Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.8063960537269976 -0.9015151217336657 age -0.17474935204794373 -0.18344591918151276 workclass=Private -0.837856047796508 -0.33248862827438797 workclass=Self-emp-not-inc -0.058450017565269796 -0.11691015476773758 workclass=Self-emp-inc -0.9948548271594797 0.6265467659035135 workclass=Federal-gov 0.027784272865422288 -0.41783278104564014 workclass=Local-gov 0.22100420940581 -0.923626248944754 workclass=State-gov 0.2985244272640475 -0.5906543929817134 workclass=Without-pay -0.681652482490545 -0.6119057694548331 workclass=Never-worked 0.26816719248923504 0.3433010876138345 fnlwgt 0.3164450342631 0.1681640195181313 education=Bachelors -0.8556764780094344 0.6826353937386087 education=Some-college 0.7722040658985994 0.9985496864040244 education=11th -0.20893768118433798 0.48472536623392415 education=HS-grad -0.3482668352010678 -0.6076480970113494 education=Prof-school -0.4297332026231171 -0.8869373685336304 education=Assoc-acdm -0.8505854428981683 -0.7023248738065366 education=Assoc-voc 0.5153350427568115 -0.5818734500618519 education=9th -0.9487630489865504 0.4929958503793943 education=7th-8th 0.22539178016629569 -0.9808674310044603 education=12th 0.9672061041394595 0.5118168617466403 education=Masters 0.912346293204608 0.8578935191659192 education=1st-4th -0.5358909880344145 0.44774914378478536 education=10th -0.021457575396557127 -0.28183647643748944 education=Doctorate 0.2776514339202958 0.7268593076791681 education=5th-6th 0.10916934903928999 -0.48040315008765666 education=Preschool -0.9463436541722112 -0.7355810647998564 education-num -0.6404498848384701 -0.10101932688882664 marital-status=Married-civ-spouse 0.8619937753112707 0.3891118298531684 marital-status=Divorced 0.3001663232323528 -0.40440767539700717 marital-status=Never-married -0.3366470907672827 0.529061053875066 marital-status=Separated -0.38217444835565106 0.39401750651797873 marital-status=Widowed 0.32575324021009533 0.3892433401213946 marital-status=Married-spouse-absent -0.7055009083895243 -0.5030544415342733 marital-status=Married-AF-spouse 0.24146423763647817 0.6562326254387789 occupation=Tech-support -0.30043037485251345 0.07146842167777723 occupation=Craft-repair 0.36115580550156157 0.059770517786770005 occupation=Other-service 0.708791379602064 0.9231402868786807 occupation=Sales -0.9652292376310756 -0.21383406572146524 occupation=Exec-managerial -0.15479731641063954 0.6091490005632048 occupation=Prof-specialty 0.6406901312404674 0.12949468360303773 occupation=Handlers-cleaners 0.9332992184244218 -0.6692017085811315 occupation=Machine-op-inspct -0.9721092420874984 0.20526711699315392 occupation=Adm-clerical -0.15349834335227208 -0.6097622431444707 occupation=Farming-fishing 0.4403647471572807 -0.6713248041854607 occupation=Transport-moving -0.44341336626623185 -0.6800953469533728 occupation=Priv-house-serv 0.20821982489791813 -0.9645155081387646 occupation=Protective-serv 0.278325924960787 -0.32291131496130165 occupation=Armed-Forces 0.16350252595273584 -0.07338468417218236 relationship=Wife -0.5721545167945992 0.3407973245839473 relationship=Own-child -0.22247965216083143 0.7447310441576853 relationship=Husband 0.23270209050222923 -0.427181514991092 relationship=Not-in-family 0.4456759936363619 -0.991270540422714 relationship=Other-relative -0.03236240056907436 -0.5525536879112645 relationship=Unmarried -0.5902913694683796 -0.22531256429365865 race=White -0.7665699100816443 0.07138917153480295 race=Asian-Pac-Islander -0.5313486255815256 0.7630498476087817 race=Amer-Indian-Eskimo 0.7069794833548229 0.5823128405203917 race=Other -0.9295960339397695 0.26395100168975816 race=Black 0.09726260867212688 -0.27457806040045885 sex -0.5040234840104834 0.4465215740090249 capital-gain -0.6586716464732487 0.07534454137408142 capital-loss -0.23268098277974736 0.4636384691118045 hours-per-week -0.4668997140313116 -0.8730066863045349 native-country=United-States -0.534888059456645 -0.9606739055951725 native-country=Cambodia -0.1698281484215607 -0.3255712698844797 native-country=England 0.8915869212234566 -8.103512375470245E-4 native-country=Puerto-Rico 0.23353701686041828 0.5001810430248832 native-country=Canada -0.2692294179597239 0.8708636691108724 native-country=Germany -0.7454388625121819 -0.5031093998528149 native-country=Outlying-US(Guam-USVI-etc) -0.4613639704648673 0.6262599307642858 native-country=India 0.11347846711246734 0.24514253110068251 native-country=Japan -0.24860190441090046 0.7139150016887887 native-country=Greece -0.7359294506912051 -0.19860974623832117 native-country=South -0.6367614630088196 -0.43976894721319626 native-country=China -0.8115504271137803 -0.7479762388875111 native-country=Cuba -0.3545105727413387 -0.006105208225895442 native-country=Iran -0.9986945161319072 0.42683634605418286 native-country=Honduras -0.8731250791824636 0.828009001739803 native-country=Philippines 0.36059564187128146 -0.7809871102792489 native-country=Italy 0.11670493019922401 -0.15200174010732215 native-country=Poland -0.6137777990748974 0.12970114257286736 native-country=Jamaica 0.13657251704860296 0.3974194947469327 native-country=Vietnam -0.9067268277295617 -0.9376316478606166 native-country=Mexico 0.2565134636998492 -0.20556536679517334 native-country=Portugal -0.42583662017060764 0.8733866807703969 native-country=Ireland -0.7471088240802102 -0.9163484022305883 native-country=France 0.6055176807842664 -0.2027340263697366 native-country=Dominican-Republic -0.8196433045978486 0.7348301937892434 native-country=Laos -0.729346478846369 0.3830576083251318 native-country=Ecuador 0.06074453070775099 -0.5861595612652444 native-country=Taiwan -0.19443543551211984 0.99682691234797 native-country=Haiti -0.6619066740490414 -0.08672428737241056 native-country=Columbia -0.6073607476286589 -0.023377954558670533 native-country=Hungary -0.8497373581384993 0.7500217293099045 native-country=Guatemala 0.7079921985780775 -0.8972978734377945 native-country=Nicaragua 0.6617483720157065 -0.7066177230434052 native-country=Scotland 0.31000090876123343 -0.18269320213977291 native-country=Thailand -0.7540851713445713 -0.9726699487596189 native-country=Yugoslavia 0.5419446152564236 -0.5358943354685377 native-country=El-Salvador -0.5266417043461578 -0.40989822440644463 native-country=Trinadad&Tobago -0.41719929365846387 0.30553963789012717 native-country=Peru 0.15062973193057383 -0.541546178613131 native-country=Hong -0.8417163043589126 0.02320448379810114 native-country=Holand-Netherlands Hidden Weights: -0.2711248155806991 0.33761696692173127 0.137663378018541 0.48700189837908736 >50K <=50K Error sum for iteration 100 = 739.7764983959274 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.9425202031797455 -1.4016805222521072 age 0.04483830311573513 0.4533983794275341 workclass=Private 0.992362048813675 -0.05579668643605774 workclass=Self-emp-not-inc -0.5148189795640183 -0.35687486147564285 workclass=Self-emp-inc -0.8394837552580923 0.4907578763001545 workclass=Federal-gov 0.6614083103556645 -0.16144744092690316 workclass=Local-gov 0.4890853525789692 -0.7204837725019865 workclass=State-gov 0.4948068932887504 -0.515193381194084 workclass=Without-pay -0.49186611526626434 -0.540387671289181 workclass=Never-worked 0.301341603644005 0.33328568498371863 fnlwgt -0.1722747275942829 0.10512382310950057 education=Bachelors 0.2480056624219373 0.794420147300855 education=Some-college 1.0558191477452574 1.0156730632695574 education=11th 0.04731017287079813 0.7977236901582722 education=HS-grad -0.8941528893171088 -0.8315875594218666 education=Prof-school 0.017905742055758476 -0.4994652673599284 education=Assoc-acdm 0.3637852344970732 -0.39766623419438935 education=Assoc-voc 1.2244279659813662 -0.3395059948052862 education=9th 0.1354890053584047 0.9581041592548437 education=7th-8th 0.8670187035024608 -0.8136035441112178 education=12th -0.2570740465183633 0.016163026492779023 education=Masters 1.1668980660744137 0.9549004201097504 education=1st-4th 0.6334476649094358 0.905362583650465 education=10th -0.7855780711188376 -0.48692747652220186 education=Doctorate 0.46293683185248596 0.7759169160755088 education=5th-6th 0.33734620171755525 -0.3886990953226787 education=Preschool -2.14347107245269 -1.119587882214236 education-num -1.1253686765620214 -0.9392880546735778 marital-status=Married-civ-spouse 0.8718914339907996 0.4751818885309149 marital-status=Divorced 1.419212885487912 0.33366630860762225 marital-status=Never-married 0.19178849191750394 0.8982869315769846 marital-status=Separated 0.408654852073268 0.8200073235147534 marital-status=Widowed 0.8129038846051342 0.5246526219139115 marital-status=Married-spouse-absent -0.3091463567451147 -0.3467832604378714 marital-status=Married-AF-spouse 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0.3936485989891719 0.4878911554688441 native-country=Vietnam 0.26350914345350757 -0.4856387345954429 native-country=Mexico 0.3717468943811823 -0.16711138228665137 native-country=Portugal -0.3437012388710912 0.8938923598542509 native-country=Ireland -0.5582911030441443 -0.8405837390851115 native-country=France 0.6750201740582159 -0.20065450758713216 native-country=Dominican-Republic -0.5299711087019622 0.8479814032907373 native-country=Laos -0.49457985863418635 0.48174412127313393 native-country=Ecuador 0.14052780894835645 -0.5511000076624513 native-country=Taiwan 0.08985252229638455 1.1248641432022293 native-country=Haiti -0.2399193670495819 0.09337849336956204 native-country=Columbia -0.4175743804043467 0.04814014360701706 native-country=Hungary -0.7102956521791305 0.7809913237445099 native-country=Guatemala 1.0141217175688535 -0.7965988528622558 native-country=Nicaragua 0.8578088776312444 -0.630012044271677 native-country=Scotland 0.534898394599547 -0.10539986265892114 native-country=Thailand -0.49055017272948254 -0.8780145634873675 native-country=Yugoslavia 0.7648866925742225 -0.46364651295078685 native-country=El-Salvador -0.23863137555619832 -0.2953668146359558 native-country=Trinadad&Tobago -0.1756915445003562 0.3723495277597392 native-country=Peru 0.34399330474713674 -0.46725535368780935 native-country=Hong -0.6519299371346362 0.09472258196378268 native-country=Holand-Netherlands Hidden Weights: -3.4121794674942008 3.397494716834062 -1.2828461850766502 1.3045013980767852 >50K <=50K Error sum for iteration 200 = 728.7639450581497 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -1.1709427895370212 -1.8555875703488718 age 0.04241956037472292 0.7465327432312365 workclass=Private 1.0230406479795289 -0.40678313048804193 workclass=Self-emp-not-inc -0.3948646586506254 -0.27169341319246715 workclass=Self-emp-inc -0.5976114504800948 0.4450770959313025 workclass=Federal-gov 0.665223155192201 -0.16349783120176997 workclass=Local-gov 0.4415595648979428 -0.709923547436344 workclass=State-gov 0.5198490343995178 -0.514975824655395 workclass=Without-pay -0.46710493657411023 -0.5410292726894551 workclass=Never-worked 0.09934611991766447 0.26446651962830786 fnlwgt -0.1622387563350557 0.2614700046169254 education=Bachelors 0.3267173225657485 0.49672227242397476 education=Some-college 0.9370100697898509 0.8622826065029915 education=11th 0.05804558826544716 0.913271474621821 education=HS-grad -0.7472762690574428 -0.8254267816460494 education=Prof-school -0.017062439335274918 -0.26903672300043824 education=Assoc-acdm 0.35947522010094424 -0.5185869597204121 education=Assoc-voc 1.2736439051332777 -0.33262469748833035 education=9th 0.2867308616333887 0.994666792633091 education=7th-8th 1.1403489714042307 -0.776333559738696 education=12th -0.21774577904181067 0.030886092327964236 education=Masters 1.2111437610495108 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-0.7535151939586718 relationship=Other-relative 0.7618563315292839 -0.27209241319578287 relationship=Unmarried -0.4143246972595683 -0.1934789960094044 race=White -0.3162486270701313 0.3919258236427944 race=Asian-Pac-Islander 0.30231087298334436 0.9941784901629485 race=Amer-Indian-Eskimo 1.5183400424318398 0.7729630887914227 race=Other -0.4117859498878148 0.4111963484222785 race=Black 0.14800814381862132 -1.3470797780906996 sex -1.748109889030719 -0.07368770101970437 capital-gain -2.1269350767365682 -0.3539378232111379 capital-loss -2.818481927971749 -0.4091046879305248 hours-per-week -0.22958228932419975 -0.5064092470397915 native-country=United-States -0.7232848153994356 -1.0354811268041462 native-country=Cambodia 0.46156713713688524 -0.12386993284544501 native-country=England 0.9527626435945922 -0.00606249855231237 native-country=Puerto-Rico -0.5736981161479681 0.20210702611436832 native-country=Canada -0.3570193556070292 0.8873850938276198 native-country=Germany -0.4589949664109775 -0.4009268986677556 native-country=Outlying-US(Guam-USVI-etc) 0.4665192967578046 0.9516981116491433 native-country=India 0.5820148989454615 0.34054916549079445 native-country=Japan 0.07670811880021228 0.8083611768015112 native-country=Greece -0.4522083373863413 -0.06716145874942628 native-country=South 0.17262278079902577 -0.17631196937626947 native-country=China 0.2121357823348128 -0.40382741959085283 native-country=Cuba -0.856817521006152 -0.19049780142231598 native-country=Iran -0.6254104878815626 0.5519894445158051 native-country=Honduras -0.886253733031449 0.7348672342593874 native-country=Philippines -0.12620309535210006 -0.944156402004866 native-country=Italy 0.645866734753192 0.03361382108929207 native-country=Poland -0.8918278480174087 -0.0029147554074001143 native-country=Jamaica 0.49119029600490716 0.48713551527745935 native-country=Vietnam 0.6970681979474106 -0.3969066396467832 native-country=Mexico 0.27543046880097005 -0.21186657607726603 native-country=Portugal 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native-country=Trinadad&Tobago -0.07125931975740243 0.38265861291036946 native-country=Peru 0.36869444404881924 -0.46799664400168056 native-country=Hong -0.6271687584424267 0.0940809805634809 native-country=Holand-Netherlands Hidden Weights: -3.7299805920532454 3.7293752493308294 -1.2207156594285715 1.221451736900331 >50K <=50K Error sum for iteration 300 = 721.4783767767684 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -1.189377598020002 -2.2215865628349856 age 0.03816181122083484 0.9191216134358312 workclass=Private 1.032628957069703 -0.6349814984525513 workclass=Self-emp-not-inc -0.37694655883115075 -0.1970166331902854 workclass=Self-emp-inc -0.5161199611913679 0.3499495723088936 workclass=Federal-gov 0.6752295185790744 -0.13486163490137854 workclass=Local-gov 0.43505557159918734 -0.6993025392746506 workclass=State-gov 0.5278442203503718 -0.5166992812957506 workclass=Without-pay -0.4593557562351646 -0.5435977055933517 workclass=Never-worked -0.027603017317523924 0.2383356301817618 fnlwgt -0.18545584261158965 0.36404979405038274 education=Bachelors 0.3613424955844438 0.32287853901985547 education=Some-college 0.906423772504283 0.7724715409841479 education=11th 0.059938045448963355 0.9801117819533449 education=HS-grad -0.6791598737298329 -0.8068601236215107 education=Prof-school -0.05262125994256852 -0.10614546325534374 education=Assoc-acdm 0.34499224179028637 -0.6393394063908787 education=Assoc-voc 1.2466251852940573 -0.36573191696051893 education=9th 0.37119076283054425 1.0009502168965463 education=7th-8th 1.3193201031220179 -0.7567066330260322 education=12th -0.23383460393598682 0.031191878815311942 education=Masters 1.2447833325826967 0.9287352487120523 education=1st-4th 0.9716097057057919 0.8374352717018729 education=10th -1.0643587460641268 -0.39162298137256873 education=Doctorate 0.22931921374762476 0.6929882225716966 education=5th-6th 0.39144474885698377 -0.3755141356948831 education=Preschool -2.135585393065608 -0.878227823245862 education-num -1.4588429289140812 -0.8788408679409772 marital-status=Married-civ-spouse 0.9053373374766359 0.37224498116857163 marital-status=Divorced 1.3628451095781646 0.023075799484961603 marital-status=Never-married 0.23152523819502516 1.0714007173932654 marital-status=Separated 0.4735324249584764 0.9405955260088184 marital-status=Widowed 1.2605714294732813 0.4507566407406838 marital-status=Married-spouse-absent -0.017376710534090754 -0.2616595523854195 marital-status=Married-AF-spouse -0.41254082055108027 0.17867116541228456 occupation=Tech-support 0.10929914771711491 0.5960881619716961 occupation=Craft-repair 0.8544881963227547 0.2281374841082458 occupation=Other-service -0.006011892663581057 0.6521902190789397 occupation=Sales -0.6107617663561655 0.13235143540204045 occupation=Exec-managerial 0.1615215906772441 -0.2729076726477597 occupation=Prof-specialty 0.9259807374432877 0.22738827153337668 occupation=Handlers-cleaners 0.8438912144943922 -0.43228206563903004 occupation=Machine-op-inspct 0.4096788224152697 0.9036635530684184 occupation=Adm-clerical 1.880802963102628 0.16067550875059944 occupation=Farming-fishing 0.7077258441862463 -0.7223069416832182 occupation=Transport-moving 0.18595390549128174 -0.4359292902993719 occupation=Priv-house-serv 0.14123459548743866 -0.949870709788996 occupation=Protective-serv 0.5220988286722358 -0.24021405305895346 occupation=Armed-Forces -0.4680636342435161 0.4243231340376175 relationship=Wife 0.8409707538845816 0.9722806747296372 relationship=Own-child 0.8301158826153617 -0.2111555881097007 relationship=Husband 0.26355249334516095 -0.04615254748893448 relationship=Not-in-family 0.92931562270006 -0.7578897330768903 relationship=Other-relative 0.7311470898404863 -0.3839551047863673 relationship=Unmarried -0.4644843039786692 -0.17616403203429706 race=White -0.4438536400863619 0.4114423369009872 race=Asian-Pac-Islander 0.37580860742937733 0.9667257561788 race=Amer-Indian-Eskimo 1.7419330054283715 0.7766075258361866 race=Other -0.43037268318933647 0.3647835403777632 race=Black 0.20009546887099708 -1.573382197513881 sex -2.204940408316198 -0.21816703561747125 capital-gain -2.255550478818987 -0.31437046049388473 capital-loss -2.9402572717280595 -0.29377325766139983 hours-per-week -0.2784725048696345 -0.5300782618501031 native-country=United-States -0.9270076924919245 -1.0945916352693195 native-country=Cambodia 0.5448953150717079 -0.09810908518577718 native-country=England 0.8192448991147159 -0.04736507905981377 native-country=Puerto-Rico -0.7893218663934787 0.15785932352775536 native-country=Canada -0.47535177395221967 0.9035494232749549 native-country=Germany -0.4157433255277524 -0.3894669034855932 native-country=Outlying-US(Guam-USVI-etc) 0.7228646599554844 0.9843638123252182 native-country=India 0.7481126500366451 0.33059417635873145 native-country=Japan 0.20244889797312648 0.8283905443015904 native-country=Greece -0.40464946436986277 -0.02218333471886105 native-country=South 0.3706424996546889 -0.11883665863551865 native-country=China 0.4806377729343227 -0.3236794095730513 native-country=Cuba -1.156312235078615 -0.23671491601347983 native-country=Iran -0.5435845138212285 0.5661761848734357 native-country=Honduras -0.9555048060584732 0.690417580314381 native-country=Philippines -0.4019737259027176 -0.9909024077492185 native-country=Italy 0.74814655844448 0.04272379936182154 native-country=Poland -1.135150202989866 -0.0799817297326067 native-country=Jamaica 0.5631439206957856 0.4798592762799411 native-country=Vietnam 0.8765986931831701 -0.3727185490480652 native-country=Mexico 0.16372391815989112 -0.253430769786983 native-country=Portugal -0.6410491480543297 0.7854713846347646 native-country=Ireland -0.5427526083734394 -0.8364125436115669 native-country=France 0.3475618714937203 -0.3852042420143716 native-country=Dominican-Republic -0.2754559336720658 0.8859897559579396 native-country=Laos -0.4092918830326779 0.5025047318179375 native-country=Ecuador -0.18014954691311463 -0.5859424944573582 native-country=Taiwan 0.34456255574747496 1.1912219005420241 native-country=Haiti 0.42489894017170543 0.23261112132419587 native-country=Columbia -0.38506402137324697 0.04493010930282699 native-country=Hungary -0.8271538464236143 0.7221160049397614 native-country=Guatemala 1.176235789613097 -0.779825860839309 native-country=Nicaragua 0.9017456594957004 -0.6256329458594646 native-country=Scotland 0.6638138605794627 -0.08295737611250281 native-country=Thailand -0.2343821514018491 -0.8445725184444527 native-country=Yugoslavia 0.7860662835405571 -0.4738520981034273 native-country=El-Salvador -0.046084049235943614 -0.2378598536885892 native-country=Trinadad&Tobago 0.020084450245007896 0.39947791777642794 native-country=Peru 0.37620813482906634 -0.47093972123370526 native-country=Hong -0.6194195781035442 0.091512547659591 native-country=Holand-Netherlands Hidden Weights: -3.797925662231384 3.7979124445335968 -1.2802907605333058 1.2803057105291686 >50K <=50K Error sum for iteration 400 = 718.4469384783549 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -1.1615724320963667 -2.548538796429303 age 0.028179986340125005 0.9947450595769843 workclass=Private 1.034686235630575 -0.7935511802565464 workclass=Self-emp-not-inc -0.376269762393264 -0.11321883620723626 workclass=Self-emp-inc -0.47514593711506503 0.24327039025576155 workclass=Federal-gov 0.6772368971938131 -0.08625658330871974 workclass=Local-gov 0.4338453659356466 -0.684299201365077 workclass=State-gov 0.5305682357694178 -0.5187610836597312 workclass=Without-pay -0.4568725920641957 -0.546549774499677 workclass=Never-worked -0.10324467894702859 0.22629767149835944 fnlwgt -0.21080649261184856 0.4450188481363495 education=Bachelors 0.38474393680565994 0.20968450282228757 education=Some-college 0.914265484299883 0.6927589838699809 education=11th 0.05978997791810179 1.004542658455027 education=HS-grad -0.6659800357840492 -0.7748356360725152 education=Prof-school -0.07253596052353549 0.014814087605836397 education=Assoc-acdm 0.34930783214725214 -0.7533361782809398 education=Assoc-voc 1.2090474516853906 -0.4143717038449821 education=9th 0.42688310882024333 0.9895938714967674 education=7th-8th 1.4617912213237523 -0.7469991383620942 education=12th -0.24947611579704318 0.05729205230958943 education=Masters 1.277435393938617 0.9163109198162077 education=1st-4th 1.0370257201818494 0.7675694217243898 education=10th -1.0904031663656168 -0.29953845319555455 education=Doctorate 0.05496386255704088 0.6820505244776637 education=5th-6th 0.40510300269149174 -0.37251258032617957 education=Preschool -2.1227905801977394 -0.7360718006555613 education-num -1.5852769626257384 -0.8299322826819223 marital-status=Married-civ-spouse 0.9171197970373917 0.32999115371417237 marital-status=Divorced 1.37260082053769 -0.10215532352343794 marital-status=Never-married 0.20249533514709195 1.141519658653762 marital-status=Separated 0.4914313557540413 0.992148170101599 marital-status=Widowed 1.3456295502365379 0.38452357992772046 marital-status=Married-spouse-absent 0.050839466711056935 -0.24280274531667279 marital-status=Married-AF-spouse -0.39097276532346875 0.10039717790351174 occupation=Tech-support 0.08079862983321687 0.7564033064792669 occupation=Craft-repair 0.87940959695709 0.09301325754011555 occupation=Other-service -0.05064990256933225 0.805396674373539 occupation=Sales -0.6161889502527852 0.13897911592098364 occupation=Exec-managerial 0.18933807821433354 -0.5232876520442112 occupation=Prof-specialty 0.9293348926609073 0.20603542555799728 occupation=Handlers-cleaners 0.8033465227092794 -0.3621898759343 occupation=Machine-op-inspct 0.4121767777376749 0.8575004734146258 occupation=Adm-clerical 