.1174684108263935 0.5161151490625993 education=Preschool -2.848785441181312 0.5667704880768422 education-num -1.5989480486949128 -1.4383029578753428 marital-status=Married-civ-spouse 0.8101673663526617 0.8916319575833641 marital-status=Divorced 1.402766695529949 -0.5130374542009073 marital-status=Never-married 0.4268858013468642 0.67041212281372 marital-status=Separated 0.7459011956355673 -0.17798204046903882 marital-status=Widowed 2.297811651136606 -0.6501754681398856 marital-status=Married-spouse-absent 1.1666481366748565 -0.6330560245193351 marital-status=Married-AF-spouse -0.63928336698949 0.06254433159176243 occupation=Tech-support -0.2447853800598826 0.7972551828720955 occupation=Craft-repair 0.832882067708642 -0.5564876100325445 occupation=Other-service -0.37678183936371423 0.8832347687686593 occupation=Sales -0.7817092702927303 0.1358843433093386 occupation=Exec-managerial -0.12010648750777715 -0.2991496792216012 occupation=Prof-specialty 0.8333329105640533 -1.7446481380498817 occupation=Handlers-cleaners 0.2895764498516478 0.28820026724538883 occupation=Machine-op-inspct 0.18023700092716374 0.558599550441933 occupation=Adm-clerical 1.3311937776756788 0.5493383420108772 occupation=Farming-fishing 0.3074500892051739 -0.10503083682125575 occupation=Transport-moving 1.409840735237694 -0.7868256084586178 occupation=Priv-house-serv -0.23556060580623636 -1.83158623081131 occupation=Protective-serv 0.47958865376423704 -0.28376529666070605 occupation=Armed-Forces -1.3240437050735363 2.95171830116399 relationship=Wife 1.1455660264980925 -0.7188604770443794 relationship=Own-child 0.8127269870360339 1.2912479107926422 relationship=Husband 0.057876764512667205 -0.1141886841097489 relationship=Not-in-family 1.4001760822181404 -1.9113978896633297 relationship=Other-relative 0.7843010978018449 -1.143702930778308 relationship=Unmarried -0.057726195350411166 -0.7825945350733 race=White -1.4291058697619379 1.340270514235322 race=Asian-Pac-Islander 1.315164189601424 -1.6518131150589135 race=Amer-Indian-Eskimo 2.9458321886613263 0.9487417212754662 race=Other 0.11549646083179806 -0.840787451473616 race=Black 0.18640501986433705 -1.5509054263690896 sex -4.840297989812162 -1.7442654928553125 capital-gain -1.7761267410106811 -1.6045721556630952 capital-loss -4.552927684331685 5.0503762582226495 hours-per-week -0.20050624593910482 -0.40338156769448713 native-country=United-States -2.5698639830563077 -1.0313080200277833 native-country=Cambodia 0.49496258545106947 1.1453195754949563 native-country=England -0.15031567160088405 -0.5053783504237104 native-country=Puerto-Rico -1.6755612517973966 2.210107892796381 native-country=Canada -0.7774064635140333 1.0368518193776486 native-country=Germany 0.4904140136900155 0.7225385106685842 native-country=Outlying-US(Guam-USVI-etc) 1.6657775463604518 0.5894550390014471 native-country=India 2.8868428930107233 0.22498519241209078 native-country=Japan 1.0069087510989887 1.7772201563474768 native-country=Greece -1.2657565993414943 0.5184568545269715 native-country=South 0.7818217687852336 0.3606947964125252 native-country=China 0.8900283826915782 0.5259183453786086 native-country=Cuba -2.1432419079740552 -0.8977130943424214 native-country=Iran 1.0520195715494447 -0.7230610678652641 native-country=Honduras -1.8523621336871123 1.9072845300493444 native-country=Philippines -1.7563908309018246 0.04245380400527924 native-country=Italy 1.030451664215381 0.5354161177144002 native-country=Poland -1.2000759023704541 -1.7198535511453714 native-country=Jamaica 0.8452429965613014 -1.3978305952495789 native-country=Vietnam 0.9426003424997719 -0.47948863293905447 native-country=Mexico -0.49703181260233265 -0.7662988007686398 native-country=Portugal -1.193964982440843 -1.0898827304176675 native-country=Ireland -0.12454359032197314 -0.10674423398507826 native-country=France -0.37036635078195757 -2.9480506189873426 native-country=Dominican-Republic 0.5508834828357629 0.32448820176321264 native-country=Laos 1.0731362745297441 -0.9982983948103604 native-country=Ecuador 0.93146614667664 -2.049672727803007 native-country=Taiwan 1.368182606213041 1.6617281778626205 native-country=Haiti 4.12351897562985 -0.17744020302203464 native-country=Columbia -0.5286982800884615 0.21923566324035543 native-country=Hungary -1.567878528496018 0.4041313479785231 native-country=Guatemala 1.723793282751425 0.5161785552625365 native-country=Nicaragua 0.015621602500341277 0.7963159765564041 native-country=Scotland 1.2989047814904904 -0.2507135920952687 native-country=Thailand 0.8360294664613922 1.3836682546248678 native-country=Yugoslavia 0.2956949783698562 -0.11666637087721855 native-country=El-Salvador 1.0727741280853151 0.30801233129608063 native-country=Trinadad&Tobago -0.18274379969180762 2.054068243571872 native-country=Peru -0.149069882222761 -0.8776729826549248 native-country=Hong -0.15448517324034808 0.7053694237886962 native-country=Holand-Netherlands Hidden Weights: -4.398068606181735 4.398068606181735 -5.065909171034393 5.065909171034394 >50K <=50K Error sum for iteration 3000 = 741.0737345794803 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.8104253653922788 -3.8339765957464933 age 0.0012517879018774248 0.5568404366120357 workclass=Private 0.8509057837648794 0.34150588150772715 workclass=Self-emp-not-inc -0.3975453872592735 -0.04669164724675274 workclass=Self-emp-inc -0.2218064643909519 -2.498998779094787 workclass=Federal-gov 0.4743056514731171 0.6772944689989805 workclass=Local-gov 0.3273741144982296 -0.2540306380254266 workclass=State-gov 0.25005139600442927 0.06278491604989943 workclass=Without-pay 0.44848849907418414 -0.8800137579265362 workclass=Never-worked -0.2301453867230091 0.0796544029398189 fnlwgt 0.3846083100564273 -0.6597515893734412 education=Bachelors 0.6928456523310849 -0.47258897364231983 education=Some-college 1.2807815148503774 -1.4820174323608977 education=11th 0.26735433954829313 0.23374452106413168 education=HS-grad -0.4849356656731136 -0.06882411356972937 education=Prof-school 0.45079409902797796 -0.8438031528868194 education=Assoc-acdm 0.7118110134126397 -1.1177541236075428 education=Assoc-voc 0.906204272924077 -2.073891098915536 education=9th 0.5042204034624201 -0.8385649049675238 education=7th-8th 2.820091055897473 -1.2843870554627799 education=12th 0.09177854956709013 0.1442721964020863 education=Masters 2.7163479331920235 -0.07991701941140021 education=1st-4th -0.1436086511326548 2.256341442478019 education=10th -1.169610852887377 1.0988284906296872 education=Doctorate -0.4787225316059836 -0.9572450000063079 education=5th-6th 1.1217342187339971 0.5139101368868949 education=Preschool -2.868835103321385 0.590882381097478 education-num -1.5911100914164251 -1.5165120938423298 marital-status=Married-civ-spouse 0.7963118506589211 0.9337222749386275 marital-status=Divorced 1.3998024217037892 -0.4915129303096715 marital-status=Never-married 0.42644271645171977 0.6850085049027328 marital-status=Separated 0.7443754754454577 -0.18366578359388386 marital-status=Widowed 2.322023755735883 -0.6775298820352822 marital-status=Married-spouse-absent 1.1734353929873045 -0.6344150341262387 marital-status=Married-AF-spouse -0.6416218246663721 0.06509395361492729 occupation=Tech-support -0.24000245448772647 0.788365287749607 occupation=Craft-repair 0.8340839913125958 -0.5547721137039153 occupation=Other-service -0.3715673408049511 0.8785463407164024 occupation=Sales -0.7811853369249685 0.1359815322116785 occupation=Exec-managerial -0.12189977824841403 -0.29269986631225325 occupation=Prof-specialty 0.8355015440792521 -1.7802832418350025 occupation=Handlers-cleaners 0.2929972641880146 0.2837339441526881 occupation=Machine-op-inspct 0.18416638961760198 0.5533115492923619 occupation=Adm-clerical 1.3104805549543015 0.5950606715946665 occupation=Farming-fishing 0.31127538935074134 -0.12178693693501491 occupation=Transport-moving 1.425054303315466 -0.7842078666180483 occupation=Priv-house-serv -0.23267216952668945 -1.863560351568357 occupation=Protective-serv 0.49066899734675756 -0.2856656324215128 occupation=Armed-Forces -1.3342911351363222 3.0142922273841424 relationship=Wife 1.1539837900279997 -0.7665005771731522 relationship=Own-child 0.8099788101461985 1.32188439270893 relationship=Husband 0.06415324005413202 -0.14486051275673292 relationship=Not-in-family 1.402222135012001 -1.9093790589629085 relationship=Other-relative 0.7992685549018738 -1.1927223148141548 relationship=Unmarried -0.0625413149247245 -0.7786761710957896 race=White -1.4488340782395575 1.3777167527833005 race=Asian-Pac-Islander 1.3241352970388485 -1.6906683006164314 race=Amer-Indian-Eskimo 2.9857424050152868 0.9125003789055881 race=Other 0.1085340255327324 -0.8368645947625885 race=Black 0.18119376515567856 -1.5351074541048444 sex -4.867538905670246 -1.770229708251042 capital-gain -1.7689021203952815 -1.678831411591456 capital-loss -4.58275284627106 5.098368518186612 hours-per-week -0.2030593342917192 -0.40211260066971805 native-country=United-States -2.5918950540897097 -1.0304731454789753 native-country=Cambodia 0.4945613180322848 1.1656798009169558 native-country=England -0.15744798729277878 -0.5122056858037676 native-country=Puerto-Rico -1.696060760416073 2.2531811858997624 native-country=Canada -0.7866007232073785 1.065553420220938 native-country=Germany 0.49123236860756186 0.7196084038169333 native-country=Outlying-US(Guam-USVI-etc) 1.6546782080415876 0.6037728358162928 native-country=India 2.9231910912384635 0.18469763106073617 native-country=Japan 1.0044312960426744 1.793969503086058 native-country=Greece -1.274980022739496 0.5002371794914582 native-country=South 0.7725159114491956 0.38307325189052244 native-country=China 0.8797887105236468 0.5667045009408892 native-country=Cuba -2.141714768178456 -0.9063973897250538 native-country=Iran 1.0808054456865988 -0.7382610829180537 native-country=Honduras -1.8817611511230699 1.9204797364720116 native-country=Philippines -1.7754974893225008 0.028656025765354115 native-country=Italy 1.045113729454441 0.5335055393205588 native-country=Poland -1.2000274928377594 -1.738727604341828 native-country=Jamaica 0.8560057376445163 -1.40451153247475 native-country=Vietnam 0.941797991233427 -0.4745634972001591 native-country=Mexico -0.49666570744979993 -0.7845298911548159 native-country=Portugal -1.1908123860003468 -1.1186789328832194 native-country=Ireland -0.14360089228648562 -0.1115406064589106 native-country=France -0.3674087055057334 -2.9880759227526634 native-country=Dominican-Republic 0.5528468615328396 0.3239738397580152 native-country=Laos 1.0785247575819163 -0.9998934357412738 native-country=Ecuador 0.9634473771822907 -2.114883846707531 native-country=Taiwan 1.389443386622479 1.6722208366494644 native-country=Haiti 4.161211430469042 -0.17685387889580034 native-country=Columbia -0.5273616985161474 0.2169426579564419 native-country=Hungary -1.5870259654304752 0.40283479676617184 native-country=Guatemala 1.7398212523012708 0.5157459957824653 native-country=Nicaragua 0.02673177531089013 0.796592850339601 native-country=Scotland 1.3270438155060362 -0.3050343633589157 native-country=Thailand 0.8569537835306184 1.3845770759862002 native-country=Yugoslavia 0.29250658383572914 -0.15715459464398235 native-country=El-Salvador 1.0902627939142897 0.3178011812955892 native-country=Trinadad&Tobago -0.2203705580644942 2.106960765462547 native-country=Peru -0.14517098888837668 -0.8778614058805323 native-country=Hong -0.15314859166801012 0.7030764185048047 native-country=Holand-Netherlands Hidden Weights: -4.388738671469107 4.388738671469108 -5.120334383195432 5.120334383195431 >50K <=50K Error sum for iteration 3100 = 739.1524067668022 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.8339367136201556 -3.7719924141875554 age 0.006806031039223345 0.5488015114364517 workclass=Private 0.8559174096068604 0.3483969593258883 workclass=Self-emp-not-inc -0.40183025344831824 -0.036815280687895933 workclass=Self-emp-inc -0.2169597890468148 -2.5502805543202496 workclass=Federal-gov 0.4802605759813704 0.6736668288169728 workclass=Local-gov 0.3282218123101575 -0.23946178142074465 workclass=State-gov 0.2515839301574204 0.06061756877812343 workclass=Without-pay 0.4497860213813645 -0.8822657170513999 workclass=Never-worked -0.208900677705262 0.01676977895051627 fnlwgt 0.38640075723959066 -0.6687952040870462 education=Bachelors 0.6910944256839101 -0.45904870944543924 education=Some-college 1.2744721072671008 -1.4925706973801092 education=11th 0.2642730651735558 0.24924860089329293 education=HS-grad -0.4800667686125611 -0.08650511489758753 education=Prof-school 0.4457370525732042 -0.8198209306988586 education=Assoc-acdm 0.7091329585581636 -1.1079983596886323 education=Assoc-voc 0.9049973922600163 -2.1035778536331553 education=9th 0.4982543761534944 -0.8466489268346751 education=7th-8th 2.8442142055497275 -1.3141420559592458 education=12th 0.08983815934674674 0.149417416765165 education=Masters 2.759145562409585 -0.0709015069599582 education=1st-4th -0.18064083744737577 2.331873681976142 education=10th -1.1722675470852952 1.0939154974872465 education=Doctorate -0.45761201820088343 -1.051891679289261 education=5th-6th 1.1258613062077982 0.5117511460116998 education=Preschool -2.888469247999998 0.6160105688233501 education-num -1.5838390299657925 -1.5926283152683332 marital-status=Married-civ-spouse 0.7828893193359393 0.974616301096045 marital-status=Divorced 1.3973230475451563 -0.4707535230057471 marital-status=Never-married 0.42554527038132417 0.70149848576359 marital-status=Separated 0.7435195609551496 -0.1904860666761765 marital-status=Widowed 2.345573307750974 -0.7048370203204607 marital-status=Married-spouse-absent 1.179732880171521 -0.6360941925279134 marital-status=Married-AF-spouse -0.6439830623852296 0.06798107654023322 occupation=Tech-support -0.23551988311024946 0.7798995771832331 occupation=Craft-repair 0.8353881747059948 -0.5534316387793418 occupation=Other-service -0.36671726960540685 0.8741695590751499 occupation=Sales -0.7807515046011012 0.13581476885818003 occupation=Exec-managerial -0.12352352161337579 -0.28686336560532655 occupation=Prof-specialty 0.8374629414624608 -1.813495801096784 occupation=Handlers-cleaners 0.29676542080495844 0.2771371106989228 occupation=Machine-op-inspct 0.18793771674424609 0.5480952108993296 occupation=Adm-clerical 1.2905099550386558 0.6391011384814989 occupation=Farming-fishing 0.3150831433619586 -0.13792324741976167 occupation=Transport-moving 1.4396477606566531 -0.7815699729359498 occupation=Priv-house-serv -0.2300460632939829 -1.8937970689548858 occupation=Protective-serv 0.5015712120977983 -0.2875431777532363 occupation=Armed-Forces -1.3438795388593505 3.075019571853731 relationship=Wife 1.1623526708435183 -0.8128658838804614 relationship=Own-child 0.8075951525331577 1.3504493389902388 relationship=Husband 0.06983051774992546 -0.17447488911670067 relationship=Not-in-family 1.40404430430977 -1.9067220538704246 relationship=Other-relative 0.8135376007292797 -1.2402193553383012 relationship=Unmarried -0.06749293033771782 -0.7744084223785361 race=White -1.4683253257268156 1.413596394906825 race=Asian-Pac-Islander 1.3324546648941018 -1.7278807309465594 race=Amer-Indian-Eskimo 3.0258621307386706 0.8750061914436151 race=Other 0.10140558484771402 -0.8315808364344435 race=Black 0.17606419930760825 -1.5184072578065047 sex -4.893861721026133 -1.7963377656101644 capital-gain -1.762222094080244 -1.7508749021028576 capital-loss -4.611014396108222 5.142816432939988 hours-per-week -0.20513673711853836 -0.4020859108898376 native-country=United-States -2.6119757774049726 -1.0311666104758608 native-country=Cambodia 0.4940597652693893 1.1863252495529648 native-country=England -0.16456231006450558 -0.5190425202583654 native-country=Puerto-Rico -1.7148321588517115 2.292177364118589 native-country=Canada -0.7954715779366415 1.0931774799497744 native-country=Germany 0.49207552758891826 0.7167896970731529 native-country=Outlying-US(Guam-USVI-etc) 1.6414688725551967 0.6207743549660333 native-country=India 2.9588971336889123 0.14465979054142497 native-country=Japan 1.0009661572362314 1.8112652514750767 native-country=Greece -1.2818307911977593 0.48281299484601214 native-country=South 0.763893367075734 0.4046879237671778 native-country=China 0.8694000899480974 0.6077231333251523 native-country=Cuba -2.140130337007428 -0.9147173167917696 native-country=Iran 1.1083133841515802 -0.7526905989138978 native-country=Honduras -1.9090019696756273 1.9304975880717878 native-country=Philippines -1.7932390416359298 0.013528120248539893 native-country=Italy 1.058354810624992 0.5323395861715698 native-country=Poland -1.1999607608128748 -1.757439706395664 native-country=Jamaica 0.8653045047257042 -1.4034517648484677 native-country=Vietnam 0.9412204599544973 -0.4717079926911859 native-country=Mexico -0.496823062019827 -0.8023648072661594 native-country=Portugal -1.1874504438098024 -1.1460694585701519 native-country=Ireland -0.16194654111637594 -0.11613452130181522 native-country=France -0.36481181343316105 -3.02684438710743 native-country=Dominican-Republic 0.5550487158773059 0.3237940968113126 native-country=Laos 1.0837839521365267 -1.0014790632117097 native-country=Ecuador 0.9947917963043572 -2.179477053792253 native-country=Taiwan 1.4094422012807304 1.6820167453916208 native-country=Haiti 4.197040628766619 -0.1765288116341934 native-country=Columbia -0.5260641762089919 0.2146906988315743 native-country=Hungary -1.6057359607451476 0.4016433724966792 native-country=Guatemala 1.7554014050632047 0.5152828220552705 native-country=Nicaragua 0.03763149752598378 0.7969265653520347 native-country=Scotland 1.355538972661079 -0.35825224341016426 native-country=Thailand 0.8772442620891749 1.3854146378971282 native-country=Yugoslavia 0.2891636367968621 -0.1976133336650325 native-country=El-Salvador 1.107035747481503 0.32714679965635785 native-country=Trinadad&Tobago -0.25794328620424517 2.1583786527899798 native-country=Peru -0.14142513271314897 -0.8780712645540244 native-country=Hong -0.15185106936084636 0.7008244593799411 native-country=Holand-Netherlands Hidden Weights: -4.379492324699575 4.379492324699576 -5.172790918363157 5.172790918363157 >50K <=50K Error sum for iteration 3200 = 737.3077590973433 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.8565906576381193 -3.7107276042099357 age 0.01199635817934859 0.541517575782233 workclass=Private 0.8610701963572154 0.35359515066996744 workclass=Self-emp-not-inc -0.4059400605243454 -0.027098029989449567 workclass=Self-emp-inc -0.21223175990371493 -2.600079848613601 workclass=Federal-gov 0.4859496542566829 0.6704150215841657 workclass=Local-gov 0.3290149113050239 -0.22514875580684307 workclass=State-gov 0.25308528239142225 0.05848635827179693 workclass=Without-pay 0.451049012412153 -0.8844815690534169 workclass=Never-worked -0.18832675818167982 -0.045533762406454355 fnlwgt 0.38798491729431706 -0.67699291876026 education=Bachelors 0.6894153284750015 -0.4457846401652106 education=Some-college 1.268268493083713 -1.5023483318872615 education=11th 0.2611432377530313 0.26508649766937586 education=HS-grad -0.4754529680806531 -0.10313711317564049 education=Prof-school 0.44067985703083584 -0.7957344504403808 education=Assoc-acdm 0.7066559652832658 -1.0987579930454998 education=Assoc-voc 0.9039184118760106 -2.132221071431154 education=9th 0.4923324448552347 -0.8539537879895611 education=7th-8th 2.8678566504564857 -1.3435944778643576 education=12th 0.0879947737618874 0.1539547552389419 education=Masters 2.800379993338229 -0.06228098760462312 education=1st-4th -0.21317073596842848 2.400408332006034 education=10th -1.1756984402052149 1.0902961691719006 education=Doctorate -0.4390259729538584 -1.1434499939170586 education=5th-6th 1.129864025815624 0.5096348684059092 education=Preschool -2.907705184354418 0.6420041715027127 education-num -1.5771198735369263 -1.6663467118218815 marital-status=Married-civ-spouse 0.7698876269506848 1.0143357354740257 marital-status=Divorced 1.395294753414725 -0.45077306921482974 marital-status=Never-married 0.4242477795928857 0.719563958683163 marital-status=Separated 0.7432555456068534 -0.19854992378115321 marital-status=Widowed 2.3685307848049413 -0.732087999246911 marital-status=Married-spouse-absent 1.1855926048027274 -0.6380641010617566 marital-status=Married-AF-spouse -0.6464090251882071 0.07135333720975012 occupation=Tech-support -0.23133825266616972 0.7717986293631546 occupation=Craft-repair 0.8366808947049421 -0.552253457579197 occupation=Other-service -0.3622457119467518 0.8700959728409015 occupation=Sales -0.7804352201293742 0.1354823699839381 occupation=Exec-managerial -0.12502107181241026 -0.28149436853505927 occupation=Prof-specialty 0.8392666532627613 -1.8445820883840844 occupation=Handlers-cleaners 0.30077297181031043 0.26876920534184845 occupation=Machine-op-inspct 0.1914850282926728 0.5431155797660718 occupation=Adm-clerical 1.271760672119942 0.6808397145452523 occupation=Farming-fishing 0.3188682511375891 -0.1535446169263358 occupation=Transport-moving 1.4536091560422209 -0.7789807142781368 occupation=Priv-house-serv -0.22768296836662244 -1.9223726853613494 occupation=Protective-serv 0.5122994456795464 -0.28940145283982494 occupation=Armed-Forces -1.3528714420952377 3.1338324101112778 relationship=Wife 1.1706425078979539 -0.8578817170474369 relationship=Own-child 0.8055370287434656 1.3770570799965653 relationship=Husband 0.07493303832964385 -0.2029626593328164 relationship=Not-in-family 1.4057612341466414 -1.9037319421691365 relationship=Other-relative 0.8271602147145544 -1.2861483709486015 relationship=Unmarried -0.0726467161376458 -0.7695988323913164 race=White -1.487426952612251 1.4477670864493284 race=Asian-Pac-Islander 1.3401022299809404 -1.7635112988781103 race=Amer-Indian-Eskimo 3.066194216066153 0.8361993363818281 race=Other 0.094100230518884 -0.8249297709969946 race=Black 0.1709496689348672 -1.5007330576455649 sex -4.919331574902212 -1.822524484208734 capital-gain -1.756074813961153 -1.820301021657327 capital-loss -4.637743265110267 5.183819821456451 hours-per-week -0.20678240282223745 -0.40312710638776605 native-country=United-States -2.630355011295317 -1.0333358478129013 native-country=Cambodia 0.493422428012875 1.2072944151666454 native-country=England -0.17161678229882538 -0.5258864529075332 native-country=Puerto-Rico -1.7320469539186123 2.3272102333067726 native-country=Canada -0.804144105158975 1.1197234464619272 native-country=Germany 0.49294280144756986 0.7140721161997375 native-country=Outlying-US(Guam-USVI-etc) 1.6261991429978104 0.6402865222177466 native-country=India 2.9939927357606484 0.10487333701503464 native-country=Japan 0.9964721270267549 1.829091037324637 native-country=Greece -1.2863215366483285 0.46636554412464315 native-country=South 0.7560013015006123 0.42548413537362473 native-country=China 0.8588881286015719 0.6486915782598005 native-country=Cuba -2.1385009422462082 -0.9227014457361037 native-country=Iran 1.1346150273895 -0.7664831357428642 native-country=Honduras -1.9341937669914386 1.9377848025915776 native-country=Philippines -1.8096975054756368 -0.0025023875370563855 native-country=Italy 1.070331381923133 0.5317939214124017 native-country=Poland -1.1998247478719153 -1.7760101258975736 native-country=Jamaica 0.8728989715615069 -1.3958822802296191 native-country=Vietnam 0.9409237276691649 -0.47101978695174684 native-country=Mexico -0.49744607984328326 -0.8198275452058855 native-country=Portugal -1.183934095525318 -1.1721529141725981 native-country=Ireland -0.17961146128633557 -0.12054615980695374 native-country=France -0.36248021447278767 -3.0644272409977127 native-country=Dominican-Republic 0.5575047919549699 0.32395820992984287 native-country=Laos 1.0889264824202087 -1.0030570199772877 native-country=Ecuador 1.0254548548183176 -2.2432277327780845 native-country=Taiwan 1.4282471047323801 1.6911340942331208 native-country=Haiti 4.231171714681031 -0.1764307819854257 native-country=Columbia -0.5248011851782136 0.2124748468295472 native-country=Hungary -1.6240090052619385 0.40054088854042447 native-country=Guatemala 1.7705685374848046 0.5147905515446828 native-country=Nicaragua 0.048332020819949695 0.7973160553903418 native-country=Scotland 1.3844719156797156 -0.41009811290930326 native-country=Thailand 0.8969437300010498 1.3861938063576433 native-country=Yugoslavia 0.2857618159102167 -0.23791399622592924 native-country=El-Salvador 1.1231449436821812 0.3360778006446808 native-country=Trinadad&Tobago -0.2952676302218998 2.2083342051039954 native-country=Peru -0.13782367923653396 -0.8783068112518007 native-country=Hong -0.15058807833006968 0.6986086073779241 native-country=Holand-Netherlands Hidden Weights: -4.370376547485627 4.370376547485628 -5.223357189113456 5.2233571891134565 >50K <=50K Error sum for iteration 3300 = 735.5407258896338 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.878264018888808 -3.650891478049975 age 0.016855780527805925 0.5348560868452327 workclass=Private 0.8663151604205129 0.3572667073344879 workclass=Self-emp-not-inc -0.4098427082199406 -0.017587250166777545 workclass=Self-emp-inc -0.2076067606855544 -2.6483335425143424 workclass=Federal-gov 0.49137321533689804 0.6674734560633757 workclass=Local-gov 0.3297692716703506 -0.21112588753399816 workclass=State-gov 0.25455868224708367 0.056387482943978946 workclass=Without-pay 0.45228088302786335 -0.8866649303151708 workclass=Never-worked -0.1685565822838902 -0.10690142471477518 fnlwgt 0.38942555917054966 -0.6844219218214305 education=Bachelors 0.6878242165685521 -0.4328641514731289 education=Some-college 1.2622280096967733 -1.5114627743187872 education=11th 0.2580069056147352 0.28108505252407695 education=HS-grad -0.4711541284458351 -0.11857191557326423 education=Prof-school 0.4356781800567189 -0.7717571135881854 education=Assoc-acdm 0.7043873608679757 -1.0900640471120813 education=Assoc-voc 0.9028672207458383 -2.1598259363266847 education=9th 0.48646374449402024 -0.8606116512783349 education=7th-8th 2.8910088119686193 -1.372782207188989 education=12th 0.08626532965191774 0.1579416232622597 education=Masters 2.840185675366587 -0.054021149260857444 education=1st-4th -0.2415879297443245 2.4626225756818654 education=10th -1.179843126683815 1.0877858554836903 education=Doctorate -0.4227998101468136 -1.2318875106951286 education=5th-6th 1.133754857410561 0.5075594576138128 education=Preschool -2.9265288670205765 0.6686391764375567 education-num -1.570941847141145 -1.737443920007726 marital-status=Married-civ-spouse 0.7572824347274022 1.0529352219319257 marital-status=Divorced 1.3936846493798098 -0.43157588759098175 marital-status=Never-married 0.42261111395093637 0.7389023953732287 marital-status=Separated 0.743515737630625 -0.2079260086972716 marital-status=Widowed 2.390954731952617 -0.7592665388789043 marital-status=Married-spouse-absent 1.1910604603710537 -0.6402977920259557 marital-status=Married-AF-spouse -0.6489215281790126 0.07527337685844422 occupation=Tech-support -0.22743692433849533 0.7639783448377441 occupation=Craft-repair 0.8378811481346105 -0.551094737683489 occupation=Other-service -0.358140970502044 0.8662882468774418 occupation=Sales -0.7802412559450504 0.13503768890010806 occupation=Exec-managerial -0.12642526262262727 -0.27648612060900984 occupation=Prof-specialty 0.8409438754720272 -1.873790153899245 occupation=Handlers-cleaners 0.30490965254874525 0.2590520906475179 occupation=Machine-op-inspct 0.19477809272814348 0.5384532485113227 occupation=Adm-clerical 1.2545096307524592 0.7199117503032719 occupation=Farming-fishing 0.32261645158401064 -0.168728169852699 occupation=Transport-moving 1.4669467634551785 -0.7764911501463131 occupation=Priv-house-serv -0.22556486022694466 -1.9493701948068576 occupation=Protective-serv 0.5228571636247369 -0.29124274254990157 occupation=Armed-Forces -1.3613238559062897 3.1907168438719378 relationship=Wife 1.1788270372866352 -0.9015116029133861 relationship=Own-child 0.8037869570680067 1.4017937070000166 relationship=Husband 0.07948355709970088 -0.23027458614818563 relationship=Not-in-family 1.4074703794387347 -1.9006725810835903 relationship=Other-relative 0.840164695369974 -1.3304540377815106 relationship=Unmarried -0.07804879289212242 -0.764091615340984 race=White -1.5060242074773775 1.4802045524836867 race=Asian-Pac-Islander 1.3470740883315935 -1.7976186128704295 race=Amer-Indian-Eskimo 3.106720726861762 0.7960129160538021 race=Other 0.08661551099623735 -0.8169644161642555 race=Black 0.16580000862177255 -1.482071883181615 sex -4.94400095090939 -1.848737526958038 capital-gain -1.7504382778758747 -1.8868280020641532 capital-loss -4.663019565694058 5.2215890792353035 hours-per-week -0.20805071093627864 -0.40504127334698975 native-country=United-States -2.647247258632633 -1.0369003606769185 native-country=Cambodia 0.4926089478330631 1.2286147395167957 native-country=England 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0.8786951295533285 -1.382888302786633 native-country=Vietnam 0.9409257456770194 -0.4725697056826375 native-country=Mexico -0.4984770294840401 -0.8369335242297815 native-country=Portugal -1.1803155219052985 -1.1970269983096649 native-country=Ireland -0.1966258462124457 -0.1247925600839006 native-country=France -0.3603325966526236 -3.100883026168405 native-country=Dominican-Republic 0.5602263223889508 0.32447348418202937 native-country=Laos 1.093963016493609 -1.0046281212807606 native-country=Ecuador 1.0553594842562495 -2.3059379019778783 native-country=Taiwan 1.4459259120765227 1.6995939494437209 native-country=Haiti 4.263756006597467 -0.17652874921038741 native-country=Columbia -0.5235693145625013 0.2102914855677893 native-country=Hungary -1.6418445239950137 0.3995140924051814 native-country=Guatemala 1.785353323520328 0.5142714493480205 native-country=Nicaragua 0.05884206347555957 0.7977606743977255 native-country=Scotland 1.4138780432004627 -0.4603740167788073 native-country=Thailand 0.9160909323021035 1.3869268623184186 native-country=Yugoslavia 0.28239093980596375 -0.27794663884142823 native-country=El-Salvador 1.138637598870603 0.34462170884280413 native-country=Trinadad&Tobago -0.33219608063142664 2.256837793798571 native-country=Peru -0.13435846136573223 -0.8785707947021106 native-country=Hong -0.14935620771437383 0.6964252461161702 native-country=Holand-Netherlands Hidden Weights: -4.361431306260408 4.361431306260413 -5.27211793596058 5.272117935960583 >50K <=50K Error sum for iteration 3400 = 733.8546438014572 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.8988994941729319 -3.592966669085064 age 0.021422319512855864 0.5286927331440833 workclass=Private 0.8716076012432696 0.3596023329776827 workclass=Self-emp-not-inc -0.4135360818604474 -0.008283192562389562 workclass=Self-emp-inc -0.20307046340493307 -2.6950044046833526 workclass=Federal-gov 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occupation=Sales -0.7801601869234507 0.13450494089756032 occupation=Exec-managerial -0.12776053138977966 -0.2717585406926425 occupation=Prof-specialty 0.8425143871985616 -1.9013262641307254 occupation=Handlers-cleaners 0.30907816566301716 0.24840282540829398 occupation=Machine-op-inspct 0.19781259906260681 0.5341281204134036 occupation=Adm-clerical 1.2388734389929927 0.7561508685593458 occupation=Farming-fishing 0.32630965408483836 -0.18352826437116343 occupation=Transport-moving 1.479685151118082 -0.7741353975782137 occupation=Priv-house-serv -0.22366385937268565 -1.9748748974200212 occupation=Protective-serv 0.5332476519893127 -0.2930689486926776 occupation=Armed-Forces -1.3692841729923497 3.2456986553381877 relationship=Wife 1.1868847212267464 -0.9437546348796234 relationship=Own-child 0.8023422814672693 1.424730938986642 relationship=Husband 0.08350231597434161 -0.2563785539954142 relationship=Not-in-family 1.409245919464279 -1.8977658880351231 relationship=Other-relative 0.8525649785178726 -1.3730889073189627 relationship=Unmarried -0.0837283788269848 -0.7577706827684626 race=White -1.5240351810253232 1.5109656984558104 race=Asian-Pac-Islander 1.3533795744555448 -1.8302599047017103 race=Amer-Indian-Eskimo 3.1474103951925807 0.7543814369341313 race=Other 0.07895481266116147 -0.8077758471182412 race=Black 0.16057920346269386 -1.4624530020708215 sex -4.967912375735031 -1.874938604092571 capital-gain -1.7452833248789361 -1.9502810581278855 capital-loss -4.6869466500896095 5.256386913362673 hours-per-week -0.20900032097802498 -0.4076301839676137 native-country=United-States -2.662830948080122 -1.0417582495706743 native-country=Cambodia 0.491578095803234 1.2503016721392148 native-country=England -0.18536840593881873 -0.5395965841278371 native-country=Puerto-Rico -1.76217053476879 2.3859197988529455 native-country=Canada -0.8211971623544846 1.16976362174163 native-country=Germany 0.494744380367276 0.708907488568314 native-country=Outlying-US(Guam-USVI-etc) 1.5897714257777333 0.6860450264088169 native-country=India 3.0624022044391124 0.026067641635473576 native-country=Japan 0.9842136790662241 1.8662208000978882 native-country=Greece -1.2885051861243408 0.43673732393348963 native-country=South 0.7423353427264646 0.46454434562621044 native-country=China 0.8376701208514791 0.7294827961884482 native-country=Cuba -2.1351328383887376 -0.9377529796938671 native-country=Iran 1.1838833475963817 -0.7926021143262072 native-country=Honduras -1.9788442930883545 1.9457664038573421 native-country=Philippines -1.8391294746790738 -0.03595438471460015 native-country=Italy 1.0910382853759322 0.5322423123353782 native-country=Poland -1.19917394688399 -1.8127859815557226 native-country=Jamaica 0.8826975571420814 -1.3654348235633151 native-country=Vietnam 0.9412204625139186 -0.4763993456889723 native-country=Mexico -0.4998613451044797 -0.8536925803197334 native-country=Portugal -1.1766408977438845 -1.2207868716645418 native-country=Ireland -0.21301952461530144 -0.1288885665864236 native-country=France -0.3583034499731626 -3.136261380996872 native-country=Dominican-Republic 0.5632217735467375 0.32534573642492826 native-country=Laos 1.098902637356493 -1.0061930916737478 native-country=Ecuador 1.084411418586901 -2.36744120874914 native-country=Taiwan 1.4625472020371222 1.7074205761015129 native-country=Haiti 4.29493056801025 -0.17679570636994785 native-country=Columbia -0.5223659378980932 0.20813747607855382 native-country=Hungary -1.65924242027812 0.3985515658094011 native-country=Guatemala 1.7997826938038979 0.5137275299387756 native-country=Nicaragua 0.06916864329535465 0.7982595103548865 native-country=Scotland 1.4437545332094672 -0.5089490854527572 native-country=Thailand 0.9347210784028008 1.387624660693335 native-country=Yugoslavia 0.2791272326657001 -0.3176204908240356 native-country=El-Salvador 1.1535564898069033 0.3528040273207088 native-country=Trinadad&Tobago -0.36862061098665583 2.3038993080134307 native-country=Peru -0.13102142473199274 -0.8788651248087751 native-country=Hong -0.14815283104999794 0.6942712366268995 native-country=Holand-Netherlands Hidden Weights: -4.352687647296864 4.352687647296868 -5.319161633391045 5.319161633391051 >50K <=50K Error sum for iteration 3500 = 732.2481474200215 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.918487817092244 -3.5372481178687516 age 0.02573396761647641 0.5229202426603754 workclass=Private 0.8769076330215256 0.36080447866373894 workclass=Self-emp-not-inc -0.4170348481929178 8.325047914825665E-4 workclass=Self-emp-inc -0.19861041734032303 -2.7400808345430563 workclass=Federal-gov 0.501457952881521 0.6623104274348133 workclass=Local-gov 0.3312433198879601 -0.1843494790513493 workclass=State-gov 0.25743052102068026 0.052273280495959536 workclass=Without-pay 0.45466124886770415 -0.8909466924832486 workclass=Never-worked -0.13169012310609765 -0.2258509640786909 fnlwgt 0.3920808544132313 -0.6973127230889051 education=Bachelors 0.6849652838300008 -0.40827801176944206 education=Some-college 1.250781127395268 -1.528124963991953 education=11th 0.25186807055322236 0.3129659337618061 education=HS-grad -0.4635971594570918 -0.1455645091923813 education=Prof-school 0.42600038979554544 -0.7247780900156899 education=Assoc-acdm 0.7005108841286031 -1.0746019946393122 education=Assoc-voc 0.9006363783027929 -2.211989444250125 education=9th 0.4748921511036956 -0.8724558746438283 education=7th-8th 2.93579704590074 -1.4304942125999975 education=12th 0.08320900816232242 0.16444896675445078 education=Masters 2.915947648345236 -0.03849961724236074 education=1st-4th -0.28798786978232455 2.5710606480523004 education=10th -1.1899560309923107 1.085459224821048 education=Doctorate -0.3965514055141165 -1.3993984275949576 education=5th-6th 1.1412432805635897 0.5035249895357558 education=Preschool -2.9628297091386497 0.7228573207167542 education-num -1.5601846341675147 -1.8712561069211715 marital-status=Married-civ-spouse 0.7331365207064107 1.1270869489133901 marital-status=Divorced 1.3915983109615748 -0.3954855501699559 marital-status=Never-married 0.418584695056178 0.7802862891486407 marital-status=Separated 0.7453857887991443 -0.23074810183766373 marital-status=Widowed 2.434375819322761 -0.8133171736497037 marital-status=Married-spouse-absent 1.2009762677905609 -0.6454652678996078 marital-status=Married-AF-spouse -0.6542194205167015 0.08470002117353222 occupation=Tech-support -0.22033841469422946 0.7487984341129359 occupation=Craft-repair 0.8398142337914246 -0.5485400998864793 occupation=Other-service -0.35091931690639794 0.8592734874372604 occupation=Sales -0.7801750745825484 0.13389040657201218 occupation=Exec-managerial -0.12904535127039163 -0.2672476016822224 occupation=Prof-specialty 0.8439908774550278 -1.927361236928238 occupation=Handlers-cleaners 0.3131994477080886 0.23719763395777183 occupation=Machine-op-inspct 0.20060104730314235 0.5301202766859392 occupation=Adm-clerical 1.2248558641210505 0.7895328365742154 occupation=Farming-fishing 0.3299302091912541 -0.19798581872326915 occupation=Transport-moving 1.4918605507205398 -0.7719329136692921 occupation=Priv-house-serv -0.22194893435584157 -1.9989706875452706 occupation=Protective-serv 0.5434743069982234 -0.29488202838687705 occupation=Armed-Forces -1.3767888648285704 3.2988304474566292 relationship=Wife 1.1947990546869265 -0.9846396217531654 relationship=Own-child 0.8012090711219281 1.445935933618018 relationship=Husband 0.08700640437277475 -0.2812566689148994 relationship=Not-in-family 1.41114053383426 -1.8951937143042488 relationship=Other-relative 0.8643676929274758 -1.4140233035093934 relationship=Unmarried -0.08970050159794296 -0.7505585095369728 race=White -1.5414047664016235 1.540157005226257 race=Asian-Pac-Islander 1.3590379262979513 -1.8614911083331427 race=Amer-Indian-Eskimo 3.1882234446018325 0.7112485066492145 race=Other 0.07112597883800455 -0.7974759780275933 race=Black 0.15526262722173984 -1.441932225542639 sex -4.991101110424934 -1.9011028584727454 capital-gain -1.7405764233798886 -2.010577202098646 capital-loss -4.709634128870867 5.288490384877145 hours-per-week -0.20968823161693625 -0.41070644323087696 native-country=United-States -2.677251451209967 -1.0477940078862475 native-country=Cambodia 0.4902913132383175 1.2723595559623493 native-country=England -0.1919879749346416 -0.5464712954043358 native-country=Puerto-Rico -1.775161950437567 2.4099021713966207 native-country=Canada -0.8296627347770522 1.1934300872059338 native-country=Germany 0.4956761870172453 0.7064466977639505 native-country=Outlying-US(Guam-USVI-etc) 1.5688148672244016 0.7118612653963213 native-country=India 3.0957150713859596 -0.012941283391803893 native-country=Japan 0.9763571815787547 1.8854557096665996 native-country=Greece -1.2864212925470913 0.4235824231005258 native-country=South 0.7364576869501486 0.48283786193243555 native-country=China 0.8270817186047595 0.7688991573154167 native-country=Cuba -2.1334003635505128 -0.94485736512616 native-country=Iran 1.2069869279145742 -0.8051125985317121 native-country=Honduras -1.9984873514920125 1.9471572766916758 native-country=Philippines -1.8522874365556468 -0.05289613989125056 native-country=Italy 1.1000066763418048 0.5331276437477473 native-country=Poland -1.1985992424750658 -1.8310132733120799 native-country=Jamaica 0.8849762635938736 -1.3443789589348198 native-country=Vietnam 0.9417878078508454 -0.4825235140409882 native-country=Mexico -0.5015495141520143 -0.8701111779924632 native-country=Portugal -1.1729486640322475 -1.2435235350804685 native-country=Ireland -0.22882195831734134 -0.13284743249851697 native-country=France -0.35634265123080844 -3.17060614044028 native-country=Dominican-Republic 0.5664980445632742 0.32657967800050575 native-country=Laos 1.103753153404261 -1.0077529748418863 native-country=Ecuador 1.112511661058829 -2.427603171408895 native-country=Taiwan 1.478180056559081 1.71464112079779 native-country=Haiti 4.324818553748971 -0.1772088486970187 native-country=Columbia -0.5211889487226281 0.20600972339979912 native-country=Hungary -1.6762039447004626 0.3976430750315561 native-country=Guatemala 1.8138802814245991 0.5131600810485403 native-country=Nicaragua 0.07931769042629594 0.7988110791906304 native-country=Scotland 1.4740702694810492 -0.5557486256015527 native-country=Thailand 0.9528663157436523 1.3882963319544381 native-country=Yugoslavia 0.2760300117082643 -0.3568631409465071 native-country=El-Salvador 1.1679403906762622 0.3606478467667158 native-country=Trinadad&Tobago -0.40446409173444337 2.3495310572652026 native-country=Peru -0.1278043978205822 -0.8791911774916491 native-country=Hong -0.14697584187451238 0.6921434839480923 native-country=Holand-Netherlands Hidden Weights: -4.344167853030191 4.34416785303019 -5.364578652210201 5.3645786522102075 >50K <=50K Error sum for iteration 3600 = 730.7187187419538 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.937053134612763 -3.4838818782934635 age 0.029825882715021883 0.517450728185816 workclass=Private 0.8821806150862544 0.36107388109487254 workclass=Self-emp-not-inc -0.4203611118395159 0.00978006209227887 workclass=Self-emp-inc -0.19421587856650277 -2.783574262746166 workclass=Federal-gov 0.506144241452139 0.6600148265116328 workclass=Local-gov 0.3320076602787157 -0.17185628054985314 workclass=State-gov 0.25883220856679157 0.05025114727470766 workclass=Without-pay 0.4558136147875686 -0.893051393722525 workclass=Never-worked -0.11463039092117498 -0.2831198936439002 fnlwgt 0.39336999578048987 -0.7029282486591064 education=Bachelors 0.6837206090143028 -0.3966955378767794 education=Some-college 1.245414032041086 -1.5358667887284236 education=11th 0.2489243871831823 0.3286257667680474 education=HS-grad -0.46034208957285283 -0.15710035503538064 education=Prof-school 0.4213746594606488 -0.7019938019007255 education=Assoc-acdm 0.6989179192076812 -1.068006320128656 education=Assoc-voc 0.899423374418567 -2.2366065827435233 education=9th 0.46918370267328025 -0.8778450075636555 education=7th-8th 2.957409578780855 -1.4590748311715418 education=12th 0.08190397372298432 0.16705313041905953 education=Masters 2.95207841503396 -0.031216277904382427 education=1st-4th -0.3069262570219633 2.618706932996554 education=10th -1.1957560560066605 1.085378244985984 education=Doctorate -0.386058928015954 -1.478543248160594 education=5th-6th 1.1448591221257136 0.5015619888577053 education=Preschool -2.980256173071796 0.7499965685102575 education-num -1.5555987745415993 -1.933868645704817 marital-status=Married-civ-spouse 0.7215292989684522 1.1628169479722097 marital-status=Divorced 1.3910686135841497 -0.378539149432598 marital-status=Never-married 0.4163303195846782 0.8018341225608392 marital-status=Separated 0.746905809792229 -0.24421289498270563 marital-status=Widowed 2.4554329816398583 -0.8401379180937717 marital-status=Married-spouse-absent 1.2054900082394262 -0.6483619433239971 marital-status=Married-AF-spouse -0.6569880469826085 0.09008385212731462 occupation=Tech-support -0.21706403548551917 0.741247422989565 occupation=Craft-repair 0.8405008004562052 -0.5470932815206868 occupation=Other-service -0.34773646020550353 0.8559758100711687 occupation=Sales -0.7802660057195882 0.133189754253405 occupation=Exec-managerial -0.13029432233797142 -0.26289803179112525 occupation=Prof-specialty 0.8453815611026347 -1.9520365481823005 occupation=Handlers-cleaners 0.3172128021805062 0.22575578925695336 occupation=Machine-op-inspct 0.20316532170628449 0.5263868227581001 occupation=Adm-clerical 1.212389651802313 0.8201275272168087 occupation=Farming-fishing 0.33346358798165165 -0.21213682833879366 occupation=Transport-moving 1.503516487463822 -0.7698914075737102 occupation=Priv-house-serv -0.22039001832177374 -2.021737449256317 occupation=Protective-serv 0.5535407515593377 -0.2966841495818544 occupation=Armed-Forces -1.3838638085332398 3.35018129013346 relationship=Wife 1.2025581901652862 -1.024218090812832 relationship=Own-child 0.8003972101580011 1.4654768867086356 relationship=Husband 0.09000948003096178 -0.3049026090427642 relationship=Not-in-family 1.4131890139881094 -1.8931013084795314 relationship=Other-relative 0.8755769291839294 -1.4532489132632282 relationship=Unmarried -0.09596861652722959 -0.7424123334122559 race=White -1.5580984668861815 1.5679092809667952 race=Asian-Pac-Islander 1.3640752850264333 -1.891366606191109 race=Amer-Indian-Eskimo 3.2291142074274815 0.6665734816333498 race=Other 0.06314042965599115 -0.78618502312929 race=Black 0.1498345784727907 -1.4205789587358133 sex -5.013597372581235 -1.9272172131534457 capital-gain -1.7362817373305832 -2.067708864215441 capital-loss -4.731189033323138 5.318169906658291 hours-per-week -0.21016567086129417 -0.4141027273877133 native-country=United-States -2.6906264095623214 -1.0548863350470394 native-country=Cambodia 0.4887150771034636 1.2947832581925283 native-country=England -0.1983972601142611 -0.5533698187394374 native-country=Puerto-Rico -1.786795793221135 2.430527468041193 native-country=Canada -0.8381201260348875 1.2163501013553764 native-country=Germany 0.49662754922639457 0.7040589872186741 native-country=Outlying-US(Guam-USVI-etc) 1.5461993997629973 0.7393355715779928 native-country=India 3.1284223847791983 -0.05167815904987036 native-country=Japan 0.9672921044272877 1.905088854296688 native-country=Greece -1.2824037724539765 0.41148436996230103 native-country=South 0.7311272388222699 0.500360737633513 native-country=China 0.8165964718388197 0.8074552966707025 native-country=Cuba -2.131637106381876 -0.9517015517571414 native-country=Iran 1.2291562478534908 -0.8173577242398254 native-country=Honduras -2.0164497098925938 1.947207694201912 native-country=Philippines -1.8645242132099649 -0.06976182265078584 native-country=Italy 1.1081889194177754 0.5344008029788933 native-country=Poland -1.1978370127765423 -1.8491435653097537 native-country=Jamaica 0.8856434530863297 -1.3204756223932255 native-country=Vietnam 0.9426000587893698 -0.4909350899807487 native-country=Mexico -0.5034979371168566 -0.8861938604663743 native-country=Portugal -1.1692688652463978 -1.2653225951989393 native-country=Ireland -0.2440620509722429 -0.1366811664432043 native-country=France -0.35441358755716473 -3.2039575990958107 native-country=Dominican-Republic 0.5700612172458825 0.32817921821990415 native-country=Laos 1.1085213393232676 -1.009309254367157 native-country=Ecuador 1.1395658345213262 -2.486318767148648 native-country=Taiwan 1.4928931115906703 1.721284927787996 native-country=Haiti 4.35353007218362 -0.17774930895883673 native-country=Columbia -0.5200365828027687 0.20390502216055792 native-country=Hungary -1.6927320706038596 0.3967792133752607 native-country=Guatemala 1.8276668775716594 0.5125695437095846 native-country=Nicaragua 0.0892944676515435 0.7994132791022778 native-country=Scotland 1.5047750719417705 -0.6007412088072484 native-country=Thailand 0.9705561267204205 1.3889493415220393 native-country=Yugoslavia 0.2731416198880944 -0.39561894112356055 native-country=El-Salvador 1.1818245132526988 0.3681738137437163 native-country=Trinadad&Tobago -0.4396724941824385 2.3937505811217625 native-country=Peru -0.12469899966558594 -0.879549885306253 native-country=Hong -0.1458234759546528 0.690038782708816 native-country=Holand-Netherlands Hidden Weights: -4.335886598623321 4.335886598623322 -5.408460037254024 5.408460037254026 >50K <=50K Error sum for iteration 3700 = 729.2643070618016 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.9546418761403663 -3.4328996308426167 age 0.03372915626784806 0.5122144456992204 workclass=Private 0.8873974115687866 0.3605985715487296 workclass=Self-emp-not-inc -0.4235389016589683 0.018573984647064133 workclass=Self-emp-inc -0.1898772664702606 -2.825515371454338 workclass=Federal-gov 0.510610942016667 0.6578785846862383 workclass=Local-gov 0.33281859117962465 -0.16013219373673082 workclass=State-gov 0.26021277158123385 0.048247613357925954 workclass=Without-pay 0.4569428872403712 -0.8951363581968534 workclass=Never-worked -0.09847034307879857 -0.3387996380351718 fnlwgt 0.3946672463695791 -0.7080738080545317 education=Bachelors 0.6826095640816048 -0.3856232926267073 education=Some-college 1.2402937215362104 -1.5433317356623546 education=11th 0.2460908084374242 0.34400265971724214 education=HS-grad -0.45742105122984783 -0.16737216556787615 education=Prof-school 0.41690806860982826 -0.6797580850021996 education=Assoc-acdm 0.697560771005838 -1.0622779693700453 education=Assoc-voc 0.8981538013881988 -2.2602987548128364 education=9th 0.4635193773996085 -0.8829933569568689 education=7th-8th 2.978486383426141 -1.4875039226247537 education=12th 0.08075505589906004 0.16928149019448702 education=Masters 2.9871342448746563 -0.024246035564516797 education=1st-4th -0.32359808548250163 2.6628089235000667 education=10th -1.2019439142060986 1.0858674972991678 education=Doctorate -0.37701698306963266 -1.5547032627729709 education=5th-6th 1.1483999686519037 0.4996317350749123 education=Preschool -2.9971777158224207 0.7769146159006752 education-num -1.5515379212338498 -1.9936326420362072 marital-status=Married-civ-spouse 0.7101879794050674 1.1977723071423874 marital-status=Divorced 1.3908503214621595 -0.362273545814903 marital-status=Never-married 0.41400307344052006 0.8236635024210363 