1.9102040318530467 0.19847768586303555 occupation=Farming-fishing 0.7035676294525592 -0.6985808846298317 occupation=Transport-moving 0.293319568245585 -0.3996938601694995 occupation=Priv-house-serv 0.09051378242449322 -0.9735655520519144 occupation=Protective-serv 0.533793086257895 -0.23817574195397254 occupation=Armed-Forces -0.487603284626809 0.6805547119820453 relationship=Wife 0.8656376251959058 0.8989517490133376 relationship=Own-child 0.9284135035588339 -0.34915033336074125 relationship=Husband 0.2257242690416069 -0.032699774211005755 relationship=Not-in-family 0.921546493854523 -0.7663844116849777 relationship=Other-relative 0.7080838995116928 -0.47515007112172725 relationship=Unmarried -0.48650543994580936 -0.19009786615318022 race=White -0.5810643045502785 0.46636729753498996 race=Asian-Pac-Islander 0.41201537091190044 0.9296642157359161 race=Amer-Indian-Eskimo 1.9088486331636996 0.769409387102758 race=Other -0.4419821397534454 0.3296751972568884 race=Black 0.2640885036014071 -1.7217225041813362 sex -2.585865355553588 -0.3390844139842784 capital-gain -2.304653487027189 -0.26009355186689287 capital-loss -3.0110046761862903 -0.10173115736972607 hours-per-week -0.29816076537780295 -0.6006638007099322 native-country=United-States -1.1537840333601346 -1.144819770447583 native-country=Cambodia 0.5783836662436528 -0.08104000559969703 native-country=England 0.6798861784183151 -0.08607601535928323 native-country=Puerto-Rico -0.8792275147022396 0.1461214546700944 native-country=Canada -0.5667181171024761 0.9312739006532564 native-country=Germany -0.38025044080791115 -0.3784537154618998 native-country=Outlying-US(Guam-USVI-etc) 0.9187231916191244 0.9975004290838754 native-country=India 0.9115095359714206 0.3131107690550912 native-country=Japan 0.32908975781635486 0.8523633987664438 native-country=Greece -0.36484491242856504 0.03992826878635002 native-country=South 0.5053424392565623 -0.06646647883958214 native-country=China 0.6660821637804402 -0.2594435766369847 native-country=Cuba -1.4128905085191263 -0.2667266497972025 native-country=Iran -0.4760189189116518 0.5771434324142861 native-country=Honduras -1.005140906084741 0.6517018685029364 native-country=Philippines -0.6298644446994379 -1.0150588245872334 native-country=Italy 0.8070803952665334 0.037793326005557674 native-country=Poland -1.3371352095958458 -0.14182174469746756 native-country=Jamaica 0.6179517636290321 0.4733929778025715 native-country=Vietnam 0.954547825696441 -0.3698230400239907 native-country=Mexico 0.056801936198222616 -0.2914982069673691 native-country=Portugal -0.800575933085745 0.7344384300027028 native-country=Ireland -0.5485044468755219 -0.8354205551035947 native-country=France 0.14134106205910713 -0.48489419868688266 native-country=Dominican-Republic -0.17700411909579472 0.8981905850159785 native-country=Laos -0.3878692986831113 0.5085008324114696 native-country=Ecuador -0.26550935738454673 -0.5842510184561829 native-country=Taiwan 0.43847127503045524 1.2144130479915436 native-country=Haiti 0.743775137849438 0.27618690613692315 native-country=Columbia -0.3825808572022781 0.04197804039651107 native-country=Hungary -0.9006512211942437 0.7010294744132347 native-country=Guatemala 1.2258714728874138 -0.7786827586089546 native-country=Nicaragua 0.909574792311844 -0.6257452219582859 native-country=Scotland 0.7194528839491552 -0.07398281655425581 native-country=Thailand -0.1347435820380653 -0.8364022732338897 native-country=Yugoslavia 0.7782642590519674 -0.4785183839371186 native-country=El-Salvador 0.01749497585786285 -0.2188991478174298 native-country=Trinadad&Tobago 0.09992470319578547 0.42343098763351533 native-country=Peru 0.3782790822706498 -0.47451058131982715 native-country=Hong -0.6169364139325705 0.088560478753279 native-country=Holand-Netherlands Hidden Weights: -3.814620239808154 3.8146201024139277 -1.4031213546786891 1.4031215218479351 >50K <=50K Error sum for iteration 500 = 718.9493624256003 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -1.1138819078544284 -2.843995471805305 age 0.016779153980242933 1.0089272473180175 workclass=Private 1.0301597965723697 -0.9008719182576069 workclass=Self-emp-not-inc -0.3781844333568361 -0.03571758272041725 workclass=Self-emp-inc -0.44876952886352167 0.12554766291717956 workclass=Federal-gov 0.6684804388833617 -0.03101224172457349 workclass=Local-gov 0.4295736378234921 -0.6738423868033933 workclass=State-gov 0.5305180666467678 -0.5226027485326871 workclass=Without-pay -0.45717551804256806 -0.5513164766889184 workclass=Never-worked -0.14922959834313299 0.21813206976218472 fnlwgt -0.23077257541298576 0.5060226281073597 education=Bachelors 0.4074639110062054 0.11986389323976998 education=Some-college 0.9327199679303981 0.6031357282558955 education=11th 0.06293457141358393 0.9989200935112317 education=HS-grad -0.6773221970204393 -0.7251063051634662 education=Prof-school 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occupation=Protective-serv 0.5428121889892483 -0.2383364928948793 occupation=Armed-Forces -0.5350003474253208 0.8893114159948722 relationship=Wife 0.880933323213675 0.7797863787596582 relationship=Own-child 0.9964751174481138 -0.4045802926727679 relationship=Husband 0.19652086298436708 -0.03387070342388963 relationship=Not-in-family 0.9352896163168832 -0.7912886189196647 relationship=Other-relative 0.6833429703009899 -0.5499701397709853 relationship=Unmarried -0.4872028301296857 -0.24452534257255099 race=White -0.734244719292659 0.5631972682874506 race=Asian-Pac-Islander 0.4310040926976254 0.8821365537048287 race=Amer-Indian-Eskimo 2.043285419292745 0.7536318326087257 race=Other -0.4454678804605353 0.28861079098848985 race=Black 0.30845779562465864 -1.7939168741131748 sex -2.9371084859664833 -0.4459258363949805 capital-gain -2.3209574297819566 -0.21015099807271628 capital-loss -3.075878634106131 0.1474982671252351 hours-per-week -0.28992458656186587 -0.7213271581463255 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1.2677016668997099 -0.7805321380515012 native-country=Nicaragua 0.9143930303624521 -0.6281562877526204 native-country=Scotland 0.7803107410098155 -0.06563807833550998 native-country=Thailand -0.04849184469676925 -0.8328668534635537 native-country=Yugoslavia 0.7625863460125419 -0.4865993200744128 native-country=El-Salvador 0.07151455762841478 -0.20403729775875706 native-country=Trinadad&Tobago 0.17027282538688193 0.4523053740974275 native-country=Peru 0.37735514561277794 -0.48017300602232815 native-country=Hong -0.6172393399109415 0.08379377656401447 native-country=Holand-Netherlands Hidden Weights: -3.8385895620242927 3.8385895614191754 -1.5779040586507116 1.577904060059024 >50K <=50K Error sum for iteration 600 = 722.9826840873769 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -1.042466946690542 -3.1195838452190956 age 0.0016784606816751034 0.9998523704211858 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-0.02302594767141007 occupation=Tech-support 0.010309756739977092 1.0191784164270075 occupation=Craft-repair 0.9767170383070443 -0.29872772467956327 occupation=Other-service -0.16450767038330597 1.0839662539019903 occupation=Sales -0.6011162166718198 0.02011570743850839 occupation=Exec-managerial 0.2084124682306742 -0.7628835532427929 occupation=Prof-specialty 0.932318769811914 0.14355620745720815 occupation=Handlers-cleaners 0.7108972862895044 -0.21692719826900284 occupation=Machine-op-inspct 0.42654967651923403 0.6720433321178175 occupation=Adm-clerical 1.8605444479334445 0.2153597561061289 occupation=Farming-fishing 0.688580735778406 -0.5567131694533579 occupation=Transport-moving 0.4768508673505931 -0.351066059648839 occupation=Priv-house-serv 0.006878593796131396 -1.0215424562159785 occupation=Protective-serv 0.5500365306978748 -0.24225487990502248 occupation=Armed-Forces -0.6148656981680929 1.0639363532437756 relationship=Wife 0.9149898525551684 0.5942946172926522 relationship=Own-child 1.0432906423082906 -0.3728609752635791 relationship=Husband 0.17232518581608644 -0.05249847158999538 relationship=Not-in-family 0.960680278968183 -0.84635228068176 relationship=Other-relative 0.6500964020890113 -0.6083442870520832 relationship=Unmarried -0.46357288711956696 -0.3415397099630098 race=White -0.9171466168107821 0.707375782898989 race=Asian-Pac-Islander 0.4394694528076158 0.8211947584124628 race=Amer-Indian-Eskimo 2.157634958550866 0.7268095639217316 race=Other -0.437838213214037 0.2259414154441325 race=Black 0.319652207409966 -1.7935895002539481 sex -3.2822488557578233 -0.5415856718770627 capital-gain -2.3071554838050474 -0.175022143178338 capital-loss -3.133435211146199 0.4535325218064665 hours-per-week -0.25537677676020454 -0.8852198652619839 native-country=United-States -1.6900882183785984 -1.2381647843080617 native-country=Cambodia 0.5936707591993055 -0.060802039092922776 native-country=England 0.4072541915682254 -0.17055113327620686 native-country=Puerto-Rico -0.9378835840645304 0.14921989675418207 native-country=Canada -0.7084507975853044 0.9783157587131133 native-country=Germany -0.3199064213956643 -0.3613958953633492 native-country=Outlying-US(Guam-USVI-etc) 1.187449310109206 0.9724006232958683 native-country=India 1.233525444233536 0.26710153446827634 native-country=Japan 0.5551925624700019 0.9030108496658875 native-country=Greece -0.3192419461127959 0.21290943908659443 native-country=South 0.7061951221905075 0.03768304654224588 native-country=China 0.88315764197756 -0.16869138381273185 native-country=Cuba -1.8133446696460565 -0.3179498670626078 native-country=Iran -0.37051035374105046 0.5850479166139565 native-country=Honduras -1.0859017541829938 0.5792572260630604 native-country=Philippines -0.9829489554919599 -1.0357306911339343 native-country=Italy 0.8701380024921052 0.00892642177616073 native-country=Poland -1.6388777803435282 -0.2405515100225264 native-country=Jamaica 0.6616249088264163 0.474712011738717 native-country=Vietnam 1.004939951408408 -0.4092749911628219 native-country=Mexico -0.13367793418812307 -0.3699820429045952 native-country=Portugal -1.0869903807530252 0.6237164075683006 native-country=Ireland -0.5651738158688783 -0.8414908761106131 native-country=France -0.30024057928727427 -0.6835464929883455 native-country=Dominican-Republic -0.013765939987650857 0.9094351209455455 native-country=Laos -0.3586163191038311 0.5102958211800048 native-country=Ecuador -0.2971979099814546 -0.567259254679949 native-country=Taiwan 0.582207716905837 1.2444741541753075 native-country=Haiti 1.316117376302992 0.3361631604275187 native-country=Columbia -0.38510127455708254 0.029267546491655135 native-country=Hungary -1.0474864885289732 0.655149556712095 native-country=Guatemala 1.3047890554470636 -0.786258251302085 native-country=Nicaragua 0.9170343070923531 -0.6342857981040698 native-country=Scotland 0.8515661939568004 -0.05717115444050534 native-country=Thailand 0.02814168642595515 -0.8344037257748832 native-country=Yugoslavia 0.7374133507545709 -0.500423283672618 native-country=El-Salvador 0.1188507930826467 -0.19329070107415777 native-country=Trinadad&Tobago 0.23263848479122695 0.4839208983204577 native-country=Peru 0.37426891890458636 -0.4893680114850071 native-country=Hong -0.6194568312873834 0.07584998484842664 native-country=Holand-Netherlands Hidden Weights: -3.8961883410128437 3.8961883410154616 -1.837614089689429 1.837614089709691 >50K <=50K Error sum for iteration 700 = 728.877031004978 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.9440246751274736 -3.399410424921575 age -0.01891898295218414 1.001196468332661 workclass=Private 1.014288345322091 -0.9732646521511805 workclass=Self-emp-not-inc -0.3673602869862587 0.02305049589153728 workclass=Self-emp-inc -0.41174941734314285 -0.19187557906326494 workclass=Federal-gov 0.6262473654789873 0.0805263766045107 workclass=Local-gov 0.41115833283274794 -0.7092389427908316 workclass=State-gov 0.5265634988018985 -0.5395763942255768 workclass=Without-pay -0.46173073647800805 -0.5699571606621502 workclass=Never-worked -0.1977370128027983 0.22050028792193077 fnlwgt -0.25395321881131355 0.5877154552273748 education=Bachelors 0.4542885235687065 -0.05479514238977206 education=Some-college 0.9573386153198395 0.40043745982128465 education=11th 0.07565937301119942 0.9003520674851196 education=HS-grad -0.7426284316777134 -0.5599605294111462 education=Prof-school -0.052862848520817 0.07793621702296577 education=Assoc-acdm 0.42911332663993007 -1.065566972356163 education=Assoc-voc 1.1047385507110103 -0.6207659784378396 education=9th 0.4685079807786066 0.8321645377724599 education=7th-8th 1.8189404702856293 -0.7703274222481981 education=12th -0.2975346214869184 0.35918264473929506 education=Masters 1.4066693763234608 0.8646591421226135 education=1st-4th 1.1060481169659535 0.5388900748392783 education=10th -1.130876923123079 0.028342232947910106 education=Doctorate -0.6026727336550131 0.7223447211832812 education=5th-6th 0.4337841990266576 -0.3843435955866847 education=Preschool -2.018080519527209 -0.24512531963687337 education-num -1.8724344864655929 -0.4186205948925372 marital-status=Married-civ-spouse 0.9724617876804631 0.11656652093331547 marital-status=Divorced 1.4172930734908118 -0.6734062799340305 marital-status=Never-married 0.07510686334497176 1.3292281011666711 marital-status=Separated 0.5324682783666754 1.0285993899413157 marital-status=Widowed 1.435075594232022 0.16136548912397058 marital-status=Married-spouse-absent 0.1619960859416353 -0.22155120790119026 marital-status=Married-AF-spouse -0.3599041637546676 -0.07722610189214452 occupation=Tech-support -0.032443872543286414 1.1179793381804508 occupation=Craft-repair 1.0511093505049864 -0.540845430831422 occupation=Other-service -0.23003336426841867 1.1891784249782855 occupation=Sales -0.5831240182085868 -0.06508507750338764 occupation=Exec-managerial 0.2127593253029114 -0.790489217993504 occupation=Prof-specialty 0.9206676279242229 0.10080590534619475 occupation=Handlers-cleaners 0.6693494913256582 -0.1586361240634852 occupation=Machine-op-inspct 0.4426730010529585 0.5614537374680232 occupation=Adm-clerical 1.7969871399943405 0.19028426186226471 occupation=Farming-fishing 0.6765167661920239 -0.44393531318123586 occupation=Transport-moving 0.5589023285469858 -0.3434502860244384 occupation=Priv-house-serv -0.019502796731905334 -1.0443897320213051 occupation=Protective-serv 0.5571549857594527 -0.24989732963003342 occupation=Armed-Forces -0.7179241007291924 1.2048453473542229 relationship=Wife 0.9833519125213813 0.36165530467187795 relationship=Own-child 1.0735891327405873 -0.2776111717509428 relationship=Husband 0.1464837881765121 -0.07760926463848047 relationship=Not-in-family 0.9930731024365749 -0.9396156071679426 relationship=Other-relative 0.6152146495964516 -0.6432461441269456 relationship=Unmarried -0.41777932190773054 -0.4508552922154066 race=White -1.122595349926264 0.8890293275238941 race=Asian-Pac-Islander 0.4415850648326081 0.7448129585603991 race=Amer-Indian-Eskimo 2.2584198904672164 0.6881941802451816 race=Other -0.4114740410189317 0.12954103725070654 race=Black 0.29441147554613617 -1.7437053286342388 sex -3.612410362739697 -0.6241253366504776 capital-gain -2.2645593008153506 -0.16586916192558557 capital-loss -3.180334068694888 0.809658924683859 hours-per-week -0.20512826064718992 -1.042888005849482 native-country=United-States -1.957152081159104 -1.2773703049616574 native-country=Cambodia 0.595408965830626 -0.055020277220385216 native-country=England 0.285302387813492 -0.21651510142964017 native-country=Puerto-Rico -0.9481972898739411 0.14921454136005388 native-country=Canada -0.7769194485396335 0.9752115007845266 native-country=Germany -0.29134734959341785 -0.35569657536989335 native-country=Outlying-US(Guam-USVI-etc) 1.2693315775208294 0.9252754333086423 native-country=India 1.3962359002242184 0.24712449124938662 native-country=Japan 0.6473478168033094 0.9274011499199729 native-country=Greece -0.3208735062924763 0.31442031304199275 native-country=South 0.7812031521646153 0.08578158766671343 native-country=China 0.9393871383439117 -0.14394491796372286 native-country=Cuba -1.9624857376429172 -0.35083194672375856 native-country=Iran -0.33174326172523083 0.5779028932905942 native-country=Honduras -1.12903491232021 0.548205624436006 native-country=Philippines -1.0815950110547385 -1.0421235244525378 native-country=Italy 0.8890149164483968 -0.013908655713384495 native-country=Poland -1.7471230023821662 -0.27951840259608 native-country=Jamaica 0.6450398442455083 0.4936249471013263 native-country=Vietnam 1.0081659400989293 -0.4529248723090637 native-country=Mexico -0.22092756595622184 -0.41830952374586566 native-country=Portugal -1.2024351973302714 0.5562210241891211 native-country=Ireland -0.5732895353811446 -0.8508056334909267 native-country=France -0.5051632193573486 -0.7874484257288926 native-country=Dominican-Republic 0.04570464807482324 0.907439479500186 native-country=Laos -0.34662026146415076 0.505323860969751 native-country=Ecuador -0.2740516434003091 -0.5646858315678697 native-country=Taiwan 0.6330015730519013 1.2505211425348381 native-country=Haiti 1.566891631769831 0.3573694138904577 native-country=Columbia -0.3874390016160904 0.01857065423399665 native-country=Hungary -1.1148049320324358 0.6277078883374997 native-country=Guatemala 1.3402420702363587 -0.7949692458812107 native-country=Nicaragua 0.9192175382370978 -0.6436786325890094 native-country=Scotland 0.9354572603494079 -0.046192638465391456 native-country=Thailand 0.09864450026460986 -0.8398037383134631 native-country=Yugoslavia 0.7037321366310911 -0.5193828347081294 native-country=El-Salvador 0.16148776094144263 -0.18524627958173914 native-country=Trinadad&Tobago 0.2879137044022303 0.5174673255736655 native-country=Peru 0.37078373366394946 -0.5017730935889686 native-country=Hong -0.6217945583464421 0.0651530925907655 native-country=Holand-Netherlands Hidden Weights: -3.9892210685777973 3.9892210685780114 -2.184116663926643 2.184116663927464 >50K <=50K Error sum for iteration 800 = 733.6541620888594 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.8376530037970035 -3.6954018078299167 age -0.03619560485002957 1.0133141830138492 workclass=Private 1.0160046645379583 -0.9526725766393869 workclass=Self-emp-not-inc -0.3508957979133808 -0.005866124146386054 workclass=Self-emp-inc -0.39466521856109854 -0.38539436051695497 workclass=Federal-gov 0.6052772440189115 0.1579504845260896 workclass=Local-gov 0.4089600703135916 -0.756461884509602 workclass=State-gov 0.5265609111533981 -0.5503396129203768 workclass=Without-pay -0.4620762422416654 -0.5813096715815094 workclass=Never-worked -0.2109181740649369 0.24167717710362585 fnlwgt -0.2581116561794449 0.5942301035902441 education=Bachelors 0.4653647276436001 -0.11680976976372898 education=Some-college 0.9561539065938882 0.31953595497565773 education=11th 0.07780616814995167 0.8329874428727986 education=HS-grad -0.7744525167862505 -0.4550184938848638 education=Prof-school -0.021942590062630322 -0.010169606430186068 education=Assoc-acdm 0.45982171849920256 -1.1522699725040477 education=Assoc-voc 1.0716220616819643 -0.7007509485612166 education=9th 0.45220175994414136 0.7429267935517144 education=7th-8th 1.9282607066788813 -0.7878972819031057 education=12th -0.3184823835441209 0.47359406457799064 education=Masters 1.4765841858010746 0.8520206370588385 education=1st-4th 1.098491307762501 0.4623899657652471 education=10th -1.1488365385566446 0.14353515257964616 education=Doctorate -0.7420690084949862 0.7794391051897038 education=5th-6th 0.4438557678972735 -0.393938496447987 education=Preschool -2.006371406624688 -0.11783516113929499 education-num -1.9311609863031707 -0.3005993174181164 marital-status=Married-civ-spouse 0.9840753135993544 0.06089591986588711 marital-status=Divorced 1.4362728007903016 -0.8387795924022733 marital-status=Never-married 0.03783694280386801 1.376550585377086 marital-status=Separated 0.52789601228565 0.9902458598999593 marital-status=Widowed 1.4765971505481998 0.08443042618355881 marital-status=Married-spouse-absent 0.18526737641181235 -0.22085012685937663 marital-status=Married-AF-spouse -0.35100276716835366 -0.1315737130014075 occupation=Tech-support -0.0720690623731261 1.191074838986198 occupation=Craft-repair 1.126997450463581 -0.7720892022632108 occupation=Other-service -0.2766631046391952 1.228112430002564 occupation=Sales -0.5697510854846917 -0.1329490627480765 occupation=Exec-managerial 0.2151946667354536 -0.7929070672252047 occupation=Prof-specialty 0.9099765089561265 0.05489719194036758 occupation=Handlers-cleaners 0.6435333833330366 -0.11154402979745516 occupation=Machine-op-inspct 0.4509408441227201 0.4929255396586247 occupation=Adm-clerical 1.7491116860225475 0.14804037859540103 occupation=Farming-fishing 0.6572989447663486 -0.3075492365980753 occupation=Transport-moving 0.6348982475797937 -0.34468427222728887 occupation=Priv-house-serv -0.030939168829502525 -1.066569236159853 occupation=Protective-serv 0.5659841308114979 -0.2591927446946966 occupation=Armed-Forces -0.8065729330535555 1.3095182434977708 relationship=Wife 1.0721964988092667 0.1496432682966916 relationship=Own-child 1.088312034300224 -0.18392428776020028 relationship=Husband 0.11578109879367111 -0.09461725770986606 relationship=Not-in-family 1.0278766581259766 -1.059331205670211 relationship=Other-relative 0.5913580470755189 -0.6518054491837101 relationship=Unmarried -0.3760271892817301 -0.5179424658539972 race=White -1.3040131664251766 1.0587175685236272 race=Asian-Pac-Islander 0.44354433016734074 0.6557682757066746 race=Amer-Indian-Eskimo 2.3492887998334253 0.6414362552802626 race=Other -0.3691281067745105 0.01515993575632117 race=Black 0.2571701223432027 -1.6926121563009673 sex -3.8925099089369457 -0.6900405339194136 capital-gain -2.2102686147624016 -0.18568542452229106 capital-loss -3.223189619993244 1.1770536601467394 hours-per-week -0.17276128291567808 -1.1088213463180945 native-country=United-States -2.165606323228716 -1.299226737712113 native-country=Cambodia 0.5988463669966803 -0.048025164673698544 native-country=England 0.17989483531533038 -0.26058164542106427 native-country=Puerto-Rico -0.9577589542615494 0.14431644729899704 native-country=Canada -0.8399900883991527 0.9498601353786583 native-country=Germany -0.2613523998788135 -0.35003559477191454 native-country=Outlying-US(Guam-USVI-etc) 1.3212579856007605 0.8512143144909841 native-country=India 1.555325641974542 0.2348442123940009 native-country=Japan 0.7291145667327542 0.9510372170395253 native-country=Greece -0.34112007041793263 0.4058716088229745 native-country=South 0.8208807788755625 0.11408636515866924 native-country=China 0.9726443720838384 -0.1316701227705638 native-country=Cuba -2.0797931589599563 -0.3910576037358658 native-country=Iran -0.30016756780891274 0.5617391419528183 native-country=Honduras -1.1680406368819125 0.5323543702415183 native-country=Philippines -1.112780115835537 -1.0484487956754347 native-country=Italy 0.9034666439265426 -0.04480826776285274 native-country=Poland -1.8272842209903686 -0.3059621880041536 native-country=Jamaica 0.6203829996250365 0.5247843016483831 native-country=Vietnam 1.0016408079124695 -0.5084986955997426 native-country=Mexico -0.3002346481655744 -0.47257754580045497 native-country=Portugal -1.296233337815493 0.4784494140248024 native-country=Ireland -0.5790215460936925 -0.8621833697909345 native-country=France -0.6577983749026104 -0.8990845177393535 native-country=Dominican-Republic 0.08921241751375564 0.9026262334981956 native-country=Laos -0.3329311796960837 0.499253959556427 native-country=Ecuador -0.25098803604109643 -0.5840418022188045 native-country=Taiwan 0.6740894113845343 1.2536905777531586 native-country=Haiti 1.7999937514384259 0.377071301893471 native-country=Columbia -0.38778450737974773 0.007218143314616722 native-country=Hungary -1.1745257672510232 0.6004754990305324 native-country=Guatemala 1.3764505123074684 -0.8041472177735036 native-country=Nicaragua 0.9230454672011017 -0.6540796291527392 native-country=Scotland 1.0284158220061546 -0.031960175960349946 native-country=Thailand 0.16456976120020733 -0.8465725966370797 native-country=Yugoslavia 0.6667702514944159 -0.5396547362710457 native-country=El-Salvador 0.20103596542085744 -0.1774899185557884 native-country=Trinadad&Tobago 0.33668758553309436 0.5521595061504051 native-country=Peru 0.3690449750723241 -0.5153007922950269 native-country=Hong -0.6221400641100945 0.053800581671389056 native-country=Holand-Netherlands Hidden Weights: -4.085375703155435 4.085375703155455 -2.5372987768123627 2.537298776812428 >50K <=50K Error sum for iteration 900 = 736.5421473058972 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.7458658912901343 -3.988477933186869 age -0.04228279438421583 1.0100282772572617 workclass=Private 1.017850157051431 -0.9209876069478754 workclass=Self-emp-not-inc -0.33305615357043716 -0.052190277760010687 workclass=Self-emp-inc -0.3754628975628753 -0.5620410446376211 workclass=Federal-gov 0.5876431592436583 0.26010253616238593 workclass=Local-gov 0.4161697323226363 -0.8081729993227577 workclass=State-gov 0.5285382301188074 -0.5601452934191194 workclass=Without-pay -0.46045269794035465 -0.5915721060798601 workclass=Never-worked -0.22314401436538756 0.27751658009370955 fnlwgt -0.25082406008078906 0.552250695955643 education=Bachelors 0.4639723572642345 -0.1456931492618134 education=Some-college 0.9508361912830359 0.2546026819393443 education=11th 0.07676761175325561 0.7753706520122751 education=HS-grad -0.7918173030201984 -0.34666815789602834 education=Prof-school 0.006162525021976698 -0.11481705099812782 education=Assoc-acdm 0.47866125935165305 -1.2136767115556268 education=Assoc-voc 1.0404312044589614 -0.7769441067534119 education=9th 0.43684192202100874 0.6531954349189071 education=7th-8th 2.0259937026646204 -0.8066519982518474 education=12th -0.3340595799701665 0.543835883591863 education=Masters 1.5534260245023512 0.848692644945115 education=1st-4th 1.0906238778632573 0.3955443371695077 education=10th -1.1709675287057584 0.26051242966069016 education=Doctorate -0.8260595745946445 0.8608406344067627 education=5th-6th 0.4552440504472482 -0.4028879971764546 education=Preschool -2.0069591015176727 -0.037178504707585755 education-num -1.9633303126070945 -0.25498522580972427 marital-status=Married-civ-spouse 0.9909577335932929 0.0430482848626554 marital-status=Divorced 1.4527891379967393 -0.9326005830387986 marital-status=Never-married 0.010601378043896457 1.4049172568923638 marital-status=Separated 0.5227118882573802 0.9444562117985631 marital-status=Widowed 1.520269916843302 0.012871938626302698 marital-status=Married-spouse-absent 0.2071380325282623 -0.21975064615958914 marital-status=Married-AF-spouse -0.3448125465610038 -0.18037858225045483 occupation=Tech-support -0.0975405910304308 1.226672484374731 occupation=Craft-repair 1.1910411592588042 -0.9718402424615334 occupation=Other-service -0.28867760929858016 1.1989120827384425 occupation=Sales -0.5649260325077765 -0.1622385020272219 occupation=Exec-managerial 0.21228940716179007 -0.7797372811821855 occupation=Prof-specialty 0.9068578437719478 0.001727370261717868 occupation=Handlers-cleaners 0.6256692987830389 -0.06562595174110655 occupation=Machine-op-inspct 0.44403012938283176 0.47477880094547337 occupation=Adm-clerical 1.7341441091562388 0.09548429025629927 occupation=Farming-fishing 0.628930150239029 -0.15579703871355458 occupation=Transport-moving 0.7031085950275163 -0.35045471308354753 occupation=Priv-house-serv -0.03722377302117313 -1.0932802170646836 occupation=Protective-serv 0.5763385085629985 -0.2680042445478932 occupation=Armed-Forces -0.8689538152624916 1.3958618990927003 relationship=Wife 1.159828198619459 -0.018255829387377496 relationship=Own-child 1.0959821292810656 -0.11822700263677163 relationship=Husband 0.08686525632142747 -0.1029737641687819 relationship=Not-in-family 1.0613437464294577 -1.1868334210573348 relationship=Other-relative 0.5766155088805994 -0.6437626533486289 relationship=Unmarried -0.3559793083522454 -0.5375681943353074 race=White -1.4307266817168443 1.1906680842039907 race=Asian-Pac-Islander 0.4502830182635755 0.5600206775589753 race=Amer-Indian-Eskimo 2.43156827013255 0.5890753040074151 race=Other -0.33037455489050116 -0.0824679505004801 race=Black 0.22978590281874686 -1.6587675187934094 sex -4.109798257179131 -0.7384630469514382 capital-gain -2.1642926225580084 -0.22101015023027284 capital-loss -3.2721527708034217 1.5189759909920082 hours-per-week -0.1781372426145281 -1.073564373582384 native-country=United-States -2.308056226364835 -1.2988217412739198 native-country=Cambodia 0.599837147233042 -0.03879531091747963 native-country=England 0.08952638071145813 -0.2998993335172106 native-country=Puerto-Rico -0.9708876198932127 0.1393491975922536 native-country=Canada -0.8862660059258204 0.9190988465216439 native-country=Germany -0.23060705198224934 -0.3434419453121312 native-country=Outlying-US(Guam-USVI-etc) 1.3557364122169249 0.7590724475335241 native-country=India 1.702054604111621 0.22571314231630196 native-country=Japan 0.8046687142148795 0.9735905018743907 native-country=Greece -0.3740475889819906 0.48074452689574504 native-country=South 0.8278964131962896 0.1125004986694548 native-country=China 0.9893660818529095 -0.1261394864288047 native-country=Cuba -2.1716409190383335 -0.4349013312854786 native-country=Iran -0.2735062237314573 0.5378819291391738 native-country=Honduras 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native-country=Hungary -1.2280593141663885 0.576089350095053 native-country=Guatemala 1.4123872876790453 -0.8121613162577355 native-country=Nicaragua 0.9285230569104916 -0.6635935160725892 native-country=Scotland 1.1228117348001263 -0.018523537530544754 native-country=Thailand 0.22400821412075111 -0.8532017635486264 native-country=Yugoslavia 0.6292925529604683 -0.5574165337431158 native-country=El-Salvador 0.23835068168061047 -0.16832838290245541 native-country=Trinadad&Tobago 0.37916963808324894 0.5879344387886394 native-country=Peru 0.36913304375889766 -0.5281264677576317 native-country=Hong -0.6205165198087937 0.04353814717306028 native-country=Holand-Netherlands Hidden Weights: -4.15836171911172 4.158361719111719 -2.8377839983000746 2.8377839983000794 >50K <=50K Error sum for iteration 1000 = 738.3272056079596 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: 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1.4750156468828524 relationship=Wife 1.237001899964995 -0.15499300485193415 relationship=Own-child 1.1012992230550251 -0.062398874084447824 relationship=Husband 0.0647313701684865 -0.10861633593801062 relationship=Not-in-family 1.094113947923849 -1.3106611500978471 relationship=Other-relative 0.5645100126123451 -0.6324163427638984 relationship=Unmarried -0.34901821864095955 -0.537949502610588 race=White -1.5190518173957892 1.2992182952505968 race=Asian-Pac-Islander 0.46330647075191167 0.46119572194378866 race=Amer-Indian-Eskimo 2.5058735481199834 0.5322368432185649 race=Other -0.3042173683183494 -0.14628991983296918 race=Black 0.21250505415032334 -1.6347585006407452 sex -4.2753773337994785 -0.7720884024785609 capital-gain -2.1315282946537466 -0.2579969172288226 capital-loss -3.3301872029064765 1.8229811870241546 hours-per-week -0.20559243881818956 -0.9890970716408665 native-country=United-States -2.4069411111113888 -1.2799850232155758 native-country=Cambodia 0.5943033607155107 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-1.9176574475892971 -0.31497905402964455 native-country=Jamaica 0.5776995055086651 0.5890710414366147 native-country=Vietnam 0.9645954189676061 -0.6122266413813056 native-country=Mexico -0.4202049506532101 -0.5778232636067148 native-country=Portugal -1.4299629849662843 0.30607902009353194 native-country=Ireland -0.5866729434386139 -0.882754407741831 native-country=France -0.7966455097995626 -1.1333544304373337 native-country=Dominican-Republic 0.1404132947891452 0.8915729752403515 native-country=Laos -0.2974459039310382 0.4931470299919813 native-country=Ecuador -0.22012687500208153 -0.685350366983105 native-country=Taiwan 0.7461371429850778 1.2633717557664927 native-country=Haiti 2.2139080861394693 0.41499144134221333 native-country=Columbia -0.383690049918422 -0.011607097565647049 native-country=Hungary -1.278129315412054 0.5552253192879019 native-country=Guatemala 1.4460803675508702 -0.8186232091388379 native-country=Nicaragua 0.9345806657639196 -0.6715198477845188 native-country=Scotland 1.2115082090562967 -0.011130984978460741 native-country=Thailand 0.27526952758621676 -0.8591393046719419 native-country=Yugoslavia 0.5907599090118891 -0.5708192043790745 native-country=El-Salvador 0.27392117633891017 -0.156973460216018 native-country=Trinadad&Tobago 0.4146481528387187 0.6254679158757982 native-country=Peru 0.37001791623536295 -0.5395238381212971 native-country=Hong -0.6180456066487898 0.03497534079112469 native-country=Holand-Netherlands Hidden Weights: -4.208503702663514 4.208503702663515 -3.0859415083500745 3.0859415083500745 >50K <=50K Error sum for iteration 1100 = 739.4867044979367 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.6091095620002995 -4.52057470190018 age -0.03310509879648064 0.9506597749176846 workclass=Private 1.0160236251545611 -0.8409416409558298 workclass=Self-emp-not-inc -0.3037905169079175 -0.1422054057450731 workclass=Self-emp-inc -0.3348168973548279 -0.8410595723296271 workclass=Federal-gov 0.5555508390423051 0.47946184623256355 workclass=Local-gov 0.44167432830241676 -0.899591905188049 workclass=State-gov 0.5343552151071981 -0.5751529919467436 workclass=Without-pay -0.455353227185143 -0.6072670051697076 workclass=Never-worked -0.25579298404804096 0.38825160921334684 fnlwgt -0.21557780479109004 0.39157533642078485 education=Bachelors 0.4465272361125293 -0.15604666024236932 education=Some-college 0.9439771825267095 0.13304518800883353 education=11th 0.0778555741624167 0.6641125776279379 education=HS-grad -0.8130089556191714 -0.09692419441383744 education=Prof-school 0.04637860908782665 -0.31420198927996934 education=Assoc-acdm 0.493094396149075 -1.2568136409038326 education=Assoc-voc 0.9889554288265094 -0.9159894638045404 education=9th 0.4186613030365074 0.4905340478221236 education=7th-8th 2.175360646773532 -0.8456974497991385 education=12th -0.34405489901655373 0.5584124521259671 education=Masters 1.70306712070589 0.8627038516062506 education=1st-4th 1.079251475433563 0.29751774952633625 education=10th -1.21935903831069 0.4982590133376806 education=Doctorate -0.9315269045027523 1.0666576577979399 education=5th-6th 0.4780186078111133 -0.4163158312791555 education=Preschool -2.0211679005748606 0.05544351026910001 education-num -1.9913269655899841 -0.27486383725560765 marital-status=Married-civ-spouse 0.9954816990426916 0.07764495779615647 marital-status=Divorced 1.4596211342189718 -0.9738800927222099 marital-status=Never-married -0.010929165893063164 1.4020478324806882 marital-status=Separated 0.5266840354835854 0.858547150202035 marital-status=Widowed 1.5922743719905348 -0.11168472131140919 marital-status=Married-spouse-absent 0.24582472673139458 -0.21527753836518249 marital-status=Married-AF-spouse -0.33804248081727367 -0.24555931605990802 occupation=Tech-support -0.11000188016878033 1.2016838318112182 occupation=Craft-repair 1.2856640628598992 -1.2658157330827247 occupation=Other-service -0.2620971799336107 1.0678980304763945 occupation=Sales -0.5719417753835021 -0.12971433223622436 occupation=Exec-managerial 0.19427464687773602 -0.7158337373038834 occupation=Prof-specialty 0.9200207134882598 -0.14309813834135413 occupation=Handlers-cleaners 0.5895950509795947 0.05414411148424602 occupation=Machine-op-inspct 0.4119163330306331 0.5057520145813701 occupation=Adm-clerical 1.757862479824178 -0.027365887952263482 occupation=Farming-fishing 0.5572284708771487 0.14722587812964336 occupation=Transport-moving 0.816055100180898 -0.36624140219573065 occupation=Priv-house-serv -0.04730481657622657 -1.1766797463884497 occupation=Protective-serv 0.5981882803012201 -0.28146509739379455 occupation=Armed-Forces -0.9533276617487774 1.5502145425911655 relationship=Wife 1.3013151705866868 -0.2733339464909121 relationship=Own-child 1.103695915595094 -0.004814156518927449 relationship=Husband 0.049287972321039035 -0.11389305877178454 relationship=Not-in-family 1.1278965950513198 -1.424173262743002 relationship=Other-relative 0.5542056230372803 -0.627919476830188 relationship=Unmarried -0.34708300018168364 -0.5334281950342131 race=White -1.588983326395724 1.3972658124509232 race=Asian-Pac-Islander 0.4826188572905086 0.36008564053620623 race=Amer-Indian-Eskimo 2.5733731352858347 0.4719568411386289 race=Other -0.2888618027446615 -0.18018586632463524 race=Black 0.20232834159995233 -1.617117751353241 sex -4.402833570116595 -0.7948346085406625 capital-gain -2.108128536871786 -0.29210138133845776 capital-loss -3.3933531357394022 2.0873626866542576 hours-per-week -0.23904746424629447 -0.8927036070087038 native-country=United-States -2.4805752420159437 -1.248790123223851 native-country=Cambodia 0.5826343565039143 -0.015897208192366744 native-country=England -0.05933361214854988 -0.363543095209644 native-country=Puerto-Rico -1.0108329744371027 0.1578996929399835 native-country=Canada -0.9294372176152805 0.8834616090284133 native-country=Germany -0.17204414855247718 -0.32748811308481596 native-country=Outlying-US(Guam-USVI-etc) 1.4143675182809394 0.5678488483375926 native-country=India 1.9470877553731207 0.19811411976487728 native-country=Japan 0.936238825194679 1.0138665618848677 native-country=Greece -0.4583336089330077 0.5997318689478672 native-country=South 0.8011483925370114 0.05383277490371317 native-country=China 0.9895865676520094 -0.11574913029244234 native-country=Cuba -2.3049095745958867 -0.5171674694319898 native-country=Iran -0.22863429952194286 0.473533984526554 native-country=Honduras -1.2432435054175246 0.6531800272574577 native-country=Philippines -1.0876655890286968 -1.074447880615302 native-country=Italy 0.9390193810996751 -0.2278396179593183 native-country=Poland -1.9409204731259346 -0.30794903519667344 native-country=Jamaica 0.5602924281316304 0.6191957162184935 native-country=Vietnam 0.9400122706310399 -0.6466477491754964 native-country=Mexico -0.46096740082211085 -0.6225973920574106 native-country=Portugal -1.476309119445795 0.21740083964503876 native-country=Ireland -0.5908725377898421 -0.8909273228014295 native-country=France -0.8120991108193193 -1.2426390078245004 native-country=Dominican-Republic 0.1539588177738474 0.8862390499514026 native-country=Laos -0.27653026695051214 0.4937739333106978 native-country=Ecuador -0.20554079058242605 -0.7487243710759528 native-country=Taiwan 0.781572436066079 1.2716807831645787 native-country=Haiti 2.388365754664182 0.433440371452475 native-country=Columbia -0.38106149232322534 -0.018739190273528664 native-country=Hungary -1.3261355808868587 0.5373689681868543 native-country=Guatemala 1.4768767126073454 -0.8238688000105739 native-country=Nicaragua 0.9405927332897833 -0.6780816854455824 native-country=Scotland 1.2906814048854665 -0.013516431568735162 native-country=Thailand 0.31872150915567327 -0.8644311814572095 native-country=Yugoslavia 0.5511682672428707 -0.5795828395183918 native-country=El-Salvador 0.3081103749459919 -0.14354413041931072 native-country=Trinadad&Tobago 0.4423062266476115 0.6648231146847821 native-country=Peru 0.37105570198104915 -0.5496446095870294 native-country=Hong -0.6154170490535847 0.02784324808324354 native-country=Holand-Netherlands Hidden Weights: -4.2437592669199375 4.243759266919941 -3.296486190194223 3.2964861901942237 >50K <=50K Error sum for iteration 1200 = 740.2037497227042 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.5568387044774199 -4.758547672743419 age -0.02576319670862022 0.9185376756622641 workclass=Private 1.013924244019813 -0.7992964121940178 workclass=Self-emp-not-inc -0.29200990039831076 -0.1743619099055391 workclass=Self-emp-inc -0.3150931675935157 -0.9566681901415048 workclass=Federal-gov 0.541435139615289 0.5693592616550366 workclass=Local-gov 0.4541818956726618 -0.9374968322587108 workclass=State-gov 0.5372509360200366 -0.5810289052830824 workclass=Without-pay -0.45281759677979727 -0.6134086996663719 workclass=Never-worked -0.2745623590224586 0.4596693086042227 fnlwgt -0.19424908882704497 0.30457009016922537 education=Bachelors 0.43901236574170127 -0.16136251804845725 education=Some-college 0.9458060588986804 0.06599300973601915 education=11th 0.08181735636191462 0.6080842784202127 education=HS-grad -0.8312318423933402 0.04957897739792725 education=Prof-school 0.06314809624040765 -0.4047135739778338 education=Assoc-acdm 0.4950463225671413 -1.2506371906566025 education=Assoc-voc 0.969843316520009 -0.9807095603526318 education=9th 0.4128124653245797 0.4151108665694279 education=7th-8th 2.2316142144477755 -0.8652873643698791 education=12th -0.33868946964213387 0.5206194915442844 education=Masters 1.771641141590484 0.8744050170643194 education=1st-4th 1.0731489952143545 0.262833016707088 education=10th -1.2456882070921054 0.6159461192117687 education=Doctorate -0.9741622101976285 1.1803607797675788 education=5th-6th 0.4886055933586889 -0.4213634625521428 education=Preschool -2.0329741563125405 0.09253010771412343 education-num -1.9959924905702802 -0.3079062744104046 marital-status=Married-civ-spouse 0.9938012753497707 0.11154405458388122 marital-status=Divorced 1.4487370715500107 -0.9499009345471464 marital-status=Never-married -0.006745023782556777 1.3768313352123716 marital-status=Separated 0.5325370342229222 0.818043609846338 marital-status=Widowed 1.6208395605161792 -0.1654273541097494 marital-status=Married-spouse-absent 0.26248686477820926 -0.21277610320129664 marital-status=Married-AF-spouse -0.33746168209957206 -0.25966632677925766 occupation=Tech-support -0.10630692918715891 1.1669142165911779 occupation=Craft-repair 1.321149578422388 -1.3693532034670055 occupation=Other-service -0.24330075243689386 1.0015874682903505 occupation=Sales -0.5794377738625166 -0.09227036457663082 occupation=Exec-managerial 0.1827216057196272 -0.6760869506664071 occupation=Prof-specialty 0.9329717601273689 -0.22826671896303594 occupation=Handlers-cleaners 0.567784073186973 0.12925368492792605 occupation=Machine-op-inspct 0.3952054671999288 0.5323453616199559 occupation=Adm-clerical 1.7809251422646593 -0.09423575211162376 occupation=Farming-fishing 0.5217529352825637 0.2740967128500796 occupation=Transport-moving 0.8627883847798149 -0.3750539688324089 occupation=Priv-house-serv -0.05070429310798573 -1.2328713300290626 occupation=Protective-serv 0.609113358168469 -0.28657963225304744 occupation=Armed-Forces -0.9853800130991892 1.6223675641006263 relationship=Wife 1.3526872841566464 -0.3805868055722993 relationship=Own-child 1.1022213329240973 0.05600922378826075 relationship=Husband 0.039084662186762285 -0.11889733878687694 relationship=Not-in-family 1.1623467119907736 -1.5233793088233352 relationship=Other-relative 0.5476124623582679 -0.6354164164238318 relationship=Unmarried -0.34824680047843537 -0.5252845353436714 race=White -1.6494648093884163 1.4899011167553922 race=Asian-Pac-Islander 0.5072844901300617 0.25673104592351803 race=Amer-Indian-Eskimo 2.635332548461439 0.4090981742994048 race=Other -0.2808783702011065 -0.19459359732493692 race=Black 0.1976226682958028 -1.6058946741204996 sex -4.502551499606586 -0.8100531101876625 capital-gain -2.0898096254163785 -0.3240918402145909 capital-loss -3.4567033719904012 2.3146791243227764 hours-per-week -0.27163968628220153 -0.8009953140112557 native-country=United-States -2.5394021540345313 -1.2100542355289625 native-country=Cambodia 0.5671341230531156 -0.0028369055677574975 native-country=England -0.12085369881317148 -0.38905400800192114 native-country=Puerto-Rico -1.0367324440118115 0.18975807625781196 native-country=Canada -0.9371406233536032 0.8780952291800517 native-country=Germany -0.1451086741331703 -0.3188574157443289 native-country=Outlying-US(Guam-USVI-etc) 1.450314572216182 0.4826628554368191 native-country=India 2.04847165768779 0.17744347898602103 native-country=Japan 0.9908680263102015 1.031097095909557 native-country=Greece -0.5054229389057611 0.6491440303008823 native-country=South 0.7839108251763093 0.012685725654235952 native-country=China 0.9796453890822802 -0.1070769331110794 native-country=Cuba -2.3540650797843696 -0.5521252151093081 native-country=Iran -0.20796317055700747 0.4328355164330462 native-country=Honduras -1.2734149845634195 0.7248369243974252 native-country=Philippines -1.0872911806204668 -1.0853814388914576 native-country=Italy 0.9523880928200323 -0.3204636368037343 native-country=Poland -1.9553750446740712 -0.299289116235068 native-country=Jamaica 0.54539642255829 0.6487185277976406 native-country=Vietnam 0.9138718142421445 -0.6711653212662491 native-country=Mexico -0.4915466441017587 -0.6618638346681012 native-country=Portugal -1.512007209931035 0.12884775586430536 native-country=Ireland -0.5957621723508121 -0.8980914569752694 native-country=France -0.8071952254514748 -1.3418017481789402 native-country=Dominican-Republic 0.16249206307659841 0.880858268473401 native-country=Laos -0.2542115346169437 0.4957627869436396 native-country=Ecuador -0.18794308080095334 -0.8136948598240457 native-country=Taiwan 0.8173019142843052 1.2817885585200226 native-country=Haiti 2.5407753850223003 0.45186825455868074 native-country=Columbia -0.3785258619178796 -0.02488088477023423 native-country=Hungary -1.3724914126741516 0.5218213206045805 native-country=Guatemala 1.5049416313623534 -0.828328506048011 native-country=Nicaragua 0.9463570367625309 -0.6836992556938736 native-country=Scotland 1.3595175664804844 -0.027554962646650808 native-country=Thailand 0.3556712450240714 -0.8692743499294994 native-country=Yugoslavia 0.5113308387189995 -0.5840165155147738 native-country=El-Salvador 0.34104200711113236 -0.12861123307204908 native-country=Trinadad&Tobago 0.4616657175813853 0.7058162590391094 native-country=Peru 0.3720101778690172 -0.5588525798305513 native-country=Hong -0.6128814186482164 0.021701553586537976 native-country=Holand-Netherlands Hidden Weights: -4.2704900719975845 4.270490071997584 -3.4786025310091304 3.478602531009132 >50K <=50K Error sum for iteration 1300 = 740.5379489830176 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.512759445227458 -4.978054030457443 age -0.018788598880521867 0.8927428523354686 workclass=Private 1.0118009057871677 -0.7606627748950316 workclass=Self-emp-not-inc -0.2816670105342285 -0.1967370612069836 workclass=Self-emp-inc -0.29641393670605704 -1.062189131245735 workclass=Federal-gov 0.5295022483163144 0.640576902068795 workclass=Local-gov 0.46521447884158823 -0.9703549957929539 workclass=State-gov 0.5399897224470017 -0.5862698301661919 workclass=Without-pay -0.4504368062035402 -0.6188712814288253 workclass=Never-worked -0.2940828057897089 0.5385982446060495 fnlwgt -0.17229618697958396 0.2232805471259872 education=Bachelors 0.434484716963308 -0.17165845721518458 education=Some-college 0.9517056789043781 -0.0061755941249445005 education=11th 0.08762162715862137 0.5546087017672312 education=HS-grad -0.8579198955492617 0.20266027748132293 education=Prof-school 0.07990120287449368 -0.48955654442092245 education=Assoc-acdm 0.4955162177858925 -1.2345943839950977 education=Assoc-voc 0.9545490788485337 -1.0434550379321048 education=9th 0.4076871978894181 0.34286535769112686 education=7th-8th 2.279512232428428 -0.8847020738377139 education=12th -0.32766557479698305 0.46802605990219187 education=Masters 1.8352139902896165 0.8862035526612532 education=1st-4th 1.0665866671131596 0.2351676380857491 education=10th -1.2731514036271545 0.729062041949401 education=Doctorate -1.0147298378274405 1.296338224569656 education=5th-6th 0.49859837046824623 -0.42574429537709396 education=Preschool -2.04713414403838 0.12881613890585708 education-num -1.9962735626843477 -0.3457424404522792 marital-status=Married-civ-spouse 0.9891479694650043 0.1519316008614669 marital-status=Divorced 1.4310230974759308 -0.9122004716904608 marital-status=Never-married 0.005248372492828265 1.3405669234351987 marital-status=Separated 0.5386419880883813 0.7782939689845964 marital-status=Widowed 1.6458967551044628 -0.2138940831947176 marital-status=Married-spouse-absent 0.27769153076580155 -0.21048589100706458 marital-status=Married-AF-spouse -0.33860377627177873 -0.262639081653879 occupation=Tech-support -0.10078736919174755 1.131500971649283 occupation=Craft-repair 1.350088887138994 -1.4521010073476734 occupation=Other-service -0.2254300020665843 0.9426673064054226 occupation=Sales -0.587574141911736 -0.051830560104797516 occupation=Exec-managerial 0.17166104391847425 -0.6413137646306888 occupation=Prof-specialty 0.9479504909190763 -0.310544554497807 occupation=Handlers-cleaners 0.5436297245534298 0.21073266222060305 occupation=Machine-op-inspct 0.37928351302528873 0.5613899364609162 occupation=Adm-clerical 1.806687932288406 -0.16271335146453472 occupation=Farming-fishing 0.49132254725660246 0.37482624541671655 occupation=Transport-moving 0.9045183879950193 -0.3842809488707472 occupation=Priv-house-serv -0.053179846685970755 -1.2950343785944118 occupation=Protective-serv 0.6200108761679958 -0.29102307716206177 occupation=Armed-Forces -1.0123330522105993 1.6924854956947035 relationship=Wife 1.3922777337582228 -0.47993609421713795 relationship=Own-child 1.096928478662393 0.1183190756590164 relationship=Husband 0.033297972490740194 -0.12484372225231376 relationship=Not-in-family 1.1955889681874232 -1.6070497752662556 relationship=Other-relative 0.5461434076968955 -0.655354206010283 relationship=Unmarried -0.3528344068203788 -0.511314607093728 race=White -1.7028238057852894 1.5780684231193147 race=Asian-Pac-Islander 0.535732467367676 0.15163311822978348 race=Amer-Indian-Eskimo 2.6927102910488845 0.3442924547731673 race=Other -0.27780720979602375 -0.1978407476310612 race=Black 0.19677198873589574 -1.6004593419200002 sex -4.582066665095374 -0.8201392915786615 capital-gain -2.0737505540908328 -0.3561915900004129 capital-loss -3.516605510138849 2.5087665559226857 hours-per-week -0.30109349078159264 -0.7209978802318325 native-country=United-States -2.5895972462855235 -1.1670068361582304 native-country=Cambodia 0.5498533160686057 0.011069285022211899 native-country=England -0.1747760580423017 -0.41067047263279133 native-country=Puerto-Rico -1.066969127426952 0.2384975751055345 native-country=Canada -0.9417146462932547 0.8775212401814964 native-country=Germany -0.11969798358837408 -0.3101057495979325 native-country=Outlying-US(Guam-USVI-etc) 1.4929723654415497 0.4071940169377636 native-country=India 2.13893055730787 0.1527784992456555 native-country=Japan 1.038402528579743 1.0464818540212295 native-country=Greece -0.5538963703575503 0.6936385409213881 native-country=South 0.7681053734689078 -0.031755427600182136 native-country=China 0.9659713098294967 -0.09569494748204738 native-country=Cuba -2.394799528282998 -0.5825389956055881 native-country=Iran -0.18723818535186582 0.3853459346836158 native-country=Honduras -1.310205649915752 0.7983007605993745 native-country=Philippines -1.0931534559587177 -1.0972740125060214 native-country=Italy 0.9680661591643509 -0.41899629189220916 native-country=Poland -1.963053071447367 -0.290741447360343 native-country=Jamaica 0.5330692567082411 0.6781043753622052 native-country=Vietnam 0.8868214648739793 -0.6905449760612302 native-country=Mexico -0.5141685647374178 -0.6965871429395153 native-country=Portugal -1.5389141205194192 0.04089373319139246 native-country=Ireland -0.6012929514671844 -0.9045400167490557 native-country=France -0.7895009531204019 -1.4303956995894278 native-country=Dominican-Republic 0.16753658967100787 0.8753347977382586 native-country=Laos -0.23101493524737174 0.49828892551153836 native-country=Ecuador -0.1660743101509759 -0.8782615407820836 native-country=Taiwan 0.8532697437762776 1.293225406520916 native-country=Haiti 2.6739195179524353 0.47052536493731595 native-country=Columbia -0.37614507134162256 -0.030343466532713165 native-country=Hungary -1.4172564482590668 0.5080176364168303 native-country=Guatemala 1.5306421051175998 -0.8322878446419261 native-country=Nicaragua 0.9518385229598678 -0.6886760084826462 native-country=Scotland 1.4188109850249677 -0.05359549370755034 native-country=Thailand 0.3874964978939802 -0.8738005562231115 native-country=Yugoslavia 0.47214965182333507 -0.5846309673394215 native-country=El-Salvador 0.3726127989835242 -0.11284340834992011 native-country=Trinadad&Tobago 0.472567952688701 0.748368203438958 native-country=Peru 0.3728171037623516 -0.567429955034594 native-country=Hong -0.6105006280719482 0.01623897182405904 native-country=Holand-Netherlands Hidden Weights: -4.292567455626929 4.29256745562693 -3.636194209554453 3.636194209554453 >50K <=50K Error sum for iteration 1400 = 740.4226087789378 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.4766733118420614 -5.179021904209281 age -0.01222865696967106 0.8732166882618038 workclass=Private 1.0101583176374502 -0.7265310077641091 workclass=Self-emp-not-inc -0.272520563943979 -0.2111942576761073 workclass=Self-emp-inc -0.27953081837125293 -1.15880413891797 workclass=Federal-gov 0.5200383686419482 0.6954896123813422 workclass=Local-gov 0.47457567381335986 -0.9981947871375787 workclass=State-gov 0.5425702861829894 -0.5910323865392704 workclass=Without-pay -0.44820848635558064 -0.6238150306614669 workclass=Never-worked -0.3141700177567154 0.6225182988200545 fnlwgt -0.15071985442660782 0.15166039153396474 education=Bachelors 0.4328400535859089 -0.1849614056549595 education=Some-college 0.9611327177603955 -0.08164682031290818 education=11th 0.09469592797799624 0.5060013282410807 education=HS-grad -0.8914983604262707 0.34896066365294265 education=Prof-school 0.09685030988704 -0.5680814197454694 education=Assoc-acdm 0.49518281330754627 -1.213622972778394 education=Assoc-voc 0.9423109811613164 -1.1048853324796053 education=9th 0.40307242293656115 0.2747598473589627 education=7th-8th 2.321075626667177 -0.903909246991646 education=12th -0.3131504803156028 0.4122397160053871 education=Masters 1.8936633327019572 0.8966387052201454 education=1st-4th 1.0603129204510142 0.21317620986395724 education=10th -1.3005398765633407 0.8348559081717013 education=Doctorate -1.0541869941852542 1.4121138132568172 education=5th-6th 0.5080522177751668 -0.42962335259375967 education=Preschool -2.0627735904141002 0.16308758596782866 education-num -1.9934327027101355 -0.3843560110299722 marital-status=Married-civ-spouse 0.9813026179927589 0.19831987219831607 marital-status=Divorced 1.4100971355330159 -0.8714760031363934 marital-status=Never-married 0.022967445916716577 1.2969440852032477 marital-status=Separated 0.5437217549174503 0.7404809298988 marital-status=Widowed 1.6683915316809739 -0.2571429071379308 marital-status=Married-spouse-absent 0.29175316509700033 -0.20845659754853568 marital-status=Married-AF-spouse -0.34108536549084606 -0.25669273202792764 occupation=Tech-support -0.09517733630900341 1.1008935516188565 occupation=Craft-repair 1.3727930605168148 -1.5188596088592707 occupation=Other-service -0.20937851510748373 0.8926892012454836 occupation=Sales -0.5954013581336746 -0.012917152169086777 occupation=Exec-managerial 0.16242294697944082 -0.6170922158936828 occupation=Prof-specialty 0.962750837352108 -0.3830203198370702 occupation=Handlers-cleaners 0.518111785719063 0.295095844861777 occupation=Machine-op-inspct 0.36463474183641714 0.590738253794955 occupation=Adm-clerical 1.8331395422401182 -0.23120869805897123 occupation=Farming-fishing 0.4676692540050215 0.4500868105570498 occupation=Transport-moving 0.942185292433998 -0.3937523419474355 occupation=Priv-house-serv -0.05494370416372062 -1.3601300828866136 occupation=Protective-serv 0.6308801219125368 -0.2949565956890096 occupation=Armed-Forces -1.0351694702308143 1.7618920689424322 relationship=Wife 1.42201202548651 -0.5715522826859936 relationship=Own-child 1.0890229559643563 0.17961927789796273 relationship=Husband 0.03182250081568711 -0.1341147631948154 relationship=Not-in-family 1.2255805280553853 -1.6762731644176914 relationship=Other-relative 0.5498314463655156 -0.6851628521907898 relationship=Unmarried -0.3609819078915061 -0.49056276694939205 race=White -1.7491565114066723 1.6616484538230205 race=Asian-Pac-Islander 0.5662137970332206 0.04599953456483428 race=Amer-Indian-Eskimo 2.746130600561245 0.2779955554207441 race=Other -0.27826048425760835 -0.19451087548570972 race=Black 0.1972999247681145 -1.5982441759037576 sex -4.646970249387979 -0.8266460242644345 capital-gain -2.0585808807404438 -0.390278198702713 capital-loss -3.570420672070416 2.672358654122995 hours-per-week -0.32680532676303126 -0.6551631505124 native-country=United-States -2.635085007987059 -1.1217098465768602 native-country=Cambodia 0.5320947559035918 0.02562591189519477 native-country=England -0.22186040905178306 -0.42852752249557124 native-country=Puerto-Rico -1.1021369141282453 0.3032330304978116 native-country=Canada -0.9456929139248009 0.8800988552141006 native-country=Germany -0.09560169587586392 -0.3013129353654159 native-country=Outlying-US(Guam-USVI-etc) 1.5408072997597915 0.3404732301581116 native-country=India 2.2203142077802402 0.12493060519908197 native-country=Japan 1.079715038283211 1.060286812740544 native-country=Greece -0.6027821826743895 0.7343481409499925 native-country=South 0.7550330117894269 -0.07782867501652219 native-country=China 0.9500111927236671 -0.0817803637893776 native-country=Cuba -2.428686590530075 -0.6085097681533858 native-country=Iran -0.16568846076965155 0.3312525671293285 native-country=Honduras -1.3518943398720864 0.870091608557929 native-country=Philippines -1.103537006398623 -1.1099851643941923 native-country=Italy 0.9860916362271955 -0.5155044854416247 native-country=Poland -1.9652472467143298 -0.2829417469332734 native-country=Jamaica 0.52309714141933 0.7074471628904948 native-country=Vietnam 0.8597970126799976 -0.7088534024114652 native-country=Mexico -0.5307485070742166 -0.7278458697505131 native-country=Portugal -1.5587333459253243 -0.04625132072932603 native-country=Ireland -0.6073527894431642 -0.9104326848559391 native-country=France -0.7646767425586632 -1.5092538616822748 native-country=Dominican-Republic 0.17014873716935613 0.8696828612590197 native-country=Laos -0.20741611119308795 0.5008325162652147 native-country=Ecuador -0.1395331251092211 -0.9415374167273642 native-country=Taiwan 0.8894188815717399 1.3057399777385024 native-country=Haiti 2.7912572946439003 0.4895128192937618 native-country=Columbia -0.373916751493663 -0.035287215765325786 native-country=Hungary -1.460360374593769 0.4955624100889856 native-country=Guatemala 1.5543330182873294 -0.8358831314798888 native-country=Nicaragua 0.9570530267053873 -0.6931687598328656 native-country=Scotland 1.469935453827376 -0.09085215663607776 native-country=Thailand 0.415371329479732 -0.8780489188228797 native-country=Yugoslavia 0.4343236452613195 -0.5819920002107739 native-country=El-Salvador 0.4025943358377196 -0.09685026852895386 native-country=Trinadad&Tobago 0.475137143251498 0.7925006759571859 native-country=Peru 0.37347266470368384 -0.5755314705534468 native-country=Hong -0.608272308223935 0.011295222591445555 native-country=Holand-Netherlands Hidden Weights: -4.311547434650122 4.31154743465012 -3.7711382083329372 3.771138208332937 >50K <=50K Error sum for iteration 1500 = 739.822936864353 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.44847200579836966 -5.362138197271523 age -0.0059395325726125 0.8590239724696576 workclass=Private 1.0093629531160033 -0.6973863766431169 workclass=Self-emp-not-inc -0.2644831345062595 -0.21997228108920672 workclass=Self-emp-inc -0.26505820389346074 -1.2470440226581183 workclass=Federal-gov 0.5131703195714379 0.7377358980289433 workclass=Local-gov 0.4822937864004728 -1.021193624518598 workclass=State-gov 0.5449987251179822 -0.5953633920916565 workclass=Without-pay -0.4461229992727424 -0.6282916672688483 workclass=Never-worked -0.3345177558698692 0.7092093120386842 fnlwgt -0.13067911476453783 0.0913653119570725 education=Bachelors 0.4332100936945724 -0.19841899407214864 education=Some-college 0.9731443863155406 -0.15788735768760478 education=11th 0.10226966771056513 0.4638182690508632 education=HS-grad -0.9275476480804459 0.47595437562241477 education=Prof-school 0.11328774583725074 -0.6391514832937811 education=Assoc-acdm 0.4942925087182118 -1.1911568002805268 education=Assoc-voc 0.9325631254357977 -1.1653945226580653 education=9th 0.3991119644823515 0.21202777718406576 education=7th-8th 2.35765936423481 -0.922907152460866 education=12th -0.297945538357358 0.36214537021854754 education=Masters 1.9470357215391614 0.9048308228381723 education=1st-4th 1.0550052579630818 0.19576530932578765 education=10th -1.326662960052462 0.9322420302501169 education=Doctorate -1.0926273976545144 1.5260637875212333 education=5th-6th 0.5170282712612388 -0.4330599893434556 education=Preschool -2.0788507968415337 0.19330273959107172 education-num -1.988563675124812 -0.4224281020342694 marital-status=Married-civ-spouse 0.9705334225181173 0.24986821727111722 marital-status=Divorced 1.3893904746869123 -0.8345071038191707 marital-status=Never-married 0.04401330526890759 1.249549422105017 marital-status=Separated 0.5467846436250579 0.7064926632782738 marital-status=Widowed 1.6889993829836183 -0.29518226204961906 marital-status=Married-spouse-absent 0.304925700712764 -0.2066290154140103 marital-status=Married-AF-spouse -0.34454342641475644 -0.2445322120013312 occupation=Tech-support -0.09025395747688222 1.0773375060613672 occupation=Craft-repair 1.3898982162670848 -1.5731681471970558 occupation=Other-service -0.1953591349838247 0.8515672847940694 occupation=Sales -0.602452622169426 0.02210864315307934 occupation=Exec-managerial 0.15552350993840494 -0.6041900028550872 occupation=Prof-specialty 0.9756387251912085 -0.44354246942073106 occupation=Handlers-cleaners 0.49248561916878136 0.37911044460401594 occupation=Machine-op-inspct 0.3518745399496792 0.6185985954239375 occupation=Adm-clerical 1.858870691064516 -0.29811326146875944 occupation=Farming-fishing 0.4506809220871312 0.5047473841981004 occupation=Transport-moving 0.9765306359947967 -0.4032535320804875 occupation=Priv-house-serv -0.056097009854797895 -1.4258366979570016 occupation=Protective-serv 0.6416853108515059 -0.2984456259064663 occupation=Armed-Forces -1.0553995144091801 1.8314474234738558 relationship=Wife 1.4440028823178301 -0.6542100893555053 relationship=Own-child 1.0803514658623283 0.2371231990071374 relationship=Husband 0.03448770233173214 -0.14794783710277037 relationship=Not-in-family 1.2510524912665557 -1.7332639708658255 relationship=Other-relative 0.5578017782474485 -0.721413353308675 relationship=Unmarried -0.3720093123357819 -0.4638492205815037 race=White -1.7887688025802229 1.7408341546416484 race=Asian-Pac-Islander 0.5972386289487301 -0.058546380588408824 race=Amer-Indian-Eskimo 2.7959838726775073 0.2106263527925265 race=Other -0.2813875605944963 -0.18669128078620825 race=Black 0.1966144455517901 -1.5959071866625425 sex -4.701544805581078 -0.8305279103168047 capital-gain -2.0441518027347882 -0.42714716722864093 capital-loss -3.6163139139636344 2.8074339597264046 hours-per-week -0.34882964184019405 -0.6032599572456327 native-country=United-States -2.6784080997870854 -1.0754893838445512 native-country=Cambodia 0.5146448298166206 0.040654054790959716 native-country=England -0.2629579456079248 -0.4428900040347846 native-country=Puerto-Rico -1.1423733430447625 0.38174209917569246 native-country=Canada -0.9502174571619172 0.8850475621838596 native-country=Germany -0.072598753888262 -0.2925023285218237 native-country=Outlying-US(Guam-USVI-etc) 1.5911923339306147 0.28085448587966827 native-country=India 2.294013122812484 0.09480165733278961 native-country=Japan 1.115776413120191 1.0728258768484065 native-country=Greece -0.6515461474850339 0.7721618025590093 native-country=South 0.745574508637899 -0.12385442097773817 native-country=China 0.9328501478392754 -0.0655482260463867 native-country=Cuba -2.4568329422173294 -0.6301903276816556 native-country=Iran -0.14265121924061816 0.27245253138064884 native-country=Honduras -1.3960177611966755 0.938791762130731 native-country=Philippines -1.1167776614867109 -1.1232998684875521 native-country=Italy 1.0054529942901342 -0.6056165494175726 native-country=Poland -1.963042161745299 -0.2761356591170642 native-country=Jamaica 0.5150910968230633 0.7366224659983092 native-country=Vietnam 0.8341821854645542 -0.7283451567274974 native-country=Mexico -0.5428163195246575 -0.7565518844148139 native-country=Portugal -1.5729894983196924 -0.13239938600388723 native-country=Ireland -0.6138377338479407 -0.9158253339362236 native-country=France -0.7370413543069143 -1.5797368235716556 native-country=Dominican-Republic 0.17103536096736588 0.8639913390829397 native-country=Laos -0.1838062530663248 0.5031597396843598 native-country=Ecuador -0.10859918199206692 -1.0033238643185607 native-country=Taiwan 0.9257047401085933 1.3192189550615987 native-country=Haiti 2.8959363084061653 0.5087083609563905 native-country=Columbia -0.37183126441082476 -0.03976385237266422 native-country=Hungary -1.5016820614549102 0.4842162671063078 native-country=Guatemala 1.5763105336239878 -0.8391454402505625 native-country=Nicaragua 0.9620207923935102 -0.6972260092831893 native-country=Scotland 1.5143640809348138 -0.13777323559750915 native-country=Thailand 0.4402082794910125 -0.8819910829586641 native-country=Yugoslavia 0.39834046622489333 -0.5766128296611973 native-country=El-Salvador 0.4307389294545276 -0.08110314461763192 native-country=Trinadad&Tobago 0.4697900359444579 0.8382295784453169 native-country=Peru 0.3739840065418783 -0.5832052775117761 native-country=Hong -0.6061868211410815 0.0068185859841058466 native-country=Holand-Netherlands Hidden Weights: -4.327374737763058 4.327374737763058 -3.8851130657071025 3.8851130657071025 >50K <=50K Error sum for iteration 1600 = 738.7771805981338 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.4271831434815346 -5.528673289909898 age 4.565653820578215E-5 0.8492226283121186 workclass=Private 1.0094966871288757 -0.6730080561063236 workclass=Self-emp-not-inc -0.25761151530063936 -0.2247220135185124 workclass=Self-emp-inc -0.25304936032527864 -1.3275991522607733 workclass=Federal-gov 0.508722289384424 0.770726495889194 workclass=Local-gov 0.4885669633225051 -1.0397682661960006 workclass=State-gov 0.5472697867802737 -0.5992612580969238 workclass=Without-pay -0.4441832929864248 -0.6323056536338878 workclass=Never-worked -0.354671858087573 0.796650893291631 fnlwgt -0.11300156470053756 0.04169555919674169 education=Bachelors 0.43461066659340974 -0.21031447620850813 education=Some-college 0.9866996404552593 -0.23260249965471083 education=11th 0.10959830452725387 0.4283210250960374 education=HS-grad -0.9613992363405001 0.5781051822864539 education=Prof-school 0.12832208391844377 -0.7020763214580553 education=Assoc-acdm 0.49290998788947643 -1.1693383761594112 education=Assoc-voc 0.9249495644828465 -1.2251293951058315 education=9th 0.3959857300333237 0.15555844572311436 education=7th-8th 2.3902063766804886 -0.941732486075276 education=12th -0.28422309685913966 0.321876953332608 education=Masters 1.9955345406013274 0.9103928681953998 education=1st-4th 1.0509542706905994 0.18194412270650323 education=10th -1.3512008354852039 1.022031524116295 education=Doctorate -1.129822287046403 1.637234519491049 education=5th-6th 0.5255742537143228 -0.43606556407079833 education=Preschool -2.094570611169621 0.21874171312347646 education-num -1.9821928344777138 -0.46038784637687385 marital-status=Married-civ-spouse 0.9576810714797336 0.3044114243574554 marital-status=Divorced 1.370719738562193 -0.8030835764937644 marital-status=Never-married 0.06607213955373514 1.2013469116519881 marital-status=Separated 0.5473849432191876 0.6778396454890151 marital-status=Widowed 1.708133489061832 -0.3282654904556934 marital-status=Married-spouse-absent 0.3173803015664053 -0.2049070443097913 marital-status=Married-AF-spouse -0.3486755207293305 -0.2287874636750609 occupation=Tech-support -0.08632841542347938 1.0609095493379 occupation=Craft-repair 1.4025010090674657 -1.6176065488140066 occupation=Other-service -0.18333052168033712 0.8182381469747693 occupation=Sales -0.6085953735360647 0.05225772591220957 occupation=Exec-managerial 0.15056552143628177 -0.5993870852279742 occupation=Prof-specialty 0.9860094979616147 -0.4932703989761123 occupation=Handlers-cleaners 0.4679067974756651 0.4600477057346194 occupation=Machine-op-inspct 0.3413486800296481 0.643812665947319 occupation=Adm-clerical 1.882953554458693 -0.36207554780729706 occupation=Farming-fishing 0.4390968084069198 0.5446518808551322 occupation=Transport-moving 1.0081143311851202 -0.41258994235530105 occupation=Priv-house-serv -0.05677942943092411 -1.4906121850302443 occupation=Protective-serv 0.652368618691017 -0.3015082935584835 occupation=Armed-Forces -1.0743183846108517 1.9009850956709973 relationship=Wife 1.459985382676019 -0.7271220323783925 relationship=Own-child 1.0723133799466267 0.28874976965424215 relationship=Husband 0.04057571579907475 -0.16543435885960334 relationship=Not-in-family 1.2718761416040256 -1.7803142324093184 relationship=Other-relative 0.5690204582101426 -0.761324678939833 relationship=Unmarried -0.384860927146844 -0.43263389691752513 race=White -1.8227162213194736 1.8159953896213477 race=Asian-Pac-Islander 0.6277849074990359 -0.16047809535721042 race=Amer-Indian-Eskimo 2.8425399183806968 0.1427016041055137 race=Other -0.2864746695755056 -0.17539319871913794 race=Black 0.1933570590976917 -1.5910161903214286 sex -4.749022786782551 -0.8324263243898258 capital-gain -2.03084994184495 -0.4665594008837871 capital-loss -3.6539061708953877 2.9170446072477363 hours-per-week -0.36743794696612353 -0.5637257471738187 native-country=United-States -2.7210831300097045 -1.0292045733813324 native-country=Cambodia 0.49809008196146093 0.05605838281911684 native-country=England -0.29891193194541493 -0.4541474374715015 