marital-status=Separated 0.74876880732611 -0.2590393831496022 marital-status=Widowed 2.4760803706391 -0.8667865833771267 marital-status=Married-spouse-absent 1.2097447130198924 -0.6514476033055535 marital-status=Married-AF-spouse -0.6598173373597584 0.09580369272327108 occupation=Tech-support -0.2139229729376891 0.733601833368847 occupation=Craft-repair 0.8409906466775263 -0.5455381340239874 occupation=Other-service -0.34479769971115826 0.8527730959376705 occupation=Sales -0.7804128210116752 0.1323925558896153 occupation=Exec-managerial -0.13151970057078952 -0.2586592183342177 occupation=Prof-specialty 0.8466917785943637 -1.9754699619628362 occupation=Handlers-cleaners 0.3210738186572239 0.21433546314271187 occupation=Machine-op-inspct 0.20553128665802217 0.5228743159565294 occupation=Adm-clerical 1.20136851210183 0.8480614400560051 occupation=Farming-fishing 0.33689960993444196 -0.22601807817289618 occupation=Transport-moving 1.5147001681911398 -0.7680097636529495 occupation=Priv-house-serv -0.21896006130220105 -2.0432494896893054 occupation=Protective-serv 0.5634508412400455 -0.2984776872455536 occupation=Armed-Forces -1.3905255113927852 3.39982916979935 relationship=Wife 1.2101541528235529 -1.062557545881795 relationship=Own-child 0.7999169494926838 1.4834251276851753 relationship=Husband 0.09252187275509215 -0.3273193430723957 relationship=Not-in-family 1.4154122391051625 -1.8916016465398278 relationship=Other-relative 0.8861971265483191 -1.4907780093877052 relationship=Unmarried -0.10252693574510408 -0.7333193312481235 race=White -1.5740967363153306 1.5943589028359362 race=Asian-Pac-Islander 1.3685223435894815 -1.9199388980146557 race=Amer-Indian-Eskimo 3.27003220691745 0.6203370232948555 race=Other 0.05501250213607379 -0.7740234351671593 race=Black 0.1442862629427792 -1.3984666400724592 sex -5.035427996037235 -1.9532783272298209 capital-gain -1.732362592410323 -2.1217275027142395 capital-loss -4.751712453845764 5.345679966550518 hours-per-week -0.2104759627518481 -0.4176765324819437 native-country=United-States -2.7030515706890474 -1.0629150217239414 native-country=Cambodia 0.48682203986385597 1.3175599026487996 native-country=England -0.20457634367160785 -0.5603030428876763 native-country=Puerto-Rico -1.7970830973247824 2.4479741696122495 native-country=Canada -0.8465870665030294 1.238660443416679 native-country=Germany 0.4975980683749031 0.7017390804911605 native-country=Outlying-US(Guam-USVI-etc) 1.5220745355577423 0.7682361667510468 native-country=India 3.160512111906536 -0.0901341896592422 native-country=Japan 0.9569803567489088 1.925085925118591 native-country=Greece -1.2766035498992716 0.4003739898447056 native-country=South 0.7262713115077392 0.5171693636419012 native-country=China 0.8062828296746277 0.8450397913114481 native-country=Cuba -2.129842367437 -0.9582988741828832 native-country=Iran 1.250451227097386 -0.8293988333152199 native-country=Honduras -2.032801737183437 1.9461595059828734 native-country=Philippines -1.875920308397134 -0.08644563058344608 native-country=Italy 1.115673449153365 0.5360303496835918 native-country=Poland -1.1968839321546072 -1.8671815572230006 native-country=Jamaica 0.8848367238547463 -1.2943814069623383 native-country=Vietnam 0.9436256500633313 -0.5016102024706723 native-country=Mexico -0.5056690681523274 -0.9019441033438274 native-country=Portugal -1.1656231609038545 -1.286263491515397 native-country=Ireland -0.25876789367064124 -0.14040072129305212 native-country=France -0.35249059626808454 -3.2363540124604464 native-country=Dominican-Republic 0.5739169974977678 0.33014769331526284 native-country=Laos 1.1132131201903823 -1.0108638143594983 native-country=Ecuador 1.1654905619688216 -2.5435089520904834 native-country=Taiwan 1.5067533867169025 1.7273827011383907 native-country=Haiti 4.381163320543861 -0.17840167857975164 native-country=Columbia -0.5189073103499229 0.2018200576862091 native-country=Hungary -1.708831548521258 0.3959512135817189 native-country=Guatemala 1.8411608604032266 0.511955591726632 native-country=Nicaragua 0.09910384539473938 0.800063488946178 native-country=Scotland 1.5358070620578157 -0.6439265600447897 native-country=Thailand 0.9878176600563897 1.38958973866722 native-country=Yugoslavia 0.27048931426316764 -0.43384703415194664 native-country=El-Salvador 1.1952409114382705 0.3754003001045153 native-country=Trinadad&Tobago -0.474208604074184 2.4365827063130086 native-country=Peru -0.12169665430731133 -0.8799417360204201 native-country=Hong -0.1446942035018447 0.6879538182344875 native-country=Holand-Netherlands Hidden Weights: -4.327852373617882 4.327852373617882 -5.450896836199725 5.450896836199726 >50K <=50K Error sum for iteration 3800 = 727.8799865893791 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.9713147208191224 -3.384247392906652 age 0.037470537908140394 0.5071571320949285 workclass=Private 0.8925344290251596 0.3595465532253632 workclass=Self-emp-not-inc -0.42659152041718534 0.0272214548594136 workclass=Self-emp-inc -0.18558555638729973 -2.8659499812117386 workclass=Federal-gov 0.5148704005441112 0.6558878077331188 workclass=Local-gov 0.33369420064304217 -0.14928518823048448 workclass=State-gov 0.26157326622704513 0.04625909392469492 workclass=Without-pay 0.4580504241108985 -0.8972049423537098 workclass=Never-worked -0.08318021069748427 -0.3928511510512404 fnlwgt 0.39598857662969206 -0.7127960766969678 education=Bachelors 0.6816366982790766 -0.3750765277129266 education=Some-college 1.2354177053142397 -1.5505961591408335 education=11th 0.24337877200286354 0.35905832731810183 education=HS-grad -0.4548166097381515 -0.1764398185535079 education=Prof-school 0.41260337185703244 -0.6580870293743336 education=Assoc-acdm 0.6964397937908576 -1.0574862469965538 education=Assoc-voc 0.8968461378036343 -2.2831103787125926 education=9th 0.45789169861766404 -0.8879728333867914 education=7th-8th 2.999018144641457 -1.5158017265496546 education=12th 0.07976231834662231 0.17118074674462455 education=Masters 3.021169402373758 -0.017589129023021323 education=1st-4th -0.33836626816634535 2.7038931357414295 education=10th -1.208445032142139 1.0868242902076144 education=Doctorate -0.36921763883369774 -1.6279678425039796 education=5th-6th 1.15187279180819 0.4977311656449172 education=Preschool -3.013587337530491 0.8034754099098518 education-num -1.5479985116960413 -2.0506043686275124 marital-status=Married-civ-spouse 0.6990789306713436 1.2320440019692456 marital-status=Divorced 1.3909235783894642 -0.346641611963213 marital-status=Never-married 0.4116645690010994 0.8455905683459548 marital-status=Separated 0.7509480128883332 -0.2752131846583398 marital-status=Widowed 2.496329869673342 -0.8932374092017037 marital-status=Married-spouse-absent 1.2137639481895148 -0.6547107063372366 marital-status=Married-AF-spouse -0.6626912458105993 0.10177342284810849 occupation=Tech-support -0.21088178282099374 0.7257792308656875 occupation=Craft-repair 0.8412846077643267 -0.5438911867349232 occupation=Other-service -0.34207720519678586 0.8496452352105225 occupation=Sales -0.7805965630698675 0.13148498656570792 occupation=Exec-managerial -0.13273239085993682 -0.2544834294621924 occupation=Prof-specialty 0.8479250126458077 -1.9977604906333901 occupation=Handlers-cleaners 0.32475160081186505 0.20313634713247014 occupation=Machine-op-inspct 0.20772525007605605 0.5195271277787971 occupation=Adm-clerical 1.1916693425422482 0.8734905028683932 occupation=Farming-fishing 0.34023262697810236 -0.23966999680270104 occupation=Transport-moving 1.5254597615869459 -0.7662806385082845 occupation=Priv-house-serv -0.2176357486806196 -2.0635747483098466 occupation=Protective-serv 0.5732086143467456 -0.30026515027626216 occupation=Armed-Forces -1.3967827466585385 3.447855975308381 relationship=Wife 1.2175819607724476 -1.0997357000975763 relationship=Own-child 0.7997768496421966 1.499854847944126 relationship=Husband 0.09455098538480593 -0.3485172531723286 relationship=Not-in-family 1.4178207277870911 -1.8907801293856514 relationship=Other-relative 0.8962345685914608 -1.5266401661903146 relationship=Unmarried -0.1093623998847287 -0.7232918335398605 race=White -1.5893902330628418 1.6196348512408696 race=Asian-Pac-Islander 1.3724126814056679 -1.9472583140047404 race=Amer-Indian-Eskimo 3.310922388651224 0.5725455683561174 race=Other 0.046758922790152375 -0.7611076043906663 race=Black 0.13861412767051204 -1.3756663167301222 sex -5.056617612898624 -1.9792905846756181 capital-gain -1.7287825539436799 -2.1727281742626205 capital-loss -4.771299139749707 5.371256855802231 hours-per-week -0.2106539013031562 -0.4213116335175066 native-country=United-States -2.714606106703468 -1.0717663815186718 native-country=Cambodia 0.4845912206243048 1.3406703745421067 native-country=England -0.21051210661152067 -0.5672832908988937 native-country=Puerto-Rico -1.8060392295229923 2.4624241260921336 native-country=Canada -0.8550820158524761 1.2605054308451669 native-country=Germany 0.4985876004034725 0.6994821037444081 native-country=Outlying-US(Guam-USVI-etc) 1.4966033368804674 0.7983277885830018 native-country=India 3.191971453034298 -0.12829948737952332 native-country=Japan 0.9453873882688154 1.945416442507669 native-country=Greece -1.2691739539523195 0.39016791933715744 native-country=South 0.7218171251272629 0.5333268956014807 native-country=China 0.7962058674326714 0.8815715326569065 native-country=Cuba -2.1280136416839994 -0.9646612134831786 native-country=Iran 1.2709277236591006 -0.8412877481939605 native-country=Honduras -2.0476067267966975 1.94421484095873 native-country=Philippines -1.8865484783446143 -0.10287751160611781 native-country=Italy 1.122538370095146 0.5379887627019915 native-country=Poland -1.1957446875325977 -1.8851299858827164 native-country=Jamaica 0.8827065689454286 -1.2666592530316436 native-country=Vietnam 0.9448314189301225 -0.5145123527556635 native-country=Mexico -0.508031125606542 -0.9173647752253017 native-country=Portugal -1.1620252320833249 -1.3064191335350241 native-country=Ireland -0.27296651987144355 -0.1440161001229071 native-country=France -0.35055633214866866 -3.267832501026079 native-country=Dominican-Republic 0.5780709699253945 0.33248803308227365 native-country=Laos 1.1178337157745792 -1.0124188333108899 native-country=Ecuador 1.19021727571133 -2.5991170860563324 native-country=Taiwan 1.5198251973661125 1.7329656613401307 native-country=Haiti 4.407805815989106 -0.17915346583303182 native-country=Columbia -0.517799773479355 0.1997514735293648 native-country=Hungary -1.724508773873457 0.3951508496024994 native-country=Guatemala 1.8543785796061911 0.5113172957485258 native-country=Nicaragua 0.10875047740601239 0.800758725178772 native-country=Scotland 1.5670979114367125 -0.6853255214328735 native-country=Thailand 1.0046760111257527 1.390222472972649 native-country=Yugoslavia 0.26808806036703053 -0.47151927263050436 native-country=El-Salvador 1.2082188449051132 0.38234365967091527 native-country=Trinadad&Tobago -0.5080473156113414 2.478060661173369 native-country=Peru -0.11878867017575036 -0.8803667573255431 native-country=Hong -0.1435866666312962 0.6858852340776311 native-country=Holand-Netherlands Hidden Weights: -4.320068814236063 4.3200688142360635 -5.491979809440289 5.491979809440287 >50K <=50K Error sum for iteration 3900 = 726.5622275912325 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -0.9871409939911607 -3.3378084894332036 age 0.04107266888984396 0.5022371388368286 workclass=Private 0.8975734279569293 0.35806201925150677 workclass=Self-emp-not-inc -0.429540680620988 0.035723950121669686 workclass=Self-emp-inc -0.18133178117430118 -2.9049351318516297 workclass=Federal-gov 0.5189336406161141 0.6540329054198584 workclass=Local-gov 0.3346492207704519 -0.13939887995475891 workclass=State-gov 0.2629146325733847 0.04428206461217187 workclass=Without-pay 0.4591374488754539 -0.8992604627510185 workclass=Never-worked -0.06872259036026505 -0.4452638104956478 fnlwgt 0.3973443347927295 -0.7171300942341629 education=Bachelors 0.6808045543613418 -0.36506295212059847 education=Some-college 1.2307782717944362 -1.557728059705519 education=11th 0.2407947656363886 0.3737750529539943 education=HS-grad -0.4525096170122242 -0.18437533583955273 education=Prof-school 0.4084571449373727 -0.6369696539519029 education=Assoc-acdm 0.6955523423905382 -1.0536862728766243 education=Assoc-voc 0.8955226288119179 -2.305087948689889 education=9th 0.4522921955801696 -0.8928457380390883 education=7th-8th 3.0189973264218954 -1.5439857528437522 education=12th 0.07892196030609565 0.17280082853637022 education=Masters 3.0542291834554156 -0.01124735300313333 education=1st-4th -0.3515367594984198 2.7424059575459783 education=10th -1.2151902431620736 1.0881496702285152 education=Doctorate -0.36247355827848016 -1.6984378845260797 education=5th-6th 1.1552839263970387 0.49585694403540254 education=Preschool -3.029484647311288 0.8295756816291155 education-num -1.54497545469963 -2.1048660437952305 marital-status=Married-civ-spouse 0.688167903899521 1.265720607801248 marital-status=Divorced 1.3912709346990708 -0.3315925300960953 marital-status=Never-married 0.40937161376673686 0.8674571886732451 marital-status=Separated 0.7534225020384453 -0.2927160184234847 marital-status=Widowed 2.516189785348277 -0.9194669798861367 marital-status=Married-spouse-absent 1.2175684835330427 -0.6581417407060256 marital-status=Married-AF-spouse -0.6655945963311306 0.10791455199375416 occupation=Tech-support -0.20791110185376593 0.7177043814112697 occupation=Craft-repair 0.8413861174099715 -0.5421704037605268 occupation=Other-service -0.3395536238718317 0.8465814976939626 occupation=Sales -0.7808001180109244 0.13045144251081556 occupation=Exec-managerial -0.1339425253923716 -0.2503253821427107 occupation=Prof-specialty 0.8490835632209479 -2.0189926002046192 occupation=Handlers-cleaners 0.3282260113198207 0.1923057728848102 occupation=Machine-op-inspct 0.20977190090103034 0.5162925412160334 occupation=Adm-clerical 1.183166474047836 0.8965815727480116 occupation=Farming-fishing 0.34346109096080363 -0.2531374083593391 occupation=Transport-moving 1.5358424965583495 -0.7646926036610988 occupation=Priv-house-serv -0.21639748639477932 -2.0827745058946703 occupation=Protective-serv 0.5828182225697529 -0.30204909263445473 occupation=Armed-Forces -1.4026382787519842 3.4943444927474703 relationship=Wife 1.2248388530758167 -1.1358359081122664 relationship=Own-child 0.7999828453090977 1.514841574380373 relationship=Husband 0.09610186614532443 -0.3685126500724551 relationship=Not-in-family 1.420417480876654 -1.890699306157208 relationship=Other-relative 0.9056979255684731 -1.5608779139416658 relationship=Unmarried -0.1164563275075808 -0.7123630465176464 race=White -1.6039761032181932 1.6438504506685114 race=Asian-Pac-Islander 1.3757816723000147 -1.9733728193165008 race=Amer-Indian-Eskimo 3.3517250651537993 0.5232346710965279 race=Other 0.038398375110680436 -0.7475483534343268 race=Black 0.1328184145830383 -1.3522427021536751 sex -5.077189483460423 -2.0052643383828292 capital-gain -1.7255062489271222 -2.2208357282961213 capital-loss -4.790038319723466 5.39511997893441 hours-per-week -0.21072604661686953 -0.42491749499410314 native-country=United-States -2.725356995718954 -1.0813370819362853 native-country=Cambodia 0.482007606970903 1.364090471075624 native-country=England -0.21619700531717395 -0.5743237070365428 native-country=Puerto-Rico -1.8136875797444427 2.4740589389734713 native-country=Canada -0.8636268443665593 1.2820311868601038 native-country=Germany 0.4995961335228318 0.6972834871131133 native-country=Outlying-US(Guam-USVI-etc) 1.4699587511961916 0.8293738561562496 native-country=India 3.222788144519847 -0.16616336529772505 native-country=Japan 0.9324811314482542 1.9660549248129153 native-country=Greece -1.2602655698567877 0.38077607865331964 native-country=South 0.7176936809599238 0.5488998424742342 native-country=China 0.786424754140126 0.9169950507100776 native-country=Cuba -2.1261462195151726 -0.9707991256473646 native-country=Iran 1.2906374704992238 -0.8530681817758277 native-country=Honduras -2.060921460325268 1.9415390435426234 native-country=Philippines -1.8964731813209836 -0.11901533943090525 native-country=Italy 1.128852463406705 0.5402513541340148 native-country=Poland -1.194429934756991 -1.9029899069425098 native-country=Jamaica 0.8794069889707499 -1.237784731268094 native-country=Vietnam 0.9461840202618249 -0.5295948411892302 native-country=Mexico -0.5105575880431265 -0.9324583789782963 native-country=Portugal -1.1584814027235728 -1.3258558590565372 native-country=Ireland -0.2866837031437846 -0.14753642563923078 native-country=France -0.3485994203936877 -3.2984295277912734 native-country=Dominican-Republic 0.5825287495438659 0.33520287871849747 native-country=Laos 1.1223877584732749 -1.0139766661875242 native-country=Ecuador 1.2136939698821434 -2.653105740691761 native-country=Taiwan 1.532169303368765 1.7380647887273997 native-country=Haiti 4.433535612242934 -0.17999457746650746 native-country=Columbia -0.5167127487147785 0.19769595313205893 native-country=Hungary -1.7397715604650565 0.3943703829872954 native-country=Guatemala 1.8673346913213935 0.510653302900349 native-country=Nicaragua 0.11823891223717205 0.8014958065108408 native-country=Scotland 1.5985762075404046 -0.7249724054354248 native-country=Thailand 1.021154462844958 1.3908517052584093 native-country=Yugoslavia 0.26594352028844565 -0.5086181919874321 native-country=El-Salvador 1.2207851041398017 0.3890185026518811 native-country=Trinadad&Tobago -0.54117229781873 2.5182262840566603 native-country=Peru -0.11596634837760993 -0.8808245246649442 native-country=Hong -0.14249964186674186 0.6838297136803225 native-country=Holand-Netherlands Hidden Weights: -4.312535837787272 4.312535837787272 -5.531799310850214 5.531799310850213 >50K <=50K Error sum for iteration 4000 = 725.3069101817665 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.0021948209503313 -3.2934215761638126 age 0.04455454470376871 0.49742286958012355 workclass=Private 0.9025011464916921 0.35626435549911273 workclass=Self-emp-not-inc -0.4324065747815516 0.04408012728867126 workclass=Self-emp-inc -0.177106704097662 -2.942535631936057 workclass=Federal-gov 0.5228103981828593 0.6523064080598836 workclass=Local-gov 0.3356949982569182 -0.13053212318579166 workclass=State-gov 0.2642377211486129 0.042313135081358574 workclass=Without-pay 0.460205075601681 -0.9013061244875544 workclass=Never-worked -0.055055878789344315 -0.496047825644225 fnlwgt 0.3987405249156444 -0.721100863453099 education=Bachelors 0.6801141556505415 -0.3555844366019272 education=Some-college 1.2263640583251607 -1.564787541637911 education=11th 0.2383416421942171 0.38815059045280753 education=HS-grad -0.45048090064989393 -0.19125671028296062 education=Prof-school 0.4044611294191376 -0.6163739686626722 education=Assoc-acdm 0.6948931366407981 -1.050918675287198 education=Assoc-voc 0.8942064160497251 -2.3262783422895765 education=9th 0.44671169921946974 -0.8976661790010589 education=7th-8th 3.0384182936225366 -1.5720710876836226 education=12th 0.0782269684337603 0.17419397688516824 education=Masters 3.0863519013501115 -0.005223031382468751 education=1st-4th -0.36336270486998967 2.7787213590450137 education=10th -1.2221152382484168 1.0897461444736656 education=Doctorate -0.3566187477618711 -1.7662212775320882 education=5th-6th 1.1586391640724176 0.49400556875023094 education=Preschool -3.0448744068423115 0.8551401723780586 education-num -1.5424619384303042 -2.1565184479475015 marital-status=Married-civ-spouse 0.677419737176726 1.2988875965819398 marital-status=Divorced 1.3918771614040528 -0.3170739758245687 marital-status=Never-married 0.40717560041468315 0.8891296952714863 marital-status=Separated 0.756176361797834 -0.3115271637465205 marital-status=Widowed 2.535666522807372 -0.9454553155054148 marital-status=Married-spouse-absent 1.2211767243084917 -0.6617328313102815 marital-status=Married-AF-spouse -0.6685141127367887 0.11416068544191757 occupation=Tech-support -0.2049857013844545 0.7093093476499549 occupation=Craft-repair 0.8412990694776187 -0.5403906908345742 occupation=Other-service -0.33720952516064573 0.8435782095085146 occupation=Sales -0.7810083946272922 0.12927554800790755 occupation=Exec-managerial -0.13515975910750003 -0.24614241978181858 occupation=Prof-specialty 0.8501690097885359 -2.039239673075962 occupation=Handlers-cleaners 0.3314852189607119 0.18194631807761907 occupation=Machine-op-inspct 0.21169328450394267 0.513123499740282 occupation=Adm-clerical 1.1757400490169077 0.9175006752813306 occupation=Farming-fishing 0.34658683939139284 -0.26646905545969046 occupation=Transport-moving 1.5458934207903374 -0.7632318278343985 occupation=Priv-house-serv -0.21522904755314592 -2.1009033771467585 occupation=Protective-serv 0.592283861750844 -0.3038320339773737 occupation=Armed-Forces -1.4080904819725697 3.5393768448357363 relationship=Wife 1.2319237060571055 -1.1709437390237432 relationship=Own-child 0.8005381029304633 1.5284602344587104 relationship=Husband 0.09717783550464236 -0.3873266288368679 relationship=Not-in-family 1.4232001153471514 -1.8914033894163929 relationship=Other-relative 0.9145981885236659 -1.5935422974849747 relationship=Unmarried -0.12378581915439774 -0.7005833685074079 race=White -1.6178552468997713 1.667098713943206 race=Asian-Pac-Islander 1.3786657960804527 -1.9983279164899161 race=Amer-Indian-Eskimo 3.39237597553407 0.4724711077902229 race=Other 0.029951123719134783 -0.7334512368148154 race=Black 0.1269018464941894 -1.3282520211231503 sex -5.097166076843069 -2.03121448960811 capital-gain -1.7224999865139168 -2.2661930000522306 capital-loss -4.808014743404564 5.417474584101244 hours-per-week -0.21071146239356428 -0.4284276135817171 native-country=United-States -2.7353624154493934 -1.0915364887645582 native-country=Cambodia 0.47906148229228734 1.3877916884306858 native-country=England -0.22162779945489525 -0.581437774469631 native-country=Puerto-Rico -1.8200608194730044 2.4830569436711447 native-country=Canada -0.8722480804435817 1.3033811164846705 native-country=Germany 0.5006236676337245 0.6951388716007273 native-country=Outlying-US(Guam-USVI-etc) 1.4423201959002288 0.8611394103539081 native-country=India 3.2529513678474915 -0.20371463718928104 native-country=Japan 0.9182304527790133 1.986981568656535 native-country=Greece -1.2500224804721485 0.37210730767849975 native-country=South 0.7138328719403849 0.5639558077769513 native-country=China 0.7769912269030359 0.9512759918349627 native-country=Cuba -2.1242328428590778 -0.9767219252999055 native-country=Iran 1.3096281314702964 -0.864777066031026 native-country=Honduras -2.0727964616996544 1.9382638485284256 native-country=Philippines -1.905750565927956 -0.1348387973183499 native-country=Italy 1.1346761521119622 0.5427956893015049 native-country=Poland -1.1929543588826208 -1.9207609910166923 native-country=Jamaica 0.8750885486619956 -1.2081537890926526 native-country=Vietnam 0.9476509962372426 -0.5468014162379176 native-country=Mexico -0.513226614534329 -0.9472271939400153 native-country=Portugal -1.154991364755575 -1.3446336240140537 native-country=Ireland -0.2999438075380184 -0.15096999632417604 native-country=France -0.3466125409551458 -3.3281810913029135 native-country=Dominican-Republic 0.5872960789605957 0.3382946629577357 native-country=Laos 1.1268793931897363 -1.015539740406888 native-country=Ecuador 1.2358854261837788 -2.705454046903526 native-country=Taiwan 1.5438423401979304 1.7427102018419471 native-country=Haiti 4.458422442545544 -0.18091686256240008 native-country=Columbia -0.5156451219885606 0.19565029139550782 native-country=Hungary -1.7546288775016112 0.3936025335554525 native-country=Guatemala 1.8800424445881363 0.5099619985209016 native-country=Nicaragua 0.12757366364688844 0.8022715023277363 native-country=Scotland 1.6301693600443423 -0.7629095415250622 native-country=Thailand 1.0372746945875981 1.3914810778276827 native-country=Yugoslavia 0.2640548247671707 -0.5451351301856129 native-country=El-Salvador 1.2329642988573997 0.3954379523711959 native-country=Trinadad&Tobago -0.5735737385550864 2.5571294644560707 native-country=Peru -0.11322109504396437 -0.8813142007294446 native-country=Hong -0.14143201514052436 0.6817840519437866 native-country=Holand-Netherlands Hidden Weights: -4.305250582912337 4.305250582912338 -5.570445170188224 5.570445170188223 >50K <=50K Error sum for iteration 4100 = 724.1142648195931 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.0165524871730827 -3.2508947100539514 age 0.04793204918378079 0.49269064291859965 workclass=Private 0.9073087946209626 0.3542490345430976 workclass=Self-emp-not-inc -0.4352083118205709 0.05228873292944517 workclass=Self-emp-inc -0.17290066152381042 -2.978821180108452 workclass=Federal-gov 0.5265093509661096 0.650701371924084 workclass=Local-gov 0.33683977920390423 -0.1227212030592572 workclass=State-gov 0.2655433112477117 0.04034910389456054 workclass=Without-pay 0.46125432773323094 -0.9033449669772603 workclass=Never-worked -0.04213656492548826 -0.5452282209244242 fnlwgt 0.40017986185282717 -0.7247251807385097 education=Bachelors 0.6795654042213916 -0.34663845921393005 education=Some-college 1.2221613082795326 -1.5718274137775476 education=11th 0.2360197144574691 0.40219377408269363 education=HS-grad -0.44871236718556795 -0.19716336165378828 education=Prof-school 0.40060339590387567 -0.5962526127377853 education=Assoc-acdm 0.6944547378679862 -1.0492104723033955 education=Assoc-voc 0.8929199217628637 -2.346727571568478 education=9th 0.44114052292680694 -0.9024814505407582 education=7th-8th 3.0572772838393005 -1.600070700918119 education=12th 0.0776678229847288 0.17541343075651394 education=Masters 3.117570563187571 4.81685582168355E-4 education=1st-4th -0.3740508185508597 2.813150727935634 education=10th -1.2291598494925693 1.0915168010850997 education=Doctorate -0.35150778700130947 -1.831429354955022 education=5th-6th 1.1619438344668906 0.4921734650052296 education=Preschool -3.0597651479385184 0.880116585255723 education-num -1.540449534870741 -2.205674805466875 marital-status=Married-civ-spouse 0.6667982975889698 1.3316268641724518 marital-status=Divorced 1.3927291106430328 -0.30303400997100743 marital-status=Never-married 0.4051222410834563 0.9104972587348032 marital-status=Separated 0.7591978374835459 -0.33162426039338916 marital-status=Widowed 2.5547659043176267 -0.9711867335886472 marital-status=Married-spouse-absent 1.2246050952064669 -0.6654773933136426 marital-status=Married-AF-spouse -0.6714389071255942 0.12045950418622019 occupation=Tech-support -0.2020842563765742 0.7005333691013033 occupation=Craft-repair 0.8410265522686069 -0.5385614272473324 occupation=Other-service -0.3350305343384053 0.8406362107396567 occupation=Sales -0.781208263608086 0.12794081858099193 occupation=Exec-managerial -0.1363933890644598 -0.24189486483175904 occupation=Prof-specialty 0.8511825310712834 -2.0585668017511347 occupation=Handlers-cleaners 0.3345236326045394 0.17212368202805006 occupation=Machine-op-inspct 0.2135084413610802 0.5099798194677295 occupation=Adm-clerical 1.1692803791683273 0.9364061354304216 occupation=Farming-fishing 0.34961431777491087 -0.2797165810993266 occupation=Transport-moving 1.5556546504482687 -0.7618833502344446 occupation=Priv-house-serv -0.21411710492536468 -2.1180094457329464 occupation=Protective-serv 0.601609710746465 -0.30561639781338296 occupation=Armed-Forces -1.4131347528943277 3.5830338824075607 relationship=Wife 1.2388366392795727 -1.2051445088674355 relationship=Own-child 0.8014433676752505 1.540783346213526 relationship=Husband 0.09778108443364515 -0.40498419238872535 relationship=Not-in-family 1.4261624095125651 -1.8929224036962091 relationship=Other-relative 0.922948248225792 -1.6246888939919253 relationship=Unmarried -0.13132499090501593 -0.6880172064014894 race=White -1.631030446767757 1.6894503608484015 race=Asian-Pac-Islander 1.3811021865139035 -2.0221666326549834 race=Amer-Indian-Eskimo 3.4328067064777232 0.42035359762636987 race=Other 0.02143865167101755 -0.7189177718627694 race=Black 0.12086841731574406 -1.3037410888322927 sex -5.116569468159403 -2.057159401327043 capital-gain -1.7197321958275174 -2.308951154100732 capital-loss -4.825309464388663 5.438514699945153 hours-per-week -0.21062257836613896 -0.43179744238921874 native-country=United-States -2.7446742756517186 -1.1022877748443498 native-country=Cambodia 0.47574770394294885 1.4117416953023754 native-country=England -0.22680437022502312 -0.5886389611991334 native-country=Puerto-Rico -1.8252005395654636 2.48959098185697 native-country=Canada -0.8809772174364927 1.3246924954455799 native-country=Germany 0.5016701097734404 0.6930440241093104 native-country=Outlying-US(Guam-USVI-etc) 1.4138704069542636 0.893394814642832 native-country=India 3.28245235038223 -0.24094189465901295 native-country=Japan 0.9026032862757583 2.008182522318695 native-country=Greece -1.2385797479779026 0.3640733223686709 native-country=South 0.7101701428568795 0.5785619934930661 native-country=China 0.7679489195059124 0.9843969973345927 native-country=Cuba -2.1222634722825036 -0.9824377600147377 native-country=Iran 1.3279434375099672 -0.8764457865662215 native-country=Honduras -2.083276001635122 1.934490503904267 native-country=Philippines -1.9144288211620715 -0.15034481121530974 native-country=Italy 1.140062420992948 0.5456012725117036 native-country=Poland -1.1913349850163586 -1.9384418254874105 native-country=Jamaica 0.8698934486596029 -1.1780914081159986 native-country=Vietnam 0.9492017841021541 -0.5660654307391422 native-country=Mexico -0.5160204676708068 -0.9616733888577159 native-country=Portugal -1.151548939246451 -1.3628063470275487 native-country=Ireland -0.3127696880699594 -0.15432433813888405 native-country=France -0.34459095498971604 -3.357122741527631 native-country=Dominican-Republic 0.5923788934266587 0.34176565896827515 native-country=Laos 1.131312363551697 -1.0171104734655414 native-country=Ecuador 1.2567723947281757 -2.756155557820708 native-country=Taiwan 1.5548965159972734 1.7469306871058219 native-country=Haiti 4.4825287625716825 -0.1819137288018872 native-country=Columbia -0.5145958698569951 0.1936114489058186 native-country=Hungary -1.7690905826762975 0.3928404670301023 native-country=Guatemala 1.8925139235344797 0.5092416387370594 native-country=Nicaragua 0.13675925388025842 0.8030826573163721 native-country=Scotland 1.6618044932626586 -0.799183606035933 native-country=Thailand 1.0530569635265936 1.3921139328480152 native-country=Yugoslavia 0.26241694036914975 -0.5810685410292022 native-country=El-Salvador 1.2447791106965875 0.40161387050080194 native-country=Trinadad&Tobago -0.6052468755418268 2.594826996714127 native-country=Peru -0.1105445233964758 -0.8818346003069967 native-country=Hong -0.14038276300895544 0.6797452094540807 native-country=Holand-Netherlands Hidden Weights: -4.298208190522759 4.298208190522759 -5.608006483037808 5.608006483037806 >50K <=50K Error sum for iteration 4200 = 722.9784224986332 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.0302906014970854 -3.2100164035723155 age 0.05121847769916687 0.4880229518393071 workclass=Private 0.911991477008789 0.35208963218240263 workclass=Self-emp-not-inc -0.4379643842257923 0.0603508498442522 workclass=Self-emp-inc -0.16870354903056362 -3.01386405904698 workclass=Federal-gov 0.5300384278374628 0.6492102711605189 workclass=Local-gov 0.3380891189753616 -0.1159830269881889 workclass=State-gov 0.2668321244137411 0.03838699609787035 workclass=Without-pay 0.46228615311989596 -0.9053798261741496 workclass=Never-worked -0.029920768911382224 -0.5928402739102782 fnlwgt 0.4016626510790388 -0.7280135307565464 education=Bachelors 0.6791573874896082 -0.3382192545563443 education=Some-college 1.2181548414859573 -1.578893828965414 education=11th 0.23382762262963316 0.4159209311216741 education=HS-grad -0.4471877055840042 -0.2021728927071201 education=Prof-school 0.39686933875988895 -0.5765478534483435 education=Assoc-acdm 0.6942280709407826 -1.0485765886862473 education=Assoc-voc 0.8916840581456429 -2.366479927511489 education=9th 0.4355685432992239 -0.9073333180060769 education=7th-8th 3.075572278147256 -1.6279957263418825 education=12th 0.07723318605852297 0.17651203047932107 education=Masters 3.147914237240901 0.005865261697356399 education=1st-4th -0.3837683832708803 2.8459530671536712 education=10th -1.2362674206830684 1.093365505498045 education=Doctorate -0.34701422223036615 -1.8941742473639431 education=5th-6th 1.1652028752929728 0.49035705770867344 education=Preschool -3.0741680144660233 0.9044709225217799 education-num -1.5389285026346498 -2.2524557846673483 marital-status=Married-civ-spouse 0.6562666764825467 1.3640163404774504 marital-status=Divorced 1.3938156119909304 -0.2894226977992294 marital-status=Never-married 0.4032515528040616 0.9314701059524608 marital-status=Separated 0.7624784815194289 -0.3529836711439309 marital-status=Widowed 2.573494132267506 -0.9966504292625572 marital-status=Married-spouse-absent 1.227868379822668 -0.6693698313360712 marital-status=Married-AF-spouse -0.6743605773882287 0.12677297019216247 occupation=Tech-support -0.1991889902840295 0.6913226989116482 occupation=Craft-repair 0.8405702229799656 -0.5366854544778167 occupation=Other-service -0.3330043963872529 0.8377584792760999 occupation=Sales -0.7813883903340119 0.1264311157924215 occupation=Exec-managerial -0.13765237167263608 -0.23754635629950244 occupation=Prof-specialty 0.8521251228301449 -2.0770330131278927 occupation=Handlers-cleaners 0.33734021985068574 0.1628741239050891 occupation=Machine-op-inspct 0.21523343169150666 0.5068284740876589 occupation=Adm-clerical 1.1636897087945317 0.9534450780457822 occupation=Farming-fishing 0.35254985775299397 -0.29293340241710314 occupation=Transport-moving 1.565164964331637 -0.7606320153487682 occupation=Priv-house-serv -0.21305076363398529 -2.134134463295526 occupation=Protective-serv 0.6107998799806611 -0.3074044667511722 occupation=Armed-Forces -1.4177646838688676 3.625395136434222 relationship=Wife 1.245578776868414 -1.2385215643117378 relationship=Own-child 0.802697557271615 1.551879612285608 relationship=Husband 0.09791320188800445 -0.4215135708069545 relationship=Not-in-family 1.4292954041226613 -1.8952758641940124 relationship=Other-relative 0.9307622953641724 -1.6543745484862662 relationship=Unmarried -0.13904609076430505 -0.6747401483508347 race=White -1.6435052125836325 1.7109538004890052 race=Asian-Pac-Islander 1.3831282806018665 -2.044929570723625 race=Amer-Indian-Eskimo 3.4729455876790785 0.367012014723269 race=Other 0.012883272083576897 -0.7040469181414711 race=Black 0.1147223029374256 -1.2787472636401427 sex -5.135421588598064 -2.083120105204721 capital-gain -1.7171736981741472 -2.349262175426571 capital-loss -4.842000195231743 5.458425679182732 hours-per-week -0.21046601064062803 -0.4350022496948804 native-country=United-States -2.7533400746267156 -1.1135280845264817 native-country=Cambodia 0.47206506903206186 1.4359045675210635 native-country=England -0.23172868923692003 -0.5959404755061999 native-country=Puerto-Rico -1.8291559515648788 2.4938270384322236 native-country=Canada -0.8898504668737175 1.3460939661505942 native-country=Germany 0.5027351913081484 0.6909947656038932 native-country=Outlying-US(Guam-USVI-etc) 1.3847924616065879 0.9259200105979065 native-country=India 3.3112847294865637 -0.2778337425504747 native-country=Japan 0.8855645773303834 2.029649834422556 native-country=Greece -1.2260619409963467 0.35659124614350474 native-country=South 0.7066448896104339 0.5927841368857766 native-country=China 0.75933336014765 1.0163540855857012 native-country=Cuba -2.1202251809086143 -0.9879536917186355 native-country=Iran 1.345623374036208 -0.8881013124712582 native-country=Honduras -2.092397917175188 1.9302926790188617 native-country=Philippines -1.9225487238140688 -0.16554426030747627 native-country=Italy 1.1450576888203436 0.548649362804689 native-country=Poland -1.1895897930894679 -1.9560302088720298 native-country=Jamaica 0.8639522770177074 -1.1478605618658773 native-country=Vietnam 0.9508087924938493 -0.5873079994416066 native-country=Mexico -0.5189249771566055 -0.9757991379707285 native-country=Portugal -1.1481428325799297 -1.380422347575153 native-country=Ireland -0.32518263362025746 -0.15760625349001686 native-country=France -0.3425314183567275 -3.3852894957854565 native-country=Dominican-Republic 0.5977833601059737 0.34561799949252725 native-country=Laos 1.1356900866935526 -1.0186912112792843 native-country=Ecuador 1.2763501314048606 -2.805216519879564 native-country=Taiwan 1.5653795284997052 1.7507533756993663 native-country=Haiti 4.505910685985458 -0.18297982708664365 native-country=Columbia -0.513564044470284 0.191576589708957 native-country=Hungary -1.783167167532022 0.39207779713139757 native-country=Guatemala 1.9047602507625419 0.5084904538717118 native-country=Nicaragua 0.1458002379353049 0.803926292591151 native-country=Scotland 1.6934087152091881 -0.8338432773986052 native-country=Thailand 1.0685202612182663 1.392753480111897 native-country=Yugoslavia 0.2610225808240643 -0.6164225186429023 native-country=El-Salvador 1.2562505111813913 0.4075570485864225 native-country=Trinadad&Tobago -0.6361910648128959 2.631381036705266 native-country=Peru -0.1079285389599758 -0.8823842692798978 native-country=Hong -0.1393509376222789 0.6777103502571914 native-country=Holand-Netherlands Hidden Weights: -4.291402454853668 4.291402454853669 -5.644571284424997 5.6445712844249964 >50K <=50K Error sum for iteration 4300 = 721.896626478306 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.0434847858117615 -3.1705644496523067 age 0.054425008682301955 0.4834070685230075 workclass=Private 0.9165475906989479 0.3498404148729742 workclass=Self-emp-not-inc -0.4406929917084645 0.06827117308348982 workclass=Self-emp-inc -0.1645049239507795 -3.047737347765365 workclass=Federal-gov 0.5334051296516652 0.6478242642496891 workclass=Local-gov 0.339446286920107 -0.11031829570700531 workclass=State-gov 0.26810483435402627 0.036424087555342495 workclass=Without-pay 0.4633014359178841 -0.9074133095259231 workclass=Never-worked -0.018365286363962875 -0.6389262620615374 fnlwgt 0.4031875365877733 -0.7309719641013781 education=Bachelors 0.6788886092674794 -0.33031868232196987 education=Some-college 1.2143287870488284 -1.586026885864938 education=11th 0.23176301113360287 0.42935303516083684 education=HS-grad -0.44589282847938255 -0.2063588084274565 education=Prof-school 0.3932425299652094 -0.5571958972349553 education=Assoc-acdm 0.694202952008058 -1.0490216601527005 education=Assoc-voc 0.8905179316636608 -2.385577441092558 education=9th 0.4299852035290602 -0.9122591779698727 education=7th-8th 3.093302811781184 -1.6558556962434103 education=12th 0.07691053611397256 0.17754093640361718 education=Masters 3.1774091358604206 0.010927018192514968 education=1st-4th -0.3926499817956595 2.877344620772136 education=10th -1.2433843842207721 1.0951978439677936 education=Doctorate -0.3430285966823476 -1.9545669853123233 education=5th-6th 1.1684208921714512 0.48855282909671965 education=Preschool -3.0880958584872555 0.9281834934185778 education-num -1.5378882028999983 -2.296985458209808 marital-status=Married-civ-spouse 0.6457876205378528 1.396129573264664 marital-status=Divorced 1.3951273766932146 -0.27619346443926723 marital-status=Never-married 0.4015980074954341 0.9519777277177577 marital-status=Separated 0.7660123255883245 -0.3755805732269822 marital-status=Widowed 2.591858429699631 -1.021840742626939 marital-status=Married-spouse-absent 1.2309800171076566 -0.6734052805356504 marital-status=Married-AF-spouse -0.6772730469282123 0.13307638542557768 occupation=Tech-support -0.19628529329062347 0.6816305140668916 occupation=Craft-repair 0.8399301206981611 -0.5347590239767728 occupation=Other-service -0.33112011354975557 0.8349481428749659 occupation=Sales -0.7815390374018611 0.1247309529489871 occupation=Exec-managerial -0.13894528289309385 -0.2330641362367857 occupation=Prof-specialty 0.8529977385649854 -2.094693023365565 occupation=Handlers-cleaners 0.33993717523177397 0.15421108499256506 occupation=Machine-op-inspct 0.2168815631921007 0.5036433525944196 occupation=Adm-clerical 1.1588824072195796 0.9687521412632177 occupation=Farming-fishing 0.35540106042778524 -0.30617368777574216 occupation=Transport-moving 1.5744596279828096 -0.7594631395960744 occupation=Priv-house-serv -0.2120211477098043 -2.1493140771116432 occupation=Protective-serv 0.6198583685235756 -0.30919835135050383 occupation=Armed-Forces -1.4219730061907383 3.6665390304247105 relationship=Wife 1.2521521211654412 -1.2711551248362039 relationship=Own-child 0.8042984253012491 1.5618130335117568 relationship=Husband 0.09757562669021412 -0.4369456834171916 relationship=Not-in-family 1.4325881839738002 -1.8984759239817275 relationship=Other-relative 0.9380551598775625 -1.6826548977058253 relationship=Unmarried -0.146920525223602 -0.6608363679740656 race=White -1.6552831916748694 1.7316365507835805 race=Asian-Pac-Islander 1.3847814756654646 -2.066655002778379 race=Amer-Indian-Eskimo 3.5127190648327593 0.3126050452079596 race=Other 0.004307689790480973 -0.6889363308162921 race=Black 0.10846693527168634 -1.2532990893173004 sex -5.153744348312059 -2.109119747235154 capital-gain -1.7147978444953198 -2.3872734011414924 capital-loss -4.858161229498975 5.477386107409005 hours-per-week -0.21024328145368987 -0.4380350439000155 native-country=United-States -2.7614042633942115 -1.1252080248666783 native-country=Cambodia 0.46801583626656934 1.4602408633195891 native-country=England -0.23640395486645618 -0.6033551075618708 native-country=Puerto-Rico -1.8319821584444267 2.495923709660955 native-country=Canada -0.898908214279886 1.3677037007064432 native-country=Germany 0.5038184080779688 0.688986916949983 native-country=Outlying-US(Guam-USVI-etc) 1.3552668748482943 0.9585090005975186 native-country=India 3.3394447382367214 -0.3143789830727507 native-country=Japan 0.8670741334640113 2.051381164835617 native-country=Greece -1.2125824984432882 0.34958501719049495 native-country=South 0.7032007161420777 0.606685663695646 native-country=China 0.751172458813301 1.0471535616395673 native-country=Cuba -2.118102173822471 -0.9932757888912663 native-country=Iran 1.3627043996562938 -0.8997672144674632 native-country=Honduras -2.1001933044932857 1.9257191030057068 native-country=Philippines -1.9301442544266771 -0.18045966016065462 native-country=Italy 1.149702632807006 0.5519228480780836 native-country=Poland -1.187736633372895 -1.9735234258407512 native-country=Jamaica 0.8573821392381845 -1.117670965796792 native-country=Vietnam 0.9524485614070662 -0.6104357418446438 native-country=Mexico -0.5219290576546839 -0.9896067488324083 native-country=Portugal -1.14475736549842 -1.3975248313545803 native-country=Ireland -0.3372023434400643 -0.1608218664708005 native-country=France -0.3404314080472914 -3.4127157087914677 native-country=Dominican-Republic 0.6035158896329241 0.34985366406560503 native-country=Laos 1.1400157178951797 -1.0202841831587774 native-country=Ecuador 1.294626601954265 -2.852654418048718 native-country=Taiwan 1.5753346489178872 1.7542035525100144 native-country=Haiti 4.528618815400326 -0.1841107950017327 native-country=Columbia -0.5125487616723327 0.18954310635715904 native-country=Hungary -1.7968695218289226 0.39130860009037327 native-country=Guatemala 1.916791757529549 0.5077067271055212 native-country=Nicaragua 0.15470121364607642 0.8047996862136415 native-country=Scotland 1.724909075128052 -0.866937792616721 native-country=Thailand 1.083682447644573 1.3934029204133629 native-country=Yugoslavia 0.2598636850855155 -0.6512055317230011 native-country=El-Salvador 1.2673979469238819 0.4132773689295209 native-country=Trinadad&Tobago -0.6664091885961417 2.6668573450643502 native-country=Peru -0.1053654063833958 -0.8829615671923596 native-country=Hong -0.138335654824301 0.6756768669054178 native-country=Holand-Netherlands Hidden Weights: -4.2848263579702905 4.2848263579702905 -5.680226130169107 5.680226130169106 >50K <=50K Error sum for iteration 4400 = 720.8691222026976 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.0562087080435127 -3.1323131472927686 age 0.05756110430501408 0.4788339648026799 workclass=Private 0.9209782295189752 0.34753915482121106 workclass=Self-emp-not-inc -0.4434121472452462 0.07605825302262909 workclass=Self-emp-inc -0.16029420808637465 -3.080513573124784 workclass=Federal-gov 0.5366168233812426 0.6465327645912085 workclass=Local-gov 0.340912600000372 -0.10571416901383297 workclass=State-gov 0.2693620736411007 0.03445792041741588 workclass=Without-pay 0.464301005309039 -0.9094477794789582 workclass=Never-worked -0.007428302954065488 -0.6835333262982123 fnlwgt 0.4047521460658591 -0.7336039133432806 education=Bachelors 0.6787571662002992 -0.32292685597631304 education=Some-college 1.2106671381550933 -1.593261142052848 education=11th 0.22982306154061583 0.4425134812107248 education=HS-grad -0.44481615745111575 -0.20978890935256791 education=Prof-school 0.3897054672458799 -0.5381305760074472 education=Assoc-acdm 0.6943685960463591 -1.0505419090530617 education=Assoc-voc 0.8894388135486326 -2.4040595831267133 education=9th 0.42437946275393496 -0.9172930793235824 education=7th-8th 3.110469755718947 -1.6836587202575997 education=12th 0.0766867336080268 0.17854857199493265 education=Masters 3.2060794525214344 0.01566724048164427 education=1st-4th -0.4008035295300967 2.907507499964885 education=10th -1.2504600743444243 1.0969225343316586 education=Doctorate -0.3394564294884431 -2.0127161992839464 education=5th-6th 1.1716022087491584 0.48675736579220164 education=Preschool -3.101562569058988 0.9512456623116018 education-num -1.5373175656819185 -2.3393880663452515 marital-status=Married-civ-spouse 0.6353241870163154 1.4280351820796815 marital-status=Divorced 1.396656871546529 -0.2633041661191763 marital-status=Never-married 0.4001907722230485 0.9719671738158411 marital-status=Separated 0.7697950891668047 -0.3993888964781396 marital-status=Widowed 2.609867405175411 -1.0467571085522818 marital-status=Married-spouse-absent 1.2339523556431748 -0.677579385752501 marital-status=Married-AF-spouse -0.680172254911925 0.1393568069429198 occupation=Tech-support -0.1933613680263604 0.6714169690651736 occupation=Craft-repair 0.8391047655621264 -0.5327723295969096 occupation=Other-service -0.3293672371467741 0.8322069971663402 occupation=Sales -0.7816518791321141 0.12282567343040789 occupation=Exec-managerial -0.14028024540171558 -0.22841932574729093 occupation=Prof-specialty 0.8538013690260947 -2.1115986095287225 occupation=Handlers-cleaners 0.34231889401309235 0.14613083012794115 occupation=Machine-op-inspct 0.2184637137174487 0.5004047200252234 occupation=Adm-clerical 1.1547842906448713 0.9824495706729628 occupation=Farming-fishing 0.3581762914153615 -0.31949149026131535 occupation=Transport-moving 1.5835703641920822 -0.7583629716029279 occupation=Priv-house-serv -0.21102106505090645 -2.1635780764447072 occupation=Protective-serv 0.6287890277717043 -0.3109999684625041 occupation=Armed-Forces -1.4257523320965537 3.706543123714733 relationship=Wife 1.2585594983150368 -1.3031215168867216 relationship=Own-child 0.8062431715797997 1.5706425749813826 relationship=Husband 0.09677004760558357 -0.45131371883552124 relationship=Not-in-family 1.4360284314783254 -1.9025299590038345 relationship=Other-relative 0.9448416654115892 -1.7095826493172517 relationship=Unmarried -0.15491979964563438 -0.6463961838174185 race=White -1.6663679989898499 1.7515076948449526 race=Asian-Pac-Islander 1.3860987402843106 -2.0873789862588734 race=Amer-Indian-Eskimo 3.55205346531063 0.25731636655180434 race=Other -0.0042654914842630955 -0.6736831062872268 race=Black 0.10210429333870112 -1.2274175745496754 sex -5.171559646370223 -2.1351832131314104 capital-gain -1.7125805647396661 -2.423123912046902 capital-loss -4.873863002536912 5.495569024769185 hours-per-week -0.2099514455424109 -0.4409045576760252 native-country=United-States -2.7689092756730465 -1.1372907041257065 native-country=Cambodia 0.4636054279408713 1.4847076145384202 native-country=England -0.24083389201527125 -0.6108951338323257 native-country=Puerto-Rico -1.8337383248117745 2.496032388523796 native-country=Canada -0.9081943134479878 1.3896279988300628 native-country=Germany 0.504918982623318 0.687016265625946 native-country=Outlying-US(Guam-USVI-etc) 1.3254687217754106 0.9909741712536468 native-country=India 3.3669312588744402 -0.3505667455431505 native-country=Japan 0.8470844589284485 2.0733793538173355 native-country=Greece -1.1982437301189084 0.34298597043525636 native-country=South 0.6997856223467387 0.6203269497375943 native-country=China 0.7434873267314102 1.0768094404668471 native-country=Cuba -2.1158759306053523 -0.9984092267262039 native-country=Iran 1.3792196836994757 -0.9114645672762444 native-country=Honduras -2.106686138329334 1.9207959583320453 native-country=Philippines -1.9372431969374202 -0.19512352170727099 native-country=Italy 1.1540329675366638 0.555406143279784 native-country=Poland -1.1857924109896967 -1.990918493998887 native-country=Jamaica 0.8502858861285972 -1.0876872634327015 native-country=Vietnam 0.9541029370740804 -0.6353386939137506 native-country=Mexico -0.5250242817629595 -1.00309879715089 native-country=Portugal -1.141373168164272 -1.4141523885325529 native-country=Ireland -0.34884692944111145 -0.1639766626979847 native-country=France -0.33828859325595534 -3.439434933443251 native-country=Dominican-Republic 0.6095831147974067 0.354474430683386 native-country=Laos 1.1442922060496503 -1.0218914687371796 native-country=Ecuador 1.3116205748024656 -2.8984966657335107 native-country=Taiwan 1.5848009246798247 1.7573045781308387 native-country=Haiti 4.550698976508415 -0.18530304838696748 native-country=Columbia -0.5115491922811537 0.18750863640411355 native-country=Hungary -1.8102087189661584 0.39052743866675604 native-country=Guatemala 1.9286181257964794 0.5068888539204278 native-country=Nicaragua 0.1634668206543518 0.8057004361803932 native-country=Scotland 1.7562324435894499 -0.8985160477963448 native-country=Thailand 1.098560364726553 1.3940655319366988 native-country=Yugoslavia 0.2589325154520789 -0.6854293538854527 native-country=El-Salvador 1.2782394952584717 0.4187839400025619 native-country=Trinadad&Tobago -0.695907254931641 2.701323482378112 native-country=Peru -0.10284779932720726 -0.8835647454586588 native-country=Hong -0.13733608543315035 0.6736423969523828 native-country=Holand-Netherlands Hidden Weights: -4.278472486658302 4.278472486658304 -5.715055633984317 5.715055633984317 >50K <=50K Error sum for iteration 4500 = 719.8880453380315 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.068533336764009 -3.0950394271369577 age 0.060634832246148865 0.47429754039125166 workclass=Private 0.9252866144830288 0.34520998605243286 workclass=Self-emp-not-inc -0.44613954737887884 0.08372378336859042 workclass=Self-emp-inc -0.15606098790214318 -3.1122637143389653 workclass=Federal-gov 0.5396809898747778 0.6453232903933337 workclass=Local-gov 0.3424876692564504 -0.10214631394763216 workclass=State-gov 0.27060443719348715 0.032486313928713255 workclass=Without-pay 0.465285640792891 -0.911485341456881 workclass=Never-worked 0.0029301132720645656 -0.7267122079501902 fnlwgt 0.40635364811826313 -0.7359119189427343 education=Bachelors 0.67876088794621 -0.3160325798217942 education=Some-college 1.2071541892424016 -1.6006260060070758 education=11th 0.22800492216790047 0.4554263588058121 education=HS-grad -0.4439488347433951 -0.21252414300859124 education=Prof-school 0.38624025479301655 -0.5192865346315486 education=Assoc-acdm 0.6947140833297265 -1.0531269412533886 education=Assoc-voc 0.8884622303899428 -2.421963134692742 education=9th 0.4187397104056623 -0.9224665995002254 education=7th-8th 3.127075090885165 -1.7114116028361284 education=12th 0.07654851072759386 0.17957984697494117 education=Masters 3.233947995817654 0.020087200119510193 education=1st-4th -0.40831544883086046 2.936597161420331 education=10th -1.2574467519326917 1.0984530911932293 education=Doctorate -0.3362163329512526 -2.0687272795469234 education=5th-6th 1.1747509075876292 0.4849674002561759 education=Preschool -3.1145825966204317 0.9736572986189282 education-num -1.5372055675941958 -2.3797854282416853 marital-status=Married-civ-spouse 0.624840632656178 1.4597960790397493 marital-status=Divorced 1.3983981197630684 -0.2507178294958281 marital-status=Never-married 0.39905398001486914 0.9914014919444738 marital-status=Separated 0.7738234257229608 -0.42438118551238985 marital-status=Widowed 2.6275311899363607 -1.071403710072891 marital-status=Married-spouse-absent 1.236796866848125 -0.6818881146820649 marital-status=Married-AF-spouse -0.6830557790047181 0.1456111858065377 occupation=Tech-support -0.19040792966252923 0.6606494279522381 occupation=Craft-repair 0.8380914409884485 -0.5307103741883319 occupation=Other-service -0.3277353550752809 0.8295345819188953 occupation=Sales -0.7817198521013471 0.12070151152885675 occupation=Exec-managerial -0.14166483287733525 -0.22358725688447378 occupation=Prof-specialty 0.8545370708709299 -2.127799665325073 occupation=Handlers-cleaners 0.34449120853784093 0.1386170793048843 occupation=Machine-op-inspct 0.2199886919237746 0.4970984968613889 occupation=Adm-clerical 1.1513315333214291 0.9946481188996986 occupation=Farming-fishing 0.36088427144116125 -0.33293999185285644 occupation=Transport-moving 1.592525412086615 -0.7573189963654998 occupation=Priv-house-serv -0.210044763011042 -2.1769506604371616 occupation=Protective-serv 0.6375955298799965 -0.31281102494673757 occupation=Armed-Forces -1.4290957317061832 3.7454842089711584 relationship=Wife 1.2648045398123233 -1.3344926551566716 relationship=Own-child 0.8085289181413136 1.5784223897212981 relationship=Husband 0.09549879390288087 -0.4646528365248334 relationship=Not-in-family 1.4396028122742652 -1.907442582099003 relationship=Other-relative 0.9511360466433294 -1.7352065379498858 relationship=Unmarried -0.16301635704058207 -0.631513752722522 race=White -1.6767633295657212 1.770561051595353 race=Asian-Pac-Islander 1.3871161573284785 -2.1071354876825 race=Amer-Indian-Eskimo 3.5908770068434914 0.2013495659248693 race=Other -0.0128143008001862 -0.6583838977949049 race=Black 0.09563446704513125 -1.201118140838601 sex -5.188889282941145 -2.1613368740417847 capital-gain -1.710500386690059 -2.456942545250384 capital-loss -4.889171389179214 5.513142495363927 hours-per-week -0.2095836613444658 -0.44363321784959014 native-country=United-States -2.775896350520544 -1.1497504782063002 native-country=Cambodia 0.4588423118794662 1.5092583012672594 native-country=England -0.24502220262802188 -0.61857226174231 native-country=Puerto-Rico -1.8344859337029678 2.4942980086165054 native-country=Canada -0.9177552597917652 1.4119601126153964 native-country=Germany 0.5060358467255154 0.6850785554742157 native-country=Outlying-US(Guam-USVI-etc) 1.29556481940658 1.0231500722575084 native-country=India 3.393745779478348 -0.38638656117537323 native-country=Japan 0.8255386371580773 2.095651956172085 native-country=Greece -1.183137276391501 0.3367328569591337 native-country=South 0.696352163113714 0.6337646612223321 native-country=China 0.7362932967544872 1.1053413548434552 native-country=Cuba -2.113525476369385 -1.003358391012656 native-country=Iran 1.3951993554554865 -0.9232127333195729 native-country=Honduras -2.111892872478481 1.9155291051886516 native-country=Philippines -1.9438676785645208 -0.2095771158704882 native-country=Italy 1.1580801826549045 0.5590850993104277 native-country=Poland -1.1837724975139612 -2.008212376307995 native-country=Jamaica 0.8427521827405918 -1.0580364370822883 native-country=Vietnam 0.9557601401883169 -0.6618888998714657 native-country=Mexico -0.5282045032794073 -1.0162782576834102 native-country=Portugal -1.1379678479200888 -1.430339480000968 native-country=Ireland -0.3601329383647809 -0.16707552185659647 native-country=France -0.3361004981602196 -3.465479795785951 native-country=Dominican-Republic 0.6159918305878846 0.3594817888054813 native-country=Laos 1.1485223407710807 -1.0235149721953434 native-country=Ecuador 1.3273597482845667 -2.9427793303202674 native-country=Taiwan 1.593813462495175 1.7600779057985678 native-country=Haiti 4.572192865334478 -0.18655361053085845 native-country=Columbia -0.510564556797287 0.185471074426185 native-country=Hungary -1.8231958228320255 0.38972939230578196 native-country=Guatemala 1.9402485062768127 0.5060353879214534 native-country=Nicaragua 0.1721017303459065 0.8066265085143477 native-country=Scotland 1.787305480814368 -0.9286259629201067 native-country=Thailand 1.1131699311138203 1.3947447267858306 native-country=Yugoslavia 0.25822243554088975 -0.7191081687076369 native-country=El-Salvador 1.2887919943911166 0.4240852125204767 native-country=Trinadad&Tobago -0.7246940856913756 2.7348470954311486 native-country=Peru -0.10036883656152167 -0.8841920158471474 native-country=Hong -0.13635144994929474 0.67160483497446 native-country=Holand-Netherlands Hidden Weights: -4.272333322453158 4.272333322453158 -5.749142013856343 5.749142013856341 >50K <=50K Error sum for iteration 4600 = 718.9516228025828 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.0805263329929424 -3.058528278362164 age 0.0636531067647519 0.4697941568623709 workclass=Private 0.9294775606698114 0.34286621223958846 workclass=Self-emp-not-inc -0.4488922151259733 0.09128107958881708 workclass=Self-emp-inc -0.15179542138671254 -3.1430564773022582 workclass=Federal-gov 0.5426054164948488 0.6441815975980583 workclass=Local-gov 0.34416957142628035 -0.09958041733821105 workclass=State-gov 0.2718324823087119 0.03050737489117104 workclass=Without-pay 0.4662560736848135 -0.9135278320774165 workclass=Never-worked 0.012747666456066654 -0.7685165773399907 fnlwgt 0.4079892252901165 -0.7378992494265517 education=Bachelors 0.6788974528088901 -0.30962363671694604 education=Some-college 1.2037749104343902 -1.6081459879091744 education=11th 0.22630606206036996 0.46811511806225553 education=HS-grad -0.44328492121946855 -0.21461777390030248 education=Prof-school 0.38282925461669703 -0.5006020731595682 education=Assoc-acdm 0.6952287639071363 -1.0567613332242605 education=Assoc-voc 0.8876020879155957 -2.439322172673231 education=9th 0.41305365837787544 -0.9278095740878668 education=7th-8th 3.1431216898347856 -1.739119893411975 education=12th 0.07648288016911815 0.18067567890011446 education=Masters 3.261036661706187 0.02418913395866619 education=1st-4th -0.41525497402975403 2.9647487287898633 education=10th -1.26429978819465 1.0997096064899445 education=Doctorate -0.3332383733834137 -2.122701879670248 education=5th-6th 1.1778708620652443 0.4831798516147646 education=Preschool -3.1271706359093736 0.9954248467636283 education-num -1.5375417024148632 -2.4182948515858556 marital-status=Married-civ-spouse 0.6143035671897168 1.4914683630101115 marital-status=Divorced 1.4003463871994624 -0.23840299889218983 marital-status=Never-married 0.398206985617494 1.0102583374149374 marital-status=Separated 0.7780941955609031 -0.4505284290736231 marital-status=Widowed 2.6448613887248094 -1.0957888771394895 marital-status=Married-spouse-absent 1.2395243188486362 -0.6863276000628306 marital-status=Married-AF-spouse -0.6859224483522144 0.1518444746444556 occupation=Tech-support -0.18741797209977049 0.6493028876573153 occupation=Craft-repair 0.8368865957628115 -0.5285540198796198 occupation=Other-service -0.32621379125712013 0.8269278237425594 occupation=Sales -0.7817370574415056 0.11834555164288803 occupation=Exec-managerial -0.14310595297579118 -0.21854792713146387 occupation=Prof-specialty 0.8552059511706269 -2.1433449901606876 occupation=Handlers-cleaners 0.34646084857155296 0.13164468101683327 occupation=Machine-op-inspct 0.22146360922247432 0.49371541002612973 occupation=Adm-clerical 1.1484694571732454 1.0054483659875797 occupation=Farming-fishing 0.36353373666526795 -0.34657075884519356 occupation=Transport-moving 1.6013496370241793 -0.7563201215570009 occupation=Priv-house-serv -0.20908778186788599 -2.1894507360842774 occupation=Protective-serv 0.6462813393444568 -0.3146330024392693 occupation=Armed-Forces -1.431997180675919 3.7834381297107202 relationship=Wife 1.2708916666686234 -1.3653356395191403 relationship=Own-child 0.8111529978498578 1.585202604356777 relationship=Husband 0.09376526770374936 -0.4770000152345085 relationship=Not-in-family 1.4432972289712944 -1.913217092151756 relationship=Other-relative 0.9569514590374391 -1.7595708688879386 relationship=Unmarried -0.17118428640612382 -0.616284923567856 race=White -1.6864732326904366 1.7887787874030292 race=Asian-Pac-Islander 1.3878684005197288 -2.125956503855899 race=Amer-Indian-Eskimo 3.62912186131152 0.14492213825124198 race=Other -0.021317938374102383 -0.6431343969773488 race=Black 0.0890555452175924 -1.1744133095184788 sex -5.205754792225771 -2.1876083934681545 capital-gain -1.708538485203702 -2.488847242086724 capital-loss -4.904146834258735 5.530269587866906 hours-per-week -0.209129752376569 -0.44625501621551933 native-country=United-States -2.7824062441250517 -1.1625715086581052 native-country=Cambodia 0.4537380523070647 1.5338428691799455 native-country=England -0.24897215150660912 -0.6263975921515977 native-country=Puerto-Rico -1.8342872176209157 2.4908601749033044 native-country=Canada -0.9276392149437516 1.43477911559914 native-country=Germany 0.5071676420737619 0.6831695013904523 native-country=Outlying-US(Guam-USVI-etc) 1.2657110805696647 1.0548963222629213 native-country=India 3.419892280303039 -0.42182838158005703 native-country=Japan 0.8023683131394269 2.1182108556807706 native-country=Greece -1.1673448785736154 0.33077150966083585 native-country=South 0.6928575936471969 0.6470511860198502 native-country=China 0.7296010386400612 1.132772914006447 native-country=Cuba -2.111027797209182 -1.008126983607907 native-country=Iran 1.410670761481158 -0.9350300244714945 native-country=Honduras -2.115822082745643 1.9099062359038588 native-country=Philippines -1.9500346399863513 -0.22386940842237668 native-country=Italy 1.161872244893098 0.5629469209127573 native-country=Poland -1.1816903280211672 -2.0254021548462107 native-country=Jamaica 0.834856192617336 -1.028814346803148 native-country=Vietnam 0.9574155854380495 -0.689940066199847 native-country=Mexico -0.5314655240903814 -1.0291486185553536 native-country=Portugal -1.1345166482714877 -1.4461168938337083 native-country=Ireland -0.37107539010970514 -0.1701227406630623 native-country=France -0.3338643196606445 -3.490881897496393 native-country=Dominican-Republic 0.6227488899820723 0.36487681220877466 native-country=Laos 1.1527087917202958 -1.0251563989350532 native-country=Ecuador 1.3418789977404901 -2.98554581317168 native-country=Taiwan 1.6024037634737134 1.762543178713926 native-country=Haiti 4.593138619259225 -0.18785996886183573 native-country=Columbia -0.509594123905379 0.1834285838056406 native-country=Hungary -1.8358417164149297 0.3889100907366256 native-country=Guatemala 1.9516916154757622 0.5051450787794572 native-country=Nicaragua 0.18061062814784845 0.8075762729094718 native-country=Scotland 1.8180548002907686 -0.9573139095878282 native-country=Thailand 1.1275262196420712 1.3954440843343645 native-country=Yugoslavia 0.2577284228535025 -0.7522578236216093 native-country=El-Salvador 1.299071152410883 0.4291890830099215 native-country=Trinadad&Tobago -0.7527810268078781 2.767494401471541 native-country=Peru -0.09792210832527648 -0.8848416054445729 native-country=Hong -0.1353810170573692 0.6695623443539245 native-country=Holand-Netherlands Hidden Weights: -4.2664013943136485 4.266401394313649 -5.7825646952888095 5.782564695288811 >50K <=50K Error sum for iteration 4700 = 718.0622872968038 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.0922515149944394 -3.0225778083471857 age 0.06662185139176824 0.4653224652840084 workclass=Private 0.9335569855919508 0.3405130258950636 workclass=Self-emp-not-inc -0.4516859323576284 0.09874291599246812 workclass=Self-emp-inc -0.14748876876296874 -3.172957764001473 workclass=Federal-gov 0.5453983322697228 0.6430921076529273 workclass=Local-gov 0.34595496643673207 -0.09797329805079769 workclass=State-gov 0.27304672473599456 0.028519512620106834 workclass=Without-pay 0.4672129842284125 -0.9155768028205941 workclass=Never-worked 0.02205957597341729 -0.8090026595658723 fnlwgt 0.40965646000806066 -0.7395714161121512 education=Bachelors 0.6791644817885971 -0.3036869516161368 education=Some-college 1.2005153053851318 -1.6158407965026136 education=11th 0.2247245632923496 0.48060155005554567 education=HS-grad -0.44282161673863557 -0.21611479798289723 education=Prof-school 0.37945574395369375 -0.48202179926108013 education=Assoc-acdm 0.6959025778813895 -1.0614258757418933 education=Assoc-voc 0.8868707787284204 -2.4561681270899407 education=9th 0.4073082178574956 -0.9333506803805232 education=7th-8th 3.158613116630862 -1.7667878600110185 education=12th 0.07647745957442785 0.18187279754489635 education=Masters 3.2873667805398745 0.027976213202390156 education=1st-4th -0.4216776484886551 2.9920822045409707 education=10th -1.270977948453273 1.1006205813276821 education=Doctorate -0.330462725615724 -2.174737667172173 education=5th-6th 1.1809657590614535 0.48139187099909064 education=Preschool -3.1393414349061013 1.0165599281395694 education-num -1.5383164395111646 -2.4550273999475594 marital-status=Married-civ-spouse 0.6036834157496856 1.5230998179451254 marital-status=Divorced 1.4024977186234215 -0.22633363936953932 marital-status=Never-married 0.3976645720273833 1.028528762983578 marital-status=Separated 0.7826037438359146 -0.477799870544396 marital-status=Widowed 2.6618708747992397 -1.1199242843653918 marital-status=Married-spouse-absent 1.2421449133556273 -0.6908940041781685 marital-status=Married-AF-spouse -0.6887719844099658 0.15806784632200607 occupation=Tech-support -0.1843866047438765 0.6373605947696148 occupation=Craft-repair 0.8354863306320011 -0.5262811412054693 occupation=Other-service -0.32479151589905464 0.8243812191720686 occupation=Sales -0.7816987282171827 0.11574561993489646 occupation=Exec-managerial -0.14460970499528736 -0.21328663458872252 occupation=Prof-specialty 0.8558091120291683 -2.1582828462767907 occupation=Handlers-cleaners 0.34823509264963554 0.12518242002595995 occupation=Machine-op-inspct 0.2228942510354332 0.4902500450921167 occupation=Adm-clerical 1.1461513696609769 1.0149422140015683 occupation=Farming-fishing 0.36613314092422516 -0.360432886172892 occupation=Transport-moving 1.6100646685885778 -0.7553567729122559 occupation=Priv-house-serv -0.208146910608021 -2.2010922576205507 occupation=Protective-serv 0.6548496862526315 -0.31646713827074596 occupation=Armed-Forces -1.434451911442853 3.820479222874463 relationship=Wife 1.2768260435347412 -1.3957123439750656 relationship=Own-child 0.8141130222652756 1.5910306741609188 relationship=Husband 0.09157446996320454 -0.4883940841063813 relationship=Not-in-family 1.447096963580908 -1.9198563744981532 relationship=Other-relative 0.9622995992640353 -1.7827155665857413 relationship=Unmarried -0.1793998650324741 -0.6008053098767234 race=White -1.6955024522666746 1.8061352356744693 race=Asian-Pac-Islander 1.3883881602847068 -2.1438721765031055 race=Amer-Indian-Eskimo 3.6667260768733834 0.08825898547142288 race=Other -0.029757278431591618 -0.6280282531738405 race=Black 0.08236387168332411 -1.1473162000316373 sex -5.222177217314226 -2.214026537138723 capital-gain -1.706678818784029 -2.5189454128158104 capital-loss -4.91884339254718 5.547107826118613 hours-per-week -0.20857679714766245 -0.4488132209235675 native-country=United-States -2.7884798986247565 -1.1757461883342595 native-country=Cambodia 0.44830751492202525 1.558407841756309 native-country=England -0.25268627123807713 -0.6343815763866582 native-country=Puerto-Rico -1.8332037920041322 2.4858545184997016 native-country=Canada -0.9378948085992515 1.4581486565267048 native-country=Germany 0.5083127366068121 0.6812848313543066 native-country=Outlying-US(Guam-USVI-etc) 1.2360502055114397 1.0860994150763346 native-country=India 3.4453770690167675 -0.45688253708265075 native-country=Japan 0.7774918126918314 2.1410720779226735 native-country=Greece -1.1509393433043702 0.32505430499876525 native-country=South 0.6892640000604449 0.6602341778845978 native-country=China 0.7234176848636322 1.1591304775716709 native-country=Cuba -2.1083584253186225 -1.0127181313679838 native-country=Iran 1.4256587292772416 -0.94693423721584 native-country=Honduras -2.1184742257471316 1.9038990592393477 native-country=Philippines -1.955756249798206 -0.23805596921095185 native-country=Italy 1.1654342702833995 0.5669800981976173 native-country=Poland -1.1795571470278912 -2.0424851626847333 native-country=Jamaica 0.8266606877865998 -1.0000913832676268 native-country=Vietnam 0.9590723219688083 -0.7193284922047979 native-country=Mexico -0.534804798054831 -1.0417139677676115 native-country=Portugal -1.130993127333765 -1.4615121594248974 native-country=Ireland -0.38168783059611017 -0.17312204327459516 native-country=France -0.33157687654415197 -3.515671751639674 native-country=Dominican-Republic 0.6298610495742349 0.370659991929647 native-country=Laos 1.1568541403513797 -1.0268172292645064 native-country=Ecuador 1.3552187856465767 -3.026845433239896 native-country=Taiwan 1.6106000907033045 1.7647183976069167 native-country=Haiti 4.613571322151259 -0.189219949084244 native-country=Columbia -0.5086372133618002 0.18137961306248482 native-country=Hungary -1.8481569531199475 0.388065750036365 native-country=Guatemala 1.9629558135291156 0.5042169085635522 native-country=Nicaragua 0.18899818900727916 0.8085485286794418 native-country=Scotland 1.8484073842189315 -0.9846240765628069 native-country=Thailand 1.1416435181860922 1.3961673678734565 native-country=Yugoslavia 0.25744736182260225 -0.7848952048828335 native-country=El-Salvador 1.3090916390549805 0.4341029924310879 native-country=Trinadad&Tobago -0.7801816444786798 2.7993289420492506 native-country=Peru -0.09550169743088478 -0.8855117947486542 native-country=Hong -0.13442410651378536 0.6675133736107469 native-country=Holand-Netherlands Hidden Weights: -4.260669287836166 4.2606692878361665 -5.815400007237232 5.815400007237231 >50K <=50K Error sum for iteration 4800 = 717.2134942297538 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.1037683406926768 -2.9870042148068108 age 0.06954608861736666 0.4608834951152119 workclass=Private 0.9375314608927322 0.3381501141970534 workclass=Self-emp-not-inc -0.45453447906831795 0.10611889353519546 workclass=Self-emp-inc -0.1431340667777914 -3.2020302731020434 workclass=Federal-gov 0.5480684865393848 0.6420386341996936 workclass=Local-gov 0.34783917628367433 -0.09727372524673976 workclass=State-gov 0.2742476298815595 0.026521463903158855 workclass=Without-pay 0.4681569933659392 -0.9176334936733044 workclass=Never-worked 0.0308983594583339 -0.8482288801938197 fnlwgt 0.411353627770603 -0.7409375980418578 education=Bachelors 0.6795596049366085 -0.2982086308230662 education=Some-college 1.1973627883813671 -1.6237252739871617 education=11th 0.22325935369424968 0.49290502890572063 education=HS-grad -0.44255951472974736 -0.2170515746105835 education=Prof-school 0.37610460952694624 -0.4634992278667351 education=Assoc-acdm 0.6967262695787542 -1.0670983393389113 education=Assoc-voc 0.8862792455319003 -2.4725298771076947 education=9th 0.4014893628834972 -0.9391178777859247 education=7th-8th 3.173553453811322 -1.7944183728576044 education=12th 0.07652071285712557 0.18320377995573556 education=Masters 3.312959369396212 0.03145252684526472 education=1st-4th -0.4276281036214302 3.0187066350872667 education=10th -1.2774437281225184 1.1011248119945458 education=Doctorate -0.3278386387167803 -2.224928241788553 education=5th-6th 1.1840391115281035 0.47960089675426604 education=Preschool -3.151109701455699 1.0370783991216523 education-num -1.5395216710247828 -2.4900863950081806 marital-status=Married-civ-spouse 0.5929562333744746 1.5547279872490225 marital-status=Divorced 1.4048483004257495 -0.21448857223502724 marital-status=Never-married 0.3974370815035253 1.0462161895480688 marital-status=Separated 0.7873471561095853 -0.5061627891042091 marital-status=Widowed 2.6785734473350793 -1.1438240036185523 marital-status=Married-spouse-absent 1.2446683882195302 -0.695583397098044 marital-status=Married-AF-spouse -0.6916046917283715 0.16429708639225662 occupation=Tech-support -0.18131096152013892 0.6248148531983077 occupation=Craft-repair 0.833886950622878 -0.5238678432779034 occupation=Other-service -0.3234572526284089 0.8218875024091968 occupation=Sales -0.7816012756452853 0.11289016844675204 occupation=Exec-managerial -0.14618120438443125 -0.20779484121329705 occupation=Prof-specialty 0.856347558115256 -2.1726613087581907 occupation=Handlers-cleaners 0.3498215829245917 0.11919506669711676 occupation=Machine-op-inspct 0.22428543970741355 0.48669983053510113 occupation=Adm-clerical 1.144337535953309 1.023214408663746 occupation=Farming-fishing 0.3686903740285518 -0.37457190585369543 occupation=Transport-moving 1.6186890551102977 -0.7544209156379159 occupation=Priv-house-serv -0.20722024628337865 -2.2118846211587044 occupation=Protective-serv 0.6633035396530053 -0.31831439693187624 occupation=Armed-Forces -1.4364566979139954 3.8566793323696813 relationship=Wife 1.2826134701680647 -1.4256788821757944 relationship=Own-child 0.817406709584535 1.5959533052755714 relationship=Husband 0.08893366404277511 -0.4988759677309612 relationship=Not-in-family 1.4509867216718477 -1.92736327642653 relationship=Other-relative 0.9671904475376213 -1.804676655380059 relationship=Unmarried -0.1876418998626541 -0.585168650930912 race=White -1.7038567702339857 1.8226007323067523 race=Asian-Pac-Islander 1.388705541176053 -2.16091090261699 race=Amer-Indian-Eskimo 3.7036351813465624 0.031585860958983906 race=Other -0.03811529221070805 -0.6131555392110282 race=Black 0.07555470250345278 -1.1198448764650744 sex -5.238176848014707 -2.240620929495312 capital-gain -1.7049083996002166 -2.547334987567561 capital-loss -4.933307727554087 5.563808145619871 hours-per-week -0.20790977208442032 -0.4513579105157406 native-country=United-States -2.7941591075209886 -1.189273455737973 native-country=Cambodia 0.4425692100540652 1.5828965744809524 native-country=England -0.25616616979858564 -0.6425339434963719 native-country=Puerto-Rico -1.8312954900392635 2.479414132950884 native-country=Canada -0.948569614527084 1.4821154637726772 native-country=Germany 0.5094692538885179 0.6794203591533687 native-country=Outlying-US(Guam-USVI-etc) 1.2067098908398903 1.1166733255107835 native-country=India 3.470208578678473 -0.49153962840996396 native-country=Japan 0.7508124149904175 2.1642559141261764 native-country=Greece -1.1339856153875225 0.3195395162655818 native-country=South 0.6855384084368856 0.6733562231452449 native-country=China 0.71774790026324 1.1844423071339314 native-country=Cuba -2.1054922246693484 -1.0171345049237936 native-country=Iran 1.4401858364587383 -0.9589430549776417 native-country=Honduras -2.119841602732793 1.897465598682021 native-country=Philippines -1.9610402919608285 -0.2521977030150283 native-country=Italy 1.1687891716868326 0.5711743595889341 native-country=Poland -1.1773818731119643 -2.059459071552252 native-country=Jamaica 0.8182174334644461 -0.9719172729495436 native-country=Vietnam 0.960741003764481 -0.7498753076306017 native-country=Mexico -0.5382211659270028 -1.053979044208758 native-country=Portugal -1.127369890851976 -1.4765499108850395 native-country=Ireland -0.3919823993802627 -0.17607657545317074 native-country=France -0.32923467564902553 -3.5398787520506354 native-country=Dominican-Republic 0.6373347578499221 0.3768310306195258 native-country=Laos 1.160960903798542 -1.0284986829386777 native-country=Ecuador 1.367423752504323 -3.0667318933725416 native-country=Taiwan 1.6184278559517686 1.766620152299913 native-country=Haiti 4.633523452941678 -0.19063159662659962 native-country=Columbia -0.5076932042242311 0.17932292220975515 native-country=Hungary -1.8601516323494958 0.38719321246621535 native-country=Guatemala 1.9740491635498716 0.5032501334428638 native-country=Nicaragua 0.19726904631410436 0.8095425244033524 native-country=Scotland 1.8782912634433833 -1.0105977197691232 native-country=Thailand 1.1555353737849476 1.3969185309908432 native-country=Yugoslavia 0.25737815457217683 -0.8170377059090864 native-country=El-Salvador 1.318867163020577 0.4388340279354019 native-country=Trinadad&Tobago -0.8069113942295187 2.8304106421847015 native-country=Peru -0.09310219970616736 -0.8862009351797047 native-country=Hong -0.13348009737625224 0.6654566827580366 native-country=Holand-Netherlands Hidden Weights: -4.255129512972535 4.255129512972535 -5.847720992115966 5.847720992115966 >50K <=50K Error sum for iteration 4900 = 716.3967151574221 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.1151313541523946 -2.951646900751851 age 0.07242996470151375 0.4564809463159306 workclass=Private 0.9414078072046551 0.3357741225286522 workclass=Self-emp-not-inc -0.457448699322096 0.11341252025914907 workclass=Self-emp-inc -0.13872696098883855 -3.230333179170903 workclass=Federal-gov 0.5506251729031778 0.6410053950324581 workclass=Local-gov 0.3498162301524097 -0.09742299472971819 workclass=State-gov 0.27543559778928517 0.02451233383058943 workclass=Without-pay 0.4690886477707153 -0.9196987909090125 workclass=Never-worked 0.03929361575939006 -0.8862552985403366 fnlwgt 0.41307989166780446 -0.7420119982277422 education=Bachelors 0.680080486369773 -0.293173848627169 education=Some-college 1.1943066050329982 -1.6318091661263014 education=11th 0.22191037347618095 0.5050419852296009 education=HS-grad -0.4425028786432836 -0.21745567619785758 education=Prof-school 0.3727631021126455 -0.4449994251999069 education=Assoc-acdm 0.6976914771643755 -1.0737536436069879 education=Assoc-voc 0.885836980622884 -2.4884338608007646 education=9th 0.39558197882716 -0.9451387117742005 education=7th-8th 3.1879471651854057 -1.8220126819383429 education=12th 0.07660211788987921 0.18469722633393712 education=Masters 3.337835314260242 0.03462309685151031 education=1st-4th -0.4331422160017243 3.0447232901428527 education=10th -1.2836637142345302 1.1011733770800254 education=Doctorate -0.3253237126213202 -2.2733631562887906 education=5th-6th 1.1870942593121447 0.4778047248285302 education=Preschool -3.1624900811341505 1.0569998067171422 education-num -1.5411511455220115 -2.523566061597654 marital-status=Married-civ-spouse 0.5821058921169059 1.5863778580779933 marital-status=Divorced 1.4073936443539565 -0.20285046545368207 marital-status=Never-married 0.3975304497933197 1.0633355529663207 marital-status=Separated 0.7923174650108158 -0.5355822223590514 marital-status=Widowed 2.6949833580382365 -1.1675034616857258 marital-status=Married-spouse-absent 1.2471040882235602 -0.7003916387504355 marital-status=Married-AF-spouse -0.6944212098536152 0.17055116303297185 occupation=Tech-support -0.1781901823391452 0.6116680141411492 occupation=Craft-repair 0.8320855715969623 -0.521289730651901 occupation=Other-service -0.32219975904956 0.8194387148455158 occupation=Sales -0.7814424286943747 0.10976824008950378 occupation=Exec-managerial -0.1478243641477976 -0.20207129585151312 occupation=Prof-specialty 0.8568220697838161 -2.1865284274118033 occupation=Handlers-cleaners 0.35122828059649114 0.11364477414787356 occupation=Machine-op-inspct 0.2256413800445163 0.48306399705161035 occupation=Adm-clerical 1.1429943114908372 1.0303440117538802 occupation=Farming-fishing 0.3712124741551253 -0.3890283483527467 occupation=Transport-moving 1.6272384311710157 -0.7535060107215268 occupation=Priv-house-serv -0.20630735324329755 -2.2218331316404827 occupation=Protective-serv 0.671645579318952 -0.3201754261069535 occupation=Armed-Forces -1.438010100418498 3.892106384975115 relationship=Wife 1.2882601786021586 -1.455284849813062 relationship=Own-child 0.8210314652977683 1.6000189084048237 relationship=Husband 0.08585320285898401 -0.508489154167704 relationship=Not-in-family 1.4549505913915133 -1.9357404897343913 relationship=Other-relative 0.9716321390254872 -1.8254871050323709 relationship=Unmarried -0.19589184162851742 -0.5694655194507423 race=White -1.711543324501524 1.838145316683191 race=Asian-Pac-Islander 1.3888474536743027 -2.1770994491109854 race=Amer-Indian-Eskimo 3.739803332649642 -0.024876832762887723 race=Other -0.04637735271666115 -0.5986008789157915 race=Black 0.06862328271465683 -1.0920275024468185 sex -5.253772938760789 -2.2674217039894518 capital-gain -1.7032177255805547 -2.574105837123431 capital-loss -4.947578093260793 5.580513362763292 hours-per-week -0.20711225530590666 -0.45394335913976075 native-country=United-States -2.799487187397872 -1.2031569978399663 native-country=Cambodia 0.43654575540748836 1.6072496949792687 native-country=England -0.25941242401757736 -0.6508635731800476 native-country=Puerto-Rico -1.8286193882429307 2.4716709726139157 native-country=Canada -0.9597081835208335 1.5067075059114314 native-country=Germany 0.5106351127451417 0.6775720919841983 native-country=Outlying-US(Guam-USVI-etc) 1.1778017089994546 1.1465589389940745 native-country=India 3.494397138610339 -0.5257903445221446 native-country=Japan 0.7222167669993433 2.1877874528706616 native-country=Greece -1.1165419015252445 0.3141906104373472 native-country=South 0.6816528702545142 0.686454616749709 native-country=China 0.7125948428474594 1.2087380537562278 native-country=Cuba -2.102404408023273 -1.0213784575764868 native-country=Iran 1.4542726846207437 -0.971074310296664 native-country=Honduras -2.1199086354812025 1.8905526629273735 native-country=Philippines -1.9658905613047757 -0.2663592951454946 native-country=Italy 1.1719582851391062 0.5755206547423491 native-country=Poland -1.1751710577568237 -2.0763219342176793 native-country=Jamaica 0.8095687345941645 -0.9443251040856004 native-country=Vietnam 0.9624393570817938 -0.7813898732704565 native-country=Mexico -0.5417146159614178 -1.0659492505027564 native-country=Portugal -1.1236194177198224 -1.4912521946878314 native-country=Ireland -0.4019699136910984 -0.1789888784635896 native-country=France -0.3268340854145214 -3.5635311732121466 native-country=Dominican-Republic 0.6451758768836715 0.3833885999177976 native-country=Laos 1.1650315501151889 -1.0302016679820065 native-country=Ecuador 1.3785414948079062 -3.1052616363889523 native-country=Taiwan 1.6259100158428048 1.7682639133425408 native-country=Haiti 4.653025285347914 -0.19209305545331887 native-country=Columbia -0.5067615498194865 0.1772576249740633 native-country=Hungary -1.871835301136669 0.38628999351097826 native-country=Guatemala 1.984979472256422 0.5022443381660984 native-country=Nicaragua 0.20542775399144675 0.8105579753039751 native-country=Scotland 1.9076364367336798 -1.0352723093132252 native-country=Thailand 1.1692146190232886 1.3977017199240591 native-country=Yugoslavia 0.2575216799718378 -0.8487027630932787 native-country=El-Salvador 1.3284105360868228 0.44338903580075306 native-country=Trinadad&Tobago -0.8329872663352532 2.8607951776166685 native-country=Peru -0.09071874817106547 -0.8869074417039465 native-country=Hong -0.13254844297148613 0.6633913855223285 native-country=Holand-Netherlands Hidden Weights: -4.249774242183231 4.249774242183231 -5.879597335094694 5.879597335094692 >50K <=50K Error sum for iteration 5000 = 715.6126488652768 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.1263895418580114 -2.9163738927050336 age 0.07527672109020093 0.45212159688358594 workclass=Private 0.9451927304370707 0.33338093089552645 workclass=Self-emp-not-inc -0.4604354277793557 0.12061822422208686 workclass=Self-emp-inc -0.13426669332810148 -3.2579218491270794 workclass=Federal-gov 0.5530781986266424 0.6399782709666278 workclass=Local-gov 0.3518788720476358 -0.0983552794532668 workclass=State-gov 0.27661094015259147 0.022491657822808875 workclass=Without-pay 0.4700083963578262 -0.9217731636994065 workclass=Never-worked 0.04727177887913706 -0.9231426645221564 fnlwgt 0.4148353933721388 -0.7428151367327587 education=Bachelors 0.6807247903984867 -0.2885665297976401 education=Some-college 1.1913383069347505 -1.6400967341642547 education=11th 0.22067866406751482 0.5170255981625078 education=HS-grad -0.44265990525019655 -0.21734596694816238 education=Prof-school 0.369421662314031 -0.42650172613279397 education=Assoc-acdm 0.6987906863404951 -1.0813633567961807 education=Assoc-voc 0.8855519457980341 -2.5039041805939877 education=9th 0.38956968967244204 -0.9514404942378336 education=7th-8th 3.201799003763319 -1.8495700742403702 education=12th 0.07671228060548617 0.1863779532258901 education=Masters 3.362015501364579 0.03749393579677255 education=1st-4th -0.4382487362434036 3.07022791036465 education=10th -1.2896089690266253 1.1007317750601897 education=Doctorate -0.3228834735552425 -2.320127987109921 education=5th-6th 1.1901343559553637 0.47600159885311555 education=Preschool -3.173497179173599 1.0763471972874645 education-num -1.5432008725545319 -2.555550272438342 marital-status=Married-civ-spouse 0.5711266067909646 1.6180592802137301 marital-status=Divorced 1.4101276135490735 -0.1914044604918303 marital-status=Never-married 0.39794612711901217 1.0799126118941136 marital-status=Separated 0.7975047938076889 -0.5660205908450849 marital-status=Widowed 2.7111147060252936 -1.1909783440160822 marital-status=Married-spouse-absent 1.2494610060839264 -0.7053142549746106 marital-status=Married-AF-spouse -0.6972223306018643 0.17685093726667225 occupation=Tech-support -0.17502546481969472 0.5979336236667437 occupation=Craft-repair 0.8300807689731076 -0.5185232222962105 occupation=Other-service -0.3210082499757727 0.8170275671168046 occupation=Sales -0.7812214800396116 0.10636962724428074 occupation=Exec-managerial -0.14954162451702901 -0.19612341844811654 occupation=Prof-specialty 0.8572330465542165 -2.1999322173500664 occupation=Handlers-cleaners 0.35246354150056874 0.10849192330467293 occupation=Machine-op-inspct 0.22696597458466025 0.47934256766947525 occupation=Adm-clerical 1.1420934168701504 1.0364057953795855 occupation=Farming-fishing 0.373705317578772 -0.40383587661845266 occupation=Transport-moving 1.6357257000988128 -0.7526069094448793 occupation=Priv-house-serv -0.20540951052426018 -2.230939562736184 occupation=Protective-serv 0.679878164064221 -0.32205049181729895 occupation=Armed-Forces -1.4391126930830398 3.9268225724967483 relationship=Wife 1.2937725078482745 -1.4845722749898858 relationship=Own-child 0.8249837207301983 1.6032804832597267 relationship=Husband 0.08234751398168144 -0.5172803526889739 relationship=Not-in-family 1.4589719380042003 -1.944989983759818 relationship=Other-relative 0.9756309694956351 -1.8451779687506575 relationship=Unmarried -0.20413366211167366 -0.5537824005536595 race=White -1.7185709030009317 1.8527421828931738 race=Asian-Pac-Islander 1.3888370204979559 -2.192463085842733 race=Amer-Indian-Eskimo 3.7751939391878375 -0.08091956535307605 race=Other -0.05453139546346798 -0.5844413409759593 race=Black 0.06156633818112186 -1.0639081337843117 sex -5.268983415626385 -2.294459000401222 capital-gain -1.7016013776753243 -2.599341288350647 capital-loss -4.961683310557268 5.597356141459304 hours-per-week -0.20616718072404583 -0.45662534350916567 native-country=United-States -2.8045096330293786 -1.2174033344303512 native-country=Cambodia 0.4302644342304974 1.6314057707310419 native-country=England -0.2624245412731387 -0.6593782919297394 native-country=Puerto-Rico -1.8252290146070769 2.4627571131025694 native-country=Canada -0.9713495201508706 1.5319317816127243 native-country=Germany 0.5118080743026093 0.6757363770587803 native-country=Outlying-US(Guam-USVI-etc) 1.1494207534386405 1.1757224285157557 native-country=India 3.5179547259687443 -0.5596252019345015 native-country=Japan 0.6915733924859733 2.211697588049277 native-country=Greece -1.098660809541374 0.3089755119720104 native-country=South 0.6775845350991266 0.6995612142790489 native-country=China 0.7079609744281214 1.2320485322815888 native-country=Cuba -2.0990718074681802 -1.0254521968052126 native-country=Iran 1.4679381767084236 -0.983346099623221 native-country=Honduras -2.118652578083426 1.8830985145280403 native-country=Philippines -1.9703073004431144 -0.2806073127742957 native-country=Italy 1.1749619761954673 0.5800111747028582 native-country=Poland -1.1729289183126466 -2.0930721826302126 native-country=Jamaica 0.8007490667734031 -0.917334655699744 native-country=Vietnam 0.9641911771196735 -0.8136740594005345 native-country=Mexico -0.5452860649655116 -1.077630630830529 native-country=Portugal -1.1197150125530655 -1.505638719798539 native-country=Ireland -0.4116599715157363 -0.18186083929368646 native-country=France -0.32437160725522507 -3.5866561956924534 native-country=Dominican-Republic 0.6533893264678353 0.39033006240299395 native-country=Laos 1.1690685036795891 -1.0319267077364485 native-country=Ecuador 1.3886215350477118 -3.142492124261823 native-country=Taiwan 1.6330674692095122 1.7696643796577793 native-country=Haiti 4.672105244449162 -0.19360243532247623 native-country=Columbia -0.505841801232389 0.1751832521836796 native-country=Hungary -1.8832168832540417 0.38535434070446645 native-country=Guatemala 1.9957543109812936 0.5011995102430006 native-country=Nicaragua 0.21347874102510533 0.8115950825852672 native-country=Scotland 1.9363759724412646 -1.0586806448726214 native-country=Thailand 1.1826933789598144 1.3985212773342066 native-country=Yugoslavia 0.2578806277665153 -0.8799074367562945 native-country=El-Salvador 1.3377337236904496 0.44777475249044446 native-country=Trinadad&Tobago -0.8584274215573797 2.8905336255031493 native-country=Peru -0.08834704478605265 -0.887629756126939 native-country=Hong -0.13162869438437763 0.6613170127319344 native-country=Holand-Netherlands Hidden Weights: -4.244594942100476 4.244594942100477 -5.9110953994705415 5.911095399470539 >50K <=50K Error sum for iteration 5100 = 714.8541832299641 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.1375855471761567 -2.8810876027569043 age 0.07808862904595715 0.44781570321246816 workclass=Private 0.9488924963982123 0.33096767422193285 workclass=Self-emp-not-inc -0.46349634536082923 0.1277185990736054 workclass=Self-emp-inc -0.12975720815977893 -3.2848475655452565 workclass=Federal-gov 0.5554377957193168 0.6389462405534813 workclass=Local-gov 0.35401852624213515 -0.09999777749461032 workclass=State-gov 0.2777738474951957 0.020459488061558367 workclass=Without-pay 0.47091655636671764 -0.923856576374561 workclass=Never-worked 0.05485583096156356 -0.9589510232365499 fnlwgt 0.41662123761398706 -0.7433750411445612 education=Bachelors 0.6814900730386001 -0.2843687682502757 education=Some-college 1.188452271972786 -1.648586232843613 education=11th 0.21956636575232394 0.5288657056623332 education=HS-grad -0.4430429190538738 -0.2167329241185899 education=Prof-school 0.3660748066012657 -0.4080024474699401 education=Assoc-acdm 0.7000170473152684 -1.0898945261759592 education=Assoc-voc 0.8854304000949743 -2.5189626924384623 education=9th 0.3834346511750848 -0.9580503827030761 education=7th-8th 3.2151139743908863 -1.8770874052164535 education=12th 0.07684302625007627 0.18826705796089138 education=Masters 3.3855209126913546 0.04007215070237191 education=1st-4th -0.4429704809328499 3.095312071486087 education=10th -1.2952554481581993 1.0997822056361606 education=Doctorate -0.3204912209462792 -2.3653044128081397 education=5th-6th 1.1931623389195405 0.47419032222740254 education=Preschool -3.1841455961876415 1.0951472366568462 education-num -1.5456694588802025 -2.5861114196298116 marital-status=Married-civ-spouse 0.5600256678113146 1.6497643711915688 marital-status=Divorced 1.4130413501719934 -0.1801365858891306 marital-status=Never-married 0.39868087838570937 1.09598337800206 marital-status=Separated 0.8028954497092727 -0.597437186008129 marital-status=Widowed 2.7269806991335326 -1.2142634783281239 marital-status=Married-spouse-absent 1.2517477946234534 -0.7103463001234381 marital-status=Married-AF-spouse -0.7000088813173412 0.18321795143221256 occupation=Tech-support -0.17182017884334452 0.5836376685008375 occupation=Craft-repair 0.827873248554307 -0.5155469068971151 occupation=Other-service -0.31987292579637405 0.8146489559000302 occupation=Sales -0.780939644385711 0.10268534718965079 occupation=Exec-managerial -0.15133362993518898 -0.189968888084712 occupation=Prof-specialty 0.857580331138015 -2.2129204961718774 occupation=Handlers-cleaners 0.3535362901456131 0.1036955130335844 occupation=Machine-op-inspct 0.22826309139979983 0.4755354411087493 occupation=Adm-clerical 1.1416113042554563 1.0414715541376254 occupation=Farming-fishing 0.37617327591534105 -0.4190189670217806 occupation=Transport-moving 1.6441612368726948 -0.7517196870339224 occupation=Priv-house-serv -0.2045300229973423 -2.2392028327045685 occupation=Protective-serv 0.6880032949361082 -0.32393938930463034 occupation=Armed-Forces -1.4397672873986582 3.9608822465180857 relationship=Wife 1.2991564358437762 -1.5135742605882383 relationship=Own-child 0.8292580516714074 1.6057987318672553 relationship=Husband 0.07843618765698349 -0.5253002454142558 relationship=Not-in-family 1.463033269190548 -1.95511205028425 relationship=Other-relative 0.9791915401375962 -1.8637797239832514 relationship=Unmarried -0.21235350920015678 -0.5382011149548559 race=White -1.724950234610209 1.8663707838231098 race=Asian-Pac-Islander 1.3886930153416557 -2.2070257549356964 race=Amer-Indian-Eskimo 3.8097797342327775 -0.13634829557292816 race=Other -0.06256792653856473 -0.5707441929687325 race=Black 0.05438394020978837 -1.035552779739807 sex -5.283824569771815 -2.3217622726223066 capital-gain -1.700058749061596 -2.623119523273696 capital-loss -4.975641762055896 5.614456442462527 hours-per-week -0.2050576104021616 -0.45945847731889716 native-country=United-States -2.8092746973486493 -1.2320197856037192 native-country=Cambodia 0.4237578139712355 1.6553022417876357 native-country=England -0.2652009700620107 -0.6680845761039941 native-country=Puerto-Rico -1.8211737403050998 2.4528057842438904 native-country=Canada -0.9835239222487054 1.5577718202267383 native-country=Germany 0.5129857934891351 0.6739100894283999 native-country=Outlying-US(Guam-USVI-etc) 1.1216460693388013 1.2041527623484414 native-country=India 3.540894704515435 -0.5930342081156611 native-country=Japan 0.6587312020913267 2.2360245275068746 native-country=Greece -1.0803904810738594 0.30386584451525167 native-country=South 0.6733157384666895 0.7127023191380383 native-country=China 0.7038486898973361 1.254405722536077 native-country=Cuba -2.095474399333351 -1.0293580002315166 native-country=Iran 1.4811997959807992 -0.995776745734427 native-country=Honduras -2.116044797816892 1.8750357244085234 native-country=Philippines -1.9742877010518471 -0.2950079530664601 native-country=Italy 1.1778202245125233 0.5846394132309322 native-country=Poland -1.1706574277083075 -2.109708586072492 native-country=Jamaica 0.7917867444709623 -0.8909551152785168 native-country=Vietnam 0.9660249461172453 -0.8465270278756759 native-country=Mexico -0.5489371539546024 -1.0890298226684363 native-country=Portugal -1.1156319069222675 -1.5197270519933306 native-country=Ireland -0.42106107656367825 -0.18469361595677447 native-country=France -0.32184422943023533 -3.609279951700437 native-country=Dominican-Republic 0.6619786400147648 0.3976511603587757 native-country=Laos 1.1730741394969477 -1.0336738422131997 native-country=Ecuador 1.3977144929902001 -3.1784800996596214 native-country=Taiwan 1.6399194467742115 1.7708358748038713 native-country=Haiti 4.690790223633137 -0.19515766115215488 native-country=Columbia -0.5049336412235016 0.17309983950852892 native-country=Hungary -1.8943046361380846 0.3843853081555384 native-country=Guatemala 2.0063810159060123 0.5001161386013605 native-country=Nicaragua 0.2214262575114409 0.8126545581622526 native-country=Scotland 1.964447209541341 -1.0808500611907657 native-country=Thailand 1.195983056758853 1.3993817510934472 native-country=Yugoslavia 0.25845923433335377 -0.9106680205456787 native-country=El-Salvador 1.3468478803713186 0.4519979580815022 native-country=Trinadad&Tobago -0.8832508359301546 2.9196723542183576 native-country=Peru -0.08598340252594264 -0.8883662777689242 native-country=Hong -0.130720534375472 0.65923360005678 native-country=Holand-Netherlands Hidden Weights: -4.239581934610199 4.239581934610198 -5.942278333688738 5.942278333688737 >50K <=50K Error sum for iteration 5200 = 714.1169470097681 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.1487547053185496 -2.845730776777673 age 0.08086691182562038 0.44357723212854894 workclass=Private 0.9525126397324242 0.3285344069944415 workclass=Self-emp-not-inc -0.46662689226743514 0.13468230280071905 workclass=Self-emp-inc -0.12520828515899102 -3.3111572384604564 workclass=Federal-gov 0.5577144646014863 0.6379028757040908 workclass=Local-gov 0.35622522530080364 -0.10227073733982997 workclass=State-gov 0.2789243450976143 0.018416503162963158 workclass=Without-pay 0.47181326755012587 -0.9259483775140666 workclass=Never-worked 0.062064987740869625 -0.9937378983309975 fnlwgt 0.418439370401879 -0.743728219563724 education=Bachelors 0.6823735924293751 -0.2805599391543458 education=Some-college 1.1856462360215443 -1.657269308089673 education=11th 0.21857661254868535 0.5405689393480069 education=HS-grad -0.44366842414946567 -0.21561921630320616 education=Prof-school 0.3627220273367387 -0.38951737016426063 education=Assoc-acdm 0.7013640680746334 -1.0993079406507316 education=Assoc-voc 0.8854766315487066 -2.5336290730486244 education=9th 0.3771572856463295 -0.964995394573323 education=7th-8th 3.2278973594238236 -1.9045585174262099 education=12th 0.07698750651591303 0.19038170582721456 education=Masters 3.408372697187839 0.04236608841118144 education=1st-4th -0.44732518092512774 3.120063711967756 education=10th -1.3005844672060751 1.0983258645132405 education=Doctorate -0.31812809088969546 -2.4089702681774496 education=5th-6th 1.1961808811617975 0.47237039024210503 education=Preschool -3.1944499429865094 1.1134305864857648 education-num -1.5485583048459355 -2.6153095288055566 marital-status=Married-civ-spouse 0.5488261028868405 1.6814653212148956 marital-status=Divorced 1.4161222144896133 -0.16903218169325812 marital-status=Never-married 0.39972647318083643 1.1115935876879959 marital-status=Separated 0.8084710235230318 -0.6297874998090962 marital-status=Widowed 2.74259278952108 -1.2373717320201614 marital-status=Married-spouse-absent 1.2539727499508961 -0.7154822044524815 marital-status=Married-AF-spouse -0.7027816732435866 0.18967322534629474 occupation=Tech-support -0.16858002720054582 0.5688198022349946 occupation=Craft-repair 0.8254665039561375 -0.5123429202985865 occupation=Other-service -0.3187855596816936 0.8123014638063928 occupation=Sales -0.7806005194162022 0.09870854011346494 occupation=Exec-managerial -0.15319886972004002 -0.18363727933451732 occupation=Prof-specialty 0.8578630337599564 -2.225540589913239 occupation=Handlers-cleaners 0.35445626364786725 0.09921319890780757 occupation=Machine-op-inspct 0.22953676359133168 0.47164162896690404 occupation=Adm-clerical 1.1415285420670256 1.04561133325932 occupation=Farming-fishing 0.3786188407675035 -0.4345901976457756 occupation=Transport-moving 1.6525531182873103 -0.75084141790966 occupation=Priv-house-serv -0.2036745532014672 -2.246619817907368 occupation=Protective-serv 0.6960225723637099 -0.3258413306112041 occupation=Armed-Forces -1.4399791524986802 3.9943297070895785 relationship=Wife 1.3044169632486582 -1.5423133822599784 relationship=Own-child 0.8338461252545925 1.6076450633378405 relationship=Husband 0.07414504384182513 -0.5326041588243383 relationship=Not-in-family 1.4671161265802377 -1.966104049315748 relationship=Other-relative 0.9823170472428449 -1.8813236978651844 relationship=Unmarried -0.22053918555364468 -0.5227984955696036 race=White -1.7306943008755162 1.8790194844639745 race=Asian-Pac-Islander 1.3884293544484962 -2.2208102955760847 race=Amer-Indian-Eskimo 3.8435423450289505 -0.19098806675965505 race=Other -0.07047988843842444 -0.557564615981342 race=Black 0.04708163837303794 -1.0070550943257168 sex -5.298310720424165 -2.3493593877032937 capital-gain -1.6985948233743473 -2.645514729865103 capital-loss -4.9894604724522456 5.631918482182018 hours-per-week -0.203767465859845 -0.4624937092004282 native-country=United-States -2.8138338009894848 -1.2470123483534226 native-country=Cambodia 0.41706437320524187 1.6788766453616515 native-country=England -0.26773913674328004 -0.6769871577663725 native-country=Puerto-Rico -1.8164983683932945 2.441952084431076 native-country=Canada -0.9962491770016129 1.584185127015867 native-country=Germany 0.514165872027183 0.6720908584280835 native-country=Outlying-US(Guam-USVI-etc) 1.0945418120642578 1.2318585451987634 native-country=India 3.563231556620894 -0.6260064644322241 native-country=Japan 0.623517852613818 2.2608157637930404 native-country=Greece -1.061775697492026 0.2988361647823795 native-country=South 0.6688341469504938 0.7258985761455236 native-country=China 0.7002607451130776 1.2758429228969492 native-country=Cuba -2.091597044868115 -1.0330984829139755 native-country=Iran 1.4940738836991907 -1.0083846082527974 native-country=Honduras -2.112052750044803 1.8662941529450463 native-country=Philippines -1.9778264720220726 -0.3096244834028733 native-country=Italy 1.1805531813403687 0.5894002677381632 native-country=Poland -1.1683564446137444 -2.126230178040778 native-country=Jamaica 0.7827056021128718 -0.8651872682102539 native-country=Vietnam 0.9679722109707127 -0.879750116999277 native-country=Mexico -0.5526700510546304 -1.1001539962889921 native-country=Portugal -1.1113485039068693 -1.533532758160535 native-country=Ireland -0.43018078697489504 -0.18748754097849293 native-country=France -0.3192498350605416 -3.6314275857940026 native-country=Dominican-Republic 0.6709454265050699 0.40534567633615187 native-country=Laos 1.177050765672949 -1.035442504306517 native-country=Ecuador 1.4058714733024746 -3.213279916340351 native-country=Taiwan 1.6464838824249959 1.7717927773137685 native-country=Haiti 4.7091058635011285 -0.19675630301721406 native-country=Columbia -0.5040369300400462 0.1710080383690035 native-country=Hungary -1.9051061340336164 0.3833828474270501 native-country=Guatemala 2.0168666668365987 0.49899533692894654 native-country=Nicaragua 0.22927431167147938 0.8137376559084984 native-country=Scotland 1.9917929549200748 -1.1018018850813023 native-country=Thailand 1.209094297114365 1.4002879083600825 native-country=Yugoslavia 0.25926295085468687 -0.9409996707864078 native-country=El-Salvador 1.3557633682985888 0.45606565146435435 native-country=Trinadad&Tobago -0.90747697307784 2.9482530964149567 native-country=Peru -0.08362479869565917 -0.8891152615255933 native-country=Hong -0.12982382319204655 0.6571417989172744 native-country=Holand-Netherlands Hidden Weights: -4.234723939234941 4.23472393923494 -5.973206192849895 5.973206192849893 >50K <=50K Error sum for iteration 5300 = 713.394721228382 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.1599238954288014 -2.8102921827856058 age 0.08361168845845879 0.4394237311437091 workclass=Private 0.9560577032064773 0.3260852808845412 workclass=Self-emp-not-inc -0.469815445901882 0.14146316036931575 workclass=Self-emp-inc -0.12063653363759196 -3.336893101740147 workclass=Federal-gov 0.5599187369982849 0.6368477274798785 workclass=Local-gov 0.3584875248686193 -0.10508753448747281 workclass=State-gov 0.28006223760627286 0.016364132903774663 workclass=Without-pay 0.4726984343812767 -0.9280471740765538 workclass=Never-worked 0.06891440407956248 -1.0275562090378 fnlwgt 0.42029235727771985 -0.7439202069034254 education=Bachelors 0.683372048923111 -0.2771155106314057 education=Some-college 1.182921768030299 -1.666130409172676 education=11th 0.21771331906106914 0.5521390884708571 education=HS-grad -0.44455692685529236 -0.21400055858620118 education=Prof-school 0.3593686104261881 -0.37108358160696014 education=Assoc-acdm 0.7028252140347017 -1.1095560476279833 education=Assoc-voc 0.8856926078791834 -2.5479208664420168 education=9th 0.3707159174093721 -0.9723024104909844 education=7th-8th 3.2401548119379897 -1.9319735884450788 education=12th 0.07714036298196672 0.1927345208997455 education=Masters 3.4305922265322883 0.04438550736709175 education=1st-4th -0.4513260860197821 3.144566879529237 education=10th -1.3055832109627066 1.0963849378171038 education=Doctorate -0.3157832352366611 -2.451199551959152 education=5th-6th 1.1991923236546758 0.4705421334409704 education=Preschool -3.2044247957463163 1.1312324497102657 education-num -1.551871555387872 -2.643191826197682 marital-status=Married-civ-spouse 0.5375688052305767 1.713113182973042 marital-status=Divorced 1.4193529041303452 -0.15807462699572833 marital-status=Never-married 0.4010693075024525 1.1267980749364919 marital-status=Separated 0.8142076098868614 -0.6630224088626849 marital-status=Widowed 2.7579597151110264 -1.2603129681994163 marital-status=Married-spouse-absent 1.2561437646999987 -0.7207156139688106 marital-status=Married-AF-spouse -0.7055415133975911 0.19623600034890973 occupation=Tech-support -0.16531322199159548 0.5535343555598352 occupation=Craft-repair 0.8228674032814739 -0.5088983017451324 occupation=Other-service -0.31774008450923147 0.809988632086215 occupation=Sales -0.7802106124455745 0.09443583281820213 occupation=Exec-managerial -0.15513332734395885 -0.17717145516133728 occupation=Prof-specialty 0.8580793897343094 -2.237838937575112 occupation=Handlers-cleaners 0.3552342836635767 0.095001101958558 occupation=Machine-op-inspct 0.23079129737936552 0.46765869734708465 occupation=Adm-clerical 1.1418291346046991 1.0488945513911287 occupation=Farming-fishing 0.381042229311977 -0.45054732712774836 occupation=Transport-moving 1.6609073866573054 -0.749969900942245 occupation=Priv-house-serv -0.2028514066485097 -2.253186317524009 occupation=Protective-serv 0.7039371479661745 -0.3277548167938256 occupation=Armed-Forces -1.4397562161739295 4.027197152779512 relationship=Wife 1.3095573685253372 -1.570800010261729 relationship=Own-child 0.8387355615813651 1.6089039994423675 relationship=Husband 0.06950697221439353 -0.5392524024708674 relationship=Not-in-family 1.4712010808665532 -1.9779589837514546 relationship=Other-relative 0.9850097222915962 -1.89784342545023 relationship=Unmarried -0.2286795322728269 -0.5076461623406344 race=White -1.7358186774759397 1.890687631623267 race=Asian-Pac-Islander 1.388054672082316 -2.233838740935669 race=Amer-Indian-Eskimo 3.8764714442917754 -0.24468555580824758 race=Other -0.07826241321087964 -0.5449435172734025 race=Black 0.039672664254455536 -0.9785407469201775 sex -5.312453815848828 -2.37727552475851 capital-gain -1.6972208571942202 -2.6665979563535083 capital-loss -5.003134414563235 5.649827324765553 hours-per-week -0.20228212506294327 -0.4657761493367979 native-country=United-States -2.818241643039109 -1.2623835477931984 native-country=Cambodia 0.4102290608856311 1.7020681367337949 native-country=England -0.27003548017212736 -0.6860885485423575 native-country=Puerto-Rico -1.811242944171068 2.4303332723598623 native-country=Canada -1.0095262401904803 1.6111009902576312 native-country=Germany 0.5153459100158935 0.67027732167569 native-country=Outlying-US(Guam-USVI-etc) 1.0681590067446454 1.2588643856884552 native-country=India 3.5849806150239147 -0.6585297427753114 native-country=Japan 0.5857377332787203 2.286130385271439 native-country=Greece -1.0428589272800273 0.29386321921254516 native-country=South 0.6641330079648069 0.7391648744768052 native-country=China 0.6972004780396716 1.2963949642661958 native-country=Cuba -2.0874313458765976 -1.036676911980622 native-country=Iran 1.506575911531608 -1.0211877527854039 native-country=Honduras -2.106642731879694 1.8568039403668681 native-country=Philippines -1.9809164453692147 -0.32451448021841045 native-country=Italy 1.1831816904383805 0.5942901706040998 native-country=Poland -1.166023866959243 -2.142636166029706 native-country=Jamaica 0.773526675757664 -0.8400252377417755 native-country=Vietnam 0.9700658857862035 -0.9131514634315342 native-country=Mexico -0.5564872518628261 -1.1110107988054863 native-country=Portugal -1.1068477157977488 -1.5470695111898551 native-country=Ireland -0.43902588692811173 -0.1902420129926569 native-country=France -0.31658761498867355 -3.6531233268312566 native-country=Dominican-Republic 0.680288744884422 0.41340507653290554 native-country=Laos 1.1810005948673516 -1.0372313787137422 native-country=Ecuador 1.4131436884108504 -3.24694205308661 native-country=Taiwan 1.652777752876008 1.7725499595124758 native-country=Haiti 4.727076793132626 -0.19839539293316147 native-country=Columbia -0.5031517632088787 0.16890924180653313 native-country=Hungary -1.9156282728600655 0.38234790911477096 native-country=Guatemala 2.027218045422989 0.49783898443594515 native-country=Nicaragua 0.23702659861808967 0.8148462063588758 native-country=Scotland 2.0183625606895506 -1.1215513285934715 native-country=Thailand 1.2220369291048023 1.4012447502819443 native-country=Yugoslavia 0.26029808423035306 -0.9709160583386399 native-country=El-Salvador 1.3644897585393159 0.45998523943887776 native-country=Trinadad&Tobago -0.9311254981782605 2.9763131455460266 native-country=Peru -0.08126893757625606 -0.8898746894120543 native-country=Hong -0.12893865636091129 0.6550430023547872 native-country=Holand-Netherlands Hidden Weights: -4.230007668535855 4.230007668535855 -6.00393599794317 6.003935997943168 >50K <=50K Error sum for iteration 5400 = 712.6833773248051 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.1711102680087997 -2.7748112435809356 age 0.086321981636232 0.43537564037671606 workclass=Private 0.9595310048956402 0.32362908364081966 workclass=Self-emp-not-inc -0.47304304823338367 0.14800109361604719 workclass=Self-emp-inc -0.11606600495251548 -3.3620924077476286 workclass=Federal-gov 0.562060845387823 0.6357873718645783 workclass=Local-gov 0.36079245449885017 -0.10835507596033465 workclass=State-gov 0.2811870448399238 0.014304680484416894 workclass=Without-pay 0.47357165881287594 -0.9301507080951504 workclass=Never-worked 0.07541498676810171 -1.0604522071423543 fnlwgt 0.42218307812012446 -0.7440053916293884 education=Bachelors 0.684481289033194 -0.2740056409235573 education=Some-college 1.1802845830968993 -1.6751463578226702 education=11th 0.21698086585317497 0.5635776847731427 education=HS-grad -0.44573243920797806 -0.2118668738531052 education=Prof-school 0.3560262158377773 -0.35276009581404266 education=Assoc-acdm 0.7043934637101563 -1.1205808706735014 education=Assoc-voc 0.8860775913981492 -2.5618535186651807 education=9th 0.3640862480000474 -0.9799982410048684 education=7th-8th 3.251892513631446 -1.9593184881345476 education=12th 0.07729797803877664 0.1953325363233138 education=Masters 3.452201142057321 0.04614174829545096 education=1st-4th -0.45498243322835435 3.1689007769678583 education=10th -1.3102452399802402 1.094003774864235 education=Doctorate -0.31345395265619846 -2.492062377811165 education=5th-6th 1.2021985917279943 0.4687068543208048 education=Preschool -3.2140845519112604 1.1485931509172906 education-num -1.555615678436796 -2.669793038910103 marital-status=Married-civ-spouse 0.526313489505659 1.7446383505952272 marital-status=Divorced 1.422710974084458 -0.1472447020471886 marital-status=Never-married 0.4026900437634643 1.1416598416503667 marital-status=Separated 0.8200753212631473 -0.6970872786907882 marital-status=Widowed 2.7730865167493963 -1.283093126155162 marital-status=Married-spouse-absent 1.2582682507180196 -0.7260392430362915 marital-status=Married-AF-spouse -0.7082892767067553 0.20292240632609992 occupation=Tech-support -0.16203063027954237 0.5378508531483696 occupation=Craft-repair 0.8200866235881262 -0.5052062482751114 occupation=Other-service -0.316733103858406 0.8077197623522757 occupation=Sales -0.7797798577619091 0.08986908981792625 occupation=Exec-managerial -0.15713022000279156 -0.17062827651632226 occupation=Prof-specialty 0.8582266973285342 -2.2498606347191368 occupation=Handlers-cleaners 0.35588249615607315 0.09101353397770902 occupation=Machine-op-inspct 0.23203126573696067 0.46358244784850133 occupation=Adm-clerical 1.142499700623095 1.0513909619126518 occupation=Farming-fishing 0.3834410022576914 -0.4668704994014448 occupation=Transport-moving 1.6692283507274948 -0.7491033531911218 occupation=Priv-house-serv -0.20207167846934265 -2.2588981650434006 occupation=Protective-serv 0.7117476744185443 -0.3296775120056321 occupation=Armed-Forces -1.4391092162543588 4.059503144478562 relationship=Wife 1.3145783901244479 -1.5990308389471624 relationship=Own-child 0.8439088461789539 1.6096743618621303 relationship=Husband 0.06456226450550202 -0.5453099733842349 relationship=Not-in-family 1.4752679234731847 -1.9906640790074923 relationship=Other-relative 0.9872714233202685 -1.913375760974371 relationship=Unmarried -0.23676383330372705 -0.49281019482519217 race=White -1.7403418829137682 1.9013868697524048 race=Asian-Pac-Islander 1.3875720304734864 -2.246132696367889 race=Amer-Indian-Eskimo 3.908563606721403 -0.2973106186821492 race=Other -0.08591250995216577 -0.5329056468536656 race=Black 0.032179891031583786 -0.9501692510686855 sex -5.326262929074703 -2.405531922245396 capital-gain -1.6959547581093173 -2.68643769762204 capital-loss -5.0166462656233515 5.6682453855033845 hours-per-week -0.20058875519852742 -0.46934341708265837 native-country=United-States -2.8225558646451905 -1.2781303791724812 native-country=Cambodia 0.40330368507461767 1.7248192719823 native-country=England -0.27208544825541037 -0.6953885231019157 native-country=Puerto-Rico -1.8054428146877741 2.418088515182505 native-country=Canada -1.0233347193743842 1.6384192405142082 native-country=Germany 0.5165235535938606 0.6684693836143191 native-country=Outlying-US(Guam-USVI-etc) 1.04253772946022 1.2852069637507344 native-country=India 3.6061578024910665 -0.6905900927878916 native-country=Japan 0.5451692800108787 2.3120415080394587 native-country=Greece -1.0236812595094231 0.28892527772610577 native-country=South 0.6592115391049449 0.7525103062266405 native-country=China 0.694671838312924 1.316098375150334 native-country=Cuba -2.0829774306092546 -1.040097546894138 native-country=Iran 1.518720743550499 -1.0342035045466165 native-country=Honduras -2.0997834123125134 1.8464983243873834 native-country=Philippines -1.98354914914669 -0.33972704242682483 native-country=Italy 1.1857277586315085 0.5993072323064799 native-country=Poland -1.1636557885910912 -2.1589258440731864 native-country=Jamaica 0.7642698720197444 -0.8154578509194763 native-country=Vietnam 0.9723386536424216 -0.9465500806152235 native-country=Mexico -0.5603913643484588 -1.121608319269759 native-country=Portugal -1.102118281753989 -1.5603491712450681 native-country=Ireland -0.44760257533677267 -0.1929553951888454 native-country=France -0.31385840904894036 -3.6743905684664027 native-country=Dominican-Republic 0.6900044182178027 0.42181815780161086 native-country=Laos 1.184925708408915 -1.0390382611834021 native-country=Ecuador 1.4195823343768477 -3.2795119501784793 native-country=Taiwan 1.6588173704082652 1.773123195285705 native-country=Haiti 4.7447268341547 -0.20007124473779167 native-country=Columbia -0.502278538777305 0.16680570778792597 native-country=Hungary -1.925877288369163 0.38128254047050364 native-country=Guatemala 2.0374415768400764 0.4966498667047053 native-country=Nicaragua 0.244686424354074 0.8159826459235974 native-country=Scotland 2.0441127630258245 -1.1401079989329 native-country=Thailand 1.2348198947257802 1.4022575165727034 native-country=Yugoslavia 0.2615714657454852 -1.0004290588122708 native-country=El-Salvador 1.373035818320988 0.46376472253193357 native-country=Trinadad&Tobago -0.9542160403421777 3.0038856177374385 native-country=Peru -0.0789143166051936 -0.8906421305443674 native-country=Hong -0.1280654319293098 0.6529394683361905 native-country=Holand-Netherlands Hidden Weights: -4.2254175696844865 4.225417569684487 -6.034521648372881 6.03452164837288 >50K <=50K Error sum for iteration 5500 = 711.9773511068042 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.1823199933231532 -2.7393804972714952 age 0.0889958330502255 0.43145490867715325 workclass=Private 0.9629344337509178 0.32117900051671133 workclass=Self-emp-not-inc -0.4762839992731146 0.15422541659929115 workclass=Self-emp-inc -0.1115281295111197 -3.3867871538558356 workclass=Federal-gov 0.5641502966210445 0.6347358454877781 workclass=Local-gov 0.36312557553588337 -0.11197487415093653 workclass=State-gov 0.28229793506921314 0.012241414970934558 workclass=Without-pay 0.4744321699575646 -0.9322557632971069 workclass=Never-worked 0.08157343657162715 -1.0924638338003758 fnlwgt 0.42411436942439135 -0.7440458054970887 education=Bachelors 0.6856960315379644 -0.27119374315458133 education=Some-college 1.1777445587083495 -1.6842862566380261 education=11th 0.21638370746487368 0.5748847743743848 education=HS-grad -0.44722158766088876 -0.20920379488185445 education=Prof-school 0.3527130181313914 -0.33462658278827806 education=Assoc-acdm 0.7060608894544785 -1.1323123748657355 education=Assoc-voc 0.8866278016519081 -2.5754404170415817 education=9th 0.35724059384859314 -0.9881098477847992 education=7th-8th 3.2631173837120477 -1.9865742650143006 education=12th 0.07745881938659847 0.198175788703637 education=Masters 3.4732213974947297 0.0476478640380443 education=1st-4th -0.4582998855309384 3.1931382369932484 education=10th -1.3145708944020196 1.0912485608772213 education=Doctorate -0.31114554329152844 -2.5316248727837785 education=5th-6th 1.205201102975296 0.46686692982883404 education=Preschool -3.2234431528810163 1.1655585694928765 education-num -1.5597985557163307 -2.6951367091671083 marital-status=Married-civ-spouse 0.5151377554844923 1.7759533991163856 marital-status=Divorced 1.4261689938536701 -0.1365208894156232 marital-status=Never-married 0.4045634054851285 1.1562485830102036 marital-status=Separated 0.8260383044383045 -0.7319211176089677 marital-status=Widowed 2.787973648488817 -1.3057135172136656 marital-status=Married-spouse-absent 1.260353032783933 -0.7314447733447123 marital-status=Married-AF-spouse -0.7110260313244725 0.20974408904192546 occupation=Tech-support -0.1587458282996907 0.5218537120393631 occupation=Craft-repair 0.817138834302894 -0.5012671433042407 occupation=Other-service -0.3157642363563241 0.8055099984280739 occupation=Sales -0.7793220079360909 0.08501729795871085 occupation=Exec-managerial -0.15917994399984695 -0.16407808968623014 occupation=Prof-specialty 0.8583013918281558 -2.261648968682133 occupation=Handlers-cleaners 0.3564145014342906 0.08720280717561707 occupation=Machine-op-inspct 0.2332613685329403 0.4594068537575229 occupation=Adm-clerical 1.1435284659061637 1.0531713598902257 occupation=Farming-fishing 0.38580974600222173 -0.48352006231376676 occupation=Transport-moving 1.6775189228109337 -0.7482401030357371 occupation=Priv-house-serv -0.20134915429683403 -2.2637524529505675 occupation=Protective-serv 0.7194542603367728 -0.3316061465305948 occupation=Armed-Forces -1.4380517680673526 4.091251989834982 relationship=Wife 1.3194774366132171 -1.6269880025901389 relationship=Own-child 0.8493424799063299 1.610068591730664 relationship=Husband 0.059358129827489885 -0.5508453500346968 relationship=Not-in-family 1.4792961451280073 -2.004199591262625 relationship=Other-relative 0.9891043639661063 -1.9279615564784123 relationship=Unmarried -0.24478137877270928 -0.47835050350539154 race=White -1.7442856711585364 1.9111415154910811 race=Asian-Pac-Islander 1.3869788383241288 -2.257713794730939 race=Amer-Indian-Eskimo 3.9398210154239925 -0.34875691718991786 race=Other -0.09342874791043941 -0.5214583046669309 race=Black 0.0246371190739201 -0.9221319517268234 sex -5.339743601254893 -2.434144570878557 capital-gain -1.6948209070657267 -2.7051002995424165 capital-loss -5.029966896837255 5.687209310367714 hours-per-week -0.19867622440452007 -0.47322471751278594 native-country=United-States -2.826836123818841 -1.2942425086116023 native-country=Cambodia 0.3963470067948596 1.7470779623250428 native-country=England -0.27388341242675546 -0.70488363341172 native-country=Puerto-Rico -1.7991289495504523 2.4053579664485683 native-country=Canada -1.0376287148588224 1.6660106441585478 native-country=Germany 0.5176965370636133 0.6666684421815502 native-country=Outlying-US(Guam-USVI-etc) 1.0177094970459704 1.31093096239973 native-country=India 3.6267793903368974 -0.7221715588139321 native-country=Japan 0.5015612509517271 2.3386385152679767 native-country=Greece -1.0042831386997289 0.28400162063857187 native-country=South 0.6540754579293347 0.7659382642831313 native-country=China 0.6926792675712761 1.3349913773519664 native-country=Cuba -2.078245392264318 -1.043365960143689 native-country=Iran 1.530522881913847 -1.0474479320704095 native-country=Honduras -2.0914499944467524 1.8353160475014867 native-country=Philippines -1.9857152312354691 -0.35530022786504245 native-country=Italy 1.1882149589740378 0.6044513685087591 native-country=Poland -1.1612466329642148 -2.1750985320459493 native-country=Jamaica 0.7549555953650393 -0.791469705393748 native-country=Vietnam 0.9748216346893471 -0.9797792259906128 native-country=Mexico -0.564384862332942 -1.1319550865579688 native-country=Portugal -1.0971558790136462 -1.5733818636179935 native-country=Ireland -0.4559166585878404 -0.19562494826480673 native-country=France -0.3110648721910026 -3.6952519562334296 native-country=Dominican-Republic 0.700084343305604 0.4305707315940559 native-country=Laos 1.1888280209285347 -1.0408599461936436 native-country=Ecuador 1.425238729199307 -3.3110293166844507 native-country=Taiwan 1.6646186128249998 1.773529483554826 native-country=Haiti 4.7620791696569285 -0.2017793043388141 native-country=Columbia -0.5014180276326069 0.1647006525859572 native-country=Hungary -1.9358587745502263 0.38018995449712534 native-country=Guatemala 2.047543263647984 0.49543178844289165 native-country=Nicaragua 0.2522566325682963 0.8171500253098333 native-country=Scotland 2.069008179058955 -1.157477158931122 native-country=Thailand 1.247451175836092 1.4033316634390327 native-country=Yugoslavia 0.26309021984232367 -1.0295485102896684 native-country=El-Salvador 1.3814094930889795 0.46741285077836414 native-country=Trinadad&Tobago -0.9767680013580637 3.030999726222221 native-country=Peru -0.0765602857523391 -0.891414614696426 native-country=Hong -0.12720492078460466 0.6508344131342341 native-country=Holand-Netherlands Hidden Weights: -4.220935820484414 4.220935820484415 -6.065013618881367 6.0650136188813715 >50K <=50K Error sum for iteration 5600 = 711.2725298277119 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.1935472720594835 -2.7041446332652885 age 0.09163055486426647 0.4276829245128942 workclass=Private 0.966268277248173 0.3187515303144966 workclass=Self-emp-not-inc -0.47950756501455083 0.16006069351107297 workclass=Self-emp-inc -0.10706070906964978 -3.411003892360378 workclass=Federal-gov 0.5661953697941229 0.6337142185497576 workclass=Local-gov 0.3654712222127558 -0.11584510225079797 workclass=State-gov 0.2833936662455689 0.010178599840570625 workclass=Without-pay 0.4752787613600697 -0.9343581357056202 workclass=Never-worked 0.08739265434096766 -1.1236199473016417 fnlwgt 0.4260886607406571 -0.7441086487729326 education=Bachelors 0.6870096892825505 -0.26863528196750314 education=Some-college 1.1753153171643647 -1.6935119286588218 education=11th 0.21592594786433755 0.5860598076626028 education=HS-grad -0.4490522911439149 -0.20599452803097018 education=Prof-school 0.349453197307634 -0.31677964135645625 education=Assoc-acdm 0.7078183457146099 -1.1446677609553624 education=Assoc-voc 0.8873362438348105 -2.588692955487523 education=9th 0.3501468091568023 -0.9966648156905604 education=7th-8th 3.2738373119423745 -2.0137169090227967 education=12th 0.07762384155089623 0.2012558130927031 education=Masters 3.493675300147566 0.04891866092275937 education=1st-4th -0.46128103113267876 3.2173438311506026 education=10th -1.3185674435523465 1.088204812847174 education=Doctorate -0.3088706223816714 -2.5699490447167146 education=5th-6th 1.2082006800695932 0.46502584554536847 education=Preschool -3.232513654949379 1.182180219763816 education-num -1.5644280388178085 -2.719237687474347 marital-status=Married-civ-spouse 0.5041336678634196 1.8069586655293988 marital-status=Divorced 1.4296955206608732 -0.12588078445926998 marital-status=Never-married 0.4066582994595354 1.1706384510021102 marital-status=Separated 0.8320554468117578 -0.7674559690706617 marital-status=Widowed 2.8026163405383357 -1.328170444368683 marital-status=Married-spouse-absent 1.2624042193395588 -0.7369228419098928 marital-status=Married-AF-spouse -0.7137532037434823 0.2167069196393008 occupation=Tech-support -0.15547499878760263 0.5056408292644574 occupation=Craft-repair 0.814042533129282 -0.49708920049470545 occupation=Other-service -0.3148362000620418 0.8033794958201915 occupation=Sales -0.778854753665573 0.07989814179749233 occupation=Exec-managerial -0.16127035265623363 -0.15760249132384269 occupation=Prof-specialty 0.8582993066722212 -2.273245007670064 occupation=Handlers-cleaners 0.3568452908156625 0.08351929561527083 occupation=Machine-op-inspct 0.23448615038743406 0.45512424581929206 occupation=Adm-clerical 1.1449040823906416 1.054307922114679 occupation=Farming-fishing 0.38813988872181276 -0.5004355856445682 occupation=Transport-moving 1.685780984798888 -0.7473783243890856 occupation=Priv-house-serv -0.2006998689213836 -2.267748799092053 occupation=Protective-serv 0.7270564407167659 -0.3335364826551683 occupation=Armed-Forces -1.4366003277409682 4.122434433013549 relationship=Wife 1.324247968134474 -1.6546391821551192 relationship=Own-child 0.8550065822716174 1.6102097093420658 relationship=Husband 0.05394714920644757 -0.5559282417831951 relationship=Not-in-family 1.4832657578534918 -2.0185380962233825 relationship=Other-relative 0.9905119372837536 -1.941645754712791 relationship=Unmarried -0.25272132121682717 -0.4643197763182673 race=White -1.747675168891481 1.9199878429074209 race=Asian-Pac-Islander 1.3862670674939088 -2.268604206067154 race=Amer-Indian-Eskimo 3.970250171020787 -0.3989417304959684 race=Other -0.10081100426736733 -0.5105909759385407 race=Black 0.01708920267844514 -0.8946451689716539 sex -5.352896994994592 -2.4631229958005827 capital-gain -1.6938491874516317 -2.72265029245798 capital-loss -5.0430568603848265 5.70672785477658 hours-per-week -0.19653443938107606 -0.47744083765286216 native-country=United-States -2.831142487836718 -1.3107009361993627 native-country=Cambodia 0.38942441241626646 1.7687994456275877 native-country=England -0.27542245166284707 -0.7145668492499662 native-country=Puerto-Rico -1.7923284929478038 2.392281073406978 native-country=Canada -1.0523337802795338 1.6937195371377205 native-country=Germany 0.5188627192622894 0.6648775368366364 native-country=Outlying-US(Guam-USVI-etc) 0.9936996414498772 1.3360850408806981 native-country=India 3.6468617900923044 -0.7532560988837854 native-country=Japan 0.45462756451608827 2.3660287350842983 native-country=Greece -0.9847047942527412 0.27907226138822433 native-country=South 0.6487375965533926 0.7794467708475086 native-country=China 0.6912275043670922 1.353113595989275 native-country=Cuba -2.073256029747585 -1.0464892686396061 native-country=Iran 1.5419966902500821 -1.060935326886051 native-country=Honduras -2.0816286787377862 1.8232031004181795 native-country=Philippines -1.9874045823540416 -0.37125902056120735 native-country=Italy 1.1906687493224313 0.6097243775038825 native-country=Poland -1.1587892294454551 -2.1911535657501995 native-country=Jamaica 0.7456062770857694 -0.7680420136739606 native-country=Vietnam 0.9775434660565844 -1.0126890000322202 native-country=Mexico -0.5684697901673685 -1.1420601016731748 native-country=Portugal -1.0919637780501403 -1.5861760749415452 native-country=Ireland -0.46397372593296415 -0.1982468308822994 native-country=France -0.308211346090804 -3.7157294787134165 native-country=Dominican-Republic 0.7105158813329041 0.439645390259744 native-country=Laos 1.192709258108617 -1.0426921786253822 native-country=Ecuador 1.430164706069648 -3.341528035248244 native-country=Taiwan 1.6701970768341914 1.7737872262544656 native-country=Haiti 4.779156482895399 -0.20351406569072253 native-country=Columbia -0.5005714362300546 0.16259828017745775 native-country=Hungary -1.945577684973863 0.3790745387358899 native-country=Guatemala 2.0575286260638803 0.49418962212864836 native-country=Nicaragua 0.259739546562696 0.8183519776113823 native-country=Scotland 2.0930213979613694 -1.1736617684435529 native-country=Thailand 1.2599377393576832 1.4044727956363823 native-country=Yugoslavia 0.2648617191006797 -1.0582820767319465 native-country=El-Salvador 1.389617898422626 0.47093921629478824 native-country=Trinadad&Tobago -0.9988004004488488 3.057681023153791 native-country=Peru -0.07420708571620759 -0.892188552680627 native-country=Hong -0.1263583293821017 0.6487320407257208 native-country=Holand-Netherlands Hidden Weights: -4.216542683409 4.216542683409001 -6.095458419461007 6.095458419461007 >50K <=50K Error sum for iteration 5700 = 710.5618708092824 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.2047739156458281 -2.6692950745006025 age 0.09422311139402156 0.42407800103353727 workclass=Private 0.9695310861266601 0.3163646278888061 workclass=Self-emp-not-inc -0.48268083833122244 0.16543473527985872 workclass=Self-emp-inc -0.10270583458715771 -3.43476368455244 workclass=Federal-gov 0.5682025896037216 0.6327491640654394 workclass=Local-gov 0.36781297723103545 -0.11986377513102936 workclass=State-gov 0.2844725486355703 0.008121424870771643 workclass=Without-pay 0.476109749612861 -0.936452700949803 workclass=Never-worked 0.09287261672475165 -1.1539408081164806 fnlwgt 0.428107662799795 -0.7442625588732168 education=Bachelors 0.6884143551370606 -0.26627709203197686 education=Some-college 1.173013283034614 -1.7027790350266405 education=11th 0.21561094492035662 0.597102543705303 education=HS-grad -0.45125204090463666 -0.20222205123217882 education=Prof-school 0.3462756381608057 -0.2993264231965166 education=Assoc-acdm 0.7096553457546763 -1.1575520919236608 education=Assoc-voc 0.8881928328002713 -2.6016206474712873 education=9th 0.3427668497194705 -1.0056921543616966 education=7th-8th 3.284061376645441 -2.040717535345399 education=12th 0.07779685475149715 0.2045544637338543 education=Masters 3.513585550466443 0.049970606330818464 education=1st-4th -0.46392599521859856 3.241571906533787 education=10th -1.3222488088029822 1.0849722878843457 education=Doctorate -0.30664766079049155 -2.607092656888902 education=5th-6th 1.2111974861590555 0.4631881288646155 education=Preschool -3.241307656545296 1.1985148047577099 education-num -1.569510053338677 -2.7421057210616655 marital-status=Married-civ-spouse 0.4934016836928175 1.8375503647256304 marital-status=Divorced 1.433256911112188 -0.11530352805238225 marital-status=Never-married 0.40893843384677375 1.184904964336781 marital-status=Separated 0.8380818540111867 -0.8036167614183611 marital-status=Widowed 2.8170043881659006 -1.3504552488892867 marital-status=Married-spouse-absent 1.2644270621576112 -0.742463159054857 marital-status=Married-AF-spouse -0.7164727630815276 0.2238099942613486 occupation=Tech-support -0.15223661921118326 0.48932091938771366 occupation=Craft-repair 0.8108194725704905 -0.49268855859515664 occupation=Other-service -0.3139545671693274 0.8013516302694154 occupation=Sales -0.7783994343464071 0.07453870827092479 occupation=Exec-managerial -0.16338745923404635 -0.15129012833945635 occupation=Prof-specialty 0.8582161452739805 -2.2846873078492904 occupation=Handlers-cleaners 0.3571909237549295 0.07991187618454139 occupation=Machine-op-inspct 0.23570958564807631 0.4507257180283272 occupation=Adm-clerical 1.1466143629687595 1.0548740839095656 occupation=Farming-fishing 0.39041972705170674 -0.5175366343366533 occupation=Transport-moving 1.6940157682513355 -0.7465158570958744 occupation=Priv-house-serv -0.20014127651325014 -2.27089054454868 occupation=Protective-serv 0.7345531753943867 -0.3354633761174703 occupation=Armed-Forces -1.4347740628945584 4.153029888082602 relationship=Wife 1.3288792125922897 -1.681939015338703 relationship=Own-child 0.8608651427319688 1.6102258249137167 relationship=Husband 0.04838461789355815 -0.5606264266785467 relationship=Not-in-family 1.4871584453104323 -2.0336444947480805 relationship=Other-relative 0.9914995469144487 -1.9544768221681503 relationship=Unmarried -0.26057291436693364 -0.45076203410078863 race=White -1.7505387458532848 1.9279722531135803 race=Asian-Pac-Islander 1.3854238477319412 -2.2788271577263255 race=Amer-Indian-Eskimo 3.999860745950668 -0.4478050581740637 race=Other -0.10806034203689184 -0.500276197199339 race=Black 0.009590610712384116 -0.8679382943048725 sex -5.365718846756161 -2.492469296588403 capital-gain -1.6930730867770616 -2.7391507503863535 capital-loss -5.055868999133635 5.726781424540603 hours-per-week -0.1941530130775599 -0.4820051778552303 native-country=United-States -2.835533146591122 -1.3274773231532653 native-country=Cambodia 0.3826070702858985 1.7899480666399294 native-country=England -0.2766939627897437 -0.7244274275691206 native-country=Puerto-Rico -1.7850654474780647 2.3789940882618232 native-country=Canada -1.0673458452035443 1.721368999043544 native-country=Germany 0.5200201154608398 0.6631013702985572 native-country=Outlying-US(Guam-USVI-etc) 0.9705294588322683 1.3607180559118117 native-country=India 3.66642139479865 -0.7838237915033192 native-country=Japan 0.4040403399931839 2.394338215045859 native-country=Greece -0.9649862602898982 0.27411796559321566 native-country=South 0.6432184774544829 0.7930290849938145 native-country=China 0.690321416288895 1.370505397197325 native-country=Cuba -2.0680405310983883 -1.0494761897896538 native-country=Iran 1.5531565896049093 -1.0746777586763692 native-country=Honduras -2.070320904438573 1.8101136067929888 native-country=Philippines -1.9886060008642246 -0.3876141555494935 native-country=Italy 1.1931166941867264 0.6151299370328387 native-country=Poland -1.1562747891512448 -2.2070903549128222 native-country=Jamaica 0.7362477169991436 -0.7451533026021468 native-country=Vietnam 0.9805299009704519 -1.0451481998026317 native-country=Mexico -0.5726474036059904 -1.1519328912697167 native-country=Portugal -1.0865527703667233 -1.5987387859345785 native-country=Ireland -0.47177927940234343 -0.20081619768312797 native-country=France -0.30530332651782444 -3.7358445576247314 native-country=Dominican-Republic 0.7212814352451961 0.449021407884775 native-country=Laos 1.196570963698737 -1.0445297043347337 native-country=Ecuador 1.4344132295710608 -3.3710367247558417 native-country=Taiwan 1.6755681463395178 1.7739162045192456 native-country=Haiti 4.7959810737808946 -0.20526908798444296 native-country=Columbia -0.49974044797728484 0.16050371493327137 native-country=Hungary -1.9550382977744307 0.37794177238492 native-country=Guatemala 2.0674026673259545 0.49292925695726925 native-country=Nicaragua 0.2671369422952955 0.8195926279754453 native-country=Scotland 2.116132669019063 -1.1886651771929568 native-country=Thailand 1.2722855255848002 1.4056865372073026 native-country=Yugoslavia 0.2668938119301712 -1.0866352545072577 native-country=El-Salvador 1.3976673412718648 0.47435425086012367 native-country=Trinadad&Tobago -1.0203317393624312 3.0839515735327354 native-country=Peru -0.07185584898821476 -0.8929597378727271 native-country=Hong -0.12552734112929745 0.6466374754815379 native-country=Holand-Netherlands Hidden Weights: -4.21221728236695 4.212217282366948 -6.12589787425745 6.125897874257449 >50K <=50K Error sum for iteration 5800 = 709.8419930001553 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.2159697905249283 -2.6350597550700554 age 0.09677057574297572 0.42065289668525235 workclass=Private 0.9727195785305501 0.3140353309498963 workclass=Self-emp-not-inc -0.4857724566378106 0.1702875417869632 workclass=Self-emp-inc -0.09850685568362157 -3.4580822527286452 workclass=Federal-gov 0.5701762542242383 0.6318705973914793 workclass=Local-gov 0.37013437314957615 -0.12393289342756221 workclass=State-gov 0.2855324418732693 0.006075821933147068 workclass=Without-pay 0.47692296768796205 -0.9385335976740836 workclass=Never-worked 0.09801174373372776 -1.1834399939394886 fnlwgt 0.43017216272986974 -0.744572975663386 education=Bachelors 0.6899009871633105 -0.2640574402993777 education=Some-college 1.1708562268273082 -1.712038906613978 education=11th 0.21544100820057177 0.6080138467500045 education=HS-grad -0.45384590202960345 -0.1978715337463993 education=Prof-school 0.3432118529002757 -0.2823760450130231 education=Assoc-acdm 0.7115601829585917 -1.17086044234786 education=Assoc-voc 0.8891849112353309 -2.6142313006479436 education=9th 0.3350550153444114 -1.0152234600864687 education=7th-8th 3.2938000010853776 -2.0675430865041626 education=12th 0.07798472791460591 0.20804356939940108 education=Masters 3.532975276425412 0.05082157426194659 education=1st-4th -0.46623316361431816 3.2658649132299375 education=10th -1.325634726850514 1.081657454011461 education=Doctorate -0.3044986527050026 -2.6431091593413396 education=5th-6th 1.2141910008497057 0.4613591619291846 education=Preschool -3.249834625865083 1.2146231794621678 education-num -1.5750464978340606 -2.763749722564501 marital-status=Married-civ-spouse 0.48304244408096403 1.86763025821061 marital-status=Divorced 1.4368197542002965 -0.10477283991445445 marital-status=Never-married 0.41136353157279565 1.199121200072694 marital-status=Separated 0.8440709943274355 -0.8403218091145963 marital-status=Widowed 2.8311225020022404 -1.3725548473443023 marital-status=Married-spouse-absent 1.2664258224246343 -0.748054779623869 marital-status=Married-AF-spouse -0.7191873986073011 0.23104518119972314 occupation=Tech-support -0.149050925063707 0.4730097361446064 occupation=Craft-repair 0.8074936847808342 -0.48808870747836597 occupation=Other-service -0.3131271769256469 0.7994504198294329 occupation=Sales -0.777980263722932 0.06897481052530476 occupation=Exec-managerial -0.16551656637564466 -0.14523077102380882 occupation=Prof-specialty 0.858048135919487 -2.296011791328078 occupation=Handlers-cleaners 0.3574679273017849 0.07632879115431551 occupation=Machine-op-inspct 0.23693456502378193 0.4462016988023032 occupation=Adm-clerical 1.1486450942793194 1.0549439156079774 occupation=Farming-fishing 0.39263472614564526 -0.5347256389372056 occupation=Transport-moving 1.7022242265181584 -0.7456501493267773 occupation=Priv-house-serv -0.19969107657940044 -2.273185746877628 occupation=Protective-serv 0.7419428863156111 -0.3373809527969309 occupation=Armed-Forces -1.4325946779380359 4.183010168021805 relationship=Wife 1.3333563544661207 -1.7088318918858691 relationship=Own-child 0.8668770202569278 1.610242720082986 relationship=Husband 0.04272502316886277 -0.5650021407314366 relationship=Not-in-family 1.4909589270549974 -2.0494768929815295 relationship=Other-relative 0.9920753085905439 -1.9665055625830452 relationship=Unmarried -0.26832613811574957 -0.4377110323318384 race=White -1.7529075359843458 1.9351484972870947 race=Asian-Pac-Islander 1.384432469493913 -2.288407403089425 race=Amer-Indian-Eskimo 4.028664693656519 -0.49530811959859655 race=Other -0.1151790626487497 -0.49047179376996625 race=Black 0.002202274834209542 -0.8422378606158681 sex -5.378198250123564 -2.5221775967762596 capital-gain -1.6925269360859707 -2.754663720957964 capital-loss -5.068352045554798 5.747323780866872 hours-per-week -0.19151928730391196 -0.4869257885915857 native-country=United-States -2.8400615859337037 -1.3445341275900278 native-country=Cambodia 0.3759705513704137 1.8104986389344784 native-country=England -0.2776870738882771 -0.7344510919302868 native-country=Puerto-Rico -1.777361310705433 2.3656268821812905 native-country=Canada -1.0825327893070942 1.7487683506052019 native-country=Germany 0.5211669267987215 0.6613461706231878 native-country=Outlying-US(Guam-USVI-etc) 0.9482179644440316 1.3848757612213403 native-country=India 3.685474485044051 -0.8138533813072636 native-country=Japan 0.34942092353813825 2.4237113940484982 native-country=Greece -0.9451669238406497 0.26912056920512084 native-country=South 0.6375466708275033 0.8066745415127261 native-country=China 0.689965976662746 1.3872068267813535 native-country=Cuba -2.0626388357763026 -1.05233683989828 native-country=Iran 1.564017223400722 -1.088684783957359 native-country=Honduras -2.0575467190905714 1.7960098065545316 native-country=Philippines -1.9893062851608345 -0.40436207604785235 native-country=Italy 1.1955885887233832 0.6206735044286702 native-country=Poland -1.153692732821976 -2.2229085112857097 native-country=Jamaica 0.726910126138372 -0.7227800419728989 native-country=Vietnam 0.9838039758101824 -1.0770454807470267 native-country=Mexico -0.5769177399617429 -1.161583552813444 native-country=Portugal -1.08094014980056 -1.6110756487836124 native-country=Ireland -0.4793387888197554 -0.20332741016979256 native-country=France -0.30234646227949674 -3.7556181268314717 native-country=Dominican-Republic 0.7323583164042915 0.45867482382474717 native-country=Laos 1.2004145519403133 -1.04636644150518 native-country=Ecuador 1.4380391747542647 -3.3995799100415542 native-country=Taiwan 1.680746975166485 1.7739373200997057 native-country=Haiti 4.812574962617597 -0.207037137312275 native-country=Columbia -0.4989272299021594 0.15842281820897397 native-country=Hungary -1.9642441275270095 0.3767980324978761 native-country=Guatemala 2.0771698834546797 0.49165742555091724 native-country=Nicaragua 0.2744500685245062 0.8208764367439162 native-country=Scotland 2.1383292735983037 -1.2024941516602168 native-country=Thailand 1.284499503866904 1.4069783379620375 native-country=Yugoslavia 0.26919538625186806 -1.1146115448287648 native-country=El-Salvador 1.4055633893092254 0.4776691096024766 native-country=Trinadad&Tobago -1.0413798721339975 3.1098300391472824 native-country=Peru -0.0695085508278932 -0.8937234527340899 native-country=Hong -0.12471412305420217 0.6445565787572574 native-country=Holand-Netherlands Hidden Weights: -4.207938789883933 4.207938789883932 -6.1563683628873225 6.156368362887322 >50K <=50K Error sum for iteration 5900 = 709.1094814781487 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.2270942918543084 -2.6016887808161773 age 0.09927056006917365 0.41741299026317785 workclass=Private 0.9758285798317723 0.3117772967303381 workclass=Self-emp-not-inc -0.4887565254327392 0.17457938180987834 workclass=Self-emp-inc -0.09450483066699013 -3.4809703572913113 workclass=Federal-gov 0.5721181039931956 0.6311087285260741 workclass=Local-gov 0.37241972897006587 -0.127963023784244 workclass=State-gov 0.2865707940938559 0.0040481702797669035 workclass=Without-pay 0.4777158009985842 -0.9405945214112168 workclass=Never-worked 0.10280865361342963 -1.212127579996925 fnlwgt 0.432281960759698 -0.745097289425291 education=Bachelors 0.6914597682066914 -0.2619068853124486 education=Some-college 1.1688614451497974 -1.72124096493318 education=11th 0.21541723417826808 0.6187962598171165 education=HS-grad -0.45685443855286534 -0.19293276403516704 education=Prof-school 0.34029335723165777 -0.2660299448296733 education=Assoc-acdm 0.7135203023790089 -1.1844814395772798 education=Assoc-voc 0.8902981766488093 -2.626531252324054 education=9th 0.3269560487804444 -1.0252943920121964 education=7th-8th 3.303065003386486 -2.094157557442398 education=12th 0.07819728716924207 0.21168584606279311 education=Masters 3.551868054866159 0.051490432359275536 education=1st-4th -0.4681999708693643 3.290252388999797 education=10th -1.3287493338277523 1.0783644072181946 education=Doctorate -0.30244603671623305 -2.6780477252147192 education=5th-6th 1.2171800490998637 0.4595448802761788 education=Preschool -3.2581012138646375 1.2305688326604616 education-num -1.5810333153958018 -2.784182013713155 marital-status=Married-civ-spouse 0.4731476852133721 1.897115214866799 marital-status=Divorced 1.4403534635228483 -0.09427994139823975 marital-status=Never-married 0.4138911027399925 1.2133536761555284 marital-status=Separated 0.849977193420525 -0.8774840669493009 marital-status=Widowed 2.8449512576435674 -1.3944527478517135 marital-status=Married-spouse-absent 1.2684036632889508 -0.753686517445418 marital-status=Married-AF-spouse -0.7219006635382332 0.23839744198498433 occupation=Tech-support -0.14593918833229477 0.4568256449378307 occupation=Craft-repair 0.8040902020607165 -0.48331922655608617 occupation=Other-service -0.31236327736355757 0.7976975735814484 occupation=Sales -0.7776231061906759 0.06324869360495812 occupation=Exec-managerial -0.16764369255780928 -0.13950847598371688 occupation=Prof-specialty 0.85779277780406 -2.307251822247558 occupation=Handlers-cleaners 0.35769247147934297 0.07271885707711229 occupation=Machine-op-inspct 0.23816234466099984 0.44154261296017583 occupation=Adm-clerical 1.1509791255606012 1.0545910497965978 occupation=Farming-fishing 0.39476811556270175 -0.5518928118895919 occupation=Transport-moving 1.7104073716122226 -0.7447783345683717 occupation=Priv-house-serv -0.19936584699868218 -2.27464783388178 occupation=Protective-serv 0.7492235380840716 -0.3392828955379742 occupation=Armed-Forces -1.4300862562941823 4.212344287085025 relationship=Wife 1.3376612515205504 -1.7352558891510454 relationship=Own-child 0.8729976305207922 1.610375655360177 relationship=Husband 0.037018216344265505 -0.5691087414425291 relationship=Not-in-family 1.4946563263302104 -2.0659883743014045 relationship=Other-relative 0.9922504535261958 -1.9777834699471097 relationship=Unmarried -0.2759726044459786 -0.4251889140834376 race=White -1.7548146011354213 1.941574334213575 race=Asian-Pac-Islander 1.3832737351796849 -2.2973715699098185 race=Amer-Indian-Eskimo 4.0566756668552 -0.5414313568351099 race=Other -0.12217093701387283 -0.4811243534706281 race=Black -0.005013002787329976 -0.817749902845227 sex -5.390316351457299 -2.552233985935634 capital-gain -1.6922426019766204 -2.7692507022565347 capital-loss -5.0804547672240625 5.768286031238894 hours-per-week -0.18861590061520891 -0.4922081900432134 native-country=United-States -2.84477350028236 -1.361825579869105 native-country=Cambodia 0.369592998093276 1.8304371979804117 native-country=England -0.27838787380185603 -0.7446205506458385 native-country=Puerto-Rico -1.7692354312345213 2.35229930893113 native-country=Canada -1.0977389288195196 1.7757221636155667 native-country=Germany 0.5223015683809011 0.6596193903106494 native-country=Outlying-US(Guam-USVI-etc) 0.9267831477682731 1.4085981982636564 native-country=India 3.7040372081708997 -0.8433231525236666 native-country=Japan 0.2903289532357007 2.454309724999926 native-country=Greece -0.925284621496613 0.2640635140333843 native-country=South 0.6317587413583381 0.8203694516288954 native-country=China 0.6901664910486436 1.4032562055041382 native-country=Cuba -2.057096625361589 -1.0550822246560698 native-country=Iran 1.5745935897546235 -1.102963364338057 native-country=Honduras -2.0433466403605562 1.780861318175373 native-country=Philippines -1.9894887384268019 -0.42148615875996437 native-country=Italy 1.1981164978943104 0.6263621306864756 native-country=Poland -1.1510303292492725 -2.238608028700685 native-country=Jamaica 0.7176287616719772 -0.7008972636654373 native-country=Vietnam 0.987386713763559 -1.1082898666324497 native-country=Mexico -0.5812791243185818 -1.1710227496221668 native-country=Portugal -1.0751476680077157 -1.6231912022683688 native-country=Ireland -0.4866576498075357 -0.20577435011041575 native-country=France -0.2993451014480329 -3.7750706847734956 native-country=Dominican-Republic 0.7437189676871574 0.4685787387458147 native-country=Laos 1.2042414161885024 -1.0481957693378905 native-country=Ecuador 1.441100184677834 -3.4271796147814872 native-country=Taiwan 1.6857483931223474 1.7738721101108104 native-country=Haiti 4.828959988798353 -0.2088104513337416 native-country=Columbia -0.4981343965915433 0.15636189447185536 native-country=Hungary -1.9731977756748387 0.3756502937455158 native-country=Guatemala 2.086834331355954 0.49038141158041726 native-country=Nicaragua 0.2816797243919226 0.8222079860408772 native-country=Scotland 2.159604744999446 -1.215161763226339 native-country=Thailand 1.2965838111821153 1.4083532325771604 native-country=Yugoslavia 0.2717772809094159 -1.1422127870771894 native-country=El-Salvador 1.4133109993563708 0.48089544588117367 native-country=Trinadad&Tobago -1.0619618702254907 3.135331666972562 native-country=Peru -0.06716790561293047 -0.8944746815468475 native-country=Hong -0.12392128974359276 0.6424956550201242 native-country=Holand-Netherlands Hidden Weights: -4.203687915041436 4.203687915041436 -6.186900228809683 6.186900228809684 >50K <=50K Error sum for iteration 6000 = 708.3620705225804 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.238098777218234 -2.5694377375729296 age 0.10172149909587562 0.4143556575271128 workclass=Private 0.9788509912725124 0.3095987399554227 workclass=Self-emp-not-inc -0.49161588880913926 0.17829609330049995 workclass=Self-emp-inc -0.09073510735638009 -3.5034343845420604 workclass=Federal-gov 0.574027192050282 0.6304910864073392 workclass=Local-gov 0.3746549599260843 -0.13187751246229365 workclass=State-gov 0.28758472148289366 0.002044926828421806 workclass=Without-pay 0.47848526478550396 -0.942629093379144 workclass=Never-worked 0.10726406912599991 -1.2400140578407532 fnlwgt 0.43443594366173144 -0.7458806107039156 education=Bachelors 0.6930805425114781 -0.2597497611005736 education=Some-college 1.1670438511407066 -1.7303354465577931 education=11th 0.21553947777444682 0.6294542711262451 education=HS-grad -0.460291806388537 -0.18740229921314278 education=Prof-school 0.3375489253149746 -0.2503728580789157 education=Assoc-acdm 0.7155228609182177 -1.198301725725994 education=Assoc-voc 0.8915179079028035 -2.6385256469050393 education=9th 0.3184034726148615 -1.0359463232286423 education=7th-8th 3.311869508009235 -2.120523633150481 education=12th 0.07844682383745233 0.21543720831567395 education=Masters 3.570287908472662 0.05199651200770177 education=1st-4th -0.4698236917245262 3.3147508675688755 education=10th -1.3316193130881997 1.0751857487811258 education=Doctorate -0.3005092564901215 -2.7119534240449306 education=5th-6th 1.2201628843089807 0.4577513933059563 education=Preschool -3.2661106797964172 1.246416175222963 education-num -1.5874591341622064 -2.803421738257655 marital-status=Married-civ-spouse 0.46379198205649064 1.9259447724453849 marital-status=Divorced 1.443832434839405 -0.08382556832809482 marital-status=Never-married 0.4164785733970486 1.2276585463455152 marital-status=Separated 0.8557580184254767 -0.9150130930943752 marital-status=Widowed 2.8584685457474697 -1.4161304417742762 marital-status=Married-spouse-absent 1.2703625869336652 -0.7593474531916029 marital-status=Married-AF-spouse -0.7246170604031769 0.24584601844119577 occupation=Tech-support -0.1429229118937974 0.4408852899267689 occupation=Craft-repair 0.8006336476431276 -0.47841395486072 occupation=Other-service -0.3116725445313518 0.7961097303786089 occupation=Sales -0.7773539586624163 0.05740531529049728 occupation=Exec-managerial -0.1697570434328039 -0.1341950878453628 occupation=Prof-specialty 0.8574495326242801 -2.318438473245483 occupation=Handlers-cleaners 0.3578794463792513 0.06903283212231456 occupation=Machine-op-inspct 0.2393920361703139 0.4367395563139239 occupation=Adm-clerical 1.1535959000654707 1.0538872947718299 occupation=Farming-fishing 0.3968017419258607 -0.5689225810406188 occupation=Transport-moving 1.7185665478297578 -0.7438974243705074 occupation=Priv-house-serv -0.199179715249597 -2.2752958196392084 occupation=Protective-serv 0.7563927566909406 -0.341162806260168 occupation=Armed-Forces -1.4272751568424407 4.2410035787743885 relationship=Wife 1.3417736100395574 -1.7611472860764499 relationship=Own-child 0.879181079803183 1.610721949402739 relationship=Husband 0.03130601869915954 -0.5729884094345403 relationship=Not-in-family 1.4982452819133154 -2.0831295099287135 relationship=Other-relative 0.9920392813518887 -1.9883608626856666 relationship=Unmarried -0.28350654379164586 -0.41320555505367385 race=White -1.7562938287770398 1.9473081444907965 race=Asian-Pac-Islander 1.381927494347137 -2.3057483290722125 race=Amer-Indian-Eskimo 4.083908729961426 -0.5861720605559401 race=Other -0.12904156307063616 -0.47217349547770265 race=Black -0.011995864989440191 -0.794643745171264 sex -5.40204508312289 -2.5826169289852055 capital-gain -1.6922461509015423 -2.7829730886104445 capital-loss -5.092129980672597 5.789582516990114 hours-per-week -0.18541825511760207 -0.4978585708493638 native-country=United-States -2.8497038175994795 -1.3792993821633317 native-country=Cambodia 0.3635530264624263 1.8497610455737834 native-country=England -0.27877851722795527 -0.7549163101229409 native-country=Puerto-Rico -1.7607048659310456 2.339117490344861 native-country=Canada -1.112792054940212 1.8020395174061443 native-country=Germany 0.5234226948283605 0.6579292773805981 native-country=Outlying-US(Guam-USVI-etc) 0.9062426972998199 1.4319179066087242 native-country=India 3.7221256276603847 -0.8722120442741064 native-country=Japan 0.22624993766168625 2.4863095986974355 native-country=Greece -0.9053744053272303 0.25893243579206054 native-country=South 0.6258986472548643 0.8340978026167454 native-country=China 0.690929131058961 1.4186885179828415 native-country=Cuba -2.051461183332477 -1.0577234299115825 native-country=Iran 1.5849011414763634 -1.1175180105706384 native-country=Honduras -2.027781575090625 1.7646440828943009 native-country=Philippines -1.9891312110424695 -0.4389591323221159 native-country=Italy 1.2007347340617298 0.6322042295340116 native-country=Poland -1.1482721242339107 -2.254189478094947 native-country=Jamaica 0.7084440839351731 -0.6794792116322678 native-country=Vietnam 0.9912982411960307 -1.1388106148278054 native-country=Mexico -0.5857276342126504 -1.1802616125588594 native-country=Portugal -1.0691985890362725 -1.6350891028178602 native-country=Ireland -0.49374103849586 -0.20815079589529734 native-country=France -0.2963004971376717 -3.794222301942852 native-country=Dominican-Republic 0.7553315458903992 0.4787038213150901 native-country=Laos 1.208053094329817 -1.050010899780043 native-country=Ecuador 1.4436575090683421 -3.4538570833701483 native-country=Taiwan 1.6905867531613845 1.7737420921130687 native-country=Haiti 4.84515790718307 -0.21058109470271802 native-country=Columbia -0.49736493280462596 0.15432732250389825 native-country=Hungary -1.9819007240901574 0.37450575513092516 native-country=Guatemala 2.096399758186498 0.489108672935763 native-country=Nicaragua 0.2888263939024273 0.8235917404499568 native-country=Scotland 2.179958137695518 -1.226689615765085 native-country=Thailand 1.3085419730631898 1.4098155898668983 native-country=Yugoslavia 0.27465348317295213 -1.1694396147197659 native-country=El-Salvador 1.4209147020189459 0.4840451109008426 native-country=Trinadad&Tobago -1.0820938847884656 3.160468193750231 native-country=Peru -0.06483721591244464 -0.895208401595241 native-country=Hong -0.12315182595667316 0.640461083052197 native-country=Holand-Netherlands Hidden Weights: -4.199448505139397 4.199448505139397 -6.217517557391823 6.217517557391823 >50K <=50K Error sum for iteration 6100 = 707.5977579697266 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.248929620997797 -2.538551097533918 age 0.10412268807612123 0.4114711082168331 workclass=Private 0.9817777928658018 0.30750117599443827 workclass=Self-emp-not-inc -0.4943439597636825 0.18145025098506037 workclass=Self-emp-inc -0.08722470215834041 -3.525477087268835 workclass=Federal-gov 0.5758999657320686 0.6300401282658783 workclass=Local-gov 0.3768281755037231 -0.1356154905676406 workclass=State-gov 0.288571117384953 7.224018327596611E-5 workclass=Without-pay 0.47922811211740723 -0.9446312454595253 workclass=Never-worked 0.11138255715615104 -1.267114219354283 fnlwgt 0.43663224145533036 -0.7469528660154412 education=Bachelors 0.6947531646142835 -0.25750591620288765 education=Some-college 1.1654142909067202 -1.739276047562878 education=11th 0.2158063950443186 0.6399942240262076 education=HS-grad -0.4641642334857691 -0.18128504938786982 education=Prof-school 0.335002227091399 -0.23546613766563193 education=Assoc-acdm 0.7175553482997041 -1.2122106330677334 education=Assoc-voc 0.8928302523068595 -2.6502187225466107 education=9th 0.30931882992077697 -1.0472279309197732 education=7th-8th 3.320227709104195 -2.146604530365749 education=12th 0.07874722675971135 0.2192502264140115 education=Masters 3.5882592663566 0.052359033905851664 education=1st-4th -0.47110221578944267 3.3393647708601977 education=10th -1.334271895684809 1.0721951507905128 education=Doctorate -0.29870154700155205 -2.7448675359483237 education=5th-6th 1.2231373148435905 0.45598458615379256 education=Preschool -3.2738626053106485 1.262229022061165 education-num -1.5943047375539303 -2.8214968068305164 marital-status=Married-civ-spouse 0.4550269430009172 1.9540852263807664 marital-status=Divorced 1.4472372502758655 -0.07342048107204785 marital-status=Never-married 0.4190854384851405 1.2420787676022051 marital-status=Separated 0.8613760978935964 -0.952817521848217 marital-status=Widowed 2.87165129623472 -1.437568986925306 marital-status=Married-spouse-absent 1.2723034288795967 -0.7650274543674888 marital-status=Married-AF-spouse -0.72734204309365 0.2533663643214748 occupation=Tech-support -0.1400230837013211 0.4253002025355944 occupation=Craft-repair 0.7971469010501961 -0.47340884294264146 occupation=Other-service -0.3110641625410746 0.7946964256441863 occupation=Sales -0.7771973548696738 0.0514878037363625 occupation=Exec-managerial -0.1718482193814477 -0.1293453787741783 occupation=Prof-specialty 0.8570202997702104 -2.329600940985187 occupation=Handlers-cleaners 0.3580416094180657 0.06522468879748246 occupation=Machine-op-inspct 0.24062021769500216 0.4317849268619136 occupation=Adm-clerical 1.156471490800168 1.0529011160693484 occupation=Farming-fishing 0.39871707604563134 -0.5857006151664842 occupation=Transport-moving 1.7267036205379749 -0.7430045697765476 occupation=Priv-house-serv -0.1991433081422225 -2.275154050808685 occupation=Protective-serv 0.7634479728698501 -0.34301458529736156 occupation=Armed-Forces -1.4241899413734336 4.2689662276085025 relationship=Wife 1.3456724274108132 -1.7864449171317667 relationship=Own-child 0.8853823806997967 1.6113558006458313 relationship=Husband 0.02561994600986686 -0.5766714127154947 relationship=Not-in-family 1.501726573493866 -2.100851308177615 relationship=Other-relative 0.9914585913704012 -1.9982850593029926 relationship=Unmarried -0.29092562391969173 -0.40175890286475857 race=White -1.7573787431755725 1.9524060245807788 race=Asian-Pac-Islander 1.380374124115786 -2.3135683518123655 race=Amer-Indian-Eskimo 4.11038028648573 -0.6295417590243011 race=Other -0.1357987395225291 -0.46355628359280354 race=Black -0.018695439812498976 -0.7730402399677789 sex -5.413346090459764 -2.6132980036248465 capital-gain -1.6925550634035997 -2.7958924963620215 capital-loss -5.103337705080215 5.811117740060792 hours-per-week -0.18189234936180185 -0.5038868603880526 native-country=United-States -2.8548742131418168 -1.3968988822271664 native-country=Cambodia 0.3579275978047293 1.8684781031693034 native-country=England -0.27883631094934647 -0.7653176725321357 native-country=Puerto-Rico -1.751783631598804 2.326170450994779 native-country=Canada -1.1275120623470203 1.827542112922808 native-country=Germany 0.524529220153176 0.6562843855354894 native-country=Outlying-US(Guam-USVI-etc) 0.8866142347214243 1.4548589357962765 native-country=India 3.7397558274343576 -0.9005008593654567 native-country=Japan 0.15658245211989205 2.519900149299963 native-country=Greece -0.8854671797017534 0.2537155962131262 native-country=South 0.62001657174159 0.8478414803972538 native-country=China 0.6922617496597437 1.433533780097499 native-country=Cuba -2.0457766447666694 -1.0602705891627504 native-country=Iran 1.594955856654137 -1.1323511226435035 native-country=Honduras -2.0109307189559584 1.7473395234405364 native-country=Philippines -1.9882039589204865 -0.45674638258476286 native-country=Italy 1.2034797923488025 0.6382093630417542 native-country=Poland -1.1453991774055532 -2.2696541718434955 native-country=Jamaica 0.6994014335131805 -0.6585000392579949 native-country=Vietnam 0.9955591059953339 -1.1685564277505183 native-country=Mexico -0.5902565561218028 -1.189311517694747 native-country=Portugal -1.0631141767455095 -1.6467723415348279 native-country=Ireland -0.5005936762793265 -0.21045080106799294 native-country=France -0.2932088715293697 -3.813092568342734 native-country=Dominican-Republic 0.7671607915137857 0.4890189851150044 native-country=Laos 1.2118514801306481 -1.051805273398638 native-country=Ecuador 1.4457767282132656 -3.4796342962065814 native-country=Taiwan 1.6952757445434437 1.7735680360385513 native-country=Haiti 4.861190478907661 -0.21234134788641623 native-country=Columbia -0.4966220854727227 0.15232517042353325 native-country=Hungary -1.9903530894937929 0.37337144990312243 native-country=Guatemala 2.105869782182107 0.4878464403227273 native-country=Nicaragua 0.2958904244988172 0.8250318266164108 native-country=Scotland 2.199393522205082 -1.2371089953608756 native-country=Thailand 1.320377188359414 1.4113689018830622 native-country=Yugoslavia 0.2778424720154098 -1.1962919693045904 native-country=El-Salvador 1.428378825062543 0.48712983322170234 native-country=Trinadad&Tobago -1.101791018938472 3.1852476909186738 native-country=Peru -0.06252019186950447 -0.8959199007745627 native-country=Hong -0.1224089786247787 0.6384589309718157 native-country=Holand-Netherlands Hidden Weights: -4.195209061103836 4.195209061103837 -6.24823844682963 6.248238446829629 >50K <=50K Error sum for iteration 6200 = 706.817977477569 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.2595313522603557 -2.5092481602089465 age 0.10647402895202282 0.40874455952786976 workclass=Private 0.9845981306756474 0.305479156306239 workclass=Self-emp-not-inc -0.49694466884415384 0.1840779050032978 workclass=Self-emp-inc -0.08399092702399183 -3.547098390351541 workclass=Federal-gov 0.5777305119656856 0.6297718957918899 workclass=Local-gov 0.37892992496869676 -0.1391330786768223 workclass=State-gov 0.2895267771406574 -0.0018643866808482404 workclass=Without-pay 0.47994095879699117 -0.946595556452151 workclass=Never-worked 0.11517378754729439 -1.293450207062685 fnlwgt 0.43886836713597 -0.748327541077257 education=Bachelors 0.6964675423781893 -0.25509226232038107 education=Some-college 1.1639783196668425 -1.7480221146870358 education=11th 0.21621541611441228 0.650423835514613 education=HS-grad -0.46846901249120776 -0.1745950948846748 education=Prof-school 0.3326702542360827 -0.2213446422935554 education=Assoc-acdm 0.719606092639628 -1.22610432546395 education=Assoc-voc 0.8942232353675571 -2.6616140708790783 education=9th 0.2996129211002468 -1.0591963894407215 education=7th-8th 3.328154502859508 -2.1723657927234603 education=12th 0.07911285677305237 0.22307813563011303 education=Masters 3.6058068798691467 0.05259657210445905 education=1st-4th -0.4720348838000756 3.3640880781723914 education=10th -1.3367330544797111 1.0694429837212003 education=Doctorate -0.29702759924287275 -2.776827981627474 education=5th-6th 1.2261008569255343 0.45424976890062047 education=Preschool -3.2813531513115093 1.2780696089113384 education-num -1.6015433698897945 -2.838444117884192 marital-status=Married-civ-spouse 0.4468788128019018 1.9815297171311081 marital-status=Divorced 1.4505546906256745 -0.06308432806004047 marital-status=Never-married 0.42167508082496574 1.2566427212008338 marital-status=Separated 0.8668000991557396 -0.9908077370810838 marital-status=Widowed 2.884477186057514 -1.4587505604816646 marital-status=Married-spouse-absent 1.2742259178338615 -0.7707176167744992 marital-status=Married-AF-spouse -0.7300818990114769 0.26093248174678774 occupation=Tech-support -0.1372596407859756 0.4101750670681945 occupation=Craft-repair 0.7936500067015941 -0.46833980952575427 occupation=Other-service -0.31054611429016443 0.7934591188749603 occupation=Sales -0.7771748574827485 0.04553287982096298 occupation=Exec-managerial -0.17391288769540134 -0.12499472331524414 occupation=Prof-specialty 0.8565095463280676 -2.3407670475393365 occupation=Handlers-cleaners 0.35818896636027453 0.0612525470593296 occupation=Machine-op-inspct 0.2418407348409913 0.4266730020741861 occupation=Adm-clerical 1.1595790503786039 1.0516961635306195 occupation=Farming-fishing 0.4004962350611502 -0.6021203556561365 occupation=Transport-moving 1.7348210739567096 -0.7420973306619457 occupation=Priv-house-serv -0.1992631460200355 -2.2742515275408617 occupation=Protective-serv 0.7703865750673633 -0.34483276355763826 occupation=Armed-Forces -1.4208612454248155 4.296220450630345 relationship=Wife 1.3493374479301017 -1.811093671572372 relationship=Own-child 0.8915593834859783 1.6123262618436058 relationship=Husband 0.01998045881003752 -0.5801770261377533 relationship=Not-in-family 1.5051071307651975 -2.119108229257074 relationship=Other-relative 0.9905266555592641 -2.0075988084764176 relationship=Unmarried -0.29823136053045557 -0.3908363554827897 race=White -1.7581014527310712 1.9569197443483553 race=Asian-Pac-Islander 1.3785957178346884 -2.320864060835431 race=Amer-Indian-Eskimo 4.136108103265468 -0.6715635295462274 race=Other -0.1424526970199822 -0.45521111410107995 race=Black -0.02507313157250045 -0.7530064012877659 sex -5.424170042143875 -2.64424274970457 capital-gain -1.693176444695283 -2.8080709175208094 capital-loss -5.114046884429567 5.832793217182553 hours-per-week -0.17799350676832276 -0.5103091684694617 native-country=United-States -2.860291391884278 -1.414565394357783 native-country=Cambodia 0.3527900596278823 1.8866056904745196 native-country=England -0.278532926004862 -0.7758037700080264 native-country=Puerto-Rico -1.7424814465112661 2.3135274918090705 native-country=Canada -1.1417198729708913 1.8520701175841874 native-country=Germany 0.5256203306804055 0.6546931028779427 native-country=Outlying-US(Guam-USVI-etc) 0.8679151489988062 1.4774364751901166 native-country=India 3.756944048562855 -0.9281733927034093 native-country=Japan 0.08062706515936455 2.5552815708644934 native-country=Greece -0.8655884367061405 0.24840397413606347 native-country=South 0.6141673027196548 0.8615798237198753 native-country=China 0.6941748393512884 1.4478155602725398 native-country=Cuba -2.040079329543687 -1.0627317570737018 native-country=Iran 1.6047742871321344 -1.1474634599542688 native-country=Honduras -1.9928877727414256 1.7289344252325685 native-country=Philippines -1.9866677432965125 -0.47480965386980956 native-country=Italy 1.2063902338516224 0.6443881019755352 native-country=Poland -1.1423881728985539 -2.2850042586607655 native-country=Jamaica 0.6905502975362688 -0.6379345529141572 native-country=Vietnam 1.0001915213262047 -1.1974940247270427 native-country=Mexico -0.5948558672127454 -1.1981837328662013 native-country=Portugal -1.0569100938350926 -1.658243420566961 native-country=Ireland -0.5072195336859885 -0.21266901088024767 native-country=France -0.2900595945699209 -3.8317004767940754 native-country=Dominican-Republic 0.7791690557397473 0.4994921600682949 native-country=Laos 1.2156390620373265 -1.0535729129679217 native-country=Ecuador 1.447528274913868 -3.5045349910832195 native-country=Taiwan 1.699828202062932 1.7733692730314374 native-country=Haiti 4.877079549803225 -0.2140840634194959 native-country=Columbia -0.49590923879313875 0.15036085943094088 native-country=Hungary -1.9985533645337739 0.3722539015064953 native-country=Guatemala 2.1152481071493656 0.486601359056613 native-country=Nicaragua 0.30287222935958386 0.8265318764517445 native-country=Scotland 2.2179197965481463 -1.2464607665584608 native-country=Thailand 1.3320926474846573 1.413015658763752 native-country=Yugoslavia 0.28136849788727997 -1.222769599719136 native-country=El-Salvador 1.4357077298972396 0.49016093785677356 native-country=Trinadad&Tobago -1.1210672285031076 3.209674376423974 native-country=Peru -0.060220760570087156 -0.8966050607523753 native-country=Hong -0.12169613194518122 0.63649461997919 native-country=Holand-Netherlands Hidden Weights: -4.190964037061772 4.1909640370617725 -6.279075760334849 6.27907576033485 >50K <=50K Error sum for iteration 6300 = 706.0276612232506 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.2698493006291256 -2.481713244294281 age 0.10877549216590049 0.40615932737389326 workclass=Private 0.9872996347148091 0.30352093148049364 workclass=Self-emp-not-inc -0.49943054582750696 0.1862316829822441 workclass=Self-emp-inc -0.08104135287388457 -3.5682961673063507 workclass=Federal-gov 0.5795108916061801 0.6296958870056978 workclass=Local-gov 0.3809530457556613 -0.142402644809395 workclass=State-gov 0.2904485333247711 -0.0037603337361611596 workclass=Without-pay 0.4806204201990838 -0.9485174883141201 workclass=Never-worked 0.11865307900787032 -1.3190531314912128 fnlwgt 0.44114120053878814 -0.7500019487881406 education=Bachelors 0.6982131063635548 -0.25242378963170337 education=Some-college 1.1627354747082372 -1.7565401261190912 education=11th 0.21676241909940847 0.6607512682625134 education=HS-grad -0.473193998727331 -0.16735566693004497 education=Prof-school 0.33056268910447506 -0.20801755923620932 education=Assoc-acdm 0.7216644471186684 -1.239888826253335 education=Assoc-voc 0.8956870979056124 -2.672714843043716 education=9th 0.28919083296658077 -1.0719176927517011 education=7th-8th 3.3356650312811453 -2.1977768181596224 education=12th 0.07955732617984816 0.22687867383004573 education=Masters 3.6229556923406934 0.05272662555724551 education=1st-4th -0.47262360729435005 3.388906307534165 education=10th -1.3390261461187474 1.0669555902676982 education=Doctorate -0.2954826989378786 -2.8078698260798554 education=5th-6th 1.2290509021735552 0.4525514254998798 education=Preschool -3.288576262416402 1.293998285995243 education-num -1.6091416034676302 -2.854308228983966 marital-status=Married-civ-spouse 0.43934950291892966 2.0082948565572813 marital-status=Divorced 1.4537766948785793 -0.05284322327477337 marital-status=Never-married 0.4242160019186219 1.2713644358312672 marital-status=Separated 0.87200486071523 -1.0288984093712807 marital-status=Widowed 2.8969260695714327 -1.4796597773464253 marital-status=Married-spouse-absent 1.27612881190589 -0.77641055329147 marital-status=Married-AF-spouse -0.732843442090874 0.2685191903263196 occupation=Tech-support -0.13465125507683262 0.3956080155774689 occupation=Craft-repair 0.7901594057374819 -0.46324091114907584 occupation=Other-service -0.31012473760094994 0.7923913246465379 occupation=Sales -0.7773036238743686 0.03956690949270701 occupation=Exec-managerial -0.17595075060131007 -0.12115951422956248 occupation=Prof-specialty 0.8559240317179201 -2.351963757026828 occupation=Handlers-cleaners 0.3583285058715337 0.057079097562310034 occupation=Machine-op-inspct 0.24304475555434205 0.4214005024632612 occupation=Adm-clerical 1.1628894279011053 1.0503299837361593 occupation=Farming-fishing 0.4021228920092073 -0.6180881017446638 occupation=Transport-moving 1.7429220362452902 -0.7411738976338462 occupation=Priv-house-serv -0.19954151893089753 -2.2726209042008074 occupation=Protective-serv 0.7772060673932215 -0.34661273640559054 occupation=Armed-Forces -1.4173214717816025 4.32276594803445 relationship=Wife 1.352750410155208 -1.8350466873862152 relationship=Own-child 0.8976741974901151 1.613658447556552 relationship=Husband 0.014397788673319204 -0.5835157693714565 relationship=Not-in-family 1.5083994196037402 -2.137860913862105 relationship=Other-relative 0.9892619466141477 -2.016339094008823 relationship=Unmarried -0.3054289076511582 -0.380416982125446 race=White -1.7584919499463463 1.9608957458079745 race=Asian-Pac-Islander 1.3765768446324091 -2.327669215584756 race=Amer-Indian-Eskimo 4.161111310787388 -0.7122693980835146 race=Other -0.14901598877655536 -0.4470805798373127 race=Black -0.031104512401021946 -0.7345567628058268 sex -5.434456597075083 -2.6754114034727015 capital-gain -1.694106412197304 -2.8195707073591914 capital-loss -5.12423538001935 5.854513180803383 hours-per-week -0.17366661734419658 -0.5171491288218549 native-country=United-States -2.8659462614457496 -1.4322403462232038 native-country=Cambodia 0.34820841528419694 1.904168885253469 native-country=England -0.27783392307145377 -0.7863544940059279 native-country=Puerto-Rico -1.7328023143364488 2.3012365779033654 native-country=Canada -1.1552454501491078 1.8754851437305655 native-country=Germany 0.5266954988348203 0.6531632659811513 native-country=Outlying-US(Guam-USVI-etc) 0.8501621420623525 1.4996567997832455 native-country=India 3.773706838194684 -0.9552173263711498 native-country=Japan -0.002419134868663016 2.5926643721200313 native-country=Greece -0.8457572803284481 0.242990919012089 native-country=South 0.6084083602806162 0.8752884689494835 native-country=China 0.6966823544436027 1.46154976295745 native-country=Cuba -2.0343938716013947 -1.0651118356567904 native-country=Iran 1.6143735994772352 -1.1628546604066123 native-country=Honduras -1.9737561454335657 1.709421880902984 native-country=Philippines -1.984472764689531 -0.4931105664231998 native-country=Italy 1.2095064411582848 0.6507519844994797 native-country=Poland -1.1392105254335545 -2.3002427315329483 native-country=Jamaica 0.6819432695712968 -0.6177589967321285 native-country=Vietnam 1.0052202076744374 -1.225606149346101 native-country=Mexico -0.5995117646129402 -1.2068889522521373 native-country=Portugal -1.050593237780472 -1.669504476925757 native-country=Ireland -0.5136215078218964 -0.21480086907409002 native-country=France -0.2868337707278578 -3.850064254512656 native-country=Dominican-Republic 0.7913173355416718 0.5100910605939976 native-country=Laos 1.2194191706251745 -1.0553086810230905 native-country=Ecuador 1.448987663332208 -3.5285850213142895 native-country=Taiwan 1.704255945500172 1.7731631318457244 native-country=Haiti 4.892847110667279 -0.21580293514626805 native-country=Columbia -0.4952297773910461 0.14843892756895005 native-country=Hungary -2.006498171659528 0.3711588757851418 native-country=Guatemala 2.124538755057347 0.48537922894832203 native-country=Nicaragua 0.3097724953565159 0.8280949623295072 native-country=Scotland 2.235550789426637 -1.2547941380998935 native-country=Thailand 1.3436918547340069 1.4147573353680694 native-country=Yugoslavia 0.28526252628435433 -1.248872486612766 native-country=El-Salvador 1.4429060391288517 0.4931491487143899 native-country=Trinadad&Tobago -1.1399352657426733 3.2337484123355513 native-country=Peru -0.05794287409744071 -0.8972605550974186 native-country=Hong -0.12101667054309388 0.6345726881172209 native-country=Holand-Netherlands Hidden Weights: -4.186714923564855 4.186714923564856 -6.310038206871833 6.310038206871836 >50K <=50K Error sum for iteration 6400 = 705.2287070985112 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: 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0.8972135199792826 -2.6835238944661297 education=9th 0.2779637321355191 -1.0854653902522555 education=7th-8th 3.342774200209001 -2.2228119826146404 education=12th 0.08009229571674002 0.23061714322702104 education=Masters 3.639730668260856 0.052765333986287445 education=1st-4th -0.47287466455996136 3.413798153343179 education=10th -1.3411710478239673 1.064737913617039 education=Doctorate -0.2940538563727512 -2.8380258177536297 education=5th-6th 1.2319849075526432 0.4508930876815057 education=Preschool -3.2955264997514093 1.3100737242495781 education-num -1.6170602850627127 -2.869138966724284 marital-status=Married-civ-spouse 0.4324202638855969 2.034415192567815 marital-status=Divorced 1.4568987384638792 -0.04272674863374881 marital-status=Never-married 0.4266824149727982 1.2862452113090024 marital-status=Separated 0.8769709509054723 -1.067010612891614 marital-status=Widowed 2.908980984621159 -1.5002846324423997 marital-status=Married-spouse-absent 1.2780101364286285 -0.7821004902788893 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relationship=Wife 1.3558959897014755 -1.8582661254961772 relationship=Own-child 0.9036941223433901 1.6153572687882833 relationship=Husband 0.008874144157465923 -0.5866923786860315 relationship=Not-in-family 1.511620273458912 -2.157078372986805 relationship=Other-relative 0.9876819610405191 -2.0245363236538774 relationship=Unmarried -0.3125260088910218 -0.370474298033396 race=White -1.7585779557205012 1.9643751931939168 race=Asian-Pac-Islander 1.3743049280305366 -2.334018391955607 race=Amer-Indian-Eskimo 4.185410287796703 -0.7516979787882512 race=Other -0.15550279183261145 -0.43911308182583153 race=Black -0.03677912607554158 -0.7176603163533092 sex -5.444135513488929 -2.7067593522668125 capital-gain -1.6953305660805207 -2.830454444519423 capital-loss -5.1338881790210165 5.87618830094065 hours-per-week -0.16884876816906202 -0.5244376416593973 native-country=United-States -2.871813969170289 -1.449867012014779 native-country=Cambodia 0.3442436456561199 1.9211985817927386 native-country=England -0.27669885782856374 -0.7969512219808903 native-country=Puerto-Rico -1.7227435824284896 2.289323872436048 native-country=Canada -1.1679341927434619 1.8976703556665022 native-country=Germany 0.5277545241485363 0.6517018944504348 native-country=Outlying-US(Guam-USVI-etc) 0.8333705844547495 1.5215172121838438 native-country=India 3.7900612030825713 -0.9816247955034284 native-country=Japan -0.09345540567140183 2.632269516843456 native-country=Greece -0.825985853513161 0.23747139245216986 native-country=South 0.6027980418723389 0.8889376063005173 native-country=China 0.6998019347526998 1.474743685173558 native-country=Cuba -2.0287307602661615 -1.0674116797425037 native-country=Iran 1.6237716330904342 -1.1785237339603445 native-country=Honduras -1.9536439798417424 1.6888034071411078 native-country=Philippines -1.9815592983690298 -0.5116133795861778 native-country=Italy 1.2128700551894487 0.6573135306146272 native-country=Poland -1.1358316711353111 -2.315373359737244 native-country=Jamaica 0.673634769223954 -0.5979518864505708 native-country=Vietnam 1.0106724338508233 -1.2528891621990557 native-country=Mexico -0.6042062503575538 -1.2154367583096082 native-country=Portugal -1.0441595141643503 -1.6805573637613587 native-country=Ireland -0.519801101873412 -0.21684269622003136 native-country=France -0.2835035850531846 -3.868201173855196 native-country=Dominican-Republic 0.8035661972099423 0.5207838496085072 native-country=Laos 1.2231962215087235 -1.0570084144144851 native-country=Ecuador 1.4502352850002522 -3.551812020050817 native-country=Taiwan 1.7085696876642267 1.7729645465685984 native-country=Haiti 4.9085153381098685 -0.21749265192050757 native-country=Columbia -0.49458691967280305 0.14656291775463057 native-country=Hungary -2.01418205131606 0.3700912536927602 native-country=Guatemala 2.1337463152878042 0.48418486960093204 native-country=Nicaragua 0.3165923922242463 0.829723625229496 native-country=Scotland 2.2523055221930677 -1.262164673920576 native-country=Thailand 1.3551789404064463 1.4165944863558042 native-country=Yugoslavia 0.2895624784165041 -1.274601159701892 native-country=El-Salvador 1.4499788488138339 0.4961044865482574 native-country=Trinadad&Tobago -1.1584066664983288 3.257465698505073 native-country=Peru -0.0556902995075683 -0.8978839360125638 native-country=Hong -0.12037381282484196 0.6326966783028808 native-country=Holand-Netherlands Hidden Weights: -4.182471240437787 4.182471240437787 -6.341131496897688 6.341131496897692 >50K <=50K Error sum for iteration 6500 = 704.4234138463062 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.2894284475615085 -2.4324841171110823 age 0.11322404535515432 0.40135759414957506 workclass=Private 0.9922953634204695 0.2997258153399624 workclass=Self-emp-not-inc -0.5041293367951648 0.18935595158653018 workclass=Self-emp-inc -0.07598325216826933 -3.6094062544674883 workclass=Federal-gov 0.5828815211553124 0.6301322558549604 workclass=Local-gov 0.3847430941853886 -0.14815314165294247 workclass=State-gov 0.2921789048746089 -0.0074166822953808205 workclass=Without-pay 0.4818667296098646 -0.9522210312791564 workclass=Never-worked 0.12476268709111656 -1.3682268831836437 fnlwgt 0.4457787313022611 -0.7541673352421304 education=Bachelors 0.7017431503203522 -0.245975207926821 education=Some-college 1.1607943547665058 -1.7727969852929935 education=11th 0.2182391985260669 0.6811249165641962 education=HS-grad -0.48380831233760985 -0.15136146714249196 education=Prof-school 0.32702416999070627 -0.18368288691480888 education=Assoc-acdm 0.7257635894404807 -1.2668121468983378 education=Assoc-voc 0.8987932065647511 -2.694043884735358 education=9th 0.2658721627517154 -1.0999165941564644 education=7th-8th 3.349496250676622 -2.247451328573064 education=12th 0.08072626422714985 0.2342683706863302 education=Masters 3.656156588056528 0.05272733623331874 education=1st-4th -0.47280174100244465 3.438736020806589 education=10th -1.3431835759078339 1.0627785769421856 education=Doctorate -0.2927234897683615 -2.8673269507866213 education=5th-6th 1.2349006469538037 0.44927732923474395 education=Preschool -3.302204602743296 1.3263531094708958 education-num -1.6252549897167656 -2.8829885958635524 marital-status=Married-civ-spouse 0.42605682643000703 2.059937041767674 marital-status=Divorced 1.45991830173331 -0.032765180597539564 marital-status=Never-married 0.42905439261107137 1.3012762068693915 marital-status=Separated 0.8816841244803801 -1.1050733385866387 marital-status=Widowed 2.9206287473569845 -1.520617007445161 marital-status=Married-spouse-absent 1.2798675767077077 -0.7877831704990849 marital-status=Married-AF-spouse -0.7384571836419276 0.28366739135141666 occupation=Tech-support -0.12996915395220038 0.36852232173530114 occupation=Craft-repair 0.7832421746592879 -0.4530732290906913 occupation=Other-service -0.3095876375570088 0.790705519781956 occupation=Sales -0.7780508259368808 0.027638426807936413 occupation=Exec-managerial -0.17995939413664716 -0.11502343345190916 occupation=Prof-specialty 0.8545628203667698 -2.374555178282281 occupation=Handlers-cleaners 0.3585984139406122 0.04800049265846549 occupation=Machine-op-inspct 0.24535757252932108 0.4103767234180587 occupation=Adm-clerical 1.169992265322089 1.0473080507917136 occupation=Farming-fishing 0.4048654619233307 -0.648373144385478 occupation=Transport-moving 1.759090298378251 -0.7392751113433799 occupation=Priv-house-serv -0.20056370166284687 -2.2673170543409777 occupation=Protective-serv 0.7904794910599044 -0.35004451946605725 occupation=Armed-Forces -1.409743158307108 4.373784806074274 relationship=Wife 1.3587625251378947 -1.880722707242631 relationship=Own-child 0.9095923908827396 1.6174124743415732 relationship=Husband 0.003407087466955418 -0.5897089180875835 relationship=Not-in-family 1.5147892047331204 -2.176739525034319 relationship=Other-relative 0.9858025725924744 -2.032213800599324 relationship=Unmarried -0.3195308003960029 -0.36097942124471966 race=White -1.7583855046054127 1.967395032724053 race=Asian-Pac-Islander 1.3717705321774742 -2.3399464160208687 race=Amer-Indian-Eskimo 4.209026381864697 -0.7898924732265203 race=Other -0.1619272776545904 -0.4312632106001693 race=Black -0.04209840743935097 -0.7022510593377886 sex -5.453129820501758 -2.7382372752225907 capital-gain -1.6968252917935431 -2.8407846631896514 capital-loss -5.14299387952212 5.897736942618306 hours-per-week -0.16347570373856712 -0.5322102494952621 native-country=United-States -2.877854713670217 -1.4673917215573444 native-country=Cambodia 0.3409475879933517 1.9377292546602087 native-country=England -0.27508240224150693 -0.8075773049508685 native-country=Puerto-Rico -1.7122964094847497 2.277794437860653 native-country=Canada -1.1796517390010453 1.9185281986117237 native-country=Germany 0.5287976556369256 0.6503150426756025 native-country=Outlying-US(Guam-USVI-etc) 0.8175537296750423 1.5430057665797854 native-country=India 3.806024778658549 -1.0073925994532118 native-country=Japan -0.19344527863710984 2.674328599039671 native-country=Greece -0.8062792131345098 0.23184093787437834 native-country=South 0.5973933846158124 0.9024899115007862 native-country=China 0.7035538009892262 1.4873952727839639 native-country=Cuba -2.023085805263191 -1.06962747079287 native-country=Iran 1.6329870104260127 -1.19446947606128 native-country=Honduras -1.9326598318331512 1.6670921408304922 native-country=Philippines -1.9778614120922193 -0.5302864929756248 native-country=Italy 1.2165227192074077 0.6640861730431848 native-country=Poland -1.132210835419245 -2.3304005848430456 native-country=Jamaica 0.6656794529272393 -0.5784949260697642 native-country=Vietnam 1.0165767065421916 -1.2793504326736158 native-country=Mexico -0.6089167803177273 -1.2238350624659862 native-country=Portugal -1.0375930334324777 -1.6914037236145676 native-country=Ireland -0.5257581236220219 -0.21879165215830346 native-country=France -0.2800329049295743 -3.886127391703374 native-country=Dominican-Republic 0.8158765407106108 0.5315396134948936 native-country=Laos 1.2269759444287482 -1.0586689389533492 native-country=Ecuador 1.4513554998138536 -3.5742444529011226 native-country=Taiwan 1.7127790545299213 1.7727858182451577 native-country=Haiti 4.924106617355942 -0.21914893698758797 native-country=Columbia -0.4939834679802653 0.14473538460393454 native-country=Hungary -2.0215973051912126 0.3690550196366852 native-country=Guatemala 2.142876231439072 0.483022107072356 native-country=Nicaragua 0.32333379998437733 0.8314199656310709 native-country=Scotland 2.268208418885971 -1.2686320619176785 native-country=Thailand 1.366558973020786 1.418526916144253 native-country=Yugoslavia 0.29431221325891765 -1.2999569084898384 native-country=El-Salvador 1.4569319416432625 0.49903623573182465 native-country=Trinadad&Tobago -1.1764917596061313 3.2808176801702906 native-country=Peru -0.05346633633101182 -0.8984736114416229 native-country=Hong -0.11977036113232195 0.6308691451521846 native-country=Holand-Netherlands Hidden Weights: -4.17825160981298 4.178251609812981 -6.3723592785878695 6.372359278587872 >50K <=50K Error sum for iteration 6600 = 703.6168485749245 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.298594802308365 -2.410958084329666 age 0.11536319110634342 0.39912949956529425 workclass=Private 0.9945714109127847 0.2978476900876638 workclass=Self-emp-not-inc -0.5063746698775158 0.190431062192151 workclass=Self-emp-inc -0.07385311557312615 -3.6293093444466495 workclass=Federal-gov 0.58444945945148 0.63064270801324 workclass=Local-gov 0.3865020420243181 -0.15063428117331562 workclass=State-gov 0.292983315725743 -0.009172711125032974 workclass=Without-pay 0.4824288158593534 -0.9539984256392903 workclass=Never-worked 0.12744456786995212 -1.391895935468044 fnlwgt 0.44812798471584936 -0.7565878695673842 education=Bachelors 0.7034840112507645 -0.2420198563302732 education=Some-college 1.1600595168387258 -1.7805073615762952 education=11th 0.2191380744633382 0.6911727897313845 education=HS-grad -0.4896260401978311 -0.1426879906442041 education=Prof-school 0.32557834405910524 -0.17261395755146136 education=Assoc-acdm 0.7277807347908102 -1.2798207617404005 education=Assoc-voc 0.9004111739262085 -2.7042773740070416 education=9th 0.2529275252704396 -1.1153434972283678 education=7th-8th 3.355844478413839 -2.2716808731513636 education=12th 0.0814631571344533 0.23781752160966627 education=Masters 3.672257801229503 0.052625734253949 education=1st-4th -0.47243088298486074 3.463684698221485 education=10th -1.3450747436060153 1.061056323066953 education=Doctorate -0.2914764692700316 -2.8958030786260274 education=5th-6th 1.2377965985139174 0.44770585169466787 education=Preschool -3.308627300908883 1.34289140671081 education-num -1.6336754503104747 -2.895909173268613 marital-status=Married-civ-spouse 0.42021489460245653 2.0849129856799467 marital-status=Divorced 1.4628341660876416 -0.022987593672555807 marital-status=Never-married 0.43131797613072087 1.3164414970762919 marital-status=Separated 0.8861352627724955 -1.1430243243512255 marital-status=Widowed 2.9318603092478934 -1.5406527576645512 marital-status=Married-spouse-absent 1.2816991148143113 -0.793455593556281 marital-status=Married-AF-spouse -0.7413169968551607 0.2911941884073453 occupation=Tech-support -0.1279289144168063 0.35619128240671916 occupation=Craft-repair 0.7798268958949817 -0.4480545317375955 occupation=Other-service -0.30947386780101677 0.7900472909301735 occupation=Sales -0.7786617776638015 0.021654159698753287 occupation=Exec-managerial -0.1819383455256739 -0.11268993371272717 occupation=Prof-specialty 0.8538042525244435 -2.3860028727012903 occupation=Handlers-cleaners 0.3587315069709325 0.04303983110231962 occupation=Machine-op-inspct 0.24644205703488686 0.4046373090811632 occupation=Adm-clerical 1.1737146021973517 1.0457301848068739 occupation=Farming-fishing 0.40596266405063375 -0.6625838602026026 occupation=Transport-moving 1.7671675330172056 -0.7383001084071237 occupation=Priv-house-serv -0.2012942555680766 -2.2637164739000384 occupation=Protective-serv 0.7969311449209683 -0.35169188551073094 occupation=Armed-Forces -1.4057708296461824 4.398308580944233 relationship=Wife 1.3613428082319035 -1.9023943681950373 relationship=Own-child 0.9153492645706222 1.619803575894288 relationship=Husband -0.0020059175708162223 -0.5925675907108581 relationship=Not-in-family 1.5179260679324187 -2.196834105185703 relationship=Other-relative 0.9836384364809059 -2.0393872843365815 relationship=Unmarried -0.3264479991146808 -0.35190472914894366 race=White -1.7579405319293768 1.969990103910646 race=Asian-Pac-Islander 1.3689681048336262 -2.345487791948217 race=Amer-Indian-Eskimo 4.231981455807063 -0.8268991085848509 race=Other -0.1683005769667466 -0.4234910892785213 race=Black -0.04707211492002881 -0.688240104179992 sex -5.461362677649848 -2.7697911307907703 capital-gain -1.6985596687436963 -2.8506233195453055 capital-loss -5.151539532940282 5.919083788120216 hours-per-week -0.15749440237420678 -0.540500841525607 native-country=United-States -2.8840153167812104 -1.4847645815853447 native-country=Cambodia 0.33835950553863675 1.9537962780062623 native-country=England -0.27293722319115976 -0.8182183387548255 native-country=Puerto-Rico -1.701448925917247 2.2666341128992458 native-country=Canada -1.1902879875144203 1.937976634917082 native-country=Germany 0.5298258809576177 0.6490077307712049 native-country=Outlying-US(Guam-USVI-etc) 0.802721751442842 1.5641007882641356 native-country=India 3.8216160393019614 -1.032522094364351 native-country=Japan -0.30333934701803145 2.719081945178276 native-country=Greece -0.7866356805309787 0.2260945979175254 native-country=South 0.5922477526141845 0.9158985698940956 native-country=China 0.7079572050034997 1.4994924815746726 native-country=Cuba -2.017442043189666 -1.0717504258959558 native-country=Iran 1.6420393366931292 -1.2106907671234746 native-country=Honduras -1.9109097380675302 1.6443169047087136 native-country=Philippines -1.973315990100417 -0.5491022299382705 native-country=Italy 1.220503493191694 0.67108383707097 native-country=Poland -1.128301747292167 -2.3453294469658306 native-country=Jamaica 0.6581300181254623 -0.5593740681782986 native-country=Vietnam 1.022959292624612 -1.3050057865440094 native-country=Mexico -0.6136160252095074 -1.2320895874745135 native-country=Portugal -1.0308673083851216 -1.7020451133186532 native-country=Ireland -0.5314904159992646 -0.22064562100385987 native-country=France -0.27637992756512775 -3.9038578876945578 native-country=Dominican-Republic 0.828210257718009 0.5423285952746216 native-country=Laos 1.2307655759725515 -1.0602879921297041 native-country=Ecuador 1.45243449947503 -3.595910210226415 native-country=Taiwan 1.7168927639457932 1.7726364503607748 native-country=Haiti 4.939643538712496 -0.22076849933062298 native-country=Columbia -0.49342138173077654 0.14295799024380335 native-country=Hungary -2.028733932916775 0.3680533360916464 native-country=Guatemala 2.151935166330086 0.4818938512900386 native-country=Nicaragua 0.32999959136673884 0.8331857364777934 native-country=Scotland 2.2832892021262583 -1.274258158724569 native-country=Thailand 1.3778383038640785 1.4205538638910493 native-country=Yugoslavia 0.29955834839168227 -1.3249419165583454 native-country=El-Salvador 1.463772035640473 0.5019529131816033 native-country=Trinadad&Tobago -1.1941996539701727 3.3037912350723517 native-country=Peru -0.05127336549070714 -0.8990287383502603 native-country=Hong -0.11920827488283149 0.6290917507920507 native-country=Holand-Netherlands Hidden Weights: -4.17408494249315 4.174084942493149 -6.403723568726805 6.403723568726806 >50K <=50K Error sum for iteration 6700 = 702.8161912168408 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.3072875523331402 -2.3915401788847794 age 0.11743398455545373 0.39702542449261446 workclass=Private 0.9967029313016275 0.2959546649962803 workclass=Self-emp-not-inc -0.5085593617635907 0.1912249644351843 workclass=Self-emp-inc -0.07196724446796987 -3.648771120385357 workclass=Federal-gov 0.5859242887174351 0.6313453381442674 workclass=Local-gov 0.3881653539818752 -0.15286079294277627 workclass=State-gov 0.2937465068701683 -0.010879083205977528 workclass=Without-pay 0.4829491375543597 -0.9557247741445319 workclass=Never-worked 0.1299119431347106 -1.4150210396173946 fnlwgt 0.4504788605660018 -0.759173475580428 education=Bachelors 0.7051578165565797 -0.23746502573032616 education=Some-college 1.159440472835216 -1.7879315376678873 education=11th 0.22010347618024473 0.7011151150008867 education=HS-grad -0.4957214878467011 -0.13362232225913617 education=Prof-school 0.3243265632010721 -0.16223154378993584 education=Assoc-acdm 0.7297524994075333 -1.2924580133470636 education=Assoc-voc 0.902039036050488 -2.7142269813159583 education=9th 0.23927836583874254 -1.1317980921795172 education=7th-8th 3.3618312084605173 -2.295492633648537 education=12th 0.08230043049101465 0.2412598754541207 education=Masters 3.688057890657728 0.05247209858202786 education=1st-4th -0.47180779024965513 3.488597629756616 education=10th -1.3468493135637816 1.0595468709422955 education=Doctorate -0.2903115984755751 -2.9234836452094677 education=5th-6th 1.2406725551184445 0.44617961502112324 education=Preschool -3.314842699464176 1.3597383738834934 education-num -1.6422636742274122 -2.907950705803787 marital-status=Married-civ-spouse 0.4148452012988159 2.109397840011616 marital-status=Divorced 1.4656472189384253 -0.013421204447764519 marital-status=Never-married 0.4334657715913049 1.3317211833937364 marital-status=Separated 0.8903213986366363 -1.1808102019059077 marital-status=Widowed 2.942671166481156 -1.5603914492035411 marital-status=Married-spouse-absent 1.28350401605115 -0.799115649380446 marital-status=Married-AF-spouse -0.7442084923551057 0.29867179840876396 occupation=Tech-support -0.12611121441010906 0.34479628148587316 occupation=Craft-repair 0.7764400110549401 -0.4431063340769307 occupation=Other-service -0.3094590455259565 0.7894830207357676 occupation=Sales -0.7793985269064444 0.01561316527575011 occupation=Exec-managerial -0.1839007948743185 -0.11081419040042706 occupation=Prof-specialty 0.8530019998837284 -2.397586833621074 occupation=Handlers-cleaners 0.3588652026654536 0.037764784201802536 occupation=Machine-op-inspct 0.2474665198452777 0.3987628369436651 occupation=Adm-clerical 1.1774948934316745 1.0441479875699458 occupation=Farming-fishing 0.40687155013817466 -0.6761254605483914 occupation=Transport-moving 1.7752489483467808 -0.7373095238508599 occupation=Priv-house-serv -0.20215777491710402 -2.2595306912755486 occupation=Protective-serv 0.8032602996937589 -0.3532919277030416 occupation=Armed-Forces -1.4017163123581577 4.422221554542412 relationship=Wife 1.3636353598355524 -1.9232644039186306 relationship=Own-child 0.9209540956002841 1.6225032642208126 relationship=Husband -0.00736154169442051 -0.5952729964985768 relationship=Not-in-family 1.5210477012510473 -2.2173630767866204 relationship=Other-relative 0.9812050310944267 -2.046064412222778 relationship=Unmarried -0.3332729638580686 -0.34322846555486286 race=White -1.7572718030143744 1.972196513970084 race=Asian-Pac-Islander 1.3658979471846033 -2.350676135716402 race=Amer-Indian-Eskimo 4.254297265945618 -0.8627660542592132 race=Other -0.17462581159325963 -0.41576100405799693 race=Black -0.05171371816986786 -0.6755276977794242 sex -5.468770354686851 -2.8013624163160205 capital-gain -1.7004979408832628 -2.8600306298241067 capital-loss -5.159504095598633 5.94015595867155 hours-per-week -0.1508846088829028 -0.5493297514867478 native-country=United-States -2.890231777784734 -1.5019398941917284 native-country=Cambodia 0.33650016741447225 1.9694325137846667 native-country=England -0.2702197736734847 -0.8288622867614521 native-country=Puerto-Rico -1.6901936906846131 2.255812729086241 native-country=Canada -1.1997617273330243 1.95594520747785 native-country=Germany 0.5308414798567233 0.647783890686346 native-country=Outlying-US(Guam-USVI-etc) 0.7888804622876988 1.5847705532513372 native-country=India 3.836854564337278 -1.0570188450125062 native-country=Japan -0.4239244508118271 2.766770565514626 native-country=Greece -0.7670477583728885 0.22022604072381785 native-country=South 0.5874074184958399 0.9291060552867109 native-country=China 0.7130228766780725 1.5110127488073668 native-country=Cuba -2.0117747600824654 -1.0737669319774596 native-country=Iran 1.6509494980996426 -1.2271867354850634 native-country=Honduras -1.888496318280498 1.6205268835497448 native-country=Philippines -1.9678802719663824 -0.5680344538428697 native-country=Italy 1.2248440058250558 0.6783197527333668 native-country=Poland -1.1240550499065272 -2.3601656321031603 native-country=Jamaica 0.6510338319716914 -0.5405807784452865 native-country=Vietnam 1.0298374643036454 -1.3298772922855358 native-country=Mexico -0.6182719057358167 -1.240203480399673 native-country=Portugal -1.023949264461358 -1.712483264336227 native-country=Ireland -0.5369936606853477 -0.22240307724794853 native-country=France -0.27250308441125654 -3.921406596741229 native-country=Dominican-Republic 0.8405309391604855 0.5531221805663694 native-country=Laos 1.2345739356292027 -1.0618640998513498 native-country=Ecuador 1.4535560667184892 -3.6168349386503533 native-country=Taiwan 1.7209189936827747 1.7725229249087568 native-country=Haiti 4.955148817142406 -0.22234894131889915 native-country=Columbia -0.4929010600357702 0.14123164173851133 native-country=Hungary -2.0355797593324607 0.36708865670244384 native-country=Guatemala 2.1609314768915313 0.4808022137976325 native-country=Nicaragua 0.336594001169964 0.8350223480679064 native-country=Scotland 2.297582171055172 -1.2791057148546834 native-country=Thailand 1.389024969693879 1.4226741206589193 native-country=Yugoslavia 0.30534353686572696 -1.3495593717136756 native-country=El-Salvador 1.4705070941200196 0.5048621346819433 native-country=Trinadad&Tobago -1.2115381486830687 3.326368820062539 native-country=Peru -0.04911211312421222 -0.8995490762354942 native-country=Hong -0.11868795318783879 0.627365402286809 native-country=Holand-Netherlands Hidden Weights: -4.170011298829059 4.170011298829058 -6.435224432890141 6.435224432890143 >50K <=50K Error sum for iteration 6800 = 702.0256647498717 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.3154686577078596 -2.3742204569381893 age 0.11942122369567369 0.3950670205702709 workclass=Private 0.9987168459363035 0.29402861201686187 workclass=Self-emp-not-inc -0.5106721607951045 0.19174194084693855 workclass=Self-emp-inc -0.07030575930534559 -3.6677866384366573 workclass=Federal-gov 0.5872973675895529 0.6322391495533136 workclass=Local-gov 0.38972962856833054 -0.15484073225651504 workclass=State-gov 0.2944708629027098 -0.012535460333282115 workclass=Without-pay 0.4834299075141482 -0.9573998077161057 workclass=Never-worked 0.13218355064888765 -1.4376481075804013 fnlwgt 0.45280672647555104 -0.7618763177716608 education=Bachelors 0.7066997626768815 -0.2322432487549628 education=Some-college 1.158887919230169 -1.7950714913544639 education=11th 0.2210801164795222 0.7109262050553211 education=HS-grad -0.5020381831463394 -0.12420640825739096 education=Prof-school 0.3232415367189396 -0.1525065097375221 education=Assoc-acdm 0.7316490174862681 -1.304683638661922 education=Assoc-voc 0.9036241586133936 -2.7238956860265704 education=9th 0.22530017883927797 -1.1492882621571543 education=7th-8th 3.3674681145247094 -2.318884457885278 education=12th 0.08322661766338349 0.24459963722018993 education=Masters 3.7035791153437208 0.0522764328648736 education=1st-4th -0.4710066162672608 3.5134110633559 education=10th -1.3485032995034794 1.0582294553989204 education=Doctorate -0.28925817553534444 -2.950398597502775 education=5th-6th 1.2435304746638107 0.44469895252634484 education=Preschool -3.320950171788128 1.3769317725930614 education-num -1.650951154182239 -2.919160786936671 marital-status=Married-civ-spouse 0.4098976931184041 2.1334463392534864 marital-status=Divorced 1.4683631490501918 -0.0040919445870582095 marital-status=Never-married 0.43549844580014746 1.3470942924402283 marital-status=Separated 0.8942482061396035 -1.2183860146236682 marital-status=Widowed 2.953062114807219 -1.579835850839155 marital-status=Married-spouse-absent 1.285284193433896 -0.8047617256165386 marital-status=Married-AF-spouse -0.7471164341086153 0.3060903711434018 occupation=Tech-support -0.12453118138631085 0.3344279833364597 occupation=Craft-repair 0.7730747177629239 -0.43824497215150676 occupation=Other-service -0.3095334178028877 0.7889938088849962 occupation=Sales -0.7802049954132819 0.009461595614776015 occupation=Exec-managerial -0.18583720353714903 -0.10936802994918984 occupation=Prof-specialty 0.8521567691425984 -2.4093317063523076 occupation=Handlers-cleaners 0.3590042480274856 0.03215183406304506 occupation=Machine-op-inspct 0.2484315456065581 0.39277340005084954 occupation=Adm-clerical 1.1812780919186856 1.0425862820638119 occupation=Farming-fishing 0.4075950398386779 -0.6889741880969066 occupation=Transport-moving 1.783343916892638 -0.7363053533909623 occupation=Priv-house-serv -0.2031414102624071 -2.2547926257205666 occupation=Protective-serv 0.8094708285075892 -0.3548442249247183 occupation=Armed-Forces -1.3976027790126115 4.445566925393425 relationship=Wife 1.3656465714659454 -1.94331940142482 relationship=Own-child 0.9264086075317758 1.6254781839808725 relationship=Husband -0.012643133840994095 -0.5978336706868145 relationship=Not-in-family 1.5241630431334423 -2.238338695778214 relationship=Other-relative 0.9785228038884506 -2.0522438821495905 relationship=Unmarried -0.3399836871591334 -0.334940839739433 race=White -1.7564154057551506 1.974056584107973 race=Asian-Pac-Islander 1.36257017802063 -2.3555436059257913 race=Amer-Indian-Eskimo 4.275994656472768 -0.897542814179817 race=Other -0.18089109743721768 -0.40803990631147974 race=Black -0.05603533576571048 -0.6640138303115617 sex -5.475323870032174 -2.8328894255256074 capital-gain -1.702602699054018 -2.869062701496301 capital-loss -5.166851591355948 5.960877294087866 hours-per-week -0.14369061120685347 -0.558684384552365 native-country=United-States -2.89643338793615 -1.5188766046086788 native-country=Cambodia 0.33536237575965866 1.9846639353016617 native-country=England -0.2669004063235668 -0.8394995466250817 native-country=Puerto-Rico -1.678540897402318 2.2452892362251404 native-country=Canada -1.20802727585911 1.972372973178928 native-country=Germany 0.5318488704313562 0.6466462501669024 native-country=Outlying-US(Guam-USVI-etc) 0.776029493502781 1.6049739690682263 native-country=India 3.8517612915104644 -1.0808921364782387 native-country=Japan -0.5555716253643062 2.8176151065257735 native-country=Greece -0.7475038493484912 0.2142271647578964 native-country=South 0.5829063133786233 0.94204473578658 native-country=China 0.7187398298793254 1.5219228920821601 native-country=Cuba -2.006060433097169 -1.0756592672776706 native-country=Iran 1.6597399574608211 -1.2439567573039592 native-country=Honduras -1.8655204957046743 1.5957965631931694 native-country=Philippines -1.9615612160372329 -0.5870535939866144 native-country=Italy 1.2295603229799623 0.6858039872758609 native-country=Poland -1.1194234825113747 -2.374915747449755 native-country=Jamaica 0.6444276880760411 -0.5221134714976602 native-country=Vietnam 1.0372084445105916 -1.3539916670643926 native-country=Mexico -0.6228482883598452 -1.248177198524564 native-country=Portugal -1.0168071039697901 -1.7227205724912769 native-country=Ireland -0.5422613977510449 -0.22406300923844244 native-country=France -0.26837167012388746 -3.938786850356727 native-country=Dominican-Republic 0.8528048345203357 0.5638927000865298 native-country=Laos 1.2384111630379973 -1.0633964676376615 native-country=Ecuador 1.4547940777861426 -3.6370403906570594 native-country=Taiwan 1.7248658896398135 1.7724482624598237 native-country=Haiti 4.970644974891653 -0.22388868052537794 native-country=Columbia -0.4924202900759817 0.1395566081669516 native-country=Hungary -2.0421209794266613 0.36616281463529965 native-country=Guatemala 2.1698757359265497 0.47974859948856546 native-country=Nicaragua 0.34312303614314016 0.8369306703446658 native-country=Scotland 2.3111245396819204 -1.2832379207058062 native-country=Thailand 1.4001290913220494 1.424885976343351 native-country=Yugoslavia 0.31169452227139044 -1.3738136128260126 native-country=El-Salvador 1.4771466398804114 0.5077702476226106 native-country=Trinadad&Tobago -1.2285135549821444 3.348529255750764 native-country=Peru -0.04698058188883387 -0.9000348609419178 native-country=Hong -0.11820718322803257 0.6256903687152353 native-country=Holand-Netherlands Hidden Weights: -4.166080995059714 4.166080995059714 -6.466858754146606 6.466858754146606 >50K <=50K Error sum for iteration 6900 = 701.2514441483355 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.3231108310972461 -2.358946201742005 age 0.12130446762705065 0.39328640742000537 workclass=Private 1.0006702660813263 0.2920568157117815 workclass=Self-emp-not-inc -0.5126826791708885 0.19196206721961628 workclass=Self-emp-inc -0.06884688791070338 -3.6863516774103866 workclass=Federal-gov 0.5885655483011285 0.6333239737175888 workclass=Local-gov 0.39119282975814895 -0.15658253453839036 workclass=State-gov 0.2951623637503111 -0.014142123091162202 workclass=Without-pay 0.4838771008371115 -0.9590238719115517 workclass=Never-worked 0.13426563711948594 -1.459813282085278 fnlwgt 0.45507606311207277 -0.7646556809526098 education=Bachelors 0.7080195619173425 -0.2263226566649657 education=Some-college 1.1583330909704774 -1.801934683943419 education=11th 0.2219868339373751 0.7205652394673323 education=HS-grad -0.5085162084725303 -0.11447514630786393 education=Prof-school 0.3222844076907593 -0.1434162618639236 education=Assoc-acdm 0.7334267471910102 -1.316466724602532 education=Assoc-voc 0.9050777348310265 -2.733287336542981 education=9th 0.21168186175629586 -1.1677469106745653 education=7th-8th 3.3727668695516284 -2.3418596791934503 education=12th 0.0842190946629097 0.24784765503196948 education=Masters 3.718841366837332 0.05204701620769253 education=1st-4th -0.4701361957335759 3.538038357426614 education=10th -1.3500208886861995 1.0570922338387447 education=Doctorate -0.2883955640356307 -2.976579431427058 education=5th-6th 1.2463753284833876 0.4432635978216471 education=Preschool -3.327116778541914 1.3944857713987806 education-num -1.6596570885942188 -2.9295863876391497 marital-status=Married-civ-spouse 0.4053246067332558 2.1571121515164373 marital-status=Divorced 1.4709965178076168 0.004974236350358609 marital-status=Never-married 0.43742692239009 1.3625412776882035 marital-status=Separated 0.8979335140912134 -1.2557142211726615 marital-status=Widowed 2.9630403983043667 -1.5989913060941776 marital-status=Married-spouse-absent 1.2870456772790126 -0.8103924044902856 marital-status=Married-AF-spouse -0.7500102454191341 0.31344272650714206 occupation=Tech-support -0.12319916290307117 0.3251510595382168 occupation=Craft-repair 0.769719723144772 -0.4334845844469475 occupation=Other-service -0.3096793868386889 0.7885677123976043 occupation=Sales -0.7809927555502233 0.003133086124250014 occupation=Exec-managerial -0.18772547466669692 -0.10831995279948564 occupation=Prof-specialty 0.8512618661184363 -2.4212585386374803 occupation=Handlers-cleaners 0.35915917084068016 0.02617954821853881 occupation=Machine-op-inspct 0.24935216989086487 0.38669499997161366 occupation=Adm-clerical 1.184993724817087 1.0410715427977915 occupation=Farming-fishing 0.4081439318491531 -0.7011112970173916 occupation=Transport-moving 1.7914651963670472 -0.7352903593120796 occupation=Priv-house-serv -0.2042305342115132 -2.249532221777215 occupation=Protective-serv 0.8155705448526375 -0.3563489592933664 occupation=Armed-Forces -1.3934450034939387 4.468394699415097 relationship=Wife 1.3673936177301684 -1.9625471629704772 relationship=Own-child 0.9317304111396477 1.6286866991970805 relationship=Husband -0.0178130230738102 -0.6002626400393771 relationship=Not-in-family 1.5272666884473183 -2.2597842263868326 relationship=Other-relative 0.9756231289377494 -2.057914808617187 relationship=Unmarried -0.3465328127928424 -0.32705142914901364 race=White -1.7554202373684182 1.975625322932252 race=Asian-Pac-Islander 1.3590107899079553 -2.3601203377755233 race=Amer-Indian-Eskimo 4.297092489485538 -0.9312800226178118 race=Other -0.18706207189183086 -0.4002969499794205 race=Black -0.06004347094392393 -0.6536057947803319 sex -5.481059266315512 -2.8643103866045734 capital-gain -1.704838824818946 -2.877767446315353 capital-loss -5.173527262581495 5.9811626349289435 hours-per-week -0.13605751268617994 -0.5684931435331431 native-country=United-States -2.902549258515048 -1.5355392295529375 native-country=Cambodia 0.3348982848632697 1.9995046533535097 native-country=England -0.26297854332896514 -0.8501230472904849 native-country=Puerto-Rico -1.6665370117791303 2.235019961564464 native-country=Canada -1.215083212121455 1.987211455933507 native-country=Germany 0.5328555216605017 0.6455960933850398 native-country=Outlying-US(Guam-USVI-etc) 0.7641597890758307 1.624663606493558 native-country=India 3.8663584755584606 -1.1041544537606425 native-country=Japan -0.697887560860621 2.871772516717016 native-country=Greece -0.7279911674211231 0.20808840489498798 native-country=South 0.5787585077527266 0.9546408504705558 native-country=China 0.7250563097226942 1.5321803729558439 native-country=Cuba -2.0002898919397856 -1.0774071294367091 native-country=Iran 1.6684346882157393 -1.261000248038875 native-country=Honduras -1.8420861811971962 1.570230259312791 native-country=Philippines -1.9544565733226622 -0.6061189681482697 native-country=Italy 1.2346412748984288 0.6935393734754582 native-country=Poland -1.1143709592553177 -2.389587904023094 native-country=Jamaica 0.6383304615923621 -0.5039787886689665 native-country=Vietnam 1.045034476468038 -1.377379480660733 native-country=Mexico -0.6273070418486993 -1.25600887837539 native-country=Portugal -1.009422744253068 -1.732760864116718 native-country=Ireland -0.5472856202331736 -0.22562498830763403 native-country=France -0.26398188045699705 -3.956012207043244 native-country=Dominican-Republic 0.8650021389920454 0.5746132166109529 native-country=Laos 1.2422876584208775 -1.0648849575491517 native-country=Ecuador 1.45620096304646 -3.6565432298211706 native-country=Taiwan 1.7287419527696806 1.7724112709775077 native-country=Haiti 4.9861534283689135 -0.22538695120079918 native-country=Columbia -0.4919730967530184 0.1379325439714904 native-country=Hungary -2.048343553273273 0.36527701196692813 native-country=Guatemala 2.1787809778301477 0.4787336957871152 native-country=Nicaragua 0.3495946604486366 0.8389105254615525 native-country=Scotland 2.3239536308733952 -1.2867183823232666 native-country=Thailand 1.411162964656188 1.4271868944598098 native-country=Yugoslavia 0.31860413200084187 -1.3977103495051326 native-country=El-Salvador 1.483701799936341 0.5106816229421384 native-country=Trinadad&Tobago -1.2451305824995735 3.3702497697230718 native-country=Peru -0.04487288068406183 -0.9004867727717447 native-country=Hong -0.11775998990508747 0.6240663045197893 native-country=Holand-Netherlands Hidden Weights: -4.162349148910127 4.162349148910128 -6.498618138014818 6.49861813801482 >50K <=50K Error sum for iteration 7000 = 700.4933674353513 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.3302096050342689 -2.3456119907990347 age 0.12306118028089133 0.39171893221596865 workclass=Private 1.0026500590338852 0.2900363407787833 workclass=Self-emp-not-inc -0.5145420612783902 0.19184713273876425 workclass=Self-emp-inc -0.067567971491658 -3.70446393087571 workclass=Federal-gov 0.5897349406988505 0.6345983290007806 workclass=Local-gov 0.39255642203504604 -0.1580965568372008 workclass=State-gov 0.29583097469218506 -0.015700100780406928 workclass=Without-pay 0.48430094320608175 -0.9605980574307653 workclass=Never-worked 0.13614668922639256 -1.4815390741764738 fnlwgt 0.45724342222616127 -0.7674889915239161 education=Bachelors 0.7090116299190398 -0.21973560968805822 education=Some-college 1.1576882488 -1.808533684890988 education=11th 0.22272275152302148 0.729979929269764 education=HS-grad -0.5151002041785688 -0.10445249331134383 education=Prof-school 0.32140493528017533 -0.13494022980884943 education=Assoc-acdm 0.735030669875237 -1.3277871836247452 education=Assoc-voc 0.9062684344719036 -2.742407332761569 education=9th 0.19943722980246886 -1.187004127432823 education=7th-8th 3.377739906846937 -2.3644264996353113 education=12th 0.08524437007264897 0.25101767424592336 education=Masters 3.7338603193101023 0.051790095333497904 education=1st-4th -0.4693346160978414 3.5623699182789217 education=10th -1.3513728785863979 1.056135145048722 education=Doctorate -0.2878671476473618 -3.002060037730808 education=5th-6th 1.249215249251419 0.4418725633918105 education=Preschool -3.333571461351898 1.4123758824840789 education-num -1.6682915090355206 -2.939277971388329 marital-status=Married-civ-spouse 0.40108222097608964 2.180447113648511 marital-status=Divorced 1.4735739611428784 0.013750448612346165 marital-status=Never-married 0.439273765109258 1.37804587684963 marital-status=Separated 0.9014097001450202 -1.292763398593426 marital-status=Widowed 2.972620696200973 -1.6178651138788882 marital-status=Married-spouse-absent 1.2887993490071032 -0.816006391879039 marital-status=Married-AF-spouse -0.7528428648319191 0.32072507052392946 occupation=Tech-support -0.12211435607553195 0.31696998147861316 occupation=Craft-repair 0.7663623974468409 -0.42883839555986386 occupation=Other-service -0.3098705069218513 0.788203097684236 occupation=Sales -0.7816474468058462 -0.0034396804945219434 occupation=Exec-managerial -0.1895307741881706 -0.10763323597404889 occupation=Prof-specialty 0.8503013887724186 -2.4333815062049537 occupation=Handlers-cleaners 0.35934755828291987 0.01983209425661847 occupation=Machine-op-inspct 0.25026126343383476 0.38055727330598743 occupation=Adm-clerical 1.1885571014448253 1.0396399027188654 occupation=Farming-fishing 0.40853833327750494 -0.7125203056906086 occupation=Transport-moving 1.7996291867725833 -0.7342683236477655 occupation=Priv-house-serv -0.20540965481333265 -2.2437762413945124 occupation=Protective-serv 0.8215716746143747 -0.35780705015301456 occupation=Armed-Forces -1.3892487176515667 4.490760942174284 relationship=Wife 1.3689069087693593 -1.9809348744047959 relationship=Own-child 0.936953654167223 1.63207496117484 relationship=Husband -0.02280872945682495 -0.602576425420735 relationship=Not-in-family 1.5303325849548575 -2.2817329027724655 relationship=Other-relative 0.9725539120697156 -2.0630577374214 relationship=Unmarried -0.3528454473550101 -0.3195954413323084 race=White -1.7543520059477449 1.9769769647274762 race=Asian-Pac-Islander 1.3552680183162442 -2.364433957425419 race=Amer-Indian-Eskimo 4.317606200761058 -0.9640294315278717 race=Other -0.19307865763738538 -0.39250596278087685 race=Black -0.06373796628668187 -0.6442200380647812 sex -5.486108809191223 -2.89556895890012 capital-gain -1.7071775049514082 -2.8861790706555484 capital-loss -5.1794630195465645 6.00091606734234 hours-per-week -0.1282521282221158 -0.578600860571008 native-country=United-States -2.908517786129211 -1.5518996981135795 native-country=Cambodia 0.3350075738642455 2.013953228799799 native-country=England -0.25850078873859034 -0.8607283963951194 native-country=Puerto-Rico -1.6542837007452225 2.224971647616329 native-country=Canada -1.2209799426048589 2.000436492785195 native-country=Germany 0.5338722455700181 0.6446329228433162 native-country=Outlying-US(Guam-USVI-etc) 0.7532506942244014 1.6437925461598548 native-country=India 3.8806687737210352 -1.1268210202403137 native-country=Japan -0.8493642495078806 2.929263450513672 native-country=Greece -0.7085001454245623 0.20179977520204676 native-country=South 0.5749496427051244 0.9668233787984244 native-country=China 0.7318592714807176 1.5417376922867583 native-country=Cuba -1.9944838524973092 -1.0789900648115347 native-country=Iran 1.6770580435329985 -1.2783161775937713 native-country=Honduras -1.8183073433627293 1.5439648153127652 native-country=Philippines -1.9467969598011374 -0.6251693829022331 native-country=Italy 1.2400355622087536 0.7015163636366183 native-country=Poland -1.1088856818563195 -2.404192538471554 native-country=Jamaica 0.6327351358471103 -0.48619183412469635 native-country=Vietnam 1.0532284237737966 -1.4000750011356837 native-country=Mexico -0.631612298867133 -1.2636954059330385 native-country=Portugal -1.0018076819550517 -1.742610308507517 native-country=Ireland -0.5520585399859829 -0.22708944925271068 native-country=France -0.25937568964512997 -3.9730975725627777 native-country=Dominican-Republic 0.877098297538527 0.585257601227374 native-country=Laos 1.2462116207074692 -1.0663302087577065 native-country=Ecuador 1.457793344273508 -3.6753549307642532 native-country=Taiwan 1.7325557303187582 1.7724056266719643 native-country=Haiti 5.001692456864363 -0.22684393194488006 native-country=Columbia -0.4915492543840482 0.13635835845227803 native-country=Hungary -2.0542360064988636 0.3644316522280971 native-country=Guatemala 2.1876619575880243 0.4777573020646015 native-country=Nicaragua 0.35601817284164183 0.8409598687327047 native-country=Scotland 2.3361032067245517 -1.2896102861305123 native-country=Thailand 1.4221401904389448 1.4295728848794131 native-country=Yugoslavia 0.32600989086282883 -1.4212568963355825 native-country=El-Salvador 1.4901845069746942 0.513597651180834 native-country=Trinadad&Tobago -1.2613927240136513 3.391509990758827 native-country=Peru -0.04277870938851573 -0.9009060641938854 native-country=Hong -0.11733614753612191 0.6224921190005757 native-country=Holand-Netherlands Hidden Weights: -4.158862522731762 4.158862522731762 -6.530486456256385 6.530486456256385 >50K <=50K Error sum for iteration 7100 = 699.7492985684505 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.3367988741300878 -2.334050187491726 age 0.12467385020914751 0.39038978858351514 workclass=Private 1.0047535655551632 0.28798011818888863 workclass=Self-emp-not-inc -0.5161916675893174 0.19135425545562812 workclass=Self-emp-inc -0.06644724200433841 -3.7221249277577257 workclass=Federal-gov 0.5908233439824638 0.6360554485224832 workclass=Local-gov 0.39382785997404735 -0.15939912165222772 workclass=State-gov 0.2964893048464049 -0.01721142798566971 workclass=Without-pay 0.4847146412729296 -0.9621244582898347 workclass=Never-worked 0.13779700924922805 -1.5028326107582903 fnlwgt 0.4592684354578713 -0.7703825618248574 education=Bachelors 0.7095856449627872 -0.21260528925752 education=Some-college 1.156858041182618 -1.8148854808035406 education=11th 0.22319181825775578 0.7391178858420521 education=HS-grad -0.5217518095540484 -0.09415082684301676 education=Prof-school 0.32054796509279926 -0.1270491751524073 education=Assoc-acdm 0.7364064752975228 -1.3386384127417168 education=Assoc-voc 0.9070329795549252 -2.751263249743075 education=9th 0.1897456539716134 -1.206782012885497 education=7th-8th 3.3824009625188096 -2.38659689346145 education=12th 0.08626398813131932 0.2541208859497242 education=Masters 3.7486448555852148 0.051509542687613596 education=1st-4th -0.46874157723228177 3.5862857447114753 education=10th -1.352520171154133 1.055368136283802 education=Doctorate -0.2878722440156013 -3.0268766714150326 education=5th-6th 1.2520600564160724 0.4405238931964001 education=Preschool -3.340555874454405 1.4305261069215414 education-num -1.676767059200936 -2.9482945490343857 marital-status=Married-civ-spouse 0.39713124428597163 2.203499040217718 marital-status=Divorced 1.47613281504895 0.022209868406338845 marital-status=Never-married 0.4410709625161415 1.3935959197608738 marital-status=Separated 0.9047212366646195 -1.3295069567332487 marital-status=Widowed 2.981824731575987 -1.6364660040495835 marital-status=Married-spouse-absent 1.290559723657813 -0.8216027680831117 marital-status=Married-AF-spouse -0.7555577433703642 0.32793771076613437 occupation=Tech-support -0.12125704413868309 0.3097898946946673 occupation=Craft-repair 0.7629956287281149 -0.42432098041338917 occupation=Other-service -0.3100742977474434 0.7879092122159225 occupation=Sales -0.7820560148451272 -0.010304236883575428 occupation=Exec-managerial -0.1912128662037896 -0.10726391626223979 occupation=Prof-specialty 0.8492513504539263 -2.445704028840167 occupation=Handlers-cleaners 0.3595917176176061 0.013105873864121707 occupation=Machine-op-inspct 0.251205335217461 0.37438866916193536 occupation=Adm-clerical 1.1918818364894976 1.038345149618445 occupation=Farming-fishing 0.4088069126482303 -0.7231876172749431 occupation=Transport-moving 1.8078543351185357 -0.7332444747109701 occupation=Priv-house-serv -0.20666402233468284 -2.2375489760429823 occupation=Protective-serv 0.8274895302461756 -0.3592204179434467 occupation=Armed-Forces -1.3850140102600481 4.5127244288276644 relationship=Wife 1.3702295483438995 -1.9984679903386673 relationship=Own-child 0.9421226731355891 1.6355747114050991 relationship=Husband -0.027549630791661197 -0.6047916337158401 relationship=Not-in-family 1.5333123016924795 -2.3042252818040665 relationship=Other-relative 0.9693805036684625 -2.067649883071471 relationship=Unmarried -0.35883053959909184 -0.3126331843725787 race=White -1.7532911461218519 1.9782075073725198 race=Asian-Pac-Islander 1.3514146518833183 -2.3685093404221353 race=Amer-Indian-Eskimo 4.337546152432009 -0.995843674522904 race=Other -0.1988629355881444 -0.3846523475617692 race=Black -0.06711683800412559 -0.6357756663706718 sex -5.490714258474448 -2.926621221370461 capital-gain -1.7095985661810835 -2.8943131215289593 capital-loss -5.184598278222782 6.020038932587251 hours-per-week -0.12063794342357194 -0.5887641743099302 native-country=United-States -2.9142979346708335 -1.5679401690721033 native-country=Cambodia 0.33553562940471315 2.0279939936577596 native-country=England -0.2535746362412529 -0.8713139497263503 native-country=Puerto-Rico -1.6419452358369853 2.215139469186628 native-country=Canada -1.2258187994206955 2.0120705845429185 native-country=Germany 0.534911934825542 0.6437542284662285 native-country=Outlying-US(Guam-USVI-etc) 0.7432677744904919 1.662325341570941 native-country=India 3.894712923604978 -1.1489094145558676 native-country=Japan -1.007243205294497 2.989878629530658 native-country=Greece -0.6890298519461463 0.19535226835301145 native-country=South 0.5714315555106589 0.9785377620840467 native-country=China 0.7389642872720256 1.550551895158538 native-country=Cuba -1.9887049073976357 -1.0803904138937137 native-country=Iran 1.6856319073349717 -1.2959022497271426 native-country=Honduras -1.7943148824398447 1.5171681092441593 native-country=Philippines -1.938961851154675 -0.6441152106729212 native-country=Italy 1.24564425983965 0.7097089266800333 native-country=Poland -1.1029945643108485 -2.4187430899867444 native-country=Jamaica 0.6276044649796972 -0.46877402314100014 native-country=Vietnam 1.0616498041512767 -1.422115983501953 native-country=Mexico -0.6357370741162234 -1.2712342178334286 native-country=Portugal -0.9940172273305081 -1.7522780332561956 native-country=Ireland -0.5565759190067159 -0.228458136215412 native-country=France -0.2546540671996045 -3.990060145634682 native-country=Dominican-Republic 0.8890746250695971 0.5958012934607115 native-country=Laos 1.2501850917364314 -1.0677338756942027 native-country=Ecuador 1.459540093557895 -3.693483422224661 native-country=Taiwan 1.7363142276067343 1.7724193589633246 native-country=Haiti 5.017273873860222 -0.22826095868771631 native-country=Columbia -0.4911355563172003 0.13483195759320446 native-country=Hungary -2.0597937407750777 0.36362604886679684 native-country=Guatemala 2.196532668000507 0.4768180393802171 native-country=Nicaragua 0.36240218943195157 0.8430739180191855 native-country=Scotland 2.3476001816413117 -1.291972927885113 native-country=Thailand 1.4330731841214916 1.4320377490237726 native-country=Yugoslavia 0.333778414055763 -1.4444621962250712 native-country=El-Salvador 1.4966053212538257 0.5165158131120792 native-country=Trinadad&Tobago -1.2773036527852462 3.412298018407006 native-country=Peru -0.04068459644032872 -0.9012948328830519 native-country=Hong -0.11692244946926808 0.6209657181415063 native-country=Holand-Netherlands Hidden Weights: -4.155639481354583 4.1556394813545845 -6.562438177135829 6.562438177135828 >50K <=50K Error sum for iteration 7200 = 699.0140494402356 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.342959302826071 -2.3240323098500903 age 0.1261387907845663 0.38929927916839563 workclass=Private 1.0070536758205573 0.2859216154382834 workclass=Self-emp-not-inc -0.5175801876378984 0.19045475095813974 workclass=Self-emp-inc -0.06546612495639305 -3.7393422563310366 workclass=Federal-gov 0.591858470917754 0.6376792523485117 workclass=Local-gov 0.395021690436021 -0.16051778721557255 workclass=State-gov 0.29714932362748103 -0.01867933617870783 workclass=Without-pay 0.48513108287414286 -0.9636063659676455 workclass=Never-worked 0.13917722761335005 -1.5236869295775222 fnlwgt 0.4611302338661877 -0.7733752346230256 education=Bachelors 0.7097091183926004 -0.20514934279475577 education=Some-college 1.1557642070141207 -1.82101003869964 education=11th 0.2233402341389042 0.7479429947001939 education=HS-grad -0.5284621006853149 -0.08357606916963714 education=Prof-school 0.31966661208127367 -0.11969257402241833 education=Assoc-acdm 0.7375210448077516 -1.3490303421379808 education=Assoc-voc 0.9072116028622457 -2.7598650046394133 education=9th 0.1836069742890338 -1.2267292046353717 education=7th-8th 3.3867654170585713 -2.4083848653634243 education=12th 0.08724618551116421 0.257159679559519 education=Masters 3.7631949862508947 0.05120677842121098 education=1st-4th -0.4684503454225437 3.609681433213609 education=10th -1.3534243399206354 1.0548035114244512 education=Doctorate -0.28862227540547275 -3.051066464511959 education=5th-6th 1.2549181180639322 0.4392144735546845 education=Preschool -3.348237849770176 1.4488071853406193 education-num -1.6850171505072988 -2.9567062569415454 marital-status=Married-civ-spouse 0.39343652818550967 2.226307038649929 marital-status=Divorced 1.4787132562251624 0.0303296595510661 marital-status=Never-married 0.44285238904267393 1.4091827622486717 marital-status=Separated 0.9079152449352779 -1.3659221288467187 marital-status=Widowed 2.990678583817607 -1.65480369943839 marital-status=Married-spouse-absent 1.292341426867956 -0.8271814399052533 marital-status=Married-AF-spouse -0.7581054203264562 0.33508490559351595 occupation=Tech-support -0.1205844024049334 0.3033967998513189 occupation=Craft-repair 0.7596265277401607 -0.41995190239620933 occupation=Other-service -0.3102601470582626 0.7877022305669729 occupation=Sales -0.7821490702984026 -0.017463708704519125 occupation=Exec-managerial -0.19274067827815225 -0.10716055369867722 occupation=Prof-specialty 0.8480859561832265 -2.4582157707317105 occupation=Handlers-cleaners 0.3599117620529614 0.0060175092674828465 occupation=Machine-op-inspct 0.25223050688594056 0.36821047277403207 occupation=Adm-clerical 1.194903614546887 1.0372603250143237 occupation=Farming-fishing 0.4089826258932683 -0.7331083866543463 occupation=Transport-moving 1.8161573823965569 -0.7322259159603305 occupation=Priv-house-serv -0.20798138388862422 -2.2308739251581016 occupation=Protective-serv 0.8333390996624153 -0.36059218672579485 occupation=Armed-Forces -1.3807428497201653 4.534341004763441 relationship=Wife 1.3714116275734003 -2.0151303914157057 relationship=Own-child 0.9472783725503364 1.6391064645200708 relationship=Husband -0.0319568928420986 -0.6069188838214417 relationship=Not-in-family 1.536142900531481 -2.327304375256112 relationship=Other-relative 0.9661784101129092 -2.071676174976279 relationship=Unmarried -0.3644069562296271 -0.3062369999901561 race=White -1.7523212646371662 1.9794276446187864 race=Asian-Pac-Islander 1.3475415583482526 -2.372368738045705 race=Amer-Indian-Eskimo 4.356916758775621 -1.0267753159695814 race=Other -0.2043401724346991 -0.37674242993152146 race=Black -0.07018633662331118 -0.6281813503414301 sex -5.495201109817004 -2.957441563285232 capital-gain -1.7120897052359396 -2.902165379601039 capital-loss -5.1889123995938045 6.0384511325392145 hours-per-week -0.11359198301402675 -0.5986857375435897 native-country=United-States -2.9198785067208717 -1.5836560679906158 native-country=Cambodia 0.33629147258960546 2.0416065411980444 native-country=England -0.2483667908730903 -0.8818805233140348 native-country=Puerto-Rico -1.6297318368133844 2.205565004114673 native-country=Canada -1.2297363116268631 2.022209132954642 native-country=Germany 0.5359866332559594 0.6429557274601062 native-country=Outlying-US(Guam-USVI-etc) 0.734163161858102 1.6802504700509844 native-country=India 3.908506498918332 -1.1704391628172734 native-country=Japan -1.167818934324847 3.0531023466644096 native-country=Greece -0.6695923603536227 0.18873877842937567 native-country=South 0.5681263390114862 0.9897609163800897 native-country=China 0.7461311015932257 1.5585990675851242 native-country=Cuba -1.9830571404410875 -1.0815957456932577 native-country=Iran 1.6941716491384684 -1.313753793421553 native-country=Honduras -1.770258737880432 1.490031059727054 native-country=Philippines -1.9314371181243801 -0.6628374280068365 native-country=Italy 1.251327556158383 0.7180746919402338 native-country=Poland -1.0967724094106892 -2.433255851998111 native-country=Jamaica 0.6228756797512947 -0.45174781968425265 native-country=Vietnam 1.0701215805672513 -1.4435424946712598 native-country=Mexico -0.6396703798827214 -1.2786254333529363 native-country=Portugal -0.9861545624048863 -1.7617758116761633 native-country=Ireland -0.5608411301049118 -0.2297344706294221 native-country=France -0.2499722445934544 -4.006919427535728 native-country=Dominican-Republic 0.9009178721814404 0.6062229702203796 native-country=Laos 1.2542000548540848 -1.0690987981414182 native-country=Ecuador 1.4613613650559991 -3.7109365634646934 native-country=Taiwan 1.740020399539995 1.7724355961401812 native-country=Haiti 5.03289954461195 -0.22964063143948127 native-country=Columbia -0.49071911471598706 0.13335004991541013 native-country=Hungary -2.0650235035777755 0.3628582074067434 native-country=Guatemala 2.205402450658295 0.47591315428819225 native-country=Nicaragua 0.368751617169911 0.8452447847874326 native-country=Scotland 2.358463721299509 -1.2938550178592818 native-country=Thailand 1.4439694806845038 1.4345726404875934 native-country=Yugoslavia 0.3417091237213995 -1.4673363144204556 native-country=El-Salvador 1.5029703444496763 0.5194294972238086 native-country=Trinadad&Tobago -1.2928694411054553 3.4326171323829935 native-country=Peru -0.03857717859936792 -0.9016562640572298 native-country=Hong -0.11650600786804545 0.6194838104636955 native-country=Holand-Netherlands Hidden Weights: -4.152653060858979 4.15265306085898 -6.594438871075708 6.594438871075708 >50K <=50K Error sum for iteration 7300 = 698.2806827504218 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.3488073984703612 -2.3152901967809094 age 0.12747077202315918 0.38841654210237764 workclass=Private 1.0095716336309075 0.28391150286368017 workclass=Self-emp-not-inc -0.5186824480317389 0.18915132502269572 workclass=Self-emp-inc -0.06461055692101207 -3.7561309790931996 workclass=Federal-gov 0.5928713276384735 0.639443274608122 workclass=Local-gov 0.39615775549594956 -0.16149439682508498 workclass=State-gov 0.29781885742455944 -0.020108104634351046 workclass=Without-pay 0.4855591963587067 -0.9650481229105947 workclass=Never-worked 0.14025430758629912 -1.5440852292016305 fnlwgt 0.46283820305197415 -0.7765286967810615 education=Bachelors 0.7094327788623289 -0.19764415920103692 education=Some-college 1.1543737688563682 -1.8269282787880956 education=11th 0.2231820811354754 0.7564474993254935 education=HS-grad -0.5352549090658787 -0.07273809594264559 education=Prof-school 0.3187350223630694 -0.11279278443241099 education=Assoc-acdm 0.7383787669826868 -1.358991667080194 education=Assoc-voc 0.9066985419151703 -2.7682243240744655 education=9th 0.18148133225689694 -1.2464874010720366 education=7th-8th 3.390850948929814 -2.4298042538492677 education=12th 0.08817710447767724 0.2601235675244831 education=Masters 3.7775023429852204 0.05088124704843187 education=1st-4th -0.46846566873396317 3.6324948951819915 education=10th -1.3540614997712592 1.0544447192203348 education=Doctorate -0.29027173571702436 -3.07466487636987 education=5th-6th 1.2577933180038505 0.4379401729364338 education=Preschool -3.35664017242072 1.4670514395642247 education-num -1.6930095146177893 -2.964591137394546 marital-status=Married-civ-spouse 0.3899674523225784 2.248895569622151 marital-status=Divorced 1.4813477488118194 0.03809670651302598 marital-status=Never-married 0.44464368383386127 1.4247996189651457 marital-status=Separated 0.9110289062989809 -1.4019892560967524 marital-status=Widowed 2.999208568885024 -1.6728884934351105 marital-status=Married-spouse-absent 1.2941551353007363 -0.832743426999817 marital-status=Married-AF-spouse -0.7604618310127694 0.34217405013001534 occupation=Tech-support -0.12003543285960486 0.29748252858776175 occupation=Craft-repair 0.7562808974157937 -0.41575946484108395 occupation=Other-service -0.3104088114773356 0.7875981053630241 occupation=Sales -0.7819311147952225 -0.024862924594059456 occupation=Exec-managerial -0.19410567553848496 -0.10726677240351991 occupation=Prof-specialty 0.8467879629701761 -2.4708924226682365 occupation=Handlers-cleaners 0.36031726508016754 -0.0013915038340380002 occupation=Machine-op-inspct 0.25336551487466236 0.36203332965222174 occupation=Adm-clerical 1.1976023033442058 1.0364669084899674 occupation=Farming-fishing 0.4090960701063385 -0.7422965487619135 occupation=Transport-moving 1.8245491496701924 -0.7312217704880987 occupation=Priv-house-serv -0.20935268550529645 -2.2237757273114247 occupation=Protective-serv 0.8391312574939365 -0.3619265470268319 occupation=Armed-Forces -1.3764464203285443 4.555659170361 relationship=Wife 1.372500522030495 -2.0309058214948057 relationship=Own-child 0.9524448399381212 1.642588273355127 relationship=Husband -0.03597798507029016 -0.6089561849995674 relationship=Not-in-family 1.5387638811579822 -2.351009410517216 relationship=Other-relative 0.9630203192618514 -2.07514298009103 relationship=Unmarried -0.3695307422811479 -0.30046766399577246 race=White -1.7515116955328565 1.980744518673129 race=Asian-Pac-Islander 1.3437426353442534 -2.3760321563403215 race=Amer-Indian-Eskimo 4.375717902793952 -1.0568750617619238 race=Other -0.20946270120300678 -0.36880831615108967 race=Black -0.07296981662179364 -0.6213250115482851 sex -5.499913523077649 -2.988024598215161 capital-gain -1.7146439045040063 -2.909716525100031 capital-loss -5.192449579031212 6.0561199800666765 hours-per-week -0.10740197378081062 -0.6080831284909426 native-country=United-States -2.9252804022639594 -1.599057747036698 native-country=Cambodia 0.337084346708187 2.0547811040204684 native-country=England -0.24308038554993966 -0.8924305422010176 native-country=Puerto-Rico -1.6178602144623873 2.196342769709001 native-country=Canada -1.2328777719726889 2.0310335985717165 native-country=Germany 0.5371045696043453 0.6422322750198421 native-country=Outlying-US(Guam-USVI-etc) 0.7258793530646673 1.6975887591746806 native-country=India 3.9220577227231788 -1.1914311499764334 native-country=Japan -1.327156466274378 3.118111646919158 native-country=Greece -0.6502131158546839 0.1819538868692668 native-country=South 0.5649424964256411 1.0005107930672936 native-country=China 0.7531081591108644 1.565888965139923 native-country=Cuba -1.977668752023527 -1.0825996893056462 native-country=Iran 1.70268316898622 -1.3318626518916428 native-country=Honduras -1.7463017820478248 1.4627533217934618 native-country=Philippines -1.9247110833485683 -0.6811982333233227 native-country=Italy 1.2569285634315934 0.7265609380102107 native-country=Poland -1.0903386582411871 -2.447748519798295 native-country=Jamaica 0.6184750865155304 -0.4351298912024924 native-country=Vietnam 1.0784659844237068 -1.4643946748140844 native-country=Mexico -0.6434210717011378 -1.2858735252782625 native-country=Portugal -0.9783586402024962 -1.7711165763201215 native-country=Ireland -0.5648675520550551 -0.23092350395653147 native-country=France -0.24551173538238313 -4.0236958459196 native-country=Dominican-Republic 0.9126194728112206 0.6165067540942829 native-country=Laos 1.2582376065324778 -1.0704288383579688 native-country=Ecuador 1.4631439324081352 -3.7277264244608888 native-country=Taiwan 1.743671523843291 1.772434951165463 native-country=Haiti 5.048560244969978 -0.23098656911024082 native-country=Columbia -0.4902910012314232 0.13190829297249726 native-country=Hungary -2.0699452537357805 0.36212495538364314 native-country=Guatemala 2.214272854404297 0.47503870700628276 native-country=Nicaragua 0.3750654914475355 0.8474620878800867 native-country=Scotland 2.3687077419328006 -1.2952877736302302 native-country=Thailand 1.4548289491408724 1.4371664022246178 native-country=Yugoslavia 0.3495639016424583 -1.4898893229379448 native-country=El-Salvador 1.5092791680991924 0.5223290438421674 native-country=Trinadad&Tobago -1.3081002036544325 3.4524900044451843 native-country=Peru -0.03644686468266317 -0.9019945709166459 native-country=Hong -0.11607789438349504 0.6180420535207463 native-country=Holand-Netherlands Hidden Weights: -4.1498320959686845 4.149832095968686 -6.626448297369265 6.626448297369265 >50K <=50K Error sum for iteration 7400 = 697.5445842801754 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.3544669843118757 -2.307553545845631 age 0.12869946978161273 0.3876875445955737 workclass=Private 1.012279096316523 0.2820033343628365 workclass=Self-emp-not-inc -0.5195089459174811 0.18748568195837292 workclass=Self-emp-inc -0.06387000723432826 -3.7725131743618903 workclass=Federal-gov 0.5938884925101107 0.6413140125803429 workclass=Local-gov 0.39725720325805713 -0.16238224436933862 workclass=State-gov 0.29850026248952055 -0.02150249303870406 workclass=Without-pay 0.48600241168829134 -0.9664545563984013 workclass=Never-worked 0.1410160033669395 -1.5640067998019114 fnlwgt 0.46442747986573985 -0.7799064730576108 education=Bachelors 0.7088750142408003 -0.19035979460524 education=Some-college 1.1527116890768276 -1.8326603129210024 education=11th 0.2227912629336002 0.7646513306090432 education=HS-grad -0.542175067186685 -0.06166176388322099 education=Prof-school 0.31775122318227705 -0.10625233496589222 education=Assoc-acdm 0.7390203494187976 -1.368569743807295 education=Assoc-voc 0.9054791584841232 -2.7763537537562595 education=9th 0.18316130397048117 -1.2657554378050195 education=7th-8th 3.3946785684703777 -2.4508667632627796 education=12th 0.0890633921861832 0.26299082280491076 education=Masters 3.791554016731822 0.05053139685795857 education=1st-4th -0.46870112209003745 3.6547154832674758 education=10th -1.3544311638042776 1.0542776916527932 education=Doctorate -0.2928628760223733 -3.0977035788505014 education=5th-6th 1.2606843349848604 0.4366963916617987 education=Preschool -3.3656406567250396 1.4850796907720212 education-num -1.7007450648753961 -2.972026766874522 marital-status=Married-civ-spouse 0.38669940359476535 2.27127079708697 marital-status=Divorced 1.4840547182913497 0.04551202273403702 marital-status=Never-married 0.44645571137693946 1.4404397260822266 marital-status=Separated 0.9140817640879195 -1.4376912033199347 marital-status=Widowed 3.0074380151231197 -1.690730835872518 marital-status=Married-spouse-absent 1.2960056631804828 -0.8382906609791747 marital-status=Married-AF-spouse -0.7626355057735068 0.34921524409996635 occupation=Tech-support -0.11954472548266673 0.29171318856533346 occupation=Craft-repair 0.7529984799979348 -0.4117810989266164 occupation=Other-service -0.31051677166677844 0.7876061796945347 occupation=Sales -0.7814741805917074 -0.03239816912925071 occupation=Exec-managerial -0.19532393174339557 -0.10752618540348756 occupation=Prof-specialty 0.8453572912127072 -2.4836990522878963 occupation=Handlers-cleaners 0.36080320615452327 -0.009058033135114777 occupation=Machine-op-inspct 0.2546136512271532 0.3558589159174028 occupation=Adm-clerical 1.2000056232228675 1.036034333989909 occupation=Farming-fishing 0.40917016716517357 -0.7507934022368211 occupation=Transport-moving 1.8330324408743857 -0.730242857760001 occupation=Priv-house-serv -0.21077124133740277 -2.216281163695662 occupation=Protective-serv 0.8448711037580173 -0.36322819613007135 occupation=Armed-Forces -1.3721468265545482 4.576719715029793 relationship=Wife 1.3735319282966232 -2.0457797206692536 relationship=Own-child 0.9576253910931335 1.6459462877017468 relationship=Husband -0.03960005908500594 -0.6108862762946206 relationship=Not-in-family 1.541134309723035 -2.3753705199484045 relationship=Other-relative 0.9599654281303529 -2.0780865080347177 relationship=Unmarried -0.3742050313113475 -0.2953527951437201 race=White -1.7509042212749713 1.9822399568194897 race=Asian-Pac-Islander 1.3400982260425605 -2.379517675686655 race=Amer-Indian-Eskimo 4.393948943386114 -1.0861897327740988 race=Other -0.2142207184368105 -0.3609020681323105 race=Black -0.07550822659160643 -0.6150766632973219 sex -5.505140843285374 -3.0183822820460144 capital-gain -1.7172580910310777 -2.9169406235697433 capital-loss -5.195316943879359 6.073080960838044 hours-per-week -0.10220794313344055 -0.6167570759225633 native-country=United-States -2.9305499489904347 -1.6141692483342027 native-country=Cambodia 0.3377619526604868 2.0675312685884424 native-country=England -0.23791915422576254 -0.9029667991071428 native-country=Puerto-Rico -1.6065116270695008 2.1876058812680945 native-country=Canada -1.2353751940722528 2.0387960218209895 native-country=Germany 0.5382692367061707 0.64157911541909 native-country=Outlying-US(Guam-USVI-etc) 0.7183549244238647 1.7143930827132396 native-country=India 3.9353681318645553 -1.2119068382887686 native-country=Japan -1.4818652700230102 3.1838806977722407 native-country=Greece -0.6309261825846453 0.17499294180683397 native-country=South 0.5617969523733197 1.0108450011923606 native-country=China 0.7596864599761818 1.5724717611878118 native-country=Cuba -1.972664417605069 -1.0834009709468093 native-country=Iran 1.71116323763658 -1.3502165474160956 native-country=Honduras -1.7226073136199673 1.4355269183933066 native-country=Philippines -1.9191570099922812 -0.6990617503838487 native-country=Italy 1.262304549485814 0.7351140135458637 native-country=Poland -1.083840597549865 -2.4622377919810865 native-country=Jamaica 0.6143352044542596 -0.4189261786127415 native-country=Vietnam 1.086540885225966 -1.4847105182142233 native-country=Mexico -0.6470158100846481 -1.2929878237169088 native-country=Portugal -0.9707797798944022 -1.7803123655592823 native-country=Ireland -0.5686773418551463 -0.23203134565510358 native-country=France -0.2414404182374346 -4.040408497769073 native-country=Dominican-Republic 0.9241754876735979 0.6266439265341847 native-country=Laos 1.2622717969815005 -1.0717283156033643 native-country=Ecuador 1.4647677427191899 -3.743872531649688 native-country=Taiwan 1.7472600992952143 1.772398751003382 native-country=Haiti 5.064238398391329 -0.2323027825545247 native-country=Columbia -0.4898477859018386 0.130501859484695 native-country=Hungary -2.0745896656204104 0.3614224910444961 native-country=Guatemala 2.223137522314564 0.4741902112447114 native-country=Nicaragua 0.38133743138035586 0.8497144144121 native-country=Scotland 2.37834505496846 -1.2962831838114166 native-country=Thailand 1.4656440268609146 1.4398066880152374 native-country=Yugoslavia 0.3571117776692323 -1.5121299936002501 native-country=El-Salvador 1.515525595747419 0.5252037069557046 native-country=Trinadad&Tobago -1.323009802154141 3.4719576114753803 native-country=Peru -0.034289460614238876 -0.9023145337840945 native-country=Hong -0.11563467905391128 0.6166356200329397 native-country=Holand-Netherlands Hidden Weights: -4.147083766189615 4.147083766189616 -6.6584246988974485 6.6584246988974485 >50K <=50K Error sum for iteration 7500 = 696.8008187783465 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.3600406469730226 -2.3005873790337654 age 0.1298603084388842 0.3870518295815672 workclass=Private 1.0151230615073379 0.2802355805268875 workclass=Self-emp-not-inc -0.5201009271283957 0.18553313775205632 workclass=Self-emp-inc -0.06323503965026864 -3.788515620129089 workclass=Federal-gov 0.5949279488989165 0.6432567156354488 workclass=Local-gov 0.3983387024101204 -0.16323731490050838 workclass=State-gov 0.29919170747449025 -0.022867009713745844 workclass=Without-pay 0.4864597577380846 -0.9678302459300564 workclass=Never-worked 0.14147496907216497 -1.583432899385863 fnlwgt 0.46594287985492905 -0.7835526190626074 education=Bachelors 0.7081768608521558 -0.18350000629553703 education=Some-college 1.150848391582853 -1.838224607174432 education=11th 0.22226740637191542 0.772590215511269 education=HS-grad -0.5492668827012714 -0.05039296105575982 education=Prof-school 0.3167291656799392 -0.09997101239883703 education=Assoc-acdm 0.7395055779171545 -1.3778267641985795 education=Assoc-voc 0.9036310902241607 -2.7842657433502094 education=9th 0.18793928759826242 -1.2843207523097486 education=7th-8th 3.3982730341882736 -2.4715809714273997 education=12th 0.08992500708008919 0.2657360552904046 education=Masters 3.805337755567537 0.05015573986531265 education=1st-4th -0.46901884623940227 3.676371331357125 education=10th -1.3545552103757874 1.0542699423497575 education=Doctorate -0.2963180275895247 -3.1202100129725854 education=5th-6th 1.2635863796267237 0.4354787770518514 education=Preschool -3.3750372548648615 1.5027283594673502 education-num -1.708244501684036 -2.9790817024792755 marital-status=Married-civ-spouse 0.38361495683389096 2.293422044349449 marital-status=Divorced 1.486838903761365 0.052591433045300846 marital-status=Never-married 0.4482850067471304 1.4560951918905112 marital-status=Separated 0.917076780786245 -1.4730128615031364 marital-status=Widowed 3.0153863268284216 -1.7083410116644608 marital-status=Married-spouse-absent 1.29789292825324 -0.8438253577555126 marital-status=Married-AF-spouse -0.7646595385314925 0.3562211869729437 occupation=Tech-support -0.11905751467694202 0.2858060087921083 occupation=Craft-repair 0.7498216002735717 -0.4080578205911884 occupation=Other-service -0.3105927196184891 0.7877263322710367 occupation=Sales -0.7808824054996184 -0.03994672366735267 occupation=Exec-managerial -0.19642665233345838 -0.10788834144765441 occupation=Prof-specialty 0.8438121741867012 -2.4965957458411068 occupation=Handlers-cleaners 0.3613526932517464 -0.016908104312739054 occupation=Machine-op-inspct 0.2559576239869184 0.3496852322671774 occupation=Adm-clerical 1.2021725035506996 1.0360020138556372 occupation=Farming-fishing 0.4092189396816244 -0.7586682966636625 occupation=Transport-moving 1.8416028670524383 -0.7293009756335077 occupation=Priv-house-serv -0.2122313794341895 -2.208418626205547 occupation=Protective-serv 0.850559028223325 -0.3645016059300177 occupation=Armed-Forces -1.3678726083356634 4.597557574552216 relationship=Wife 1.37452584805483 -2.05974046072754 relationship=Own-child 0.9628084463074379 1.649123022511716 relationship=Husband -0.04284540110616396 -0.6126807768175895 relationship=Not-in-family 1.5432405048009885 -2.4004061350209085 relationship=Other-relative 0.9570562265793046 -2.080569900156397 relationship=Unmarried -0.37846902527310033 -0.29087957758177774 race=White -1.750510938463568 1.9839572911478809 race=Asian-Pac-Islander 1.33666485547324 -2.3828415222716957 race=Amer-Indian-Eskimo 4.4116133425177875 -1.114760937120084 race=Other -0.2186355372013416 -0.35308153300277134 race=Black -0.07785206255496412 -0.6093041886473324 sex -5.511072426320087 -3.0485379512780937 capital-gain -1.7199335661108552 -2.9238131665196265 capital-loss -5.197658268242927 6.089436968290853 hours-per-week -0.09801193721850518 -0.6246222447112495 native-country=United-States -2.9357466100597174 -1.629024020696818 native-country=Cambodia 0.3382309065998818 2.07989661786312 native-country=England -0.23305533321926167 -0.913491312600708 native-country=Puerto-Rico -1.5958089675964715 2.1794949350927926 native-country=Canada -1.2373406682976538 2.045778063719019 native-country=Germany 0.5394806785380512 0.6409928080108814 native-country=Outlying-US(Guam-USVI-etc) 0.711529209896722 1.7307395046009528 native-country=India 3.9484355582949977 -1.2318874848544668 native-country=Japan -1.6295491986795785 3.2493509236700677 native-country=Greece -0.6117667598280347 0.1678516588689502 native-country=South 0.5586316272947929 1.020848946154768 native-country=China 0.765734238073429 1.578432501163601 native-country=Cuba -1.9681413230032796 -1.0840014737248809 native-country=Iran 1.7196027501570448 -1.3687992381285239 native-country=Honduras -1.6993263690955256 1.408523783541386 native-country=Philippines -1.9149651726830645 -0.7163163100197496 native-country=Italy 1.2673501575606978 0.7436874985302706 native-country=Poland -1.077430187504214 -2.476737082532156 native-country=Jamaica 0.6104048606123166 -0.4031312967266661 native-country=Vietnam 1.0942572931553722 -1.5045246948147302 native-country=Mexico -0.6504924812743803 -1.2999817156255757 native-country=Portugal -0.9635547300057264 -1.7893727212557837 native-country=Ireland -0.5722973663781941 -0.23306433307465332 native-country=France -0.23788099692921452 -4.057073150250289 native-country=Dominican-Republic 0.9355869614006845 0.6366331640603975 native-country=Laos 1.2662760017144774 -1.0730012899333445 native-country=Ecuador 1.4661310014261304 -3.759402702525615 native-country=Taiwan 1.7507767012483777 1.7723116606882845 native-country=Haiti 5.079913179073116 -0.2335929459907178 native-country=Columbia -0.48939043985204533 0.12912616995306445 native-country=Hungary -2.0789926881430367 0.36074709841216795 native-country=Guatemala 2.2319849580987787 0.4733634411766558 native-country=Nicaragua 0.38755824085474133 0.8519909060164709 native-country=Scotland 2.387389980797431 -1.296839734440925 native-country=Thailand 1.4764026619279476 1.4424813409061397 native-country=Yugoslavia 0.36416723541848744 -1.5340649196662366 native-country=El-Salvador 1.521700569574274 0.5280436062008947 native-country=Trinadad&Tobago -1.3376139831124791 3.4910730679950315 native-country=Peru -0.03210520286593964 -0.9026208516031912 native-country=Hong -0.11517733300410703 0.6152599305012846 native-country=Holand-Netherlands Hidden Weights: -4.144322495382883 4.144322495382885 -6.690328250434847 6.690328250434848 >50K <=50K Error sum for iteration 7600 = 696.044684912765 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.3655960524679325 -2.294213594036011 age 0.13098569531270635 0.38645723668326104 workclass=Private 1.0180508163024513 0.2786212790264856 workclass=Self-emp-not-inc -0.5205161541896539 0.1833876682412763 workclass=Self-emp-inc -0.0626955185369685 -3.8041667249119 workclass=Federal-gov 0.5959992995509479 0.6452403341155185 workclass=Local-gov 0.39941639365514264 -0.16410792334667404 workclass=State-gov 0.29988943771344195 -0.02420535715561686 workclass=Without-pay 0.4869280382618835 -0.9691789663367587 workclass=Never-worked 0.1416625556266417 -1.6023511783887747 fnlwgt 0.46742335804055585 -0.7874806846318267 education=Bachelors 0.7074602932587264 -0.17717575484956938 education=Some-college 1.1488723661518092 -1.8436378408025502 education=11th 0.22170229941572486 0.7803017925614751 education=HS-grad -0.5565552793126446 -0.038997448583519445 education=Prof-school 0.31568780337078917 -0.09386263560730065 education=Assoc-acdm 0.7398937572865768 -1.3868323430789655 education=Assoc-voc 0.901293711042071 -2.7919721178592236 education=9th 0.19490550875893514 -1.3020566690707165 education=7th-8th 3.4016617941007588 -2.491952501097336 education=12th 0.09078456848502386 0.26833942692111257 education=Masters 3.8188457168481458 0.04975357978078163 education=1st-4th -0.4692807650264861 3.697508013559771 education=10th -1.3544698005209481 1.0543771464483183 education=Doctorate -0.3004763480301813 -3.1422084112543764 education=5th-6th 1.2664936183401687 0.43428376898347426 education=Preschool -3.3846226096882543 1.5198669800286588 education-num -1.7155334588958842 -2.9858113064919247 marital-status=Married-civ-spouse 0.38070333004727636 2.3153276982757873 marital-status=Divorced 1.4896950947762153 0.05936295539651944 marital-status=Never-married 0.4501189879799876 1.47175673465087 marital-status=Separated 0.9200067155846243 -1.5079408663988263 marital-status=Widowed 3.023069703979159 -1.7257289669768174 marital-status=Married-spouse-absent 1.2998142359117346 -0.8493493186728712 marital-status=Married-AF-spouse -0.7665765731978638 0.36320613352771997 occupation=Tech-support -0.11853834310999325 0.2795762094191788 occupation=Craft-repair 0.746784661114195 -0.4046248264877977 occupation=Other-service -0.3106502091408645 0.7879495797425151 occupation=Sales -0.7802555844849829 -0.04739829783463584 occupation=Exec-managerial -0.19744792124566374 -0.10831368689944312 occupation=Prof-specialty 0.8421830818308371 -2.5095431832971102 occupation=Handlers-cleaners 0.3619435574999824 -0.024869850049578323 occupation=Machine-op-inspct 0.2573704428220603 0.3435117605485972 occupation=Adm-clerical 1.2041701952679256 1.0363739930336877 occupation=Farming-fishing 0.4092496396713315 -0.7660101334613297 occupation=Transport-moving 1.85025123688104 -0.7284080340030371 occupation=Priv-house-serv -0.21372774385258425 -2.200216518193953 occupation=Protective-serv 0.8561929515810031 -0.36575046112567733 occupation=Armed-Forces -1.3636522758274279 4.618202479359435 relationship=Wife 1.3754879266409028 -2.072779864025993 relationship=Own-child 0.9679759853641766 1.6520814677134135 relationship=Husband -0.04575632786436002 -0.6143088657788256 relationship=Not-in-family 1.5450928471642205 -2.4261229023437174 relationship=Other-relative 0.9543207881563265 -2.0826710762765854 relationship=Unmarried -0.38237853463704574 -0.28700236578873833 race=White -1.7503212658096943 1.985902131824722 race=Asian-Pac-Islander 1.3334734989328998 -2.3860179806543065 race=Amer-Indian-Eskimo 4.4287214651609 -1.142624902451999 race=Other -0.2227448197845835 -0.34539652704499707 race=Black -0.08005086470842965 -0.6038916649808821 sex -5.517792100850708 -3.078519819318293 capital-gain -1.722675817419783 -2.9303159791968763 capital-loss -5.199622751468266 6.105336919431769 hours-per-week -0.09472640760142029 -0.6316950132381763 native-country=United-States -2.9409305791212947 -1.6436590818974792 native-country=Cambodia 0.3384545773921485 2.0919357677317683 native-country=England -0.22861264867008074 -0.9240046707706151 native-country=Puerto-Rico -1.5858166360388921 2.172125886312921 native-country=Canada -1.2388714332022548 2.0522453345559044 native-country=Germany 0.5407373857255743 0.6404714493515193 native-country=Outlying-US(Guam-USVI-etc) 0.7053443816625408 1.7467144069382465 native-country=India 3.961257290265191 -1.2513935658251916 native-country=Japan -1.7688479748467711 3.313588308623496 native-country=Greece -0.5927647468002147 0.160526775417061 native-country=South 0.5554182332874129 1.0306192585967442 native-country=China 0.7712004981043723 1.5838765568698692 native-country=Cuba -1.9641580784358452 -1.0844043194245179 native-country=Iran 1.727990545050213 -1.3875913306569938 native-country=Honduras -1.6765898386150992 1.3818905065464446 native-country=Philippines -1.9121467413545963 -0.7328891233012038 native-country=Italy 1.2720047628439364 0.7522462232811757 native-country=Poland -1.0712439223080956 -2.491255219682614 native-country=Jamaica 0.6066495178358268 -0.38773149734650986 native-country=Vietnam 1.1015752264733352 -1.5238683091852159 native-country=Mexico -0.6538928204497328 -1.3068709842934207 native-country=Portugal -0.9567907711334426 -1.7983040783378506 native-country=Ireland -0.5757548828515555 -0.23402832454100087 native-country=France -0.23489941870772404 -4.073701273393221 native-country=Dominican-Republic 0.9468595702559066 0.6464791981173225 native-country=Laos 1.2702281033174752 -1.0742510275033452 native-country=Ecuador 1.4671643205398712 -3.7743514976425305 native-country=Taiwan 1.7542127710370745 1.7721628581602853 native-country=Haiti 5.095564976928322 -0.23485989345653627 native-country=Columbia -0.4889221593282464 0.12777744954638753 native-country=Hungary -2.08319024646863 0.3600956971330223 native-country=Guatemala 2.2408020045027808 0.47255503635746443 native-country=Nicaragua 0.39371864820858893 0.8542823184845373 native-country=Scotland 2.3958581688173504 -1.2969521374456234 native-country=Thailand 1.4870917677824764 1.4451794501244482 native-country=Yugoslavia 0.3706083911079068 -1.5556983452899522 native-country=El-Salvador 1.5277951846492004 0.5308409414808741 native-country=Trinadad&Tobago -1.351928488165805 3.509893481820095 native-country=Peru -0.029896710574661867 -0.9029176182897739 native-country=Hong -0.11470905248030609 0.6139112100945823 native-country=Holand-Netherlands Hidden Weights: -4.141487918025426 4.141487918025427 -6.722122709070009 6.7221227090700095 >50K <=50K Error sum for iteration 7700 = 695.2759699834039 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.3711674786137797 -2.2883129908416566 age 0.1321002197712235 0.38586682671964107 workclass=Private 1.0210222004465017 0.2771491436249511 workclass=Self-emp-not-inc -0.5208143316898782 0.18114479955538612 workclass=Self-emp-inc -0.062240428591422224 -3.8194939217919748 workclass=Federal-gov 0.5971060521497462 0.6472400882308799 workclass=Local-gov 0.4004994747027563 -0.1650276175644533 workclass=State-gov 0.30058948799012486 -0.025520206764458032 workclass=Without-pay 0.48740355192661744 -0.9705034597129173 workclass=Never-worked 0.1416188933186534 -1.6207579780803054 fnlwgt 0.4688944531842799 -0.7916750946932283 education=Bachelors 0.7068089481499839 -0.17141349921643612 education=Some-college 1.1468654370269358 -1.8489148664202002 education=11th 0.22116302159729292 0.7878169144505861 education=HS-grad -0.5640378367322876 -0.027554247868354923 education=Prof-school 0.31464393249862543 -0.08786404766316441 education=Assoc-acdm 0.740232131118011 -1.395654781219089 education=Assoc-voc 0.8986279483919454 -2.799483887037106 education=9th 0.20319138893094219 -1.3189025225161641 education=7th-8th 3.404872859138641 -2.5119849301854447 education=12th 0.09165957698402995 0.27079255801677854 education=Masters 3.832075704359035 0.04932528687446235 education=1st-4th -0.4693817747152189 3.7181723718205513 education=10th -1.3542162789920926 1.0545525950810328 education=Doctorate -0.30514538652194206 -3.1637211929353617 education=5th-6th 1.269400805744202 0.43310882390217603 education=Preschool -3.3942279065926204 1.5364039090112722 education-num -1.7226333906484284 -2.9922584072391576 marital-status=Married-civ-spouse 0.37795834339330503 2.3369624017969093 marital-status=Divorced 1.4926116693724054 0.06586282370509314 marital-status=Never-married 0.4519417365422398 1.4874140340135986 marital-status=Separated 0.9228605440579921 -1.5424636103749234 marital-status=Widowed 3.030502205236845 -1.742904249774103 marital-status=Married-spouse-absent 1.3017662063996707 -0.8548634629873549 marital-status=Married-AF-spouse -0.7684266566396064 0.3701834544997094 occupation=Tech-support -0.11797153790486392 0.2729423658453888 occupation=Craft-repair 0.7439090560310585 -0.4015033753153668 occupation=Other-service -0.3107017674101768 0.7882607812605961 occupation=Sales -0.7796693628781067 -0.054673650590514676 occupation=Exec-managerial -0.19841679059823267 -0.10877579191755454 occupation=Prof-specialty 0.8405042673051907 -2.5225064804353483 occupation=Handlers-cleaners 0.3625544491782122 -0.03288303169084551 occupation=Machine-op-inspct 0.258824369729488 0.3373422289658352 occupation=Adm-clerical 1.2060582665667865 1.037125859572371 occupation=Farming-fishing 0.40926567809086756 -0.7729142812022035 occupation=Transport-moving 1.858965915125181 -0.7275752913828413 occupation=Priv-house-serv -0.21525535621571196 -2.1917015328379628 occupation=Protective-serv 0.8617701618803554 -0.3669774241278115 occupation=Armed-Forces -1.3595097093143105 4.638677907219441 relationship=Wife 1.3764137863339276 -2.0848936057349112 relationship=Own-child 0.973109030037416 1.6548050342156566 relationship=Husband -0.04838032856594714 -0.6157454836046081 relationship=Not-in-family 1.5467170991330679 -2.452516806176602 relationship=Other-relative 0.9517762573158383 -2.0844687145375187 relationship=Unmarried -0.38599047195800096 -0.28365680484387484 race=White -1.7503117625659332 1.9880527924991147 race=Asian-Pac-Islander 1.3305335679892991 -2.389059341478437 race=Amer-Indian-Eskimo 4.445290803748323 -1.169813220556259 race=Other -0.22659011570994825 -0.33788148362605236 race=Black -0.08214568089510683 -0.5987508070999278 sex -5.525298815481733 -3.1083557157960904 capital-gain -1.7254923921577379 -2.9364390775817584 capital-loss -5.201343650018227 6.120946245529272 hours-per-week -0.09222362622859209 -0.6380586696106055 native-country=United-States -2.946153943786475 -1.658109660778421 native-country=Cambodia 0.33843740854402327 2.1037156970411015 native-country=England -0.2246645063872253 -0.9345059092316234 native-country=Puerto-Rico -1.5765528344731998 2.1655703854674146 native-country=Canada -1.240056252329713 2.058416333180323 native-country=Germany 0.5420375129441446 0.6400143249288799 native-country=Outlying-US(Guam-USVI-etc) 0.6997455730818256 1.7624025706893354 native-country=India 3.9738319757975247 -1.270444472662053 native-country=Japan -1.8992319749351239 3.3758742462414033 native-country=Greece -0.5739414483416833 0.15301707662752595 native-country=South 0.5521534272703704 1.0402488926321347 native-country=China 0.7760966241565225 1.588913406271055 native-country=Cuba -1.9607360229886102 -1.084612546154324 native-country=Iran 1.7363160283047334 -1.4065713295228455 native-country=Honduras -1.654506044667289 1.3557492674931149 native-country=Philippines -1.9105844945090196 -0.7487499078627186 native-country=Italy 1.276247066418984 0.7607664150475518 native-country=Poland -1.0653907894783434 -2.5057962961622415 native-country=Jamaica 0.6030461748810667 -0.37270867804534497 native-country=Vietnam 1.108488735995832 -1.542768972398172 native-country=Mexico -0.6572569269244607 -1.3136719631282336 native-country=Portugal -0.9505606008694932 -1.8071099939364295 native-country=Ireland -0.579074739425075 -0.2349283104659677 native-country=France -0.2325104462540506 -4.090300106050481 native-country=Dominican-Republic 0.9580022116352527 0.6561906326861088 native-country=Laos 1.274112677632171 -1.0754797909341918 native-country=Ecuador 1.467833035189254 -3.7887574047992776 native-country=Taiwan 1.7575620858182412 1.7719459209437527 native-country=Haiti 5.111177617107602 -0.23610545734760793 native-country=Columbia -0.4884466456635125 0.12645295617023725 native-country=Hungary -2.0872149497562473 0.3594660798944135 native-country=Guatemala 2.2495763010633882 0.47176274367044274 native-country=Nicaragua 0.399810871723535 0.8565813959877148 native-country=Scotland 2.403764953864045 -1.2966196264995353 native-country=Thailand 1.4976995367230048 1.4478918621258645 native-country=Yugoslavia 0.3763759111095212 -1.5770325477621365 native-country=El-Salvador 1.5338024163332824 0.533590362062972 native-country=Trinadad&Tobago -1.365968069857945 3.528473061616226 native-country=Peru -0.027667351698934195 -0.9032080755548124 native-country=Hong -0.11423353881557598 0.6125867167184237 native-country=Holand-Netherlands Hidden Weights: -4.138547822973687 4.138547822973687 -6.75377567943168 6.753775679431679 >50K <=50K Error sum for iteration 7800 = 694.4963953592718 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.376764745520809 -2.2828144897800646 age 0.13321972779177546 0.3852589761441693 workclass=Private 1.0240109783533158 0.27579174189643774 workclass=Self-emp-not-inc -0.5210475198811817 0.1788885798432793 workclass=Self-emp-inc -0.06185872254946995 -3.8345221081342835 workclass=Federal-gov 0.5982478790285884 0.6492380275315738 workclass=Local-gov 0.40159273226139863 -0.16601323710953664 workclass=State-gov 0.30128847334433756 -0.026813250874734747 workclass=Without-pay 0.4878829434979419 -0.9718054852271566 workclass=Never-worked 0.14138485284562996 -1.6386585868580585 fnlwgt 0.4703681563314632 -0.7961001587252212 education=Bachelors 0.7062686005297735 -0.16618139682622737 education=Some-college 1.144889894838903 -1.8540685325527853 education=11th 0.22069032178847653 0.795157150748502 education=HS-grad -0.5716873748108241 -0.01614696030706472 education=Prof-school 0.31360975104302996 -0.08193569231155692 education=Assoc-acdm 0.7405530319001553 -1.404353877993058 education=Assoc-voc 0.8957847630636792 -2.80681122309185 education=9th 0.2120920639208419 -1.334841977202189 education=7th-8th 3.4079326768661913 -2.5316808588908546 education=12th 0.09255943072451964 0.2730993872473501 education=Masters 3.8450305781351743 0.04887222915519 education=1st-4th -0.4692587156893413 3.738405322941568 education=10th -1.353834741303453 1.0547550132419286 education=Doctorate -0.3101419937842592 -3.184769922979869 education=5th-6th 1.272303884319378 0.4319523655968764 education=Preschool -3.4037339459871125 1.55228353843231 education-num -1.7295585625176046 -2.9984563790228913 marital-status=Married-civ-spouse 0.3753760870328137 2.3583027533878926 marital-status=Divorced 1.4955729917705405 0.07213154225190552 marital-status=Never-married 0.45373794071167434 1.5030563612137557 marital-status=Separated 0.9256274756679626 -1.5765714544914857 marital-status=Widowed 3.037696450162452 -1.7598760026332962 marital-status=Married-spouse-absent 1.3037458050959252 -0.8603676742786055 marital-status=Married-AF-spouse -0.7702413852213916 0.3771627989188506 occupation=Tech-support -0.11735651432109953 0.26590382879112123 occupation=Craft-repair 0.7412031298570659 -0.39869743613799624 occupation=Other-service -0.3107563665989314 0.7886420672519282 occupation=Sales -0.7791716105662723 -0.06172800737328575 occupation=Exec-managerial -0.1993546709258302 -0.10926054472250277 occupation=Prof-specialty 0.8388071618728234 -2.5354569804460034 occupation=Handlers-cleaners 0.3631682713963256 -0.040903079776649094 occupation=Machine-op-inspct 0.2602953908161204 0.33118494707168195 occupation=Adm-clerical 1.2078823398157577 1.0382168817027344 occupation=Farming-fishing 0.4092686988386503 -0.7794707199630414 occupation=Transport-moving 1.8677344765998567 -0.7268128457134339 occupation=Priv-house-serv -0.2168098916961566 -2.1828974614388774 occupation=Protective-serv 0.8672882769623879 -0.36818417883345883 occupation=Armed-Forces -1.3554624076248103 4.659000081123217 relationship=Wife 1.3772938161085526 -2.0960819854225408 relationship=Own-child 0.978189702295814 1.6572944413432602 relationship=Husband -0.05076072661039961 -0.616975829697158 relationship=Not-in-family 1.5481457361122826 -2.479574453824599 relationship=Other-relative 0.9494314966568301 -2.0860322793393715 relationship=Unmarried -0.3893549533625649 -0.2807726922127297 race=White -1.7504542711837694 1.9903729241026782 race=Asian-Pac-Islander 1.3278389181409729 -2.3919759912957264 race=Amer-Indian-Eskimo 4.46134446984347 -1.1963539630016977 race=Other -0.23021005150694704 -0.3305546672824417 race=Black -0.08416602708584169 -0.5938232716196964 sex -5.533535140678596 -3.13806973524995 capital-gain -1.7283899525801456 -2.9421807076040145 capital-loss -5.202928978668359 6.136421632372988 hours-per-week -0.09036931176731025 -0.6438277628288326 native-country=United-States -2.951456250461989 -1.6724056292936287 native-country=Cambodia 0.3382069111544013 2.1153025524548372 native-country=England -0.22124137724743984 -0.9449927518370081 native-country=Puerto-Rico -1.5680037904130903 2.1598515312556175 native-country=Canada -1.2409774476447613 2.0644514603084074 native-country=Germany 0.5433792707192694 0.6396213421475672 native-country=Outlying-US(Guam-USVI-etc) 0.6946804085218914 1.7778789617873365 native-country=India 3.9861602147174686 -1.289058428767933 native-country=Japan -2.0207362019579094 3.435725538770404 native-country=Greece -0.5553092420490912 0.1453238830498097 native-country=South 0.5488501271862952 1.0498174014142845 native-country=China 0.7804716798358252 1.5936442359260221 native-country=Cuba -1.9578673346124649 -1.084628509657033 native-country=Iran 1.744570348875543 -1.4257165810120809 native-country=Honduras -1.6331617890036016 1.330201722416147 native-country=Philippines -1.910093525085697 -0.7639058605383258 native-country=Italy 1.280084220828004 0.7692337199801326 native-country=Poland -1.0599482632459671 -2.520360327818084 native-country=Jamaica 0.5995780037161366 -0.3580435580264631 native-country=Vietnam 1.1150108779195416 -1.5612509108268775 native-country=Mexico -0.660620229163934 -1.3204000420891013 native-country=Portugal -0.9449046406207673 -1.8157917929247314 native-country=Ireland -0.5822782472532033 -0.23576832284582988 native-country=France -0.23069130283284955 -4.106873345099962 native-country=Dominican-Republic 0.9690251576304634 0.6657777892609636 native-country=Laos 1.2779207379649422 -1.0766888999679822 native-country=Ecuador 1.4681319940300441 -3.8026599839065844 native-country=Taiwan 1.7608209938844774 1.7716580304854341 native-country=Haiti 5.1267386313296495 -0.23733057127764048 native-country=Columbia -0.487967254092188 0.12515093065603977 native-country=Hungary -2.0910948112403887 0.35885688331677484 native-country=Guatemala 2.2582974058801657 0.4709853548450533 native-country=Nicaragua 0.40582902118313147 0.858882754639963 native-country=Scotland 2.411124041032443 -1.2958499525700924 native-country=Thailand 1.5082163895712084 1.4506112378387312 native-country=Yugoslavia 0.3814610308010484 -1.5980684705509673 native-country=El-Salvador 1.5397175667732523 0.5362887658097975 native-country=Trinadad&Tobago -1.3797463174549272 3.546858902954076 native-country=Peru -0.02542042496585676 -0.9034946102879545 native-country=Hong -0.11375414724426003 0.6112846912041844 native-country=Holand-Netherlands Hidden Weights: -4.135492218726863 4.1354922187268635 -6.785258304262869 6.785258304262871 >50K <=50K Error sum for iteration 7900 = 693.7081555533181 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.3823828200111932 -2.277680263083425 age 0.13435261009103064 0.38462409393231384 workclass=Private 1.0270015020916867 0.27451477373685756 workclass=Self-emp-not-inc -0.5212560981795338 0.17668492326413476 workclass=Self-emp-inc -0.061540259001906475 -3.8492730783613625 workclass=Federal-gov 0.5994221686884111 0.6512224637913102 workclass=Local-gov 0.4026974823807593 -0.16706705207719236 workclass=State-gov 0.30198376400159715 -0.02808540411549748 workclass=Without-pay 0.48836345161283473 -0.9730860191689062 workclass=Never-worked 0.14099753176129623 -1.656066052368573 fnlwgt 0.4718464064692189 -0.8007107290044108 education=Bachelors 0.7058566330636943 -0.16141669799534136 education=Some-college 1.1429864040112263 -1.8591094957605607 education=11th 0.22030422766619515 0.8023360516948334 education=HS-grad -0.5794600942250298 -0.004855847285108831 education=Prof-school 0.312593106900398 -0.07605718430942467 education=Assoc-acdm 0.740875908280363 -1.4129769095032518 education=Assoc-voc 0.8928881939953861 -2.813963495852199 education=9th 0.22109335989955237 -1.3498861469561612 education=7th-8th 3.410864716785327 -2.5510427616103133 education=12th 0.09348599030038467 0.2752733711935713 education=Masters 3.8577169321915075 0.0483965282708493 education=1st-4th -0.4688842777388701 3.7582406545544624 education=10th -1.3533607365113007 1.0549528043879093 education=Doctorate -0.31531420474334515 -3.2053756758768177 education=5th-6th 1.2751999562862257 0.43081358750006093 education=Preschool -3.4130645435701155 1.5674795262890797 education-num -1.7363165860181637 -3.0044322909406005 marital-status=Married-civ-spouse 0.37295316712664833 2.379330525468253 marital-status=Divorced 1.4985611596634647 0.07821046913737215 marital-status=Never-married 0.455494743940377 1.5186732548491308 marital-status=Separated 0.9282987224074712 -1.6102569672683937 marital-status=Widowed 3.0446639117720116 -1.7766529672161466 marital-status=Married-spouse-absent 1.305750690755326 -0.8658608867286167 marital-status=Married-AF-spouse -0.7720428357112465 0.38414811325832304 occupation=Tech-support -0.11670171905618479 0.25850967496143373 occupation=Craft-repair 0.7386648079782474 -0.39619506257836035 occupation=Other-service -0.31081935177904574 0.7890758798906049 occupation=Sales -0.77878723417333 -0.06854488290007661 occupation=Exec-managerial -0.20027585411887588 -0.10976339414323479 occupation=Prof-specialty 0.8371169594836368 -2.548372509780682 occupation=Handlers-cleaners 0.36377310497904636 -0.04890072429185552 occupation=Machine-op-inspct 0.26176443087335743 0.3250516239282647 occupation=Adm-clerical 1.2096741324885423 1.0396010965628903 occupation=Farming-fishing 0.409259588373858 -0.7857565755173516 occupation=Transport-moving 1.876544677650515 -0.7261294047333192 occupation=Priv-house-serv -0.2183877885860562 -2.1738246850938845 occupation=Protective-serv 0.8727455669543761 -0.3693716269504325 occupation=Armed-Forces -1.3515217758846199 4.679178230075672 relationship=Wife 1.3781169839917247 -2.1063510406005994 relationship=Own-child 0.9832016068036673 1.6595631363233498 relationship=Husband -0.05293282474276039 -0.6179959660673537 relationship=Not-in-family 1.5494117856941152 -2.5072741665920217 relationship=Other-relative 0.9472889546844974 -2.087417694141147 relationship=Unmarried -0.3925130475629596 -0.2782824716895492 race=White -1.7507210453327788 1.9928215670906115 race=Asian-Pac-Islander 1.3253735626446914 -2.394776635506356 race=Amer-Indian-Eskimo 4.476909110143683 -1.2222727429303166 race=Other -0.23363786246795804 -0.3234210478972429 race=Black -0.0861302872860495 -0.5890765558312915 sex -5.5424124972214495 -3.167680654800532 capital-gain -1.731372096845422 -2.94754653542894 capital-loss -5.2044602593189735 6.151895518282619 hours-per-week -0.08904032792489813 -0.6491221739550529 native-country=United-States -2.9568635880816725 -1.6865699438350155 native-country=Cambodia 0.33779951502938615 2.1267559063369585 native-country=England -0.2183414525683017 -0.9554620094243162 native-country=Puerto-Rico -1.5601352514653712 2.1549504430501933 native-country=Canada -1.2417092384050892 2.07045683584251 native-country=Germany 0.5447608853901957 0.6392925145413758 native-country=Outlying-US(Guam-USVI-etc) 0.6900987712674626 1.7932046774633106 native-country=India 3.998244395233095 -1.3072525404502742 native-country=Japan -2.1337336303964833 3.492867998590135 native-country=Greece -0.5368729877832422 0.13745070910400123 native-country=South 0.5455294091450833 1.0593867561007628 native-country=China 0.7843915428852706 1.5981550310485557 native-country=Cuba -1.9555247617785947 -1.084453863484267 native-country=Iran 1.752746633162437 -1.4450039856386574 native-country=Honduras -1.6126247495114847 1.3053330036091708 native-country=Philippines -1.9104694817701373 -0.7783924116402164 native-country=Italy 1.2835409484541536 0.7776406377086093 native-country=Poland -1.0549638379554853 -2.5349442749903113 native-country=Jamaica 0.5962310348004898 -0.34371749771080207 native-country=Vietnam 1.1211632060401764 -1.5793351777990354 native-country=Mexico -0.6640123068094338 -1.3270687572199211 native-country=Portugal -0.9398367734306015 -1.824349294663594 native-country=Ireland -0.5853831103250848 -0.2365515313990652 native-country=France -0.22939607638913953 -4.1234220521389 native-country=Dominican-Republic 0.9799384956583816 0.6752510876450468 native-country=Laos 1.281648354208536 -1.077878935523794 native-country=Ecuador 1.4680774794013587 -3.816097689477508 native-country=Taiwan 1.76398801766672 1.7712990013897685 native-country=Haiti 5.142238563982148 -0.23853550064005621 native-country=Columbia -0.4874867459772952 0.12387039671429145 native-country=Hungary -2.0948532034444964 0.3582674112055971 native-country=Guatemala 2.266957022311932 0.4702224798933996 native-country=Nicaragua 0.4117688864725247 0.8611825358131435 native-country=Scotland 2.4179472326931566 -1.2946594243016973 native-country=Thailand 1.5186350577026668 1.453331850597684 native-country=Yugoslavia 0.3858904651327498 -1.618806375336363 native-country=El-Salvador 1.5455380124174538 0.5389348449263448 native-country=Trinadad&Tobago -1.3932758407504353 3.565089267267816 native-country=Peru -0.023158902332518935 -0.9037788912346807 native-country=Hong -0.11327363912936944 0.6100041572624347 native-country=Holand-Netherlands Hidden Weights: -4.132325379561013 4.132325379561012 -6.81654489517029 6.816544895170293 >50K <=50K Error sum for iteration 8000 = 692.9127708286198 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.3880091647955017 -2.2728924216425805 age 0.135501813808769 0.3839606675424608 workclass=Private 1.0299848030286676 0.27328411269525554 workclass=Self-emp-not-inc -0.5214685531144464 0.17458039961377203 workclass=Self-emp-inc -0.06127634235603554 -3.8637656102237785 workclass=Federal-gov 0.6006249808035928 0.6531869000575304 workclass=Local-gov 0.40381259476412923 -0.1681808389429432 workclass=State-gov 0.3026734001304238 -0.0293370436905698 workclass=Without-pay 0.4888428867457049 -0.9743454947101554 workclass=Never-worked 0.14048852072599016 -1.6729992891410415 fnlwgt 0.4733251623192446 -0.8054607937914672 education=Bachelors 0.7055725033678549 -0.15704611619967046 education=Some-college 1.141177633897458 -1.8640461866334377 education=11th 0.22001088677321545 0.8093616419903763 education=HS-grad -0.5873045196710444 0.006247860971315959 education=Prof-school 0.3115985784287812 -0.07022144777975352 education=Assoc-acdm 0.7412107917884202 -1.4215577278618385 education=Assoc-voc 0.8900304522755508 -2.82094932466442 education=9th 0.22984979002800343 -1.3640622281650483 education=7th-8th 3.4136888800679213 -2.570073513454345 education=12th 0.09443574254206714 0.2773333452458882 education=Masters 3.8701437525282554 0.047900771694087234 education=1st-4th -0.46825613287627044 3.7777061446064337 education=10th -1.3528241300274384 1.055125001787687 education=Doctorate -0.3205474555374791 -3.2255590026361864 education=5th-6th 1.2780870299152371 0.42969221534814606 education=Preschool -3.4221750745238664 1.581987288035252 education-num -1.74291024138191 -3.0102091061101954 marital-status=Married-civ-spouse 0.37068572141888834 2.400033765833738 marital-status=Divorced 1.5015575270712078 0.08413907882134272 marital-status=Never-married 0.4572021779542443 1.5342551008341985 marital-status=Separated 0.9308679447715822 -1.643515056800876 marital-status=Widowed 3.051414985451551 -1.7932434838690905 marital-status=Married-spouse-absent 1.3077792213545871 -0.8713412945270317 marital-status=Married-AF-spouse -0.773844811614525 0.3911370697293128 occupation=Tech-support -0.11601954872563496 0.25083187374631916 occupation=Craft-repair 0.736284917645048 -0.3939724702737043 occupation=Other-service -0.31089337093840963 0.7895469864648924 occupation=Sales -0.7785251268312785 -0.07512677418040174 occupation=Exec-managerial -0.20118911803373457 -0.11028603650034119 occupation=Prof-specialty 0.8354518000901711 -2.5612367710972124 occupation=Handlers-cleaners 0.36436165769927886 -0.05685929925554978 occupation=Machine-op-inspct 0.2632170710541768 0.31895560368239984 occupation=Adm-clerical 1.211453965830536 1.0412347041058498 occupation=Farming-fishing 0.4092388409177425 -0.7918332282522001 occupation=Transport-moving 1.8853849636019882 -0.7255322728062672 occupation=Priv-house-serv -0.21998614873642156 -2.164500198450882 occupation=Protective-serv 0.8781409663211279 -0.37054012620735866 occupation=Armed-Forces -1.3476943531450118 4.699216031944759 relationship=Wife 1.3788732923685576 -2.115713644539129 relationship=Own-child 0.9881298663289588 1.6616326323853807 relationship=Husband -0.054923570822662485 -0.6188109434888677 relationship=Not-in-family 1.5505453670028557 -2.5355869254816765 relationship=Other-relative 0.9453462206742343 -2.0886673094003574 relationship=Unmarried -0.39549733683466887 -0.27612556318884707 race=White -1.751087281557928 1.9953593335576876 race=Asian-Pac-Islander 1.3231161888762735 -2.397468590245738 race=Amer-Indian-Eskimo 4.492012987014313 -1.2475935264203988 race=Other -0.236901183345799 -0.3164761666720151 race=Black -0.0880478869678091 -0.5844971970357689 sex -5.551829494333836 -3.1972016176924103 capital-gain -1.7344385296032667 -2.9525484644811644 capital-loss -5.205995215094584 6.167469892875506 hours-per-week -0.08813161950670738 -0.6540521609335695 native-country=United-States -2.962389839169305 -1.700618621194905 native-country=Cambodia 0.33725166855917604 2.1381261965514895 native-country=England -0.21594100561760804 -0.9659099888970168 native-country=Puerto-Rico -1.5529007003584996 2.1508175228507986 native-country=Canada -1.2423151493707791 2.0764950839421377 native-country=Germany 0.5461804671883351 0.6390276109525233 native-country=Outlying-US(Guam-USVI-etc) 0.6859529721493761 1.8084262169354344 native-country=India 4.01008826291288 -1.325042908071113 native-country=Japan -2.2387739971628706 3.5471907931258486 native-country=Greece -0.5186320256850679 0.12940236613897768 native-country=South 0.5422147321918821 1.0690013240894645 native-country=China 0.7879250083859719 1.6025142774389327 native-country=Cuba -1.95367011643195 -1.0840898656447988 native-country=Iran 1.760839795827878 -1.4644104979367525 native-country=Honduras -1.5929459842727796 1.2812144955740876 native-country=Philippines -1.9115185168455378 -0.7922633438686814 native-country=Italy 1.2866510145939327 0.7859841994782556 native-country=Poland -1.0504594567392578 -2.5495430963269725 native-country=Jamaica 0.5929928216329997 -0.32971324030217375 native-country=Vietnam 1.1269698140858249 -1.5970400355058374 native-country=Mexico -0.6674568143549436 -1.3336894279799183 native-country=Portugal -0.935350848391541 -1.8327814502194377 native-country=Ireland -0.5884038232151388 -0.23728041799617497 native-country=France -0.22856742055164417 -4.139945523590373 native-country=Dominican-Republic 0.9907511687886192 0.6846200714390055 native-country=Laos 1.285295105962505 -1.0790499789656833 native-country=Ecuador 1.4676992256482855 -3.8291065385763847 native-country=Taiwan 1.7670632941567928 1.770870402371577 native-country=Haiti 5.157670067848737 -0.239720092777075 native-country=Columbia -0.487007310844425 0.12261092117304025 native-country=Hungary -2.0985093538763167 0.35769741513892694 native-country=Guatemala 2.2755488090071974 0.46947427773618805 native-country=Nicaragua 0.41762755594193846 0.863478013394483 native-country=Scotland 2.4242449631401617 -1.2930707475454257 native-country=Thailand 1.5289502931450565 1.4560492878382267 native-country=Yugoslavia 0.3897126654321409 -1.6392463906062813 native-country=El-Salvador 1.551262735380257 0.5415285903193023 native-country=Trinadad&Tobago -1.4065684956958258 3.583193542648242 native-country=Peru -0.020885415555788094 -0.9040620501936741 native-country=Hong -0.11279420399649705 0.6087446817211856 native-country=Holand-Netherlands Hidden Weights: -4.129059340861034 4.129059340861035 -6.847612668995884 6.847612668995886 >50K <=50K Error sum for iteration 8100 = 692.1135264787309 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.3936284483429766 -2.2684433438702944 age 0.13666675006747941 0.38327192631096657 workclass=Private 1.0329556383335061 0.2720699167990298 workclass=Self-emp-not-inc -0.5217031832369661 0.17260434679360329 workclass=Self-emp-inc -0.06105982911070575 -3.87801586164354 workclass=Federal-gov 0.6018516521444339 0.6551287971073834 workclass=Local-gov 0.40493541607390265 -0.16934014083940407 workclass=State-gov 0.3033559467846415 -0.030568223927394556 workclass=Without-pay 0.48931953301178976 -0.9755840164735692 workclass=Never-worked 0.13988374866542286 -1.6894810851100106 fnlwgt 0.4747976442342898 -0.8103088505025586 education=Bachelors 0.7054058978891474 -0.15299800195924282 education=Some-college 1.1394734266415523 -1.86888496886628 education=11th 0.2198081144666623 0.8162387361419018 education=HS-grad -0.5951686514912229 0.017105139313097022 education=Prof-school 0.31062851676997816 -0.06442950802970981 education=Assoc-acdm 0.7415614942742641 -1.4301180070336446 education=Assoc-voc 0.8872741702505896 -2.827776636327259 education=9th 0.238146938048378 -1.3774063301251867 education=7th-8th 3.4164215192143894 -2.5887766357805573 education=12th 0.09540216652216975 0.27929974529957335 education=Masters 3.8823213378575288 0.04738775610011832 education=1st-4th -0.46738701608103944 3.7968250114293687 education=10th -1.3522491081019172 1.0552601128418333 education=Doctorate -0.32576172641803536 -3.245339738855089 education=5th-6th 1.2809637521286745 0.4285882944894489 education=Preschool -3.4310421742122297 1.5958173663496829 education-num -1.749339392118517 -3.0158069190633703 marital-status=Married-civ-spouse 0.3685690258870448 2.42040658227131 marital-status=Divorced 1.5045440465143933 0.0899529963199743 marital-status=Never-married 0.458852904291272 1.549793539984291 marital-status=Separated 0.9333311092266643 -1.676342947673122 marital-status=Widowed 3.057958999513647 -1.809655482983784 marital-status=Married-spouse-absent 1.3098303373167437 -0.8768065911242996 marital-status=Married-AF-spouse -0.7756547687039863 0.39812174078570156 occupation=Tech-support -0.1153229781123437 0.24294703393955966 occupation=Craft-repair 0.7340501705669026 -0.39199876485984303 occupation=Other-service -0.3109793930012248 0.79004337366222 occupation=Sales -0.7783842510405741 -0.08148670872681119 occupation=Exec-managerial -0.2020993585185782 -0.11083349285774627 occupation=Prof-specialty 0.8338234537141529 -2.5740383817136308 occupation=Handlers-cleaners 0.36493015964304776 -0.06477140951483074 occupation=Machine-op-inspct 0.2646428202684602 0.3129101741110055 occupation=Adm-clerical 1.2132336066390088 1.0430798045096517 occupation=Farming-fishing 0.4092066716333941 -0.7977466811237314 occupation=Transport-moving 1.8942447006246717 -0.7250274638301953 occupation=Priv-house-serv -0.2216025368446229 -2.1549379376635107 occupation=Protective-serv 0.8834739792654945 -0.37168970480801145 occupation=Armed-Forces -1.3439832166741126 4.719113556171938 relationship=Wife 1.3795550630303013 -2.1241902207024155 relationship=Own-child 0.992961255205818 1.6635285763467251 relationship=Husband -0.056752898697551214 -0.6194319863303948 relationship=Not-in-family 1.5515722330257948 -2.5644773133616963 relationship=Other-relative 0.9435974342417771 -2.089812075391576 relationship=Unmarried -0.3983334264538232 -0.27424984197997 race=White -1.7515319494663324 1.9979513724665807 race=Asian-Pac-Islander 1.3210433653251843 -2.4000580794397863 race=Amer-Indian-Eskimo 4.5066845091207455 -1.2723391629283263 race=Other -0.24002272291440935 -0.3097095840120161 race=Black -0.08992194750100518 -0.5800839088282188 sex -5.561683715855318 -3.226640551887011 capital-gain -1.7375853061311732 -2.957203300887664 capital-loss -5.20757190663889 6.183216467955158 hours-per-week -0.08755718941501989 -0.6587117087507419 native-country=United-States -2.968038937807065 -1.7145615990390821 native-country=Cambodia 0.3365952688319718 2.149454319917148 native-country=England -0.21400295106743736 -0.9763328343873963 native-country=Puerto-Rico -1.5462470678366826 2.1473840092011898 native-country=Canada -1.242846391806083 2.082597371610548 native-country=Germany 0.5476359317130913 0.6388259763333992 native-country=Outlying-US(Guam-USVI-etc) 0.6821981553688933 1.8235768576276565 native-country=India 4.0216964773663 -1.3424447485328446 native-country=Japan -2.3364802442789174 3.5986995322794026 native-country=Greece -0.5005820616364001 0.12118392819783277 native-country=South 0.538928498727259 1.0786902270120555 native-country=China 0.7911360933155104 1.6067736200175526 native-country=Cuba -1.9522605731836042 -1.0835377794106453 native-country=Iran 1.7688462286037463 -1.4839134757482755 native-country=Honduras -1.5741620764241437 1.2579052866913758 native-country=Philippines -1.9130719266212302 -0.8055822352681982 native-country=Italy 1.2894514130842976 0.794264179124927 native-country=Poland -1.046436924845008 -2.5641506566668957 native-country=Jamaica 0.5898522231913222 -0.3160150296581963 native-country=Vietnam 1.1324544691663978 -1.6143814583442906 native-country=Mexico -0.6709719547178584 -1.3402711801736835 native-country=Portugal -0.9314266266253922 -1.8410868328558792 native-country=Ireland -0.5913521945073498 -0.2379569584095985 native-country=France -0.2281447710670385 -4.156442007420344 native-country=Dominican-Republic 1.0014705741695562 0.6938929625270778 native-country=Laos 1.2888627950872027 -1.0802018237913105 native-country=Ecuador 1.467033874174495 -3.8417194815188735 native-country=Taiwan 1.7700480698113106 1.7703748614605825 native-country=Haiti 5.173027141891027 -0.24088398799873612 native-country=Columbia -0.48653066457834016 0.12137239940963734 native-country=Hungary -2.1020789853325734 0.3571468958772837 native-country=Guatemala 2.284068060565086 0.46874121546306835 native-country=Nicaragua 0.4234030684524268 0.8657672485252725 native-country=Scotland 2.43002713626165 -1.2911102674180754 native-country=Thailand 1.5391584898920323 1.458760154345455 native-country=Yugoslavia 0.39298710981386004 -1.65938891289458 native-country=El-Salvador 1.5568918751897178 0.5440708592524685 native-country=Trinadad&Tobago -1.419635535352598 3.601193111227757 native-country=Peru -0.01860230846908488 -0.9043448504529614 native-country=Hong -0.11231755773041685 0.6075061599577718 native-country=Holand-Netherlands Hidden Weights: -4.12570958070284 4.12570958070284 -6.8784415836031005 6.8784415836031005 >50K <=50K Error sum for iteration 8200 = 691.3138720317311 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.399225204660947 -2.264329590919518 age 0.13784478927305738 0.38256345527009733 workclass=Private 1.0359106463408723 0.27084838459580535 workclass=Self-emp-not-inc -0.5219704114118956 0.1707723906942674 workclass=Self-emp-inc -0.06088495657083442 -3.892037845871882 workclass=Federal-gov 0.6030972133580389 0.6570483767094137 workclass=Local-gov 0.4060625062802491 -0.17052777889369652 workclass=State-gov 0.30403036457388777 -0.03177883975212208 workclass=Without-pay 0.4897920503976029 -0.9768015243301694 workclass=Never-worked 0.13920404194711394 -1.705536372189145 fnlwgt 0.47625645375874126 -0.8152204225713789 education=Bachelors 0.7053421055519739 -0.14920824361278473 education=Some-college 1.1378753812001565 -1.8736304345079542 education=11th 0.21968920281896193 0.8229706095074587 education=HS-grad -0.603004616189376 0.027670215662893464 education=Prof-school 0.30968382122814964 -0.05868664547495779 education=Assoc-acdm 0.7419280295323647 -1.438669535973471 education=Assoc-voc 0.8846577420831685 -2.8344527251538643 education=9th 0.24586480467081956 -1.3899590601272003 education=7th-8th 3.4190757971325714 -2.607156353124047 education=12th 0.09637763640920896 0.28119192708210633 education=Masters 3.894260525332555 0.046860291842534554 education=1st-4th -0.4662975360049359 3.8156170656882975 education=10th -1.3516546843620538 1.055354018884812 education=Doctorate -0.33090496820925686 -3.2647368059005255 education=5th-6th 1.2838291985118417 0.42750202735565673 education=Preschool -3.4396561580595457 1.6089901905709045 education-num -1.7556025414955598 -3.0212435743878667 marital-status=Married-civ-spouse 0.3665974516058967 2.440448299991122 marital-status=Divorced 1.5075043159502146 0.09568283092090045 marital-status=Never-married 0.4604417357138429 1.565281680324638 marital-status=Separated 0.935686153287457 -1.7087400208005215 marital-status=Widowed 3.0643042530614832 -1.8258964710102283 marital-status=Married-spouse-absent 1.3119034232951838 -0.8822541851562983 marital-status=Married-AF-spouse -0.7774756662713987 0.4050900311405308 occupation=Tech-support -0.11462372514466412 0.23492614165513817 occupation=Craft-repair 0.7319454492695152 -0.39024007431953767 occupation=Other-service -0.3110774714314491 0.7905562877031557 occupation=Sales -0.7783580421841083 -0.08764212449147692 occupation=Exec-managerial -0.20300889918453288 -0.1114119538523249 occupation=Prof-specialty 0.8322386139659396 -2.5867698571754354 occupation=Handlers-cleaners 0.3654772419792433 -0.07263589521254854 occupation=Machine-op-inspct 0.2660343610121394 0.30692729201715585 occupation=Adm-clerical 1.215018682234429 1.0451055529662359 occupation=Farming-fishing 0.40916307515884026 -0.8035296729853432 occupation=Transport-moving 1.9031142534200793 -0.7246198652418501 occupation=Priv-house-serv -0.22323478213011583 -2.1451492273049264 occupation=Protective-serv 0.8887445679275422 -0.37282022583407076 occupation=Armed-Forces -1.3403891832284125 4.73886909683526 relationship=Wife 1.3801574044438536 -2.131808872098983 relationship=Own-child 0.9976844157272238 1.66527782039999 relationship=Husband -0.058435554718874086 -0.6198737661045424 relationship=Not-in-family 1.5525135324512391 -2.5939045418649322 relationship=Other-relative 0.9420344988581487 -2.0908743104266323 relationship=Unmarried -0.4010415173300106 -0.27261151782844034 race=White -1.7520377082522967 2.0005682751185954 race=Asian-Pac-Islander 1.3191316422689763 -2.402550496834561 race=Amer-Indian-Eskimo 4.520951234267988 -1.296531683393707 race=Other -0.24302114932780444 -0.3031074750910724 race=Black -0.09175169512179947 -0.5758419458983848 sex -5.571878543250544 -3.2560009229090743 capital-gain -1.740805628336487 -2.9615314065470955 capital-loss -5.209213040628581 6.19918026519963 hours-per-week -0.08724830122610369 -0.663177012133285 native-country=United-States -2.973807357964791 -1.7284039510612759 native-country=Cambodia 0.33585597184049487 2.160772407604844 native-country=England -0.21248327873225786 -0.9867267747890159 native-country=Puerto-Rico -1.5401187277567756 2.1445716316270063 native-country=Canada -1.2433417481181084 2.0887738579627135 native-country=Germany 0.5491249957432578 0.6386864844541186 native-country=Outlying-US(Guam-USVI-etc) 0.6787927314307246 1.8386790442669458 native-country=India 4.033074248498996 -1.3594725041672724 native-country=Japan -2.427486583603917 3.6474765286587747 native-country=Greece -0.482716647870085 0.11279985490493924 native-country=South 0.5356903269970004 1.0884706282951648 native-country=China 0.7940806358144469 1.6109700192167735 native-country=Cuba -1.9512528357962633 -1.082799219973696 native-country=Iran 1.7767634970492228 -1.5034909329176462 native-country=Honduras -1.556296876239511 1.2354527727767968 native-country=Philippines -1.9149907201800487 -0.8184159188665673 native-country=Italy 1.2919787957112023 0.802481844197828 native-country=Poland -1.0428831886798684 -2.578760424999909 native-country=Jamaica 0.5867995688229013 -0.3026084527147653 native-country=Vietnam 1.137639470992559 -1.6313736560011436 native-country=Mexico -0.6745711726420696 -1.3468211814678004 native-country=Portugal -0.928034679392649 -1.8492639818924859 native-country=Ireland -0.5942378461133647 -0.2385827768672575 native-country=France -0.22806950657952207 -4.172909236737207 native-country=Dominican-Republic 1.0121025394531675 0.7030765665649251 native-country=Laos 1.292354510480984 -1.0813341355672492 native-country=Ecuador 1.4661201979712886 -3.853966245059039 native-country=Taiwan 1.7729443088554298 1.7698155597474665 native-country=Haiti 5.188304600395362 -0.2420267717288148 native-country=Columbia -0.48605814719252705 0.12015489155303224 native-country=Hungary -2.1055749273078237 0.35661595191732526 native-country=Guatemala 2.2925113876741 0.46802388462120287 native-country=Nicaragua 0.42909415226105535 0.8680488232643851 native-country=Scotland 2.4353038933634896 -1.2888055357224522 native-country=Thailand 1.5492573338996747 1.461461820954845 native-country=Yugoslavia 0.39577677554483387 -1.679234862040173 native-country=El-Salvador 1.5624263739532425 0.5465630404735083 native-country=Trinadad&Tobago -1.432487679075054 3.6191025905213956 native-country=Peru -0.016311688658446108 -0.9046278186334978 native-country=Hong -0.1118450403446067 0.6062886521011716 native-country=Holand-Netherlands Hidden Weights: -4.1222924789308575 4.1222924789308575 -6.909014226025386 6.909014226025386 >50K <=50K Error sum for iteration 8300 = 690.5150111593591 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.404785160306212 -2.2605485408611923 age 0.13903231154922355 0.38184166338623254 workclass=Private 1.0388473309756738 0.26960199605101803 workclass=Self-emp-not-inc -0.5222750085453978 0.16909013221763566 workclass=Self-emp-inc -0.060747059260818304 -3.905843866359656 workclass=Federal-gov 0.6043566898131075 0.6589475849429058 workclass=Local-gov 0.40719017159596954 -0.17172633658767256 workclass=State-gov 0.30469591192902723 -0.032968737604732075 workclass=Without-pay 0.49025939681180836 -0.9779979047772364 workclass=Never-worked 0.13846592269468697 -1.7211909109471228 fnlwgt 0.47769475736916384 -0.8201686039548264 education=Bachelors 0.7053651968299074 -0.14562227583899742 education=Some-college 1.136380225642513 -1.8782857551715153 education=11th 0.21964531268728568 0.8295600339091256 education=HS-grad -0.6107711118831771 0.037910124088964346 education=Prof-school 0.30876446471841285 -0.05299986640370223 education=Assoc-acdm 0.742308280590092 -1.4472167434066627 education=Assoc-voc 0.8822012663416753 -2.8409843121798417 education=9th 0.25294798260402596 -1.4017628146275338 education=7th-8th 3.4216621795628317 -2.625217545301306 education=12th 0.09735469521010191 0.2830266433317646 education=Masters 3.9059721735160617 0.04632107118375433 education=1st-4th -0.4650115782579942 3.834099527182376 education=10th -1.3510553851265397 1.055407723760156 education=Doctorate -0.3359459796655634 -3.2837680706070573 education=5th-6th 1.2866827272677854 0.42643366288301116 education=Preschool -3.448015913270337 1.6215321891967787 education-num -1.7616979433786544 -3.0265349880573775 marital-status=Married-civ-spouse 0.3647645936026532 2.46016242698833 marital-status=Divorced 1.5104242510631827 0.10135373372152676 marital-status=Never-married 0.4619651676791421 1.5807141337912252 marital-status=Separated 0.9379326291034726 -1.7407075646362078 marital-status=Widowed 3.0704581052835476 -1.8419735164550415 marital-status=Married-spouse-absent 1.3139981842787039 -0.8876813721770169 marital-status=Married-AF-spouse -0.7793074911149869 0.41202737127706024 occupation=Tech-support -0.11393148697526405 0.2268299970998286 occupation=Craft-repair 0.7299553825408739 -0.38866261504687566 occupation=Other-service -0.3111872191959553 0.7910797844226466 occupation=Sales -0.7784372747193989 -0.09361109385828288 occupation=Exec-managerial -0.20391844346925672 -0.11202739711691426 occupation=Prof-specialty 0.8307002650166148 -2.599426686069572 occupation=Handlers-cleaners 0.3660030229990699 -0.08045544436194753 occupation=Machine-op-inspct 0.2673868860973965 0.30101682012949976 occupation=Adm-clerical 1.2168105508999416 1.0472878467142632 occupation=Farming-fishing 0.4091078895640059 -0.8092044054388965 occupation=Transport-moving 1.9119849798680209 -0.724313406874478 occupation=Priv-house-serv -0.22488083469292103 -2.1351432321910577 occupation=Protective-serv 0.8939530529163722 -0.3739314994561674 occupation=Armed-Forces -1.3369116876511844 4.7584805814090325 relationship=Wife 1.3806781803007895 -2.138604909043542 relationship=Own-child 1.0022900449298309 1.6669064482152562 relationship=Husband -0.05998279605224564 -0.620152252581684 relationship=Not-in-family 1.5533861947407894 -2.623823572210114 relationship=Other-relative 0.9406480270644478 -2.0918701953077425 relationship=Unmarried -0.40363772624948346 -0.27117427493493995 race=White -1.7525904379291954 2.003185898182077 race=Asian-Pac-Islander 1.3173588209566245 -2.404950616836682 race=Amer-Indian-Eskimo 4.53483926213851 -1.320192435822745 race=Other -0.24591191390459255 -0.2966544144288711 race=Black -0.0935343363352661 -0.5717790487529842 sex -5.582326618408974 -3.285282573913077 capital-gain -1.744090782908086 -2.96555544357018 capital-loss -5.210929865939099 6.2153845254562885 hours-per-week -0.08715071579629959 -0.6675076568561862 native-country=United-States -2.979686403755314 -1.7421471238665411 native-country=Cambodia 0.3350531482549174 2.1721051045268807 native-country=England -0.21133557132672084 -0.9970882826457081 native-country=Puerto-Rico -1.5344602888499408 2.14229972369834 native-country=Canada -1.2438286734448678 2.095021692406611 native-country=Germany 0.5506452232940133 0.6386075739597691 native-country=Outlying-US(Guam-USVI-etc) 0.6756986961414148 1.8537470137088505 native-country=India 4.044227067025153 -1.3761399299406962 native-country=Japan -2.512403902304046 3.6936505001935798 native-country=Greece -0.46502821517864623 0.10425339166708325 native-country=South 0.5325163878331721 1.098351026833175 native-country=China 0.7968054486900363 1.6151284208530285 native-country=Cuba -1.9506056133647287 -1.0818763850477529 native-country=Iran 1.784590085770814 -1.5231217293241202 native-country=Honduras -1.5393629538711948 1.2138929572186523 native-country=Philippines -1.9171646070778339 -0.8308299399564086 native-country=Italy 1.2942675039011162 0.8106391464954386 native-country=Poland -1.0397749425341645 -2.593365964964476 native-country=Jamaica 0.5838268126276349 -0.28948020610799463 native-country=Vietnam 1.1425453491235746 -1.6480295339881594 native-country=Mexico -0.6782638912011226 -1.3533449596093539 native-country=Portugal -0.9251401729269195 -1.8573116232624254 native-country=Ireland -0.5970686398590732 -0.23915926325968176 native-country=France -0.22828781929006103 -4.189344795665352 native-country=Dominican-Republic 1.0226515003828454 0.7121763736891696 native-country=Laos 1.295773999675443 -1.0824465592536059 native-country=Ecuador 1.4649959421252379 -3.8658734464734366 native-country=Taiwan 1.7757544088144335 1.769195883626956 native-country=Haiti 5.203497747866138 -0.24314807047144926 native-country=Columbia -0.48559080077832156 0.11895851110596127 native-country=Hungary -2.109007641539937 0.3561046780603385 native-country=Guatemala 2.300876440886653 0.4673228766073987 native-country=Nicaragua 0.4347000433347616 0.8703216518995248 native-country=Scotland 2.4400861450471654 -1.2861835410524294 native-country=Thailand 1.5592455148328914 1.4641522295642944 native-country=Yugoslavia 0.3981432944032895 -1.6987858139045402 native-country=El-Salvador 1.567867716511271 0.5490068143218102 native-country=Trinadad&Tobago -1.4451351272768531 3.636931140812511 native-country=Peru -0.014015464658163633 -0.9049113368159443 native-country=Hong -0.11137769393037635 0.6050922716541046 native-country=Holand-Netherlands Hidden Weights: -4.118823945188915 4.118823945188914 -6.939315714520527 6.939315714520525 >50K <=50K Error sum for iteration 8400 = 689.7171093648965 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.41029578542859 -2.2570967994950766 age 0.14022538739112567 0.38111288855181163 workclass=Private 1.0417635661156155 0.26831892988220973 workclass=Self-emp-not-inc -0.5226179438775788 0.1675563776950574 workclass=Self-emp-inc -0.060642282331119735 -3.9194448699734723 workclass=Federal-gov 0.6056253161555204 0.6608292773149054 workclass=Local-gov 0.4083148168952708 -0.17291969814094188 workclass=State-gov 0.3053520747266479 -0.03413778302208464 workclass=Without-pay 0.4907207692797373 -0.9791730590264487 workclass=Never-worked 0.13768242077002515 -1.7364703955377208 fnlwgt 0.4791068296175424 -0.8251334806795072 education=Bachelors 0.705459738819661 -0.142195021111472 education=Some-college 1.1349820550010226 -1.8828530275917488 education=11th 0.219666894259994 0.8360098401434294 education=HS-grad -0.6184342689446514 0.04780337036020166 education=Prof-school 0.30786983852779937 -0.0473763824785168 education=Assoc-acdm 0.7426990845858003 -1.4557589912556574 education=Assoc-voc 0.8799118764971869 -2.847377601260886 education=9th 0.2593834248242532 -1.4128601122976303 education=7th-8th 3.4241889374249523 -2.642965652666285 education=12th 0.09832677515239718 0.28481743119437664 education=Masters 3.9174668373472743 0.04577259017075702 education=1st-4th -0.46355360332238227 3.8522876096221323 education=10th -1.3504619645713463 1.0554253720042075 education=Doctorate -0.3408681920878111 -3.302450276203385 education=5th-6th 1.2895238835049903 0.4253834289165363 education=Preschool -3.456125588851058 1.633473021420808 education-num -1.7676243176916342 -3.0316953653804055 marital-status=Married-civ-spouse 0.36306346701938214 2.4795556517652457 marital-status=Divorced 1.5132923909356046 0.10698552032140257 marital-status=Never-married 0.46342099915983126 1.5960869223169396 marital-status=Separated 0.9400713837472146 -1.7722484882739515 marital-status=Widowed 3.076427107379196 -1.857893240956188 marital-status=Married-spouse-absent 1.3161145441012503 -0.8930854603559281 marital-status=Married-AF-spouse -0.7811484179540885 0.41891831247241934 occupation=Tech-support -0.11325380687311704 0.2187080908469862 occupation=Craft-repair 0.7280653308071221 -0.38723468938397926 occupation=Other-service -0.31130806671560823 0.7916100917626913 occupation=Sales -0.7786117930410469 -0.09941034033558321 occupation=Exec-managerial -0.20482773182197497 -0.11268482231407992 occupation=Prof-specialty 0.8292088683350006 -2.6120065508045407 occupation=Handlers-cleaners 0.3665084473615468 -0.0882348789343094 occupation=Machine-op-inspct 0.2686975399598676 0.2951862177405952 occupation=Adm-clerical 1.218607708009426 1.0496083538566146 occupation=Farming-fishing 0.40904086774636694 -0.8147852157611241 occupation=Transport-moving 1.9208491828958125 -0.7241112128096677 occupation=Priv-house-serv -0.22653868651860395 -2.124927358773501 occupation=Protective-serv 0.8991000318379575 -0.37502335181606533 occupation=Armed-Forces -1.3335493557012166 4.777946487229531 relationship=Wife 1.381117708592763 -2.1446198870989983 relationship=Own-child 1.0067709805093616 1.668438571055356 relationship=Husband -0.06140372077936113 -0.6202832590125277 relationship=Not-in-family 1.5542035600148505 -2.6541862841242314 relationship=Other-relative 0.939428005246931 -2.092811687056905 relationship=Unmarried -0.4061350977216721 -0.26990817344591417 race=White -1.7531786801174676 2.00578473792649 race=Asian-Pac-Islander 1.315704640036185 -2.407262753947895 race=Amer-Indian-Eskimo 4.548372913822677 -1.3433421215573274 race=Other -0.24870792892497376 -0.2903345380561687 race=Black -0.09526636762209031 -0.5679028329827844 sex -5.59295119007515 -3.314482524163981 capital-gain -1.7474309966050736 -2.969299278831947 capital-loss -5.212725433220756 6.2318357202962815 hours-per-week -0.08722186948319652 -0.6717489501745657 native-country=United-States -2.9856641165880795 -1.755790027929324 native-country=Cambodia 0.3342006355472601 2.1834709524480247 native-country=England -0.21051398978917374 -1.0074141625738522 native-country=Puerto-Rico -1.5292184956824284 2.140489962043446 native-country=Canada -1.2443250842198692 2.1013306839730257 native-country=Germany 0.5521940932928419 0.6385873270351443 native-country=Outlying-US(Guam-USVI-etc) 0.672881778218528 1.8687891997473924 native-country=India 4.055160516536194 -1.3924601600167752 native-country=Japan -2.59180217850674 3.737375001867607 native-country=Greece -0.4475087263062621 0.09554624582001359 native-country=South 0.529419332199692 1.1083340902736407 native-country=China 0.799348802288726 1.6192643817399213 native-country=Cuba -1.9502809023953345 -1.0807721659445202 native-country=Iran 1.7923251959204303 -1.5427857163003482 native-country=Honduras -1.523362892996627 1.1932508280420884 native-country=Philippines -1.9195084357049115 -0.8428856868641061 native-country=Italy 1.2963486457690307 0.8187382314697668 native-country=Poland -1.0370823815004546 -2.6079612504348963 native-country=Jamaica 0.5809275454864715 -0.27661787885722583 native-country=Vietnam 1.1471909122601072 -1.6643610528406014 native-country=Mexico -0.682056205980902 -1.359846724757557 native-country=Portugal -0.922705658466632 -1.8652287959993565 native-country=Ireland -0.5998510256007838 -0.23968765544035375 native-country=France -0.22875202221337126 -4.205746350643532 native-country=Dominican-Republic 1.0331207551693002 0.7211967458562151 native-country=Laos 1.2991252683569154 -1.0835387834413646 native-country=Ecuador 1.46369595048886 -3.8774648387814423 native-country=Taiwan 1.7784810000104365 1.768519197862507 native-country=Haiti 5.2186022029374435 -0.24424760356492892 native-country=Columbia -0.48512942831039263 0.11778335685674376 native-country=Hungary -2.112385654872727 0.3556131058395096 native-country=Guatemala 2.3091616858834696 0.466638707255088 native-country=Nicaragua 0.44022036142126836 0.8725848555507396 native-country=Scotland 2.4443858449382785 -1.2832696048533323 native-country=Thailand 1.5691224991930186 1.466829749290031 native-country=Yugoslavia 0.40014412786583214 -1.718044041154952 native-country=El-Salvador 1.5732177460075705 0.5514039907007567 native-country=Trinadad&Tobago -1.4575875498102737 3.654683683063811 native-country=Peru -0.011715371395643902 -0.9051957013416102 native-country=Hong -0.11091632146246241 0.6039171174048923 native-country=Holand-Netherlands Hidden Weights: -4.115318738396353 4.115318738396357 -6.96933359259233 6.969333592592329 >50K <=50K Error sum for iteration 8500 = 688.9225172348301 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.4157464307870056 -2.2539696471292237 age 0.14142018626355246 0.38038293069591483 workclass=Private 1.0446573923404423 0.26699212179818094 workclass=Self-emp-not-inc -0.5229978004415987 0.16616569607212556 workclass=Self-emp-inc -0.06056734430806165 -3.9328507177246514 workclass=Federal-gov 0.6068986795898215 0.6626966356004196 workclass=Local-gov 0.4094331558244695 -0.1740938559566645 workclass=State-gov 0.30599851543694484 -0.0352858967359139 workclass=Without-pay 0.4911755592550709 -0.980326939596969 workclass=Never-worked 0.13686380421945074 -1.7513999112792857 fnlwgt 0.48048820999878367 -0.830101049776778 education=Bachelors 0.7056116207734489 -0.13888990563215187 education=Some-college 1.1336737225954125 -1.8873335795444692 education=11th 0.2197444934711114 0.8423231754515313 education=HS-grad -0.6259675218241427 0.057338183815404106 education=Prof-school 0.30699897692376715 -0.04182277655635287 education=Assoc-acdm 0.7430969088352004 -1.464292443882277 education=Assoc-voc 0.8777880315826382 -2.8536383307838107 education=9th 0.265184689365681 -1.4232925691889287 education=7th-8th 3.4266625986934676 -2.660406568433925 education=12th 0.09928851516768528 0.2865745980406501 education=Masters 3.9287545779835575 0.045217110401716436 education=1st-4th -0.4619471669913161 3.870194960902235 education=10th -1.3498820818717758 1.0554126961063117 education=Doctorate -0.34566480694441204 -3.3207990336781728 education=5th-6th 1.292352338285636 0.42435149593242166 education=Preschool 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-0.09598000483873613 occupation=Machine-op-inspct 0.2699649549812673 0.2894405634054127 occupation=Adm-clerical 1.2204068318723245 1.0520533696357663 occupation=Farming-fishing 0.40896174476411173 -0.8202808815663182 occupation=Transport-moving 1.929700041968166 -0.7240157295252488 occupation=Priv-house-serv -0.22820634524716454 -2.1145075880092405 occupation=Protective-serv 0.904186314077446 -0.3760956622620347 occupation=Armed-Forces -1.3303003410136163 4.797266331606931 relationship=Wife 1.3814783382778484 -2.1499003256023372 relationship=Own-child 1.0111221701698059 1.669895687988459 relationship=Husband -0.0627061948192052 -0.6202816016053843 relationship=Not-in-family 1.5549760451126544 -2.6849426250934822 relationship=Other-relative 0.9383642198104022 -2.0937078542891605 relationship=Unmarried -0.40854434681058477 -0.26878856653984595 race=White -1.7537931238846003 2.008349199447306 race=Asian-Pac-Islander 1.3141510740597357 -2.409490878325758 race=Amer-Indian-Eskimo 4.561574607400689 -1.3660007796116111 race=Other -0.2514200939912089 -0.284132271468062 race=Black -0.0969444035483636 -0.5642193087972058 sex -5.603686207255924 -3.3435956709377392 capital-gain -1.75081612138461 -2.972787081777156 capital-loss -5.214597183440017 6.24852806757255 hours-per-week -0.08742838089578873 -0.6759345288301123 native-country=United-States -2.9917267586646896 -1.7693299226168058 native-country=Cambodia 0.33330777306000403 2.194883672927396 native-country=England -0.20997511598873506 -1.0177015897200008 native-country=Puerto-Rico -1.5243434467614936 2.1390692064199106 native-country=Canada -1.244841366654244 2.1076871079469646 native-country=Germany 0.5537690686439526 0.6386235622750374 native-country=Outlying-US(Guam-USVI-etc) 0.6703114180391547 1.8838102112004271 native-country=India 4.065880148538278 -1.408445758154904 native-country=Japan -2.666203075034459 3.778813845773752 native-country=Greece -0.4301500513855279 0.08667848090398754 native-country=South 0.5264085159860303 1.118418870347116 native-country=China 0.801741484616108 1.6233863876299963 native-country=Cuba -1.9502444937598118 -1.0794901636461562 native-country=Iran 1.7999685871236109 -1.562463846246688 native-country=Honduras -1.5082905175374137 1.173540988879129 native-country=Philippines -1.9219578540212034 -0.8546387947232789 native-country=Italy 1.2982498081448592 0.8267811621295202 native-country=Poland -1.0347721107123682 -2.6225408469497804 native-country=Jamaica 0.5780968680248378 -0.26400978214544657 native-country=Vietnam 1.151593413314108 -1.6803794826935303 native-country=Mexico -0.6859515018894469 -1.3663296571679298 native-country=Portugal -0.9206930465418691 -1.8730149118234667 native-country=Ireland -0.6025903199306611 -0.2401690937387091 native-country=France -0.22942086559543126 -4.222111782737528 native-country=Dominican-Republic 1.043512723912467 0.730141125715771 native-country=Laos 1.3024123362790705 -1.0846105734572762 native-country=Ecuador 1.4622512286357159 -3.888761603135161 native-country=Taiwan 1.7811268064581736 1.767788705405674 native-country=Haiti 5.233613818060601 -0.2453252041914881 native-country=Columbia -0.484674638335059 0.11662947628620987 native-country=Hungary -2.1157159102960885 0.3551411746078544 native-country=Guatemala 2.3173662252084575 0.4659717776085083 native-country=Nicaragua 0.44565502443137645 0.8748376832292448 native-country=Scotland 2.4482160513032483 -1.2800868110440455 native-country=Thailand 1.5788883545623387 1.4694930731341735 native-country=Yugoslavia 0.4018311505588849 -1.7370124914176723 native-country=El-Salvador 1.5784785340878775 0.5537564050467898 native-country=Trinadad&Tobago -1.4698540673068816 3.6723619616345258 native-country=Peru -0.009412988894636855 -0.9054811572273341 native-country=Hong -0.11046153148711896 0.6027632368343719 native-country=Holand-Netherlands Hidden Weights: -4.111790172445154 4.111790172445156 -6.999057705508815 6.999057705508815 >50K <=50K Error sum for iteration 8600 = 688.1335214610554 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.4211282628414659 -2.251161023572927 age 0.14261319951133136 0.37965685225117196 workclass=Private 1.0475269626212143 0.2656182401516716 workclass=Self-emp-not-inc -0.5234117959639505 0.16491030571778925 workclass=Self-emp-inc -0.060519363384987035 -3.9460703879307473 workclass=Federal-gov 0.608172804247328 0.664552791010866 workclass=Local-gov 0.4105423176674702 -0.1752372134567358 workclass=State-gov 0.30663503536537023 -0.03641306988722247 workclass=Without-pay 0.4916233176122923 -0.9814595659897517 workclass=Never-worked 0.13601819581425578 -1.766003653551312 fnlwgt 0.4818356520392696 -0.8350620189652851 education=Bachelors 0.7058083724727416 -0.13567757611142034 education=Some-college 1.1324476660111369 -1.891728223573241 education=11th 0.21986918580909454 0.848503583397317 education=HS-grad -0.6333509447516213 0.0665106779182616 education=Prof-school 0.30615070382932713 -0.03634460273359059 education=Assoc-acdm 0.7434982531361882 -1.472811482846946 education=Assoc-voc 0.8758227442022489 -2.859771820513121 education=9th 0.27038113830648947 -1.4331002776392472 education=7th-8th 3.4290883282083007 -2.677546535127132 education=12th 0.10023582017346475 0.2883055412842976 education=Masters 3.9398448639519597 0.04465664788793011 education=1st-4th -0.46021417538489195 3.8878340081722267 education=10th -1.3493209092776872 1.055375903171533 education=Doctorate -0.35033524231479246 -3.338828856166332 education=5th-6th 1.2951678502061479 0.4233379615894897 education=Preschool -3.471625676377734 1.6556751334505684 education-num -1.778969412661189 -3.041672479916967 marital-status=Married-civ-spouse 0.36002680902736944 2.5174169521731358 marital-status=Divorced 1.5188404157049522 0.1181875163214233 marital-status=Never-married 0.46612594876806324 1.6266435755073518 marital-status=Separated 0.9440340050645635 -1.834068520847121 marital-status=Widowed 3.087833648844744 -1.8892849851758233 marital-status=Married-spouse-absent 1.320412384890275 -0.9038141230756982 marital-status=Married-AF-spouse -0.7848459811362013 0.43250221173127634 occupation=Tech-support -0.11196274408165395 0.2025331453159042 occupation=Craft-repair 0.7245333508037248 -0.38471720710608037 occupation=Other-service -0.31158053238159883 0.7926832093445995 occupation=Sales -0.7792068076854678 -0.11055562493551203 occupation=Exec-managerial -0.20664216219627565 -0.11413900710876235 occupation=Prof-specialty 0.826361464356673 -2.6369334683458794 occupation=Handlers-cleaners 0.3674636696474441 -0.10369688514584713 occupation=Machine-op-inspct 0.2711888716804468 0.283782782659828 occupation=Adm-clerical 1.2222035531712263 1.0546127474417384 occupation=Farming-fishing 0.4088702922815722 -0.8256964595514994 occupation=Transport-moving 1.9385315365292766 -0.7240288311103 occupation=Priv-house-serv -0.22988184235345 -2.103888741149128 occupation=Protective-serv 0.9092128687088562 -0.3771483794882602 occupation=Armed-Forces -1.327162503119997 4.816440847596926 relationship=Wife 1.3817639921960245 -2.1544962819888447 relationship=Own-child 1.0153405423942519 1.6712964320859802 relationship=Husband -0.06389743403232395 -0.6201607203648075 relationship=Not-in-family 1.555711747922021 -2.7160416754389307 relationship=Other-relative 0.937446509178842 -2.0945657583850155 relationship=Unmarried -0.41087439496618 -0.26779514112434044 race=White -1.754426181233513 2.01086691637758 race=Asian-Pac-Islander 1.3126823858563181 -2.4116386972061696 race=Amer-Indian-Eskimo 4.574464859793056 -1.3881877504791083 race=Other -0.25405769403218126 -0.2780327671730332 race=Black -0.09856564081854567 -0.5607322004818411 sex -5.614475723108715 -3.3726153798346905 capital-gain -1.7542361382442873 -2.976042619667356 capital-loss -5.216538924842004 6.265447323412554 hours-per-week -0.08774400056724116 -0.6800888104014544 native-country=United-States -2.9978599059019073 -1.7827630942314656 native-country=Cambodia 0.332380443240354 2.206353266587864 native-country=England -0.20967898446282426 -1.0279481158661243 native-country=Puerto-Rico -1.5197892889400175 2.1379709575416 native-country=Canada -1.24538229489916 2.114076148601781 native-country=Germany 0.5553676557607569 0.6387139246624564 native-country=Outlying-US(Guam-USVI-etc) 0.6679606113499047 1.8988123378939712 native-country=India 4.076391403472396 -1.4241087567086537 native-country=Japan -2.7360783976753704 3.818131692436189 native-country=Greece -0.41294415861028855 0.07764855890632187 native-country=South 0.523490357203646 1.128602416167542 native-country=China 0.8040080206822836 1.627497775113698 native-country=Cuba -1.9504660146005404 -1.0780346414359885 native-country=Iran 1.807520454200338 -1.5821382509594795 native-country=Honduras -1.4941320960778655 1.154768566551295 native-country=Philippines -1.924465103996605 -0.8661384523004241 native-country=Italy 1.2999951270743644 0.8347697788885619 native-country=Poland -1.0328093092050048 -2.6370999970053797 native-country=Jamaica 0.57533117509556 -0.2516448285061577 native-country=Vietnam 1.1557687284534208 -1.696095569118283 native-country=Mexico -0.6899509836011603 -1.3727961465655407 native-country=Portugal -0.9190649469000517 -1.8806697699703987 native-country=Ireland -0.6052909277959444 -0.2406046552978198 native-country=France -0.23025927342002378 -4.238439251921534 native-country=Dominican-Republic 1.0538291788832843 0.7390122331760878 native-country=Laos 1.305639095661097 -1.0856617839537244 native-country=Ecuador 1.460688639842582 -3.8997826434157767 native-country=Taiwan 1.7836945506737751 1.7670073670152553 native-country=Haiti 5.248528654949133 -0.24638082109185985 native-country=Columbia -0.48422687997783764 0.11549684989336978 native-country=Hungary -2.1190040509352497 0.3546887230116302 native-country=Guatemala 2.3254896582584994 0.46532235907154584 native-country=Nicaragua 0.451004187355473 0.8770794646500594 native-country=Scotland 2.4515908414257477 -1.276655811371916 native-country=Thailand 1.5885436137586189 1.4721411443852972 native-country=Yugoslavia 0.40325015478816817 -1.7556947269767729 native-country=El-Salvador 1.583652289322473 0.5560658548864797 native-country=Trinadad&Tobago -1.481943236292763 3.6899654345750474 native-country=Peru -0.007109757664218771 -0.9057679163402638 native-country=Hong -0.11001377312991059 0.6016306104415893 native-country=Holand-Netherlands Hidden Weights: -4.10825003113814 4.108250031138142 -7.028480057472323 7.028480057472323 >50K <=50K Error sum for iteration 8700 = 687.3504087734742 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.4264341121270963 -2.248663750737643 age 0.14380134350829601 0.37893893449217436 workclass=Private 1.0503705542399586 0.26419672671639227 workclass=Self-emp-not-inc -0.5238564843629863 0.16378138916084192 workclass=Self-emp-inc -0.060495741640609856 -3.959112129353836 workclass=Federal-gov 0.6094441891759051 0.6664006110892363 workclass=Local-gov 0.4116398843022321 -0.1763405709166684 workclass=State-gov 0.30726154566528047 -0.037519366455080395 workclass=Without-pay 0.49206372633389933 -0.982571027531309 workclass=Never-worked 0.13515207279279637 -1.7803048214157664 fnlwgt 0.4831469762885523 -0.8400106905337782 education=Bachelors 0.706039209229088 -0.13253462357414256 education=Some-college 1.1312963786840913 -1.8960374584755413 education=11th 0.2200327887408058 0.8545549899614902 education=HS-grad -0.6405703534579007 0.0753231136189283 education=Prof-school 0.30532372910568767 -0.030946247005354508 education=Assoc-acdm 0.7438998737371316 -1.4813097163354 education=Assoc-voc 0.8740058936393125 -2.8657830135929485 education=9th 0.2750107183372149 -1.4423214447933028 education=7th-8th 3.4314702343540833 -2.694392052181479 education=12th 0.10116577370158712 0.29001521509801953 education=Masters 3.950746532300128 0.044092978874564155 education=1st-4th -0.4583745622655682 3.905216231987289 education=10th -1.348781658644826 1.0553209416107794 education=Doctorate -0.3548826589214846 -3.35655321998786 education=5th-6th 1.2979702411084533 0.42234284807503863 education=Preschool -3.479035192948044 1.665997642358037 education-num -1.7843905218030884 -3.0465108830734406 marital-status=Married-civ-spouse 0.358676207693753 2.5359071909406787 marital-status=Divorced 1.5215096636060874 0.12377601957515541 marital-status=Never-married 0.46737498655339765 1.6418248542504896 marital-status=Separated 0.9458638045265505 -1.86435910634768 marital-status=Widowed 3.0932816215527663 -1.9047680545556835 marital-status=Married-spouse-absent 1.3225941683335722 -0.9091340089270358 marital-status=Married-AF-spouse -0.7866961996872668 0.4391696975520786 occupation=Tech-support -0.11135583560326527 0.19453172299805424 occupation=Craft-repair 0.7228693207592727 -0.3835818821530396 occupation=Other-service -0.31173087254743853 0.7932241586941651 occupation=Sales -0.7796089833352514 -0.11592410859425399 occupation=Exec-managerial -0.2075451878618487 -0.1149391381219196 occupation=Prof-specialty 0.8250008708210744 -2.649281891046802 occupation=Handlers-cleaners 0.36791632455010403 -0.1113914100715291 occupation=Machine-op-inspct 0.27236983289663136 0.2782139767472188 occupation=Adm-clerical 1.2239930105286903 1.0572790042973381 occupation=Farming-fishing 0.40876635676677603 -0.8310346738474225 occupation=Transport-moving 1.947338368143088 -0.7241519050694686 occupation=Priv-house-serv -0.23156325897055505 -2.0930746880657254 occupation=Protective-serv 0.9141807827603448 -0.3781815246812718 occupation=Armed-Forces -1.3241334903846875 4.835471955288716 relationship=Wife 1.381979727400904 -2.158459930033738 relationship=Own-child 1.0194248091036153 1.6726565656002341 relationship=Husband -0.06498432873987876 -0.6199326049197554 relationship=Not-in-family 1.556416955545034 -2.7474325816300857 relationship=Other-relative 0.9366649037165564 -2.0953910223823304 relationship=Unmarried -0.4131327560767817 -0.26691111277605767 race=White -1.755071653258985 2.0133281730081234 race=Asian-Pac-Islander 1.311285031472559 -2.41370971127733 race=Amer-Indian-Eskimo 4.587062364939672 -1.4099216380472952 race=Other -0.25662869827767093 -0.27202215055335494 race=Black -0.10012806923950314 -0.5574427868631324 sex -5.625272961878948 -3.4015339676047303 capital-gain -1.7576815019657894 -2.9790887354588618 capital-loss -5.2185422954319645 6.282573819816343 hours-per-week -0.08814799082276156 -0.6842291082970963 native-country=United-States -3.0040492133746954 -1.7960853528363834 native-country=Cambodia 0.33142199051918725 2.217886911397865 native-country=England -0.20958956152626076 -1.0381516563166922 native-country=Puerto-Rico -1.5155145204485798 2.1371358780719647 native-country=Canada -1.2459486954781036 2.1204833944764148 native-country=Germany 0.5569874503786215 0.6388559639929536 native-country=Outlying-US(Guam-USVI-etc) 0.6658056614604102 1.9137966268989186 native-country=India 4.086699564170653 -1.4394606880101974 native-country=Japan -2.801851770403262 3.855488282164599 native-country=Greece -0.3958831923483847 0.06845346946632813 native-country=South 0.5206687387109364 1.1388808796031724 native-country=China 0.8061678413766926 1.6315982611153748 native-country=Cuba -1.9509187162678525 -1.0764104419939229 native-country=Iran 1.814981330400432 -1.6017922917169458 native-country=Honduras -1.4808675310347896 1.1369303313809909 native-country=Philippines -1.926995344294915 -0.8774273109487211 native-country=Italy 1.301605541675749 0.8427056409764329 native-country=Poland -1.031159276417209 -2.651634640364667 native-country=Jamaica 0.5726279050059622 -0.23951245179822092 native-country=Vietnam 1.1597315138920092 -1.7115196322624626 native-country=Mexico -0.6940541230615823 -1.379247983018317 native-country=Portugal -0.9177855333976602 -1.8881935439230626 native-country=Ireland -0.6079565185388461 -0.24099537462929776 native-country=France -0.23123777722203578 -4.254727217416973 native-country=Dominican-Republic 1.0640714339509945 0.7478122352907204 native-country=Laos 1.3088092347324995 -1.0866923590541127 native-country=Ecuador 1.4590309974970634 -3.910544861806569 native-country=Taiwan 1.7861868898170532 1.7661778608693943 native-country=Haiti 5.2633429888875565 -0.24741450942804152 native-country=Columbia -0.4837864712562306 0.114385388351783 native-country=Hungary -2.1222546506341713 0.35425549287729574 native-country=Guatemala 2.3335319715965124 0.46469059376346444 native-country=Nicaragua 0.45626819685306913 0.8793095835731357 native-country=Scotland 2.4545251385121136 -1.272994869988594 native-country=Thailand 1.5980891694416384 1.474773103894566 native-country=Yugoslavia 0.4044409193525734 -1.7740948441298154 native-country=El-Salvador 1.5887412921858997 0.5583340635606661 native-country=Trinadad&Tobago -1.4938630428790167 3.7074919983728853 native-country=Peru -0.004806992444896546 -0.9060561655785673 native-country=Hong -0.10957336440829074 0.600519148900032 native-country=Holand-Netherlands Hidden Weights: -4.104708594425648 4.10470859442565 -7.057594651890809 7.057594651890809 >50K <=50K Error sum for iteration 8800 = 686.5742319426123 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.4316582933764357 -2.246469827828007 age 0.14498198952933977 0.3782327174476383 workclass=Private 1.0531866026115113 0.26272896998843676 workclass=Self-emp-not-inc -0.5243282157195951 0.16276996029671156 workclass=Self-emp-inc -0.06049409411993619 -3.9719835790541955 workclass=Federal-gov 0.6107098121764996 0.6682426046315707 workclass=Local-gov 0.4127238830190072 -0.17739693214934663 workclass=State-gov 0.30787804443243816 -0.03860491851929969 workclass=Without-pay 0.4924965750699899 -0.9836614790040933 workclass=Never-worked 0.1342706602307794 -1.7943256164226415 fnlwgt 0.48442089135656496 -0.8449440163411537 education=Bachelors 0.7062949393861702 -0.12944244290793736 education=Some-college 1.1302126676082163 -1.900261624241519 education=11th 0.22022794428051184 0.8604816462176811 education=HS-grad -0.6476163561300188 0.08378236569203407 education=Prof-school 0.3045167121194236 -0.025630936684312627 education=Assoc-acdm 0.7442988936684413 -1.489780660678408 education=Assoc-voc 0.872325818163201 -2.8716765139649016 education=9th 0.2791152462640856 -1.4509922012763867 education=7th-8th 3.4338116107012935 -2.7109497964945426 education=12th 0.1020764800631251 0.291706627295429 education=Masters 3.961467787904913 0.04352765532091006 education=1st-4th -0.45644620212042397 3.9223523825807876 education=10th -1.3482660246219926 1.0552530658071413 education=Doctorate -0.35931230354872473 -3.3739846395806565 education=5th-6th 1.3007593805076045 0.4213661066559029 education=Preschool -3.486231409151023 1.6758400951743426 education-num -1.7896473470855885 -3.0512619712497626 marital-status=Married-civ-spouse 0.35742750586106353 2.554119838001786 marital-status=Divorced 1.5241051866772575 0.12936348316470675 marital-status=Never-married 0.46855598678174626 1.6569409111466944 marital-status=Separated 0.9475973947409635 -1.894245608282749 marital-status=Widowed 3.09856586506458 -1.9201159436528163 marital-status=Married-spouse-absent 1.3247980694643984 -0.9144214693569593 marital-status=Married-AF-spouse -0.7885432877429542 0.4457406724237544 occupation=Tech-support -0.11077705572096658 0.18661089151426477 occupation=Craft-repair 0.7212610877112543 -0.3825044513139138 occupation=Other-service -0.3118897700368116 0.7937675051148039 occupation=Sales -0.780070107909418 -0.12116829744770811 occupation=Exec-managerial -0.2084440058203764 -0.11578826903699355 occupation=Prof-specialty 0.8236788172649484 -2.6615554417188223 occupation=Handlers-cleaners 0.36835410335739055 -0.1190690650528076 occupation=Machine-op-inspct 0.27350894255904806 0.2727337792014834 occupation=Adm-clerical 1.2257702400601576 1.0600466203531445 occupation=Farming-fishing 0.4086498820677856 -0.8362969181465612 occupation=Transport-moving 1.9561158850047653 -0.724385922642479 occupation=Priv-house-serv -0.23324875707473877 -2.0820685096899485 occupation=Protective-serv 0.9190912276940393 -0.37919518732157254 occupation=Armed-Forces -1.3212107733432172 4.854362616891372 relationship=Wife 1.3821313407355353 -2.161844249626491 relationship=Own-child 1.0233752306115518 1.673989125503615 relationship=Husband -0.06597359445080864 -0.619607896580255 relationship=Not-in-family 1.5570965539061414 -2.779065331261964 relationship=Other-relative 0.9360097014873958 -2.096188203621787 relationship=Unmarried -0.41532581755018005 -0.2661225690959455 race=White -1.755724471775869 2.015725432087795 race=Asian-Pac-Islander 1.3099474842157706 -2.415707253365667 race=Amer-Indian-Eskimo 4.5993841141961225 -1.431220279284386 race=Other -0.25913998671821853 -0.26608763913351935 race=Black -0.10163051930580742 -0.554350052171116 sex -5.636039261275431 -3.430343089314844 capital-gain -1.7611433588953598 -2.981946983597845 capital-loss -5.220597814229419 6.29988481004163 hours-per-week -0.08862387410704559 -0.6883673667444661 native-country=United-States -3.010280922387421 -1.809292382105689 native-country=Cambodia 0.3304339740407309 2.229489674827304 native-country=England -0.20967486245926303 -1.0483104664835623 native-country=Puerto-Rico -1.5114820138716207 2.136511719771423 native-country=Canada -1.2465387991153156 2.1268956981885814 native-country=Germany 0.558626169433658 0.6390471985940486 native-country=Outlying-US(Guam-USVI-etc) 0.6638258805417351 1.9287636080349295 native-country=India 4.096809731551592 -1.4545126107389603 native-country=Japan -2.863901937170803 3.891035138098331 native-country=Greece -0.3789594890920871 0.059088900934983056 native-country=South 0.5179454123104108 1.1492502281815113 native-country=China 0.8082363118246251 1.6356851249944198 native-country=Cuba -1.9515791428583424 -1.074622889566009 native-country=Iran 1.8223520108103184 -1.6214105839977866 native-country=Honduras -1.4684715170594698 1.1200159345708114 native-country=Philippines -1.9295236145058265 -0.8885417687252608 native-country=Italy 1.3030991261128546 0.8505900139294257 native-country=Poland -1.0297884890304003 -2.6661413930135716 native-country=Jamaica 0.5699852928473337 -0.22760255697624163 native-country=Vietnam 1.1634953331178746 -1.7266616201860219 native-country=Mexico -0.6982590326187155 -1.3856865051365743 native-country=Portugal -0.9168210637315912 -1.8955867518889797 native-country=Ireland -0.6105901659588661 -0.24134225516739766 native-country=France -0.23233182457493282 -4.270974431511504 native-country=Dominican-Republic 1.0742404931197895 0.7565428859305987 native-country=Laos 1.3119262017016389 -1.0877023256316154 native-country=Ecuador 1.4572973821375432 -3.921063407173309 native-country=Taiwan 1.7886063742924603 1.765302568257367 native-country=Haiti 5.278053325175141 -0.24842641645487493 native-country=Columbia -0.48335362252014 0.11329493687900691 native-country=Hungary -2.1254714022938876 0.35384113990762384 native-country=Guatemala 2.3414934529322875 0.4640765035928127 native-country=Nicaragua 0.46144755606580035 0.8815274637665159 native-country=Scotland 2.4570344975109775 -1.2691200446970679 native-country=Thailand 1.6075261918562092 1.477388251671933 native-country=Yugoslavia 0.4054375963454703 -1.7922173847934295 native-country=El-Salvador 1.5937478486233292 0.5605626615113457 native-country=Trinadad&Tobago -1.5056209062113475 3.7249385646261195 native-country=Peru -0.0025058948866958472 -0.9063460693885395 native-country=Hong -0.109140515672214 0.5994286974272477 native-country=Holand-Netherlands Hidden Weights: -4.101174722443165 4.101174722443165 -7.086397319396151 7.086397319396151 >50K <=50K Error sum for iteration 8900 = 685.8066698215953 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.4367964249134153 -2.244570718170946 age 0.1461529514503959 0.37754107894749545 workclass=Private 1.0559737352499767 0.26121763160299716 workclass=Self-emp-not-inc -0.524823422170038 0.1618674016216903 workclass=Self-emp-inc -0.060512208999526765 -3.984691855616988 workclass=Federal-gov 0.6119671103796719 0.6700809041585082 workclass=Local-gov 0.41379275384626224 -0.17840122556051827 workclass=State-gov 0.30848459823618335 -0.03966991799391642 workclass=Without-pay 0.4929217414742145 -0.9847311327028946 workclass=Never-worked 0.1333782336836652 -1.808087296630358 fnlwgt 0.4856568168136831 -0.8498608438558701 education=Bachelors 0.7065678105459784 -0.12638626689774976 education=Some-college 1.1291897848859436 -1.9044010179187365 education=11th 0.22044812651521464 0.8662880557658172 education=HS-grad -0.6544834544799063 0.0918986299283676 education=Prof-school 0.3037283039247422 -0.02040082915488314 education=Assoc-acdm 0.7446928424913279 -1.498218172850622 education=Assoc-voc 0.8707703700015578 -2.8774566195653457 education=9th 0.2827374091586519 -1.4591465227401985 education=7th-8th 3.4361151236279346 -2.727226555342567 education=12th 0.10296688364016442 0.2933813019884097 education=Masters 3.972016225999338 0.042962025130265875 education=1st-4th -0.45444495179260225 3.939252647527246 education=10th -1.3477745491172912 1.0551766182073152 education=Doctorate -0.36363043827154024 -3.391134747402429 education=5th-6th 1.3035351753609847 0.42040762580968993 education=Preschool -3.493224706091115 1.6852297883720497 education-num -1.7947435536041854 -3.055934352399433 marital-status=Married-civ-spouse 0.3562735374013584 2.572067281973958 marital-status=Divorced 1.526625958180754 0.13495270739739362 marital-status=Never-married 0.46967020994328856 1.671992013147859 marital-status=Separated 0.949238790281999 -1.9237353441880989 marital-status=Widowed 3.103691011661794 -1.9353332003319121 marital-status=Married-spouse-absent 1.3270242037031952 -0.9196746713109882 marital-status=Married-AF-spouse -0.7903845582262433 0.45220774147638604 occupation=Tech-support -0.11022713566328177 0.17878174214632137 occupation=Craft-repair 0.7197012777258105 -0.3814708140084229 occupation=Other-service -0.3120565889210729 0.7943130564515829 occupation=Sales -0.7805831228100906 -0.1262952065396892 occupation=Exec-managerial -0.2093376612286567 -0.11668546787121666 occupation=Prof-specialty 0.8223926323920128 -2.6737558219123083 occupation=Handlers-cleaners 0.3687781484293166 -0.1267348256945381 occupation=Machine-op-inspct 0.27460767960844196 0.2673406952112273 occupation=Adm-clerical 1.2275304371205473 1.0629115142182493 occupation=Farming-fishing 0.4085209190090856 -0.8414839490468099 occupation=Transport-moving 1.9648600107923173 -0.724731497047271 occupation=Priv-house-serv -0.2349366084092035 -2.0708726252098013 occupation=Protective-serv 0.9239454324884608 -0.3801895173108894 occupation=Armed-Forces -1.3183916572491956 4.873116638710392 relationship=Wife 1.3822250328440306 -2.164701894294664 relationship=Own-child 1.027193367786179 1.6753046514332426 relationship=Husband -0.06687181627390013 -0.6191960737387008 relationship=Not-in-family 1.5577543500278712 -2.8108913622855085 relationship=Other-relative 0.9354715114710143 -2.0969610503033485 relationship=Unmarried -0.417459048848371 -0.2654179414766166 race=White -1.75638049847226 2.018052953324834 race=Asian-Pac-Islander 1.3086600213543615 -2.417634514949329 race=Amer-Indian-Eskimo 4.611445536508085 -1.4521007256220186 race=Other -0.26159752491901694 -0.2602175781532497 race=Black -0.10307261277196504 -0.5514509996015932 sex -5.6467430126109655 -3.4590340438009375 capital-gain -1.7646136691332825 -2.9846373957485346 capital-loss -5.222695615288685 6.317356220365506 hours-per-week -0.08915847731642842 -0.6925115379076814 native-country=United-States -3.0165421726439545 -1.8223799757316888 native-country=Cambodia 0.3294167543304324 2.241165067364845 native-country=England -0.2099068423727586 -1.0584231137919975 native-country=Puerto-Rico -1.5076588502128736 2.136052902911268 native-country=Canada -1.247149283830572 2.1333016213621554 native-country=Germany 0.5602816707510141 0.6392851643777954 native-country=Outlying-US(Guam-USVI-etc) 0.6620032722200079 1.9437137538638887 native-country=India 4.106726815128691 -1.4692751329029003 native-country=Japan -2.922566755612445 3.9249138983615386 native-country=Greece -0.36216556378775916 0.0495494234954467 native-country=South 0.5153203820697969 1.1597066734917154 native-country=China 0.8102255931521856 1.639754101589585 native-country=Cuba -1.9524267609404566 -1.0726776905782431 native-country=Iran 1.8296334912664156 -1.6409789999606479 native-country=Honduras -1.4569146438931926 1.1040091694190552 native-country=Philippines -1.932032416704961 -0.8995124675016306 native-country=Italy 1.3044914397794878 0.8584238810967825 native-country=Poland -1.0286652819556004 -2.6806175017770424 native-country=Jamaica 0.5674021511139602 -0.2159054897970034 native-country=Vietnam 1.1670727581934779 -1.741531133179274 native-country=Mexico -0.7025627738035938 -1.392112713260505 native-country=Portugal -0.9161401550132585 -1.9028502190602457 native-country=Ireland -0.6131944600636416 -0.24164627516490647 native-country=France -0.23352106937522601 -4.287179918786795 native-country=Dominican-Republic 1.0843371632314172 0.7652056370259025 native-country=Laos 1.3149931932037562 -1.0886917833131429 native-country=Ecuador 1.4555035656516713 -3.9313518946706485 native-country=Taiwan 1.7909554225096689 1.7643835758492665 native-country=Haiti 5.292656418044684 -0.24941676550814765 native-country=Columbia -0.4829284561159154 0.11222528318018697 native-country=Hungary -2.1286572726481983 0.3534452475144553 native-country=Guatemala 2.349374623493977 0.46348000374519666 native-country=Nicaragua 0.4665428963560173 0.8837325623277253 native-country=Scotland 2.459134882188828 -1.2650454341984163 native-country=Thailand 1.6168560642281957 1.4799860182428946 native-country=Yugoslavia 0.4062692540481202 -1.8100672485280238 native-country=El-Salvador 1.5986742568073984 0.5627531785802776 native-country=Trinadad&Tobago -1.5172236909506858 3.7423015095803347 native-country=Peru -2.0756522609517583E-4 -0.9066377694156127 native-country=Hong -0.10871534926795884 0.5983590437284464 native-country=Holand-Netherlands Hidden Weights: -4.097655967819549 4.097655967819548 -7.114885539087992 7.1148855390879895 >50K <=50K Options: -I 9000 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 9000 -E 0.01 -S 1706656566 -H 2 -M 0.01 Input Weights: -1.4417952208550475 -2.2429723395408683 age 0.14730091791767005 0.3768729844816626 workclass=Private 1.0587033781826725 0.2596818228419188 workclass=Self-emp-not-inc -0.5253335398471722 0.1610733101127458 workclass=Self-emp-inc -0.06054758787482183 -3.9971188707289365 workclass=Federal-gov 0.6132015359642743 0.6718989345792047 workclass=Local-gov 0.41483486257458235 -0.17934079398939043 workclass=State-gov 0.30907540790338306 -0.040704259797159734 workclass=Without-pay 0.4933350385960622 -0.9857698586801487 workclass=Never-worked 0.13248737329694985 -1.8214761402598163 fnlwgt 0.48684293191381844 -0.8547124122792361 education=Bachelors 0.7068484664767272 -0.123384603074048 education=Some-college 1.1282309179147507 -1.9084158447551358 education=11th 0.2206851336052548 0.8719225494694911 education=HS-grad -0.6611032845689055 0.09960810519421259 education=Prof-school 0.3029648053604778 -0.015308145094397553 education=Assoc-acdm 0.7450758268723646 -1.5065329267747773 education=Assoc-voc 0.8693414931694722 -2.8830711731937733 education=9th 0.2858891536199639 -1.466741829057102 education=7th-8th 3.4383604488800157 -2.743070478599511 education=12th 0.10382799785298368 0.2950231757636855 education=Masters 3.982295840401668 0.04240289404560329 education=1st-4th -0.4524056123686674 3.9557611259427956 education=10th -1.3473114762296843 1.0550957938951515 education=Doctorate -0.36780203841542514 -3.407846881957036 education=5th-6th 1.3062700057435976 0.41947655564794634 education=Preschool -3.499958151117647 1.6941046787877194 education-num -1.7996349189554575 -3.0604903274816126 marital-status=Married-civ-spouse 0.35521770293130744 2.589586167713672 marital-status=Divorced 1.5290479783383149 0.1404890905652944 marital-status=Never-married 0.47070909316426635 1.6868292549717858 marital-status=Separated 0.9507770862201432 -1.9525469007698137 marital-status=Widowed 3.1086126400955445 -1.9502737385199793 marital-status=Married-spouse-absent 1.3292500326018069 -0.9248400018497143 marital-status=Married-AF-spouse -0.7921994195046053 0.45850258100387514 occupation=Tech-support -0.10971128160956532 0.17112843762736388 occupation=Craft-repair 0.7181987261279994 -0.38047965157225533 occupation=Other-service -0.3122289149260235 0.7948551522620448 occupation=Sales -0.7811359719652369 -0.13126114528365693 occupation=Exec-managerial -0.21021647713206906 -0.117619456281446 occupation=Prof-specialty 0.821152141022455 -2.6857638737149547 occupation=Handlers-cleaners 0.369185395255876 -0.1343165712128952 occupation=Machine-op-inspct 0.2756573423448022 0.26208507254704255 occupation=Adm-clerical 1.229251854789073 1.0658406121607955 occupation=Farming-fishing 0.4083810984679173 -0.846545587585828 occupation=Transport-moving 1.9734803007024964 -0.7251838039300217 occupation=Priv-house-serv -0.23660833229490458 -2.0596036550306818 occupation=Protective-serv 0.9286969377097417 -0.3811550576269293 occupation=Armed-Forces -1.315699984702657 4.891552881551777 relationship=Wife 1.3822669482018397 -2.1670626319082666 relationship=Own-child 1.0308455858562715 1.6765984036838746 relationship=Husband -0.06767769755884609 -0.6187109276657953 relationship=Not-in-family 1.558387017502053 -2.8425437092925 relationship=Other-relative 0.9350450790132714 -2.097705270530103 relationship=Unmarried -0.41951663780225235 -0.2647935457858407 race=White -1.757029817776249 2.0202843257641683 race=Asian-Pac-Islander 1.3074267718948342 -2.419476286844272 race=Amer-Indian-Eskimo 4.623143669480236 -1.4723763896303221 race=Other -0.2639826375899911 -0.2544593480849095 race=Black -0.10444113653897044 -0.5487672121380911 sex -5.657253014995346 -3.4873130287302674 capital-gain -1.7680505589186544 -2.987153623409099 capital-loss -5.224804510178415 6.334787240290488 hours-per-week -0.08973516959523528 -0.6966250337196896 native-country=United-States -3.0227583308676746 -1.8352151700671537 native-country=Cambodia 0.32838055089346146 2.252797586252518 native-country=England -0.2102570771702248 -1.0683880322325854 native-country=Puerto-Rico -1.5040516573183813 2.1357227386390902 native-country=Canada -1.2477697109604249 2.139627820940462 native-country=Germany 0.5619351930096287 0.63956441633 native-country=Outlying-US(Guam-USVI-etc) 0.6603383739723939 1.9584984871508724 native-country=India 4.116359163224273 -1.4836149491629946 native-country=Japan -2.9776059032082123 3.9569394765490027 native-country=Greece -0.34566021850056805 0.0399267944344445 native-country=South 0.5128170647635512 1.1701410964159005 native-country=China 0.8121264629811644 1.6437597155048917 native-country=Cuba -1.9534326427585909 -1.0706025392883642 native-country=Iran 1.8367554168894706 -1.660289945556592 native-country=Honduras -1.4462680406888142 1.0890360700618118 native-country=Philippines -1.9344852428966992 -0.9102568812841567 native-country=Italy 1.3057832154785365 0.8661303698218512 native-country=Poland -1.0277683097050794 -2.6949165218452964 native-country=Jamaica 0.5649026439273639 -0.20452597500351027 native-country=Vietnam 1.1704422533794012 -1.7559926416345242 native-country=Mexico -0.7069171662149758 -1.3984632639556074 native-country=Portugal -0.9157169822068708 -1.9099143213651295 native-country=Ireland -0.6157459532070158 -0.2419059733656175 native-country=France -0.23477568708533283 -4.30318153024655 native-country=Dominican-Republic 1.0942622404375226 0.77371609072973 native-country=Laos 1.317983181179773 -1.0896513023490824 native-country=Ecuador 1.4536810757201453 -3.9413229316364182 native-country=Taiwan 1.7932138287323187 1.76343249914671 native-country=Haiti 5.307004912995477 -0.2503762538246317 native-country=Columbia -0.4825151589940677 0.11118655720290323 native-country=Hungary -2.13178319117088 0.35307103321384087 native-country=Guatemala 2.3570985604897925 0.46290662330647336 native-country=Nicaragua 0.47150524301060326 0.8859025163797074 native-country=Scotland 2.4608272695277287 -1.2608269561251404 native-country=Thailand 1.6259886064175832 1.4825402330601947 native-country=Yugoslavia 0.4069541865583436 -1.8274750928893246 native-country=El-Salvador 1.6034746763238648 0.5648856813369256 native-country=Trinadad&Tobago -1.5285639036250267 3.759404707573309 native-country=Peru 0.0020640634114146407 -0.9069284370621691 native-country=Hong -0.10830205214611113 0.5973203177511923 native-country=Holand-Netherlands Hidden Weights: -4.094193547597888 4.094193547597889 -7.142778093158217 7.142778093158215 >50K <=50K === Error on training data === Correctly Classified Instances 4275 85.2443 % Incorrectly Classified Instances 740 14.7557 % Mean absolute error 0.2633 Root mean squared error 0.3288 Relative absolute error 71.3182 % Root relative squared error 76.5264 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 781 444 | a = >50K 296 3494 | b = <=50K === Error on test data === Correctly Classified Instances 4150 82.7517 % Incorrectly Classified Instances 865 17.2483 % Mean absolute error 0.2742 Root mean squared error 0.3458 Relative absolute error 75.2278 % Root relative squared error 81.5459 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 703 475 | a = >50K 390 3447 | b = <=50K