native-country=Puerto-Rico -1.1873168561879086 0.47129273371223557 native-country=Canada -0.9555987006939406 0.8919769577946199 native-country=Germany -0.05055308931653259 -0.2836887815318169 native-country=Outlying-US(Guam-USVI-etc) 1.641648144157326 0.2269898613847624 native-country=India 2.361130880768976 0.06327644302914348 native-country=Japan 1.1474355331451072 1.0843938156169595 native-country=Greece -0.6998969595603425 0.8077439540221819 native-country=South 0.7399611548526445 -0.16854734698541346 native-country=China 0.9152400989788655 -0.04727876262333545 native-country=Cuba -2.4800458303172412 -0.6478511297227671 native-country=Iran -0.11772414247619264 0.21188992460816508 native-country=Honduras -1.4406355829430018 1.0039103793160682 native-country=Philippines -1.1315002558870348 -1.1370116400687476 native-country=Italy 1.0248260703496765 -0.6881428450814748 native-country=Poland -1.9574918274129123 -0.27046075882659726 native-country=Jamaica 0.5086520706270458 0.7654942383114411 native-country=Vietnam 0.8112116118158564 -0.7497952662650754 native-country=Mexico -0.5515416961636102 -0.7833619865238337 native-country=Portugal -1.5829686586478753 -0.21728034124125495 native-country=Ireland -0.6206724068000375 -0.92072542643356 native-country=France -0.7095713544716722 -1.643230722732779 native-country=Dominican-Republic 0.17066262683299432 0.8583711101618278 native-country=Laos -0.1604909939203474 0.5052093797182204 native-country=Ecuador -0.07401052594621976 -1.0638400427248913 native-country=Taiwan 0.9619931012198454 1.3335229810440576 native-country=Haiti 2.990370833461886 0.5278307130617506 native-country=Columbia -0.36989155812450714 -0.04377783873766474 native-country=Hungary -1.5411254311626013 0.47383813291910265 native-country=Guatemala 1.5968179140267396 -0.8420592834841302 native-country=Nicaragua 0.9667520713137826 -0.7008479785836261 native-country=Scotland 1.5535000038174616 -0.19239711928090975 native-country=Thailand 0.4626734151202333 -0.8855798152085577 native-country=Yugoslavia 0.36453491013533534 -0.5689147223854149 native-country=El-Salvador 0.45687232030461455 -0.06591111899974449 native-country=Trinadad&Tobago 0.45720705275027596 0.8854483047061366 native-country=Peru 0.37434925025741567 -0.5904494802618269 native-country=Hong -0.6042471148547682 0.0028045996191040637 native-country=Holand-Netherlands Hidden Weights: -4.339610340094995 4.339610340094994 -3.9800430710251957 3.9800430710251966 >50K <=50K Error sum for iteration 1700 = 737.4236039423125 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.41120258467801885 -5.680011632042244 age 0.005605710154847628 0.8428298564420953 workclass=Private 1.0104386896347277 -0.6528679047847317 workclass=Self-emp-not-inc -0.25195098808923133 -0.22646464908901856 workclass=Self-emp-inc -0.2431077224191433 -1.4013337390728953 workclass=Federal-gov 0.5061999711142192 0.797147251349381 workclass=Local-gov 0.4936909705747724 -1.0544553199121962 workclass=State-gov 0.5493761623301832 -0.6027330113597787 workclass=Without-pay -0.44239580726831357 -0.6358701799305265 workclass=Never-worked -0.374149851066821 0.8829271210570788 fnlwgt -0.0978382130994737 6.40736935232461E-4 education=Bachelors 0.43642135602572013 -0.2203142949019594 education=Some-college 1.000871084727786 -0.30426605030831017 education=11th 0.11626665998379522 0.39874925484952123 education=HS-grad -0.9904808725661519 0.656605406322754 education=Prof-school 0.14150450621988458 -0.7569616549201591 education=Assoc-acdm 0.4911813224538276 -1.1493458282386448 education=Assoc-voc 0.919194361247448 -1.2840676796296253 education=9th 0.3937005583192893 0.10567934802579776 education=7th-8th 2.4194388715332305 -0.9604734473471529 education=12th -0.27280938163217777 0.2914039193607354 education=Masters 2.0395235244146797 0.9132991671530828 education=1st-4th 1.0481127310925773 0.17082205893669838 education=10th -1.3746819140159017 1.1060755190257292 education=Doctorate -1.165535269007729 1.745162976988911 education=5th-6th 0.5337287306932315 -0.4386569819606623 education=Preschool -2.1096178389413165 0.23997951472895598 education-num -1.9744417819932893 -0.49891995716393805 marital-status=Married-civ-spouse 0.9438251959172513 0.359107498927869 marital-status=Divorced 1.3543287122058159 -0.7761488080440775 marital-status=Never-married 0.08739517016113477 1.1544462885836504 marital-status=Separated 0.545609568417483 0.65517749281367 marital-status=Widowed 1.726046978425481 -0.35695907699128854 marital-status=Married-spouse-absent 0.32922729160343883 -0.20321730871328575 marital-status=Married-AF-spouse -0.3532063838622722 -0.21155887737639886 occupation=Tech-support -0.08346671096297531 1.0505427338422852 occupation=Craft-repair 1.4117861635704123 -1.6540766196021746 occupation=Other-service -0.17314083943265618 0.7913569525794034 occupation=Sales -0.6139003795748745 0.07759087116738574 occupation=Exec-managerial 0.14682212355831703 -0.5987532658260724 occupation=Prof-specialty 0.9941246379828004 -0.5345482782642096 occupation=Handlers-cleaners 0.4451570979102532 0.5359357936719368 occupation=Machine-op-inspct 0.3329439269597439 0.666054828596565 occupation=Adm-clerical 1.9049210959597573 -0.42221103977504987 occupation=Farming-fishing 0.43139392490495443 0.574648853568305 occupation=Transport-moving 1.0373603691906768 -0.42164228610501914 occupation=Priv-house-serv -0.05719596597123433 -1.5535142379164817 occupation=Protective-serv 0.6628811834783622 -0.30416479776931654 occupation=Armed-Forces -1.0925918099120706 1.9696877625912481 relationship=Wife 1.471166430235059 -0.7906421721202488 relationship=Own-child 1.0653407893933975 0.3338809245669854 relationship=Husband 0.049143049801589116 -0.1848247190504777 relationship=Not-in-family 1.2887456299242512 -1.8193256169219671 relationship=Other-relative 0.5826734042366544 -0.803139984480618 relationship=Unmarried -0.39861302369500407 -0.3983285439119701 race=White -1.852237482444247 1.8873377006697747 race=Asian-Pac-Islander 0.6572217354495608 -0.2587070198350995 race=Amer-Indian-Eskimo 2.886032419424658 0.07484985280574617 race=Other -0.2928933265614175 -0.1612990288519857 race=Black 0.18753900753926023 -1.5825926636397951 sex -4.7916842505977 -0.8328619226875097 capital-gain -2.0189028315087287 -0.5077303929070642 capital-loss -3.684277063410784 3.005512328194886 hours-per-week -0.38294300569651346 -0.5345421040499558 native-country=United-States -2.763824242001199 -0.9833927342505717 native-country=Cambodia 0.4829634188470753 0.07184588049994367 native-country=England -0.3304538997137257 -0.4627575021787032 native-country=Puerto-Rico -1.2363940811053407 0.5694109302110062 native-country=Canada -0.9617712732666274 0.9005507487339449 native-country=Germany -0.029415833771356557 -0.27490450014500467 native-country=Outlying-US(Guam-USVI-etc) 1.6904217926331138 0.1780169345108777 native-country=India 2.4226009790115053 0.03107018776395946 native-country=Japan 1.175367572444885 1.0952238513635904 native-country=Greece -0.7476141985223448 0.8415736261359299 native-country=South 0.737820210184827 -0.21137555634318178 native-country=China 0.8976308622624709 -0.02734950454473429 native-country=Cuba -2.4989676534653027 -0.6619204169895294 native-country=Iran -0.09085090885548254 0.15233053598162533 native-country=Honduras -1.4846760012497853 1.0652080229741663 native-country=Philippines -1.1467091398006197 -1.1510007751605704 native-country=Italy 1.0432378041373278 -0.7634251648267895 native-country=Poland -1.9495756783396214 -0.2660058545878508 native-country=Jamaica 0.5034301778709755 0.7939751891097296 native-country=Vietnam 0.7915318721789625 -0.7733092410855188 native-country=Mexico -0.557784537048992 -0.8087095666517485 native-country=Portugal -1.5896672463209882 -0.300577359340255 native-country=Ireland -0.6277966601630365 -0.9251471566730016 native-country=France -0.6839034385813391 -1.700930660817797 native-country=Dominican-Republic 0.16934935440240284 0.8529043553882685 native-country=Laos -0.13768874001558204 0.5069797813329968 native-country=Ecuador -0.03668109924558819 -1.1235140303935984 native-country=Taiwan 0.9980332229059267 1.348399845868178 native-country=Haiti 3.0762891873092344 0.5465744235790642 native-country=Columbia -0.3681040724063959 -0.04734236503431473 native-country=Hungary -1.5786626518826568 0.46431336447281263 native-country=Guatemala 1.6160649886003486 -0.8446180668801013 native-country=Nicaragua 0.9712550853193359 -0.7040432216820351 native-country=Scotland 1.588598859709959 -0.2527057661401797 native-country=Thailand 0.48324577626536647 -0.8887957640619831 native-country=Yugoslavia 0.3331307769332787 -0.5592456805563698 native-country=El-Salvador 0.48094534235845743 -0.051451079368681076 native-country=Trinadad&Tobago 0.43826316744602856 0.9338776375184347 native-country=Peru 0.3745634920455574 -0.5972713594258697 native-country=Hong -0.6024596291366329 -7.599266775444031E-4 native-country=Holand-Netherlands Hidden Weights: -4.348228239935994 4.348228239935993 -4.058099049632625 4.058099049632626 >50K <=50K Error sum for iteration 1800 = 735.885687630319 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.3989764203077383 -5.817442202751169 age 0.010649049415564141 0.8389657097921911 workclass=Private 1.0120167691474646 -0.6363887020102494 workclass=Self-emp-not-inc -0.24743165079538607 -0.2259543217458222 workclass=Self-emp-inc -0.23474220419668887 -1.4690862199744954 workclass=Federal-gov 0.5050352424828572 0.818868135586023 workclass=Local-gov 0.4979540609304503 -1.0657477825004602 workclass=State-gov 0.551319255327855 -0.6058098960298266 workclass=Without-pay -0.4407592920008659 -0.6390218839609005 workclass=Never-worked -0.39253204881896564 0.9663178838315323 fnlwgt -0.08485704541896927 -0.033960929741697544 education=Bachelors 0.43842452183009467 -0.22886792430462316 education=Some-college 1.0149744056308678 -0.3720879752991064 education=11th 0.12221316849728059 0.37391003877575585 education=HS-grad -1.0143363884499808 0.7156915102515997 education=Prof-school 0.15288552930844634 -0.8045621582299703 education=Assoc-acdm 0.48934876868770866 -1.1316842721628098 education=Assoc-voc 0.915016380362666 -1.342100830918613 education=9th 0.39209549442852615 0.062239079011996594 education=7th-8th 2.445953138262881 -0.9792396585246971 education=12th -0.26354945278035996 0.268714407135244 education=Masters 2.0794718834243895 0.9137412485623007 education=1st-4th 1.0462856366705293 0.16166468842856518 education=10th -1.3979343969526916 1.1863781923874006 education=Doctorate -1.1996455169145543 1.8497473666618205 education=5th-6th 0.5415282962217784 -0.4408712284699624 education=Preschool -2.12400644166063 0.25801112988598884 education-num -1.9653400010161435 -0.5382958573634865 marital-status=Married-civ-spouse 0.929896631200936 0.41146923248481515 marital-status=Divorced 1.339780888790186 -0.7521453010244562 marital-status=Never-married 0.1069218661237267 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3.077347998046665 hours-per-week -0.3956857504111468 -0.5136426251338324 native-country=United-States -2.8068150605433524 -0.9383689346688953 native-country=Cambodia 0.4697126942616341 0.08809714213366943 native-country=England -0.3581763880361075 -0.46917503046993997 native-country=Puerto-Rico -1.2890921420656392 0.6741181393079327 native-country=Canada -0.9685241372586056 0.9103945368688887 native-country=Germany -0.009172476918602184 -0.2661913472458393 native-country=Outlying-US(Guam-USVI-etc) 1.7364892632277067 0.1333781334541133 native-country=India 2.479227269583367 -0.0013341492205498698 native-country=Japan 1.2001181986369318 1.105486617726128 native-country=Greece -0.7944965406679743 0.8739785580305532 native-country=South 0.7385041925213724 -0.25236259876053546 native-country=China 0.8802578338662039 -0.0061812870910538395 native-country=Cuba -2.514163831683561 -0.672912857374239 native-country=Iran -0.062256263899574116 0.09568090385955073 native-country=Honduras 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native-country=Hungary -1.6143316430383399 0.4555245322047341 native-country=Guatemala 1.6342373301034199 -0.8468403478896154 native-country=Nicaragua 0.9755443240725763 -0.7068442422386334 native-country=Scotland 1.6207106698913254 -0.31688136078603885 native-country=Thailand 0.5022797738135978 -0.8916551383091147 native-country=Yugoslavia 0.3042551028881719 -0.5478975603969861 native-country=El-Salvador 0.5030260715286773 -0.03780615883722181 native-country=Trinadad&Tobago 0.4139352343036838 0.9831194888756949 native-country=Peru 0.3746283182218149 -0.6037042643127783 native-country=Hong -0.6008231138691884 -0.003911630707911075 native-country=Holand-Netherlands Hidden Weights: -4.353664634321863 4.353664634321862 -4.121539980652239 4.121539980652239 >50K <=50K Error sum for iteration 1900 = 734.2570546034761 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.38936402025215433 -5.942157906948836 age 0.015151557875665213 0.8369566379365937 workclass=Private 1.0140717003929443 -0.6230053673510284 workclass=Self-emp-not-inc -0.24388398240549117 -0.22391563022640817 workclass=Self-emp-inc -0.22756245052887594 -1.5315611377206335 workclass=Federal-gov 0.5047688900030959 0.8371006870184658 workclass=Local-gov 0.5015769121571927 -1.0740054539302584 workclass=State-gov 0.5531096891300924 -0.6085362885873726 workclass=Without-pay -0.43926383904667904 -0.6418094490261241 workclass=Never-worked -0.4094877550593467 1.0454154307357888 fnlwgt -0.07356131000919408 -0.06391262648166414 education=Bachelors 0.44061648977715423 -0.2366202794085716 education=Some-college 1.0285853849512046 -0.4357578193258234 education=11th 0.12756818479561324 0.352627371452398 education=HS-grad -1.0335622505822537 0.7599423176846889 education=Prof-school 0.1627719331131013 -0.845977214470821 education=Assoc-acdm 0.48763723815019266 -1.1164505580541928 education=Assoc-voc 0.9121210722273537 -1.3990958356921348 education=9th 0.39094854325370537 0.024799289411517753 education=7th-8th 2.4702491845592855 -0.9981257167636681 education=12th -0.25593069374015565 0.25154596032580445 education=Masters 2.1158783790611504 0.912015635709875 education=1st-4th 1.0452703955465663 0.15391927822552967 education=10th -1.4216702777006651 1.264520121321484 education=Doctorate -1.2321652414761837 1.9511351829535357 education=5th-6th 0.5490082617819333 -0.44275511488971736 education=Preschool -2.1378420861849117 0.27368108627632415 education-num -1.9549636102304524 -0.5784431631487973 marital-status=Married-civ-spouse 0.916521870921906 0.4598402220537757 marital-status=Divorced 1.3265684976519154 -0.7299812051709731 marital-status=Never-married 0.12413417293084349 1.0696129640798053 marital-status=Separated 0.5363528272127006 0.6271400614683083 marital-status=Widowed 1.7589600599163762 -0.403951667469304 marital-status=Married-spouse-absent 0.3513968396583171 -0.1998201188336507 marital-status=Married-AF-spouse -0.3625509468237383 -0.17784232202670147 occupation=Tech-support -0.08059916834135618 1.0428382799946885 occupation=Craft-repair 1.4239733013306874 -1.7085984389753315 occupation=Other-service -0.1574785433598556 0.7525383074181563 occupation=Sales -0.6227392101703362 0.1170239701240109 occupation=Exec-managerial 0.14096187727182774 -0.6007208491581182 occupation=Prof-specialty 1.005949564958512 -0.6009253337357559 occupation=Handlers-cleaners 0.40631805648586405 0.6689802930615127 occupation=Machine-op-inspct 0.3207720240697434 0.7031531473850593 occupation=Adm-clerical 1.9423681926265546 -0.5295661977411645 occupation=Farming-fishing 0.42297722745227334 0.6170979952490494 occupation=Transport-moving 1.0900918869394118 -0.43876671157274255 occupation=Priv-house-serv -0.057977393553135075 -1.6717980368080885 occupation=Protective-serv 0.6833166757002439 -0.30841739252591344 occupation=Armed-Forces -1.1280798398391942 2.101658797509561 relationship=Wife 1.4825340881969726 -0.8940186762750542 relationship=Own-child 1.053714383464979 0.4070651777131693 relationship=Husband 0.07088883533248092 -0.22457582518276584 relationship=Not-in-family 1.314162793113315 -1.8788422545973251 relationship=Other-relative 0.6151047885127386 -0.888800791920757 relationship=Unmarried -0.42653583160398645 -0.3250730873691888 race=White -1.9013932189638991 2.0186965840562716 race=Asian-Pac-Islander 0.7113134439253422 -0.44187365958829966 race=Amer-Indian-Eskimo 2.9647632777260573 -0.05803677476533847 race=Other -0.30792176202908295 -0.12707059969949325 race=Black 0.1707606258648346 -1.5560643290490976 sex -4.868002636904202 -0.8310721023443935 capital-gain -1.9985106061418219 -0.5920116380878926 capital-loss -3.729938540920085 3.136436300256456 hours-per-week -0.4060507239430295 -0.49907834738206847 native-country=United-States -2.8499763869717007 -0.8943094464327491 native-country=Cambodia 0.4586224971701988 0.1049271882705696 native-country=England -0.38256408891721166 -0.4738038176637652 native-country=Puerto-Rico -1.345035820030588 0.7837182114504065 native-country=Canada -0.975598085266559 0.9211380168778387 native-country=Germany 0.010195811595274022 -0.2575849057878519 native-country=Outlying-US(Guam-USVI-etc) 1.7793520920080845 0.09266272366479998 native-country=India 2.5316896741869406 -0.03364811242389931 native-country=Japan 1.2221484127100488 1.1153065926255052 native-country=Greece -0.8403689071332093 0.9051872067826895 native-country=South 0.741362317190386 -0.29173565666239815 native-country=China 0.8632332842868193 0.015838577158490345 native-country=Cuba -2.5261601978131107 -0.6813358197369763 native-country=Iran -0.03231344680991193 0.04295413463495767 native-country=Honduras -1.5694691768645914 1.175717209712585 native-country=Philippines -1.1763912258534537 -1.1797627877714116 native-country=Italy 1.0756651054884234 -0.895403721031992 native-country=Poland -1.9296707708990088 -0.260854955552657 native-country=Jamaica 0.49545080828471383 0.8495614551678 native-country=Vietnam 0.7621272683196612 -0.8261413212365771 native-country=Mexico -0.5651039157508497 -0.8560575997729769 native-country=Portugal -1.5959270280642863 -0.46123828820513896 native-country=Ireland -0.6426698194077404 -0.9327153185476591 native-country=France -0.6397990535106041 -1.8026174536752324 native-country=Dominican-Republic 0.16476670743994357 0.8425640566705273 native-country=Laos -0.0940802121404358 0.5097176793665803 native-country=Ecuador 0.04293986761235233 -1.2421213776295241 native-country=Taiwan 1.068187371661372 1.3785956408634235 native-country=Haiti 3.2274291963380897 0.5820996063096312 native-country=Columbia -0.3649721041847614 -0.053281634129880316 native-country=Hungary -1.648216110042926 0.44735525741047 native-country=Guatemala 1.6514951535446323 -0.8487597241967367 native-country=Nicaragua 0.9796401869116614 -0.7092964692589541 native-country=Scotland 1.650650004660386 -0.3834120759383654 native-country=Thailand 0.5200456680024806 -0.894193505300594 native-country=Yugoslavia 0.2779395717432049 -0.5351144382623231 native-country=El-Salvador 0.5232582777034723 -0.024994862360944465 native-country=Trinadad&Tobago 0.38520903627974984 1.032749079028623 native-country=Peru 0.37455281651777766 -0.6097960293656848 native-country=Hong -0.599327660915025 -0.006699195773108091 native-country=Holand-Netherlands Hidden Weights: -4.356572072529561 4.356572072529565 -4.17251495059665 4.172514950596651 >50K <=50K Error sum for iteration 2000 = 732.601029346654 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.38169929443366374 -6.055306837849431 age 0.019158178268077943 0.8362984120778811 workclass=Private 1.0164661939540856 -0.6121640962490623 workclass=Self-emp-not-inc -0.24109929149498924 -0.22105882663608473 workclass=Self-emp-inc -0.2213102192808036 -1.5893374666831914 workclass=Federal-gov 0.5050920736827718 0.8526232355704145 workclass=Local-gov 0.5047032331078893 -1.0794523183210685 workclass=State-gov 0.5547634699119093 -0.61095762271473 workclass=Without-pay -0.4378944176117391 -0.6442815910324631 workclass=Never-worked -0.4247648713392594 1.1191659392342792 fnlwgt -0.06348724600022156 -0.09055250063951756 education=Bachelors 0.4430370940592872 -0.24405608677917742 education=Some-college 1.0414794829355505 -0.495219892965252 education=11th 0.13250544666958441 0.3339790490060308 education=HS-grad -1.048995189525126 0.7932756841237346 education=Prof-school 0.17150565978673532 -0.8823745323300185 education=Assoc-acdm 0.48618243978355047 -1.10354674763408 education=Assoc-voc 0.9102229271450948 -1.454938205690554 education=9th 0.3900570460506645 -0.007199201149033916 education=7th-8th 2.49273701999971 -1.0171948986294659 education=12th -0.24945363786587005 0.23814470148900596 education=Masters 2.1492180402374257 0.9084553137484687 education=1st-4th 1.0449123042049233 0.14720231783785728 education=10th -1.446286478439146 1.3412356845226763 education=Doctorate -1.2632045170454815 2.0496224020721128 education=5th-6th 0.556201016151251 -0.4443545031370785 education=Preschool -2.1511788178624287 0.2874690863975226 education-num -1.9434605529341051 -0.6191474902125508 marital-status=Married-civ-spouse 0.9040472805617135 0.5033790578750005 marital-status=Divorced 1.3143138004897934 -0.7091403280156905 marital-status=Never-married 0.13886537337869564 1.033082015993352 marital-status=Separated 0.5296064031937172 0.6206801661580831 marital-status=Widowed 1.7743082892804363 -0.4234293766776704 marital-status=Married-spouse-absent 0.36183138561576744 -0.1981090822366255 marital-status=Married-AF-spouse -0.36705266219964205 -0.16270186261608643 occupation=Tech-support -0.08031754040635194 1.0435610782502545 occupation=Craft-repair 1.4280122541834148 -1.728769852852708 occupation=Other-service -0.1515944647539016 0.7390612071421266 occupation=Sales -0.6266466516996695 0.13300887378208426 occupation=Exec-managerial 0.13839835799969252 -0.6017336301895906 occupation=Prof-specialty 1.0107228771485954 -0.6296550997712517 occupation=Handlers-cleaners 0.39015875734662137 0.726146527262381 occupation=Machine-op-inspct 0.3161132557257976 0.719202623271852 occupation=Adm-clerical 1.9581850145525004 -0.5767159326356087 occupation=Farming-fishing 0.42083197120552324 0.6329641091947253 occupation=Transport-moving 1.114053805683995 -0.44686456606876923 occupation=Priv-house-serv -0.05859805903312004 -1.7267895825466046 occupation=Protective-serv 0.6932439004025683 -0.3101043056739104 occupation=Armed-Forces -1.1455066829309466 2.1642994856585496 relationship=Wife 1.4842529823262092 -0.9362466636746432 relationship=Own-child 1.0484803978348367 0.4368687737003714 relationship=Husband 0.08321349353129173 -0.24397869425031185 relationship=Not-in-family 1.3240006538236666 -1.901477431564489 relationship=Other-relative 0.6330561042858248 -0.9315890307116088 relationship=Unmarried -0.4400555677448156 -0.28802091528369494 race=White -1.9219784448808306 2.078979155783368 race=Asian-Pac-Islander 0.7355472112998237 -0.5264366739397774 race=Amer-Indian-Eskimo 3.000463800544797 -0.12197550741338298 race=Other -0.315948611510094 -0.1080414425949456 race=Black 0.1609561269337105 -1.5394872341839154 sex -4.903211054279433 -0.8295165147049361 capital-gain -1.9895497730494103 -0.6338236024454509 capital-loss -3.747862876028765 3.1858269252197746 hours-per-week -0.41448283059836805 -0.489038370782864 native-country=United-States -2.893147135015757 -0.8513145382738778 native-country=Cambodia 0.44977302898983923 0.12245112137395839 native-country=England -0.4040381624568419 -0.4769817165097828 native-country=Puerto-Rico -1.4038681876972186 0.8963677096008642 native-country=Canada -0.9827314115318714 0.9324869607528747 native-country=Germany 0.02872529922788969 -0.24910828598086807 native-country=Outlying-US(Guam-USVI-etc) 1.818848522535474 0.055543419762006 native-country=India 2.5805503071803617 -0.06571069213507 native-country=Japan 1.241855072047885 1.124774472750789 native-country=Greece -0.8850999627779768 0.9353761335962553 native-country=South 0.7458621255860014 -0.32967737913187317 native-country=China 0.8466102006933169 0.038408791999571916 native-country=Cuba -2.5354500190150135 -0.6876292291843684 native-country=Iran -0.0014251948224981578 -0.005479553174159113 native-country=Honduras -1.6099516367690465 1.2249007166689783 native-country=Philippines -1.1903960968452554 -1.1946056932756655 native-country=Italy 1.0896708789673943 -0.9535640624035729 native-country=Poland -1.91867758838648 -0.2601116141233828 native-country=Jamaica 0.49219398277614196 0.8766151771774467 native-country=Vietnam 0.7518373699275428 -0.8551410086132817 native-country=Mexico -0.5669237043358893 -0.8783927673301898 native-country=Portugal -1.5964149578741287 -0.5381092110296465 native-country=Ireland -0.6502942408301798 -0.9359600206355976 native-country=France -0.6211078334572241 -1.8479822208666583 native-country=Dominican-Republic 0.16180045256244246 0.83769877430536 native-country=Laos -0.07334450788519126 0.510710113672904 native-country=Ecuador 0.08405322960149934 -1.3016467308417108 native-country=Taiwan 1.1018269037087611 1.3933637556719782 native-country=Haiti 3.294506396304336 0.5986935283999141 native-country=Columbia -0.36360268274982144 -0.05575377613622856 native-country=Hungary -1.6804265019210196 0.4396995334610303 native-country=Guatemala 1.6679712688354216 -0.8504132138154352 native-country=Nicaragua 0.9835654864773417 -0.7114462362838663 native-country=Scotland 1.6790013040769756 -0.45109402791478626 native-country=Thailand 0.5367523670946885 -0.8964508604828627 native-country=Yugoslavia 0.25412210427702114 -0.5211042194713673 native-country=El-Salvador 0.5418191902196529 -0.012994936920668991 native-country=Trinadad&Tobago 0.353012774307068 1.0823881543208218 native-country=Peru 0.37435067450306303 -0.6155958468333572 native-country=Hong -0.5979582394800618 -0.009171337779457759 native-country=Holand-Netherlands Hidden Weights: -4.357611890467188 4.35761189046719 -4.212939600048506 4.212939600048505 >50K <=50K Error sum for iteration 2100 = 730.9394750529389 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.37573172487722767 -6.15803064897575 age 0.02277098971153147 0.8365795784607131 workclass=Private 1.0190871482968418 -0.6033433374920487 workclass=Self-emp-not-inc -0.23888406163784234 -0.21796336735526162 workclass=Self-emp-inc -0.21583100698600063 -1.6429304114540975 workclass=Federal-gov 0.5058239179799299 0.865961841492519 workclass=Local-gov 0.507415428468196 -1.0822342284565272 workclass=State-gov 0.5562987910017647 -0.6131144371059517 workclass=Without-pay -0.43663391303270055 -0.646481302962773 workclass=Never-worked -0.4381790715701711 1.1868636572262738 fnlwgt -0.05429864491510554 -0.11475121371742812 education=Bachelors 0.44567917698996196 -0.25134903002033626 education=Some-college 1.053558689821417 -0.5505339124463362 education=11th 0.1371612981805183 0.31737347426681406 education=HS-grad -1.061381707849859 0.8188646399305478 education=Prof-school 0.17934453540367137 -0.9148084522398139 education=Assoc-acdm 0.4850209820975192 -1.0928131385039657 education=Assoc-voc 0.9090676536924353 -1.5095593501855322 education=9th 0.389265212548871 -0.034331638278052204 education=7th-8th 2.5137402757682454 -1.0364777067347488 education=12th -0.2437731606065836 0.22742174906220214 education=Masters 2.1799182836724222 0.903396274612297 education=1st-4th 1.0451078421659983 0.14127517463541922 education=10th -1.471741663674236 1.4161137011793246 education=Doctorate -1.2929204682242663 2.145574337539229 education=5th-6th 0.5631352129732681 -0.4457094115815534 education=Preschool -2.1639637836980787 0.2994518653158748 education-num -1.931051053233038 -0.6601708966004832 marital-status=Married-civ-spouse 0.892617178890027 0.5418751547347016 marital-status=Divorced 1.302792954657531 -0.6895480062571734 marital-status=Never-married 0.15115234896136823 1.0008975852778517 marital-status=Separated 0.521865044640545 0.6184417509476104 marital-status=Widowed 1.7891560055939506 -0.4407709074516188 marital-status=Married-spouse-absent 0.3718870687610608 -0.1964053967217746 marital-status=Married-AF-spouse -0.37133310608124376 -0.14906675873581757 occupation=Tech-support -0.08060029196720421 1.0465577745248444 occupation=Craft-repair 1.431137033637518 -1.7454268236128854 occupation=Other-service -0.14675285133021895 0.7288231610866529 occupation=Sales -0.6303938957563897 0.14752377832442692 occupation=Exec-managerial 0.13601543697454987 -0.6029092273504391 occupation=Prof-specialty 1.0152263963421886 -0.6571015912421815 occupation=Handlers-cleaners 0.37591147938646324 0.777866321517134 occupation=Machine-op-inspct 0.3119802138263516 0.7342928506066663 occupation=Adm-clerical 1.9723428584599985 -0.6196693361597383 occupation=Farming-fishing 0.4195244903575389 0.6465568094771951 occupation=Transport-moving 1.1366624070510127 -0.4546884026262773 occupation=Priv-house-serv -0.059471809114772456 -1.7789901581056853 occupation=Protective-serv 0.7029935551088453 -0.311552473621942 occupation=Armed-Forces -1.1628476112724055 2.2247763005575463 relationship=Wife 1.484356203491113 -0.9734689308361576 relationship=Own-child 1.0434305591049131 0.46308143976483357 relationship=Husband 0.09615811861587883 -0.2629572434336204 relationship=Not-in-family 1.3323786569984242 -1.9205076378243078 relationship=Other-relative 0.6516680860393754 -0.9738434560948614 relationship=Unmarried -0.4529758141403251 -0.25181340131389096 race=White -1.9403521575795364 2.1362564549587106 race=Asian-Pac-Islander 0.7577800141299511 -0.6063506818126657 race=Amer-Indian-Eskimo 3.034006382651116 -0.1837335103485739 race=Other -0.3240434778250841 -0.0884505000260372 race=Black 0.15072818336341803 -1.522022551508695 sex -4.937051417254809 -0.8278381924820051 capital-gain -1.9811959400936086 -0.6747842878455342 capital-loss -3.763548163270817 3.2278717409092814 hours-per-week -0.4215128568415244 -0.4817972674501085 native-country=United-States -2.9361727257910184 -0.8094471996225148 native-country=Cambodia 0.4430347255166066 0.14075250295705152 native-country=England -0.4229947574633488 -0.47898540050128235 native-country=Puerto-Rico -1.4649989877249625 1.0096477262117611 native-country=Canada -0.9896909064105327 0.9442830010678185 native-country=Germany 0.046469494845075295 -0.24077414102713723 native-country=Outlying-US(Guam-USVI-etc) 1.855032653375447 0.021756464687529363 native-country=India 2.6262686144426475 -0.09743265839073688 native-country=Japan 1.2595748844191796 1.1339534494493033 native-country=Greece -0.9286138856664585 0.9646982983328849 native-country=South 0.7516151349956767 -0.36619968841540806 native-country=China 0.8304171583515959 0.06134120860452336 native-country=Cuba -2.54249778075676 -0.6921391224922347 native-country=Iran 0.03005484409168735 -0.04961167545655732 native-country=Honduras -1.6490307299416773 1.270277853307372 native-country=Philippines -1.2037673254244048 -1.2097959548643524 native-country=Italy 1.1023763713539758 -1.007284789498014 native-country=Poland -1.90736490266362 -0.2605376618145869 native-country=Jamaica 0.4891657115849114 0.9031785951511723 native-country=Vietnam 0.7439882136557644 -0.8855326416733639 native-country=Mexico -0.5678407867473425 -0.8999956834692108 native-country=Portugal -1.5956063776087446 -0.612404558322361 native-country=Ireland -0.6579701554078793 -0.9389049193823348 native-country=France -0.6042669262548306 -1.8903935155780927 native-country=Dominican-Republic 0.1585264042668647 0.833026428135177 native-country=Laos -0.05330393625970841 0.5114745140300366 native-country=Ecuador 0.12554068878730218 -1.3613904847588445 native-country=Taiwan 1.1343371611377087 1.4076765737357513 native-country=Haiti 3.3569037385091125 0.6144761035107748 native-country=Columbia -0.3623421781707829 -0.0579534880665466 native-country=Hungary -1.7110869126219943 0.4324673585560853 native-country=Guatemala 1.6837711294123678 -0.8518353771442195 native-country=Nicaragua 0.9873428348402224 -0.7133349054266201 native-country=Scotland 1.706147400071721 -0.5189957745548928 native-country=Thailand 0.5525611566409843 -0.8984641514697123 native-country=Yugoslavia 0.23265120161230068 -0.5060540148401179 native-country=El-Salvador 0.5588906236644249 -0.0017623278740005115 native-country=Trinadad&Tobago 0.3181847976326041 1.1317507806602236 native-country=Peru 0.3740376932704373 -0.6211474775959807 native-country=Hong -0.5966977349010198 -0.01137104970977724 native-country=Holand-Netherlands Hidden Weights: -4.357338886112907 4.357338886112907 -4.244448663914267 4.244448663914269 >50K <=50K Error sum for iteration 2200 = 729.2644443838548 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.3714997953514927 -6.251471283999063 age 0.026121466136798433 0.8374434331641388 workclass=Private 1.0218528974124874 -0.5961054812895991 workclass=Self-emp-not-inc -0.2370978514955309 -0.21493041749924285 workclass=Self-emp-inc -0.21103515819965163 -1.6928498808579506 workclass=Federal-gov 0.506875324604266 0.8775101860550258 workclass=Local-gov 0.5097598271893865 -1.082508386827772 workclass=State-gov 0.5577337832701597 -0.6150400339713561 workclass=Without-pay -0.43546530756047125 -0.6484437175838688 workclass=Never-worked -0.4496234218196869 1.2481511349590284 fnlwgt -0.04582469282283117 -0.13694905813022884 education=Bachelors 0.4484619187199812 -0.25837143087473147 education=Some-college 1.0647982044592352 -0.6018071495431769 education=11th 0.14160381643701353 0.3025118407005591 education=HS-grad -1.071346209353065 0.8393066897843184 education=Prof-school 0.1864239177495833 -0.9441319064548017 education=Assoc-acdm 0.4841146651421207 -1.084091982897554 education=Assoc-voc 0.9084486498789877 -1.5629476626057623 education=9th 0.38846229510557867 -0.057136434930891156 education=7th-8th 2.533502946901963 -1.0559745817655355 education=12th -0.23872860089286957 0.2188469938963105 education=Masters 2.2083531412846304 0.8971641609209973 education=1st-4th 1.045782833578737 0.13602167846043714 education=10th -1.497479333771007 1.487627258211207 education=Doctorate -1.3214789084683065 2.2393714792916435 education=5th-6th 0.5698354054281819 -0.446852347450428 education=Preschool -2.1760386198227826 0.30937843070112814 education-num -1.9180252774761106 -0.7012958527890802 marital-status=Married-civ-spouse 0.8822414180716571 0.5755712759552571 marital-status=Divorced 1.2919141885936756 -0.6714097888638655 marital-status=Never-married 0.1611371931174053 0.9731063104930244 marital-status=Separated 0.5133994557678062 0.6198658075049261 marital-status=Widowed 1.8036912294791028 -0.45622596953466493 marital-status=Married-spouse-absent 0.381590422801358 -0.19472871815266926 marital-status=Married-AF-spouse -0.3753750095675516 -0.13696262133335266 occupation=Tech-support -0.08129154908101134 1.0514933874235133 occupation=Craft-repair 1.433562582218564 -1.7594359807856204 occupation=Other-service -0.1427898373564988 0.7214063061943131 occupation=Sales -0.6340578791713088 0.161050882928011 occupation=Exec-managerial 0.13384903704323084 -0.6047363509535083 occupation=Prof-specialty 1.019652693378842 -0.6839697343935901 occupation=Handlers-cleaners 0.36333476127750963 0.8249985677805193 occupation=Machine-op-inspct 0.308205592648012 0.7487860605960462 occupation=Adm-clerical 1.9850308227830995 -0.6585897271639888 occupation=Farming-fishing 0.4188068424980414 0.6585643812584642 occupation=Transport-moving 1.1580704280173237 -0.4622634057057414 occupation=Priv-house-serv -0.060627126442394395 -1.8285050419164885 occupation=Protective-serv 0.7125798790377874 -0.31279392151019897 occupation=Armed-Forces -1.1801647199451744 2.283297519166093 relationship=Wife 1.4836000984329865 -1.0064578264627224 relationship=Own-child 1.0385487143497287 0.4862177299760608 relationship=Husband 0.10953916144647968 -0.2815957946314162 relationship=Not-in-family 1.3394081560197497 -1.9366568988979609 relationship=Other-relative 0.6705730792846216 -1.015198061711514 relationship=Unmarried -0.4650717320355848 -0.21722696425470656 race=White -1.956907718086789 2.1912921407653383 race=Asian-Pac-Islander 0.778023019189037 -0.6817595190497192 race=Amer-Indian-Eskimo 3.0655786314352946 -0.24309614130950108 race=Other -0.33201538212678644 -0.06881254476795828 race=Black 0.14037113721154934 -1.504767563161064 sex -4.969804392331795 -0.8261842155357914 capital-gain -1.9734706257736783 -0.7145348069883775 capital-loss -3.7773772853478085 3.264451335353245 hours-per-week -0.4277503812499729 -0.47573005661789297 native-country=United-States -2.9789324972820728 -0.7687519508661804 native-country=Cambodia 0.43807991622130965 0.1598541190404515 native-country=England -0.43983254691774987 -0.4800411808921299 native-country=Puerto-Rico -1.5273401825806834 1.1204486220006422 native-country=Canada -0.9963068310715206 0.956531018161724 native-country=Germany 0.06349345853657812 -0.23258861020658964 native-country=Outlying-US(Guam-USVI-etc) 1.8881075476471445 -0.008916270324922518 native-country=India 2.669221752157245 -0.1287583826221365 native-country=Japan 1.2755813975200803 1.1428842010588396 native-country=Greece -0.9708904498440178 0.9932933339508373 native-country=South 0.7583528857477798 -0.401120462840321 native-country=China 0.8146683436118076 0.08456830325351142 native-country=Cuba -2.547751120535127 -0.6951153235967638 native-country=Iran 0.06185907314304205 -0.08958880814660186 native-country=Honduras -1.6865865019577146 1.3121986471071716 native-country=Philippines -1.2165379905192528 -1.2253302122329994 native-country=Italy 1.1138856732669877 -1.0570278016318184 native-country=Poland -1.89586694235351 -0.2621040602267738 native-country=Jamaica 0.4862316124502591 0.929281780205473 native-country=Vietnam 0.7381898788174147 -0.9169149531304543 native-country=Mexico -0.5680240011981728 -0.9209597809130183 native-country=Portugal -1.5938030525908342 -0.6839551295000719 native-country=Ireland -0.6656579393168061 -0.9415852720645582 native-country=France -0.589048258515645 -1.9302607316305194 native-country=Dominican-Republic 0.15501951907213 0.8285366870518113 native-country=Laos -0.03392330234463593 0.5120321019383502 native-country=Ecuador 0.16717824092993436 -1.4211284761901204 native-country=Taiwan 1.1657066193025307 1.4214632494888806 native-country=Haiti 3.4151995867873683 0.6294480215416325 native-country=Columbia -0.3611735726985536 -0.05991590268761493 native-country=Hungary -1.7403284159626422 0.4255874900083916 native-country=Guatemala 1.6989739745908403 -0.8530558229413898 native-country=Nicaragua 0.9909928071326571 -0.7149966038880076 native-country=Scotland 1.7323087266736512 -0.5864221689756125 native-country=Thailand 0.567594624583991 -0.9002640793920905 native-country=Yugoslavia 0.21329327385714122 -0.49014297644686833 native-country=El-Salvador 0.5746433949496835 0.008756990897850975 native-country=Trinadad&Tobago 0.2814653633379806 1.1806670190103423 native-country=Peru 0.37362988399132746 -0.6264864898539555 native-country=Hong -0.5955291294287741 -0.01333346433084696 native-country=Holand-Netherlands Hidden Weights: -4.356147574861936 4.35614757486194 -4.268378678124528 4.26837867812453 >50K <=50K Error sum for iteration 2300 = 727.5668847409285 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.3691325687263079 -6.3367412263394876 age 0.02932630140001534 0.83861315354942 workclass=Private 1.0247183624650573 -0.5901520696434162 workclass=Self-emp-not-inc -0.23566977833446642 -0.2119062884039152 workclass=Self-emp-inc -0.2068603693387891 -1.7396219794989942 workclass=Federal-gov 0.508210056374686 0.8876026251004449 workclass=Local-gov 0.5117729655294369 -1.0805285069437738 workclass=State-gov 0.5590842922970385 -0.6167593784844738 workclass=Without-pay -0.43437387146212464 -0.6501951751237246 workclass=Never-worked -0.45909704357935194 1.3030366762710808 fnlwgt -0.03804421179939269 -0.15727452514845527 education=Bachelors 0.45125207160352604 -0.2648322987053431 education=Some-college 1.0752160272029379 -0.649180183227355 education=11th 0.14583617818439903 0.2892663658373627 education=HS-grad -1.079466773249227 0.8567063582719909 education=Prof-school 0.19277755024970533 -0.9709749847181652 education=Assoc-acdm 0.48339308088985355 -1.0772514444507386 education=Assoc-voc 0.9082200528987489 -1.6151422268041016 education=9th 0.3875750405210136 -0.07609908201359057 education=7th-8th 2.5522017928659704 -1.0756590155172934 education=12th -0.23431220520304727 0.2122294255272598 education=Masters 2.234843910981361 0.8900650970905394 education=1st-4th 1.0468606406405816 0.13142298593932145 education=10th -1.522507801436148 1.5537056449202233 education=Doctorate -1.3490421660383385 2.3313779601309412 education=5th-6th 0.5763213274254014 -0.4478075114771082 education=Preschool -2.187189952813208 0.31685392576623567 education-num -1.9047260951094058 -0.7423327571482042 marital-status=Married-civ-spouse 0.8728422830007464 0.6050203173025517 marital-status=Divorced 1.2816819112196787 -0.655041642570645 marital-status=Never-married 0.16900868407387065 0.9495908530138878 marital-status=Separated 0.5044643543524254 0.6244552076991606 marital-status=Widowed 1.8180915353054328 -0.46998014897044826 marital-status=Married-spouse-absent 0.3909574989872217 -0.19310062781138293 marital-status=Married-AF-spouse -0.37919569039648604 -0.12629769995606804 occupation=Tech-support -0.08224354296131459 1.0580587660717358 occupation=Craft-repair 1.4354666471212376 -1.7716379691970778 occupation=Other-service -0.1395688923181118 0.7164074488436986 occupation=Sales -0.6376745425652425 0.17383955438515472 occupation=Exec-managerial 0.13193350495017694 -0.6075969953440025 occupation=Prof-specialty 1.0240643972916694 -0.7105316950131443 occupation=Handlers-cleaners 0.3521961492283959 0.8683790348006499 occupation=Machine-op-inspct 0.30471966770913955 0.7628889290013638 occupation=Adm-clerical 1.9964295951799873 -0.6936470153175619 occupation=Farming-fishing 0.41846406818015813 0.6696185107342406 occupation=Transport-moving 1.1784118522562046 -0.46960839157865025 occupation=Priv-house-serv -0.062054704077286645 -1.875509041396079 occupation=Protective-serv 0.7220143218482767 -0.3138526994927472 occupation=Armed-Forces -1.197447023629302 2.340011554430017 relationship=Wife 1.4826560450210997 -1.035894639780704 relationship=Own-child 1.0338607227638976 0.5067839659311447 relationship=Husband 0.12318810709216044 -0.3000110014352706 relationship=Not-in-family 1.3451191696740579 -1.9505560740904822 relationship=Other-relative 0.689407574043105 -1.0552475431741788 relationship=Unmarried -0.47612543945327945 -0.18487631853677228 race=White -1.9721353938013322 2.2449041413788544 race=Asian-Pac-Islander 0.7963685076750084 -0.7528577675527878 race=Amer-Indian-Eskimo 3.0953467359149043 -0.29995826749703697 race=Other -0.3396589226818299 -0.049583764426978066 race=Black 0.130182606387233 -1.488741024500325 sex -5.001675711463753 -0.8246327622813299 capital-gain -1.9665172921156344 -0.7527992554565506 capital-loss -3.7896354083656303 3.297132803438524 hours-per-week -0.4337882419177579 -0.46949688135657597 native-country=United-States -3.0213340028656854 -0.7292605177855148 native-country=Cambodia 0.4344202634512005 0.17970121982807982 native-country=England -0.4549602000987767 -0.4803354291974882 native-country=Puerto-Rico -1.5892347147302477 1.2254411588930973 native-country=Canada -1.0025109192667108 0.9693732117526744 native-country=Germany 0.07986512441309337 -0.22455372572362903 native-country=Outlying-US(Guam-USVI-etc) 1.9183821752042736 -0.03667615121522413 native-country=India 2.709725674218985 -0.15964262686398353 native-country=Japan 1.290083880018181 1.1515920146612462 native-country=Greece -1.0119502242981053 1.0212827324676337 native-country=South 0.7658759840183257 -0.43413773786527093 native-country=China 0.7993541174586024 0.10812570312739074 native-country=Cuba -2.551651790714558 -0.6967304736709887 native-country=Iran 0.0938042382593127 -0.1256126005409436 native-country=Honduras -1.7224819630302672 1.3510592528895888 native-country=Philippines -1.228777445669931 -1.2411766198469647 native-country=Italy 1.1242307105425953 -1.1031893813437275 native-country=Poland -1.8842608240942933 -0.2647923026306932 native-country=Jamaica 0.48330193534720606 0.9549722023974535 native-country=Vietnam 0.7340508465199796 -0.9487426155077991 native-country=Mexico -0.5676177357325365 -0.9413603254460488 native-country=Portugal -1.5912970351685447 -0.75262052212173 native-country=Ireland -0.6733353713000916 -0.9440274065026515 native-country=France -0.5753433138588333 -1.967922992674831 native-country=Dominican-Republic 0.151336409397906 0.8242216211865847 native-country=Laos -0.015165324471483936 0.5124073831635929 native-country=Ecuador 0.2087816569788113 -1.4804563471779353 native-country=Taiwan 1.1959967943787655 1.434721003804676 native-country=Haiti 3.469862594226488 0.6436136005698426 native-country=Columbia -0.360082136600207 -0.06166736022747656 native-country=Hungary -1.7682864075656386 0.41900790641014035 native-country=Guatemala 1.7136350519854067 -0.8540976618069475 native-country=Nicaragua 0.994532054757877 -0.7164571366554378 native-country=Scotland 1.7575900063659808 -0.652885928819079 native-country=Thailand 0.5819433238158529 -0.9018734787000379 native-country=Yugoslavia 0.19574922715947582 -0.4735454265274816 native-country=El-Salvador 0.5892305616580441 0.018622001078065175 native-country=Trinadad&Tobago 0.2434962408855048 1.2290798468185673 native-country=Peru 0.3731412804304813 -0.6316390938571661 native-country=Hong -0.5944376933304106 -0.015084921870712567 native-country=Holand-Netherlands Hidden Weights: -4.35426646561709 4.354266465617087 -4.285763544515846 4.285763544515844 >50K <=50K Error sum for iteration 2400 = 725.846938638573 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.3686510102739102 -6.414871624078274 age 0.03244991557001737 0.8399446997012244 workclass=Private 1.0276685048429393 -0.5853413515917207 workclass=Self-emp-not-inc -0.23458704141049935 -0.20854964055503922 workclass=Self-emp-inc -0.2032438900401053 -1.7837673282164872 workclass=Federal-gov 0.5098075980732285 0.896552535230189 workclass=Local-gov 0.5134984679238667 -1.0766812436294586 workclass=State-gov 0.5603620577260728 -0.6182895554176068 workclass=Without-pay -0.43334895264263595 -0.6517538044673881 workclass=Never-worked -0.46672579016902954 1.3518835338854442 fnlwgt -0.03101258294679043 -0.1757393843384601 education=Bachelors 0.4539156449939761 -0.2704677799236647 education=Some-college 1.0848576117792623 -0.6928430250318895 education=11th 0.14982665783066823 0.2775390129508277 education=HS-grad -1.0863178592713167 0.8726163753271474 education=Prof-school 0.19839549965374506 -0.9957644891768935 education=Assoc-acdm 0.4827989508517369 -1.0721902540367443 education=Assoc-voc 0.908303114056404 -1.6662133645599597 education=9th 0.3865636070534053 -0.09165910316105909 education=7th-8th 2.5699652264586805 -1.0954832570727573 education=12th -0.23058813826673336 0.20747742068011935 education=Masters 2.2596609487491714 0.8823708901037882 education=1st-4th 1.0482367984445107 0.12752251900121672 education=10th -1.5457129332111952 1.6126421388883974 education=Doctorate -1.3757774891873573 2.421929022140881 education=5th-6th 0.5826075104165652 -0.4485912603821604 education=Preschool -2.1972301112027672 0.32155985389146896 education-num -1.891506974321414 -0.7831164671060018 marital-status=Married-civ-spouse 0.8642915823162483 0.6309497475247596 marital-status=Divorced 1.2721492434742783 -0.6407014000081854 marital-status=Never-married 0.17497675302326812 0.9300920232066157 marital-status=Separated 0.4952981280235153 0.6317622330269816 marital-status=Widowed 1.832488826149412 -0.482214550956759 marital-status=Married-spouse-absent 0.3999963954569345 -0.19153982432679334 marital-status=Married-AF-spouse -0.38283127137230755 -0.11690741307507266 occupation=Tech-support -0.08332853425513168 1.0658672423521762 occupation=Craft-repair 1.4370174360655044 -1.7827756165974828 occupation=Other-service -0.13697685504671472 0.7134072090308604 occupation=Sales -0.6412491031111693 0.18595084324365901 occupation=Exec-managerial 0.13025522103821408 -0.6115144257351695 occupation=Prof-specialty 1.0284193038258629 -0.7367125992258365 occupation=Handlers-cleaners 0.3422840094948074 0.9086716369775969 occupation=Machine-op-inspct 0.30150873869599865 0.7766738808202246 occupation=Adm-clerical 2.006729193634819 -0.7250274272462209 occupation=Farming-fishing 0.41828742875687547 0.6802886266920378 occupation=Transport-moving 1.1978049768016352 -0.476735558207687 occupation=Priv-house-serv -0.06371253330099955 -1.9202201226264657 occupation=Protective-serv 0.7313030342480881 -0.31474538542064245 occupation=Armed-Forces -1.214590573947691 2.3949300005492913 relationship=Wife 1.4820249139272155 -1.0624152628534702 relationship=Own-child 1.0293817662580014 0.5253527275281745 relationship=Husband 0.13692449232813383 -0.3182919977994047 relationship=Not-in-family 1.349556421146433 -1.9627312412434081 relationship=Other-relative 0.7078364387257442 -1.0935787751110269 relationship=Unmarried -0.4859854373123361 -0.1550845138196796 race=White -1.9865555009576712 2.2977183092316475 race=Asian-Pac-Islander 0.8129785918869491 -0.8198685810185445 race=Amer-Indian-Eskimo 3.1234616206829933 -0.3542955791019452 race=Other -0.34677984199328626 -0.03110379339317092 race=Black 0.12046513841850169 -1.4746893830403416 sex -5.032807194414373 -0.8232046169544802 capital-gain -1.9605106994203687 -0.7894054191447044 capital-loss -3.800638064742882 3.3272042501375947 hours-per-week -0.44004971137367027 -0.46228843188670626 native-country=United-States -3.0632938962856797 -0.6909919669941487 native-country=Cambodia 0.43149143686392005 0.20017002280131008 native-country=England -0.4687756346798591 -0.48002288637995516 native-country=Puerto-Rico -1.6487362186220227 1.321947814670357 native-country=Canada -1.0083506531240276 0.9830109766706906 native-country=Germany 0.09564636080393467 -0.21666843921783813 native-country=Outlying-US(Guam-USVI-etc) 1.946227967193747 -0.06173865533620036 native-country=India 2.748053643456533 -0.1900416270458329 native-country=Japan 1.303236524728342 1.160095464753347 native-country=Greece -1.0518271403963093 1.0487583410793295 native-country=South 0.774001875069349 -0.4649609366874521 native-country=China 0.7844248128603845 0.13210604245963453 native-country=Cuba -2.5546284323697543 -0.697115057144808 native-country=Iran 0.12576126198453222 -0.15793024475204528 native-country=Honduras -1.7565777978533685 1.387199811754838 native-country=Philippines -1.2405642993661794 -1.2572879726656807 native-country=Italy 1.133388984467261 -1.146118896008111 native-country=Poland -1.8726076105522318 -0.2685829299059864 native-country=Jamaica 0.4803223839570884 0.980308101788505 native-country=Vietnam 0.7311859347282723 -0.9803793091365645 native-country=Mexico -0.5667591627776664 -0.9612533558759042 native-country=Portugal -1.5883663819362384 -0.8183084805529897 native-country=Ireland -0.6809970693924806 -0.946249594933001 native-country=France -0.563136588144228 -2.003655432380001 native-country=Dominican-Republic 0.14751931213807282 0.8200772936499633 native-country=Laos 0.0030017718644991 0.5126280981732493 native-country=Ecuador 0.25014816629903874 -1.5389021435087902 native-country=Taiwan 1.2253084231407543 1.4474890100838032 native-country=Haiti 3.5212722375370467 0.6569837641034855 native-country=Columbia -0.3590572177807183 -0.06322598957108369 native-country=Hungary -1.7950973107407284 0.41269264131358413 native-country=Guatemala 1.7277905109481975 -0.854977200251265 native-country=Nicaragua 0.9979719829878448 -0.7177343533193076 native-country=Scotland 1.782032831987883 -0.7180801566738715 native-country=Thailand 0.5956727133567095 -0.9033074784055944 native-country=Yugoslavia 0.17968794260049084 -0.45642223699118883 native-country=El-Salvador 0.6027857674630953 0.027894674828351448 native-country=Trinadad&Tobago 0.20481889995536803 1.2770103728367352 native-country=Peru 0.37258198244645163 -0.6366227488537446 native-country=Hong -0.593412774510862 -0.016643551214326126 native-country=Holand-Netherlands Hidden Weights: -4.351800826072767 4.351800826072766 -4.297366198519749 4.29736619851975 >50K <=50K Error sum for iteration 2500 = 724.1201394614545 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.36989269205731257 -6.486769903604287 age 0.03550138503356921 0.8414398289058086 workclass=Private 1.0307017658860536 -0.5816481914435859 workclass=Self-emp-not-inc -0.23386318487572053 -0.20440877792667828 workclass=Self-emp-inc -0.20011327912855267 -1.8257592846123551 workclass=Federal-gov 0.5116385963945124 0.9046631114169115 workclass=Local-gov 0.5149881179063407 -1.071453162543351 workclass=State-gov 0.5615745165108308 -0.6196424318978344 workclass=Without-pay -0.43238413230651856 -0.6531322727089015 workclass=Never-worked -0.4727442763635152 1.3953233880084763 fnlwgt -0.024772471269913766 -0.19240678461733018 education=Bachelors 0.45636599808709494 -0.2751680397258446 education=Some-college 1.093787280933565 -0.7330497893772226 education=11th 0.1535473219319042 0.2671819932853817 education=HS-grad -1.092423454899868 0.8879843200329625 education=Prof-school 0.2032807339391128 -1.0187693325915201 education=Assoc-acdm 0.4823134514194971 -1.0688311719769656 education=Assoc-voc 0.9086787279634916 -1.7162409088652493 education=9th 0.38541855810123926 -0.10422476035680904 education=7th-8th 2.5868941053318903 -1.1153883500213317 education=12th -0.22760115038155185 0.20444252821812933 education=Masters 2.2830270394148933 0.8743017079053711 education=1st-4th 1.0497761221051585 0.12438701577408574 education=10th -1.5662518661013582 1.663726871337762 education=Doctorate -1.401866590169569 2.511331558503317 education=5th-6th 0.5887044490657779 -0.4492146339111693 education=Preschool -2.206058561216198 0.32338211588204807 education-num -1.878681064266231 -0.8235036117730894 marital-status=Married-civ-spouse 0.8564440667375648 0.6541276720259891 marital-status=Divorced 1.263370899554221 -0.6284791522654716 marital-status=Never-married 0.1792688354831117 0.9142360030706498 marital-status=Separated 0.48611105158228934 0.641375792296753 marital-status=Widowed 1.8469412473175064 -0.4931429369424092 marital-status=Married-spouse-absent 0.4087112227555069 -0.1900590286740612 marital-status=Married-AF-spouse -0.3863237115836377 -0.10859221939981951 occupation=Tech-support -0.08444732420990143 1.0744641793100589 occupation=Craft-repair 1.4383680673061596 -1.7934093711077321 occupation=Other-service -0.13491681732685148 0.7119921815054474 occupation=Sales -0.6447702959941172 0.19734414651173982 occupation=Exec-managerial 0.12874846705574136 -0.6161693723465662 occupation=Prof-specialty 1.0326144491546276 -0.7622370011382292 occupation=Handlers-cleaners 0.33341525196990235 0.9463091961587013 occupation=Machine-op-inspct 0.29857340133590027 0.7901319027932557 occupation=Adm-clerical 2.0161288205967423 -0.752951346466928 occupation=Farming-fishing 0.4180884377230676 0.6910199659336836 occupation=Transport-moving 1.216353755515008 -0.48365348793179264 occupation=Priv-house-serv -0.06554214405682851 -1.9628705521547765 occupation=Protective-serv 0.7404467353841233 -0.3154836319976884 occupation=Armed-Forces -1.2314257328396903 2.4479752307268234 relationship=Wife 1.4819870070690664 -1.086614795332684 relationship=Own-child 1.025103399649679 0.5425177828751292 relationship=Husband 0.15055178575138478 -0.3364610243437142 relationship=Not-in-family 1.3528392179845141 -1.9736004370177112 relationship=Other-relative 0.7255852655285416 -1.1298498612184071 relationship=Unmarried -0.49461515498738484 -0.1278638985090481 race=White -2.000602261140411 2.3500407031399035 race=Asian-Pac-Islander 0.8280577268706071 -0.8830325973577455 race=Amer-Indian-Eskimo 3.150066887957033 -0.40613940737594817 race=Other -0.3532451020237823 -0.013559045138087195 race=Black 0.1114776097906578 -1.4629950357936063 sex -5.063275049895706 -0.8218856252444456 capital-gain -1.955561638253194 -0.824291879019378 capital-loss -3.8107402241131574 3.355644271675105 hours-per-week -0.44670281681643564 -0.45389014885551215 native-country=United-States -3.104723163903198 -0.6539540998145762 native-country=Cambodia 0.42877157317091846 0.2210996910285357 native-country=England -0.4816273525276519 -0.4792327175375375 native-country=Puerto-Rico -1.704111971525246 1.4085712481140087 native-country=Canada -1.0139554866766145 0.9976169324142928 native-country=Germany 0.11088780398653168 -0.2089297180858425 native-country=Outlying-US(Guam-USVI-etc) 1.9720298257415692 -0.08434892095041403 native-country=India 2.784449070549585 -0.21991575563851007 native-country=Japan 1.3151585411699165 1.1684133466198223 native-country=Greece -1.0905409994634647 1.075778089284659 native-country=South 0.7825398486151467 -0.4934157024633572 native-country=China 0.7697848590442226 0.1566006973669048 native-country=Cuba -2.557068341221937 -0.6963913674038579 native-country=Iran 0.15761949695062588 -0.18685708384809951 native-country=Honduras -1.7887434528721993 1.420842150854077 native-country=Philippines -1.2519550088887057 -1.273619617725673 native-country=Italy 1.1413327191488996 -1.1861295774336806 native-country=Poland -1.8609748213938042 -0.27344218920579966 native-country=Jamaica 0.47726471808523313 1.0053527654884398 native-country=Vietnam 0.7292390848547547 -1.0111967746669936 native-country=Mexico -0.5655816888622095 -0.9806772880216694 native-country=Portugal -1.5852527724838663 -0.880994988232956 native-country=Ireland -0.6886489613813505 -0.94826502390035 native-country=France -0.5524384196391535 -2.0376746168281747 native-country=Dominican-Republic 0.14359995667909023 0.8161026146653062 native-country=Laos 0.020602926218429136 0.5127233127745988 native-country=Ecuador 0.2910312962770338 -1.596058987812883 native-country=Taiwan 1.2537460926057706 1.459819533091451 native-country=Haiti 3.56974542538123 0.6695825224774327 native-country=Columbia -0.3580923974446009 -0.06460445781256928 native-country=Hungary -1.8208919651627982 0.4066152124155244 native-country=Guatemala 1.7414650574788721 -0.8557057954251641 native-country=Nicaragua 1.0013192338903891 -0.7188406743534163 native-country=Scotland 1.8056629423220567 -0.7818442174345268 native-country=Thailand 0.60883140263525 -0.9045760527633551 native-country=Yugoslavia 0.16479128587091654 -0.4389077198666135 native-country=El-Salvador 0.6154245585236575 0.03663720582962137 native-country=Trinadad&Tobago 0.16587404375819476 1.3245066540151682 native-country=Peru 0.371957836881742 -0.6414490494599187 native-country=Hong -0.5924479541748022 -0.0180220194558092 native-country=Holand-Netherlands Hidden Weights: -4.348801417441011 4.3488014174410115 -4.303759351783429 4.30375935178343 >50K <=50K Error sum for iteration 2600 = 722.4019225319475 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.37257597046888796 -6.553208470809896 age 0.03846007295550818 0.8431989230626501 workclass=Private 1.0338155889958522 -0.5790934176247429 workclass=Self-emp-not-inc -0.23350848766815244 -0.19909147002236308 workclass=Self-emp-inc -0.19739272265641752 -1.8659934002259273 workclass=Federal-gov 0.5136593410318396 0.9122179106352916 workclass=Local-gov 0.5162933520158598 -1.06535546299408 workclass=State-gov 0.5627262206500514 -0.6208281632624177 workclass=Without-pay -0.431475769133358 -0.6543413508643081 workclass=Never-worked -0.4774411351660288 1.4341136337801108 fnlwgt -0.019307218313244865 -0.20744456727887958 education=Bachelors 0.45857920316893835 -0.27898751894469437 education=Some-college 1.1020816095592185 -0.7701108201324958 education=11th 0.15699770468007404 0.2579972954338601 education=HS-grad -1.0981748868680965 0.9032329164540976 education=Prof-school 0.20747306001245375 -1.0401604095050372 education=Assoc-acdm 0.4819523902966461 -1.0671099487489164 education=Assoc-voc 0.9093667215836708 -1.7653000453683527 education=9th 0.3841550109772964 -0.11418300921874969 education=7th-8th 2.6030767038195695 -1.1353156921800402 education=12th -0.22532946091172945 0.202889311570455 education=Masters 2.3051233624698204 0.8660166178785405 education=1st-4th 1.0513320934626056 0.12207732240323432 education=10th -1.5837653152106002 1.7072609472156632 education=Doctorate -1.4275029816972133 2.599868709220762 education=5th-6th 0.5946209745978156 -0.44968676091439863 education=Preschool -2.2136693374433207 0.3224033639462052 education-num -1.8664894229089617 -0.8633714569042453 marital-status=Married-civ-spouse 0.849163075699539 0.6752565418012433 marital-status=Divorced 1.255373346902813 -0.6182853798796589 marital-status=Never-married 0.18212986775109843 0.9015791745878384 marital-status=Separated 0.47707456982201496 0.652917269037424 marital-status=Widowed 1.8614343754097942 -0.5030126846204696 marital-status=Married-spouse-absent 0.4171058940851288 -0.18866489861423674 marital-status=Married-AF-spouse -0.3897125698673741 -0.10114809910149274 occupation=Tech-support -0.08553242143012964 1.0834204686140299 occupation=Craft-repair 1.4396346552359585 -1.8038857428775392 occupation=Other-service -0.13330372720734407 0.7118007365761609 occupation=Sales -0.6482228006733043 0.20796161624738577 occupation=Exec-managerial 0.12732927933359425 -0.6211213930315383 occupation=Prof-specialty 1.0365345236676249 -0.7867763334509872 occupation=Handlers-cleaners 0.32544248326890174 0.9815293568567031 occupation=Machine-op-inspct 0.2959058908023022 0.8032265361104158 occupation=Adm-clerical 2.024816413643875 -0.7776787144687386 occupation=Farming-fishing 0.41772441943538596 0.7020978045492128 occupation=Transport-moving 1.2341490539595739 -0.490371259293533 occupation=Priv-house-serv -0.06748689849331413 -2.0036825981957205 occupation=Protective-serv 0.7494427810037454 -0.31607750828296266 occupation=Armed-Forces -1.2477749106508633 2.49908805580619 relationship=Wife 1.4826243967721362 -1.1090204875445075 relationship=Own-child 1.0210134611078963 0.5587914998040984 relationship=Husband 0.16387670464234863 -0.3544693959676171 relationship=Not-in-family 1.3551586631211197 -1.9834918781685051 relationship=Other-relative 0.742459712575016 -1.1638579924151768 relationship=Unmarried -0.5020867953931618 -0.10302380812600642 race=White -2.0145497326896242 2.401907477363353 race=Asian-Pac-Islander 0.8418161583503915 -0.9426016882113534 race=Amer-Indian-Eskimo 3.1753032512928443 -0.4555587082576113 race=Other -0.35901206363323424 0.0030044659708770485 race=Black 0.10338727689835604 -1.453733286103535 sex -5.093094593527271 -0.8206513285178136 capital-gain -1.951676350787574 -0.8574865578478167 capital-loss -3.820267422461188 3.383120453503419 hours-per-week -0.4537056030435969 -0.44450549862898125 native-country=United-States -3.145526871610041 -0.6181482983109146 native-country=Cambodia 0.42587830893607653 0.24232910760042878 native-country=England -0.49378403664775017 -0.47807249627544346 native-country=Puerto-Rico -1.7542308094836323 1.4851907574171428 native-country=Canada -1.0194726909393188 1.013284157494654 native-country=Germany 0.12562892333437858 -0.20133397443209636 native-country=Outlying-US(Guam-USVI-etc) 1.996142994049882 -0.10477561406714596 native-country=India 2.8191311736478992 -0.2492361276035955 native-country=Japan 1.3259550510056624 1.1765675754764073 native-country=Greece -1.128085404179423 1.1023735591133081 native-country=South 0.791298529531939 -0.5194715555231801 native-country=China 0.7553039206238664 0.1816569055912772 native-country=Cuba -2.559286712586275 -0.6946896879747676 native-country=Iran 0.18926670478907381 -0.21277604614131498 native-country=Honduras -1.8188638949907379 1.4520989465358263 native-country=Philippines -1.2629619498861093 -1.2901416981766711 native-country=Italy 1.1480719097301737 -1.2235055075422507 native-country=Poland -1.8494397892630026 -0.2793155032672077 native-country=Jamaica 0.4741194763463288 1.0301706667270532 native-country=Vietnam 0.7279051863410639 -1.0406630325150075 native-country=Mexico -0.5642092347933877 -0.9996580989749374 native-country=Portugal -1.5821401746068213 -0.9407278192585706 native-country=Ireland -0.6963008409837235 -0.950085368736039 native-country=France -0.5432259878687782 -2.0701486238653515 native-country=Dominican-Republic 0.1396033986940675 0.8122967262000451 native-country=Laos 0.03765930010117531 0.5127203814940552 native-country=Ecuador 0.3311551948864863 -1.6516649576509617 native-country=Taiwan 1.2813952776629562 1.4717570469727912 native-country=Haiti 3.6155599352062504 0.6814480558297881 native-country=Columbia -0.35718403427144035 -0.06581353596792963 native-country=Hungary -1.8457880927969588 0.40075192630442635 native-country=Guatemala 1.7546794405636639 -0.8562928647995071 native-country=Nicaragua 1.0045777179054431 -0.7197865156872929 native-country=Scotland 1.8285175320138949 -0.8441239987336694 native-country=Thailand 0.6214589945986156 -0.9056875375194483 native-country=Yugoslavia 0.15079156142805059 -0.4211024544773625 native-country=El-Salvador 0.6272469533575422 0.044908060754101864 native-country=Trinadad&Tobago 0.1270081986883105 1.3716040502760185 native-country=Peru 0.37127185639669863 -0.6461274282165353 native-country=Hong -0.5915395910016277 -0.019231097611170794 native-country=Holand-Netherlands Hidden Weights: -4.345318041864358 4.345318041864356 -4.305420296908277 4.3054202969082755 >50K <=50K Error sum for iteration 2700 = 720.7061757569767 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.37640297717760224 -6.614840479310401 age 0.04130211179551015 0.8453544084566901 workclass=Private 1.037001077074833 -0.577686971435402 workclass=Self-emp-not-inc -0.23351699216829525 -0.1923485295213271 workclass=Self-emp-inc -0.19501278704913946 -1.9047808287796038 workclass=Federal-gov 0.5158192784995366 0.9194630931270273 workclass=Local-gov 0.5174577862060227 -1.0588537269789338 workclass=State-gov 0.5638205586836994 -0.6218575914247738 workclass=Without-pay -0.4306212579521701 -0.6553923552726159 workclass=Never-worked -0.48109919796289774 1.4690048329969574 fnlwgt -0.014547639942132262 -0.2210866017524509 education=Bachelors 0.46057889371922867 -0.28208320257922886 education=Some-college 1.1098230908835969 -0.8043660745799257 education=11th 0.16020595568439022 0.24977022214000874 education=HS-grad -1.1037947702457194 0.9184415527877712 education=Prof-school 0.21104234837147748 -1.0600674310251716 education=Assoc-acdm 0.481746936145876 -1.0669666085315868 education=Assoc-voc 0.9104022156399657 -1.8134566362707574 education=9th 0.3828044990868767 -0.12190128152312546 education=7th-8th 2.6185946173164454 -1.155215702646696 education=12th -0.22369269739781777 0.2025413927255459 education=Masters 2.326097006771897 0.8576166511892627 education=1st-4th 1.0527719241262063 0.12063443367981068 education=10th -1.5983316230088904 1.7441759627939222 education=Doctorate -1.4528798187011698 2.6878008333116745 education=5th-6th 0.6003663015253095 -0.4500172676337769 education=Preschool -2.2201192540326082 0.3188271774377708 education-num -1.8550969201980296 -0.9026167779586953 marital-status=Married-civ-spouse 0.842334375399442 0.6949163372811205 marital-status=Divorced 1.2481469447497955 -0.6099077452879164 marital-status=Never-married 0.18381331166918846 0.8916600743978386 marital-status=Separated 0.468318162139717 0.666042583417674 marital-status=Widowed 1.8759072846644693 -0.5120812149258358 marital-status=Married-spouse-absent 0.4251862160545036 -0.1873597576408627 marital-status=Married-AF-spouse -0.39303064329817644 -0.0943869397588443 occupation=Tech-support -0.0865459591837569 1.0924152766757043 occupation=Craft-repair 1.4408851492534123 -1.8143712401688596 occupation=Other-service -0.13206306366402393 0.7125486885120612 occupation=Sales -0.651593227871991 0.21777136599899163 occupation=Exec-managerial 0.12592954408100987 -0.6260113413540211 occupation=Prof-specialty 1.0400858682694953 -0.8100460847855199 occupation=Handlers-cleaners 0.3182545204864531 1.0144563071579953 occupation=Machine-op-inspct 0.2934878367810919 0.8159241828787731 occupation=Adm-clerical 2.0329459452641876 -0.7994980197977078 occupation=Farming-fishing 0.4171086108369972 0.7136636730369195 occupation=Transport-moving 1.251270149432415 -0.4969011738754614 occupation=Priv-house-serv -0.06950212568778603 -2.0428541595207115 occupation=Protective-serv 0.7582877239660396 -0.31653776173085785 occupation=Armed-Forces -1.2634993661148137 2.5482976988164205 relationship=Wife 1.4838939571147711 -1.13006419023335 relationship=Own-child 1.0171157574774337 0.5745416446800358 relationship=Husband 0.1767328659206063 -0.3722214517338784 relationship=Not-in-family 1.356735142154464 -1.9926721787874127 relationship=Other-relative 0.7583428275515564 -1.1955557829438812 relationship=Unmarried -0.5085355381378512 -0.08030335904447806 race=White -2.0285175671134796 2.453216835821045 race=Asian-Pac-Islander 0.8544410567350307 -0.9988321225339205 race=Amer-Indian-Eskimo 3.1993078912820416 -0.502648260395951 race=Other -0.3641163794831891 0.018631587584486253 race=Black 0.09625774356553228 -1.446792579917517 sex -5.122237221972508 -0.8194835015014905 capital-gain -1.9487756899076913 -0.8890720326047097 capital-loss -3.829457740173567 3.410045711183767 hours-per-week -0.460916173614224 -0.4345054882828381 native-country=United-States -3.18561405387899 -0.5835748425458083 native-country=Cambodia 0.4226017380575126 0.26372098191033705 native-country=England -0.505428772640791 -0.47663069161819716 native-country=Puerto-Rico -1.798646655948698 1.5525389564224408 native-country=Canada -1.025015502356837 1.0300210366478117 native-country=Germany 0.1399010093641093 -0.19387815472860634 native-country=Outlying-US(Guam-USVI-etc) 2.0188675420933766 -0.1232924299018848 native-country=India 2.8522955225269744 -0.27798822544517465 native-country=Japan 1.3357289290980348 1.1845825957525693 native-country=Greece -1.1644340610309916 1.1285613288975471 native-country=South 0.8001066434740326 -0.543212225429987 native-country=China 0.7408371899655963 0.20726248684114193 native-country=Cuba -2.561512786727402 -0.6921461900068102 native-country=Iran 0.22058812545115317 -0.2361051086588151 native-country=Honduras -1.8468462365407987 1.4810264649775031 native-country=Philippines -1.2735514594345767 -1.3068419399409699 native-country=Italy 1.1536684198156495 -1.25850707094569 native-country=Poland -1.8380826770698766 -0.28612928942855675 native-country=Jamaica 0.4708904648982244 1.0548246200633087 native-country=Vietnam 0.726935353245524 -1.068383358804736 native-country=Mexico -0.5627494996743438 -1.0182153303407313 native-country=Portugal -1.5791493888795565 -0.9976122059649108 native-country=Ireland -0.7039608958674635 -0.9517230992569736 native-country=France -0.5354215809258699 -2.101210363341166 native-country=Dominican-Republic 0.13555095538000786 0.8086570142730038 native-country=Laos 0.05419184258379218 0.5126426439292953 native-country=Ecuador 0.37024910709554243 -1.7056078354379116 native-country=Taiwan 1.3083156963815794 1.4833301611755942 native-country=Haiti 3.658967268109005 0.692627725869276 native-country=Columbia -0.35632952309025245 -0.0668645403762316 native-country=Hungary -1.8698858728464105 0.3950780262811279 native-country=Guatemala 1.7674548859420212 -0.8567481816647927 native-country=Nicaragua 1.0077506668278375 -0.7205827022096872 native-country=Scotland 1.8506503797250726 -0.9049340286172066 native-country=Thailand 0.6335912938674466 -0.9066510827623208 native-country=Yugoslavia 0.13748730904025183 -0.40307567940746486 native-country=El-Salvador 0.6383398523849771 0.052758764170205724 native-country=Trinadad&Tobago 0.08848685956442773 1.4183104099837842 native-country=Peru 0.37052603422013236 -0.6506676842359105 native-country=Hong -0.5906850798204618 -0.02028210201947804 native-country=Holand-Netherlands Hidden Weights: -4.341418600418567 4.341418600418569 -4.3027955431389815 4.302795543138982 >50K <=50K Error sum for iteration 2800 = 719.0459040105326 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.3811220284531695 -6.672226671767191 age 0.04401301142723017 0.8480244413984588 workclass=Private 1.0402440646469697 -0.5774035645863553 workclass=Self-emp-not-inc -0.23386726250433298 -0.18407865193004289 workclass=Self-emp-inc -0.19291581857738613 -1.9423587279742258 workclass=Federal-gov 0.5180707765273013 0.9265943241135222 workclass=Local-gov 0.5185147412463955 -1.0523287029976194 workclass=State-gov 0.5648608141913084 -0.6227430025051247 workclass=Without-pay -0.42981797169112795 -0.6562979378009851 workclass=Never-worked -0.48395689128854796 1.5006611260259743 fnlwgt -0.0104007853500456 -0.23357449028565355 education=Bachelors 0.4624116826488952 -0.28464616255063135 education=Some-college 1.1170940518691532 -0.8361557071758601 education=11th 0.1632173881362025 0.24229844829842215 education=HS-grad -1.1093631658644452 0.9335253335004139 education=Prof-school 0.21407130206309435 -1.0786159168002227 education=Assoc-acdm 0.48172647148910425 -1.0683407346650762 education=Assoc-voc 0.9118185147950925 -1.86076825326897 education=9th 0.38140728118359235 -0.1277244537833662 education=7th-8th 2.6335225057972163 -1.1750517656426316 education=12th -0.22258359185074245 0.20313501207611181 education=Masters 2.346068400984458 0.8491564457156948 education=1st-4th 1.0539926540532458 0.12007667044939982 education=10th -1.610290614743924 1.7756282671271235 education=Doctorate -1.4781768699146158 2.775360689474634 education=5th-6th 0.605950884944071 -0.45021712106433914 education=Preschool -2.2254913038152826 0.31290716265975094 education-num -1.844604321355452 -0.9411549630804111 marital-status=Married-civ-spouse 0.8358697308120986 0.7135532413047132 marital-status=Divorced 1.2416526084131785 -0.6030815675041843 marital-status=Never-married 0.1845648458998364 0.8840412771749367 marital-status=Separated 0.45993222354606217 0.6804445723295529 marital-status=Widowed 1.890283336546494 -0.5205893078747644 marital-status=Married-spouse-absent 0.432960244532241 -0.18614349099156952 marital-status=Married-AF-spouse -0.3963024812333877 -0.0881469941188252 occupation=Tech-support -0.08747329436146781 1.1012586105768667 occupation=Craft-repair 1.4421462827986948 -1.8249174741573724 occupation=Other-service -0.13113016090377427 0.7140252361953947 occupation=Sales -0.6548711743057061 0.22677319113060185 occupation=Exec-managerial 0.12450941919190787 -0.6306347890120328 occupation=Prof-specialty 1.0432099615172534 -0.8318459731430844 occupation=Handlers-cleaners 0.31176903197767136 1.0451746723672282 occupation=Machine-op-inspct 0.29129628097872 0.8282031503886085 occupation=Adm-clerical 2.0406279375125194 -0.8187078899180366 occupation=Farming-fishing 0.416202311947267 0.7257581778057113 occupation=Transport-moving 1.2677861759056603 -0.5032594367348433 occupation=Priv-house-serv -0.07155669441126966 -2.080554027734265 occupation=Protective-serv 0.7669790297939482 -0.31687649600112217 occupation=Armed-Forces -1.278514971417881 2.595725798969215 relationship=Wife 1.485701577859797 -1.150075283254327 relationship=Own-child 1.0134327208526814 0.5899927945596309 relationship=Husband 0.18899348408407327 -0.38960523911899964 relationship=Not-in-family 1.3577760473513971 -2.0013680656475734 relationship=Other-relative 0.7731783330284125 -1.225022421106768 relationship=Unmarried -0.514113449108321 -0.05945358903468218 race=White -2.0425217504101227 2.503837729496418 race=Asian-Pac-Islander 0.8660841550450887 -1.051976588341397 race=Amer-Indian-Eskimo 3.222211231194519 -0.5475203779546731 race=Other -0.3686380020452246 0.03340493439710033 race=Black 0.09006892288817482 -1.4419754543942378 sex -5.150652589761628 -0.8183762816877073 capital-gain -1.946737461495084 -0.919156193628722 capital-loss -3.838452056531585 3.436659599901347 hours-per-week -0.46818144030399356 -0.4242551096061648 native-country=United-States -3.224907247560907 -0.5502351977939995 native-country=Cambodia 0.4188791110027397 0.28516965338382977 native-country=England -0.516673296760436 -0.4749783587884375 native-country=Puerto-Rico -1.8374537915958853 1.611743041176277 native-country=Canada -1.0306445387662502 1.0477711304264827 native-country=Germany 0.1537302779472159 -0.18656016772256054 native-country=Outlying-US(Guam-USVI-etc) 2.040441781971197 -0.14015977513086067 native-country=India 2.884113262711859 -0.3061710255757131 native-country=Japan 1.3445828518133964 1.1924832957371807 native-country=Greece -1.1995553835276023 1.1543506311697806 native-country=South 0.8088284091274776 -0.5647917052910438 native-country=China 0.7262443565529222 0.23335070588421655 native-country=Cuba -2.5638958166731807 -0.6888933771512841 native-country=Iran 0.25147485293464095 -0.2572561143350282 native-country=Honduras -1.8726268984247625 1.507675522049691 native-country=Philippines -1.283657494078218 -1.3237223608438875 native-country=Italy 1.1582254729869117 -1.2913748001986038 native-country=Poland -1.826978253296581 -0.2937973774016047 native-country=Jamaica 0.4675904778490085 1.079373250385539 native-country=Vietnam 0.726128519876928 -1.0940980029007745 native-country=Mexico -0.561290722569538 -1.036366374214678 native-country=Portugal -1.5763477451223187 -1.051789523211617 native-country=Ireland -0.711633502244317 -0.9531921184183132 native-country=France -0.5289024383782543 -2.1309697604203293 native-country=Dominican-Republic 0.1314618665226734 0.8051785225285333 native-country=Laos 0.07022310784446607 0.5125086087304171 native-country=Ecuador 0.40807872003899265 -1.7578854714534444 native-country=Taiwan 1.3345453616696838 1.494553006004508 native-country=Haiti 3.700196134827257 0.7031713701443654 native-country=Columbia -0.3555262368292103 -0.06777012290456005 native-country=Hungary -1.8932677340979929 0.38956691027757273 native-country=Guatemala 1.77981427404335 -0.8570827510833569 native-country=Nicaragua 1.0108417423444733 -0.7212413022787454 native-country=Scotland 1.8721248459349105 -0.9643275627003298 native-country=Thailand 0.6452625151947596 -0.9074774552168237 native-country=Yugoslavia 0.12473924823276104 -0.3848735261219376 native-country=El-Salvador 0.6487788134210066 0.06023256161656332 native-country=Trinadad&Tobago 0.05050972516739995 1.4646094504093978 native-country=Peru 0.3697224993283467 -0.6550808126793621 native-country=Hong -0.5898817935594544 -0.021187684547807447 native-country=Holand-Netherlands Hidden Weights: -4.33718443675717 4.337184436757168 -4.296325672136696 4.296325672136696 >50K <=50K Error sum for iteration 2900 = 717.4245030994837 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.3865426819422207 -6.725861182217546 age 0.046589085256127566 0.8512942249869438 workclass=Private 1.0435277952783248 -0.5781827037955776 workclass=Self-emp-not-inc -0.23452790109009988 -0.17429716613111634 workclass=Self-emp-inc -0.19105662329916911 -1.978906341215128 workclass=Federal-gov 0.5203749792208325 0.9337543645979172 workclass=Local-gov 0.5194881481758581 -1.0460668256724943 workclass=State-gov 0.5658505131460329 -0.6234978476115 workclass=Without-pay -0.4290629270424271 -0.6570718318249534 workclass=Never-worked -0.4861952841004533 1.5296327380507504 fnlwgt -0.006773658323277978 -0.24512055059516308 education=Bachelors 0.4641282147761728 -0.286856442242542 education=Some-college 1.1239715666995598 -0.8657985090265662 education=11th 0.1660820168432001 0.235407523534537 education=HS-grad -1.1148710507894386 0.9483545526672968 education=Prof-school 0.21664168868753292 -1.095940705820959 education=Assoc-acdm 0.48191013544512123 -1.0711688025033868 education=Assoc-voc 0.9136387262131233 -1.9072868679428165 education=9th 0.38000662661828755 -0.13197098606152344 education=7th-8th 2.647926062882264 -1.1948003589025684 education=12th -0.22189483306131022 0.2044491053010867 education=Masters 2.3651377522406767 0.8406581871602304 education=1st-4th 1.0549254672136286 0.1204021022499619 education=10th -1.620076679246505 1.80273819792175 education=Doctorate -1.5035511630803589 2.8627448107033273 education=5th-6th 0.6113863086904426 -0.45029845161290166 education=Preschool -2.229871668603918 0.30490557822788356 education-num -1.8350638589148243 -0.9789194435531006 marital-status=Married-civ-spouse 0.8297044550845682 0.7314947378383096 marital-status=Divorced 1.2358333565248198 -0.5975417803198316 marital-status=Never-married 0.18460705195488072 0.8783338135046447 marital-status=Separated 0.4519739143481571 0.6958528779710551 marital-status=Widowed 1.9044916641626246 -0.5287439805324509 marital-status=Married-spouse-absent 0.44043775496464327 -0.18501487390980773 marital-status=Married-AF-spouse -0.39954489170184493 -0.08229587466750493 occupation=Tech-support -0.08831494154228572 1.109868893524317 occupation=Craft-repair 1.4434188131610812 -1.8355217119428868 occupation=Other-service -0.13044928280652926 0.7160751802026187 occupation=Sales -0.6580487712319755 0.2349894896543488 occupation=Exec-managerial 0.12305312890399533 -0.6349216119493598 occupation=Prof-specialty 1.045882110515368 -0.8520629556747468 occupation=Handlers-cleaners 0.3059223009884011 1.0737735999194538 occupation=Machine-op-inspct 0.2893087249274275 0.8400539448085454 occupation=Adm-clerical 2.047933698432804 -0.8356004574789242 occupation=Farming-fishing 0.4150002035013933 0.738361427899341 occupation=Transport-moving 1.283757367273279 -0.5094655402268182 occupation=Priv-house-serv -0.0736306010477342 -2.1169232315579998 occupation=Protective-serv 0.7755157493061431 -0.31710686339287997 occupation=Armed-Forces -1.2927850390063138 2.641553525486569 relationship=Wife 1.4879488741400426 -1.1692930938932158 relationship=Own-child 1.0099968390679104 0.6052624188645274 relationship=Husband 0.20057231980453208 -0.40651543420202785 relationship=Not-in-family 1.3584530037856597 -2.0097766128019394 relationship=Other-relative 0.78695181904836 -1.2524177353884487 relationship=Unmarried -0.518962445276226 -0.0402661528490661 race=White -2.056525946301697 2.5536638305170314 race=Asian-Pac-Islander 0.8768626130800365 -1.1022771284619914 race=Amer-Indian-Eskimo 3.2441339401387057 -0.5902982879567763 race=Other -0.3726703965317323 0.0474092250019783 race=Black 0.08474825109357799 -1.4390593050347689 sex -5.178287362158645 -0.8173355045970513 capital-gain -1.945431423927021 -0.947854237592232 capital-loss -3.8473158539840666 3.4630992574166073 hours-per-week -0.47537871206264826 -0.414040933714933 native-country=United-States -3.2633463806900087 -0.5181307929054985 native-country=Cambodia 0.4147443064884107 0.306598399064817 native-country=England -0.5275791814268709 -0.4731704805941408 native-country=Puerto-Rico -1.8710754586911997 1.6640148784215452 native-country=Canada -1.036374297895695 1.0664379805699995 native-country=Germany 0.16713994514456296 -0.17937883862417747 native-country=Outlying-US(Guam-USVI-etc) 2.061048038769253 -0.15561291566716465 native-country=India 2.914731416357668 -0.3337936223602788 native-country=Japan 1.35261649315266 1.2002930198202384 native-country=Greece -1.2334248577923979 1.179746716732658 native-country=South 0.8173680939161587 -0.5843994007205603 native-country=China 0.7114028315672308 0.2598128117350204 native-country=Cuba -2.5665219817443394 -0.6850519586914454 native-country=Iran 0.28183212879672853 -0.27660470887488836 native-country=Honduras -1.8961767391491668 1.5321194245980658 native-country=Philippines -1.2932000971838729 -1.340794385009865 native-country=Italy 1.1618680949204727 -1.3223313450626375 native-country=Poland -1.8161905025767946 -0.302227992657661 native-country=Jamaica 0.4642382067984003 1.103868867821921 native-country=Vietnam 0.725320069232835 -1.1176580340068176 native-country=Mexico -0.5599019670287102 -1.0541285409752608 native-country=Portugal -1.5737649733560173 -1.103418561537046 native-country=Ireland -0.7193193059536097 -0.9545074052039043 native-country=France -0.5235225389668507 -2.1595222964028036 native-country=Dominican-Republic 0.12735402384545555 0.8018543224966497 native-country=Laos 0.08577736993122263 0.5123322186669402 native-country=Ecuador 0.4444636373942029 -1.8085588364226348 native-country=Taiwan 1.3601081536374113 1.5054302898681158 native-country=Haiti 3.7394520493906547 0.7131263141450549 native-country=Columbia -0.35477119218050945 -0.06854401692852903 native-country=Hungary -1.916000780871284 0.38419106851224405 native-country=Guatemala 1.7917815410241733 -0.8573086872847251 native-country=Nicaragua 1.0138552781446961 -0.7217754360266608 native-country=Scotland 1.8930050096447406 -1.0223761170492136 native-country=Thailand 0.6565056082722899 -0.9081787770090642 native-country=Yugoslavia 0.11245650017640563 -0.36652810160985255 native-country=El-Salvador 0.6586294085061095 0.06736467857944653 native-country=Trinadad&Tobago 0.01322468143095432 1.5104705540373007 native-country=Peru 0.36886391328011153 -0.6593787664003593 native-country=Hong -0.5891267489107451 -0.021961578571771175 native-country=Holand-Netherlands Hidden Weights: -4.332699149299464 4.332699149299465 -4.286446124204092 4.286446124204095 >50K <=50K Error sum for iteration 3000 = 715.8454983048288 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.3925267304487952 -6.7761914027701176 age 0.04903447225112612 0.8552147977812903 workclass=Private 1.0468349859333734 -0.5799387913105808 workclass=Self-emp-not-inc -0.235462418078038 -0.16309970790342745 workclass=Self-emp-inc -0.18940075232209214 -2.0145600093653266 workclass=Federal-gov 0.5227032301174452 0.9410394483389569 workclass=Local-gov 0.5203945827035511 -1.0402683622147715 workclass=State-gov 0.5667933986713855 -0.6241361339753599 workclass=Without-pay -0.4283528268698367 -0.6577282627454994 workclass=Never-worked -0.487942241851161 1.5563603061788511 fnlwgt -0.0035849123193896753 -0.25589519513570297 education=Bachelors 0.46577304803110664 -0.288861883139134 education=Some-college 1.1305240048325387 -0.8935800959437743 education=11th 0.16884610003859815 0.228956652466549 education=HS-grad -1.1202686255877317 0.9628144602994546 education=Prof-school 0.2188270422179904 -1.1121838247072415 education=Assoc-acdm 0.482305144900463 -1.075382133807446 education=Assoc-voc 0.9158735270709412 -1.953061095949548 education=9th 0.37864507751249743 -0.1349301905585647 education=7th-8th 2.6618607160380066 -1.2144491145392893 education=12th -0.22153280466801845 0.20631269381675185 education=Masters 2.383390231250663 0.8321238536723897 education=1st-4th 1.0555325051383635 0.1215925603893473 education=10th -1.6281148722755916 1.826471879270856 education=Doctorate -1.529131363908867 2.9501039236656297 education=5th-6th 0.6166847676793416 -0.45027402706378644 education=Preschool -2.2333408510129824 0.29507634278714895 education-num -1.8264925995366401 -1.0158608947240175 marital-status=Married-civ-spouse 0.823792737212649 0.7489735595735671 marital-status=Divorced 1.2306247334211153 -0.5930509906068399 marital-status=Never-married 0.18413035880854003 0.8742064016630019 marital-status=Separated 0.44447406647223914 0.712031604542307 marital-status=Widowed 1.9184769942561342 -0.5367124602556129 marital-status=Married-spouse-absent 0.44762955007959504 -0.18397233300177407 marital-status=Married-AF-spouse -0.40276839047140567 -0.07672899936137333 occupation=Tech-support -0.0890795348068773 1.1182369444259854 occupation=Craft-repair 1.4446912433483787 -1.8461674806329913 occupation=Other-service -0.12997267579851488 0.7185816763240869 occupation=Sales -0.661120371036538 0.24245591486343265 occupation=Exec-managerial 0.12155979353277609 -0.6388864743920359 occupation=Prof-specialty 1.04810365266998 -0.8706577382329772 occupation=Handlers-cleaners 0.30066076234783684 1.1003641265163229 occupation=Machine-op-inspct 0.2875051928715789 0.8514778986576109 occupation=Adm-clerical 2.0549058526213324 -0.8504502847250668 occupation=Farming-fishing 0.4135174712877296 0.7514199323615289 occupation=Transport-moving 1.299236145134883 -0.5155412351358128 occupation=Priv-house-serv -0.07571185935939655 -2.152079010924496 occupation=Protective-serv 0.7838985301344656 -0.31724246087863894 occupation=Armed-Forces -1.3063051937438357 2.6859840144681097 relationship=Wife 1.4905523116679649 -1.1878877338693823 relationship=Own-child 1.006840841810109 0.620400922679674 relationship=Husband 0.21141839376383154 -0.4228654479059554 relationship=Not-in-family 1.3588967389547788 -2.018067955781095 relationship=Other-relative 0.799676126803471 -1.2779407644133511 relationship=Unmarried -0.5232043376940685 -0.022573949040876673 race=White -2.0704753502947697 2.6026277959020314 race=Asian-Pac-Islander 0.886865805740185 -1.1499604631926126 race=Amer-Indian-Eskimo 3.265185303188027 -0.6311105940505191 race=Other -0.376302353586898 0.060715094666173676 race=Black 0.08019816950492516 -1.437827281971033 sex -5.205096908452954 -0.8163753921959214 capital-gain -1.9447384430821029 -0.9752797155503576 capital-loss -3.85606747859548 3.4894472402526757 hours-per-week -0.4824244015874219 -0.40406113590780557 native-country=United-States -3.300887863161499 -0.4872600379213596 native-country=Cambodia 0.4102797096881503 0.327952887057369 native-country=England -0.5381768104235106 -0.47124718244464425 native-country=Puerto-Rico -1.9000864015662342 1.7104920569186746 native-country=Canada -1.0421888118500766 1.0859055821953087 native-country=Germany 0.18015135026432902 -0.17233368416091074 native-country=Outlying-US(Guam-USVI-etc) 2.0808233383816837 -0.1698569414597485 native-country=India 2.9442746476025063 -0.3608714914426632 native-country=Japan 1.3599232034728819 1.2080322938910626 native-country=Greece -1.2660311744020551 1.2047521713436211 native-country=South 0.8256665739096722 -0.6022378673214944 native-country=China 0.6962157617162683 0.2865106392927885 native-country=Cuba -2.5694330383687203 -0.6807268963988898 native-country=Iran 0.3115838192504365 -0.29447604726564186 native-country=Honduras -1.917502332118151 1.5544610533151504 native-country=Philippines -1.3021011376556433 -1.3580746584332148 native-country=Italy 1.1647256472597078 -1.351582041945266 native-country=Poland -1.8057703841030497 -0.3113292678250785 native-country=Jamaica 0.4608562161278449 1.1283559954742126 native-country=Vietnam 0.7243734916959664 -1.1389968686072587 native-country=Mexico -0.5586353417237866 -1.07151961666025 native-country=Portugal -1.5714079999925572 -1.1526627335446629 native-country=Ireland -0.7270162149018428 -0.9556843727477088 native-country=France -0.5191323998358708 -2.1869539842312307 native-country=Dominican-Republic 0.12324425495450876 0.7986761930487734 native-country=Laos 0.10087991308699792 0.5121235561268673 native-country=Ecuador 0.4792814237732322 -1.857716237232928 native-country=Taiwan 1.3850206644775498 1.5159622154303067 native-country=Haiti 3.7769169796362894 0.7225348959477735 native-country=Columbia -0.3540610920079191 -0.06920044784907478 native-country=Hungary -1.9381399511245112 0.37892349605529524 native-country=Guatemala 1.8033806491624236 -0.8574387166786053 native-country=Nicaragua 1.0167961076065473 -0.7221987361282467 native-country=Scotland 1.9133495290527411 -1.079156869884058 native-country=Thailand 0.6673518893381387 -0.908767912727876 native-country=Yugoslavia 0.1005815815807481 -0.3480647434572706 native-country=El-Salvador 0.6679484312606979 0.07418338463692546 native-country=Trinadad&Tobago -0.023260633649451287 1.5558578616238459 native-country=Peru 0.3679534457089367 -0.6635738809387373 native-country=Hong -0.5884166487381088 -0.02261800949231771 native-country=Holand-Netherlands Hidden Weights: -4.328039871227937 4.328039871227936 -4.273580176744035 4.273580176744037 >50K <=50K Error sum for iteration 3100 = 714.3091819509743 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.3989734659395332 -6.823631400779928 age 0.0513577736529536 0.8598087321787727 workclass=Private 1.0501490376933713 -0.5825722452425138 workclass=Self-emp-not-inc -0.2366321880657753 -0.15063259991576164 workclass=Self-emp-inc -0.18792219718696207 -2.0494249351915466 workclass=Federal-gov 0.5250358822389667 0.9485095142620876 workclass=Local-gov 0.5212453017107842 -1.0350625567294922 workclass=State-gov 0.5676933085889062 -0.6246718719485539 workclass=Without-pay -0.42768419891279413 -0.6582814096747157 workclass=Never-worked -0.48928388416464386 1.5811925516076826 fnlwgt -7.678717620384739E-4 -0.2660285374873306 education=Bachelors 0.4673808647263449 -0.29077228429635116 education=Some-college 1.1368092252288846 -0.919748430138722 education=11th 0.1715477950158577 0.22283916744461407 education=HS-grad -1.1254968470313318 0.9768262220148805 education=Prof-school 0.22069004234771686 -1.1274864721548608 education=Assoc-acdm 0.48290829314800693 -1.0809053722181687 education=Assoc-voc 0.9185218520603262 -1.9981374255266764 education=9th 0.37736208901290147 -0.13686097458654906 education=7th-8th 2.6753716339037754 -1.2339941737945148 education=12th -0.22142142180776267 0.20859979292075342 education=Masters 2.4008999439214525 0.823544441775486 education=1st-4th 1.0558008960363752 0.12361760743745802 education=10th -1.6347739477484684 1.8476114923811386 education=Doctorate -1.5550144246145103 3.0375346367573184 education=5th-6th 0.6218585344822741 -0.4501567540924277 education=Preschool -2.235973228923794 0.2836616371397688 education-num -1.8188826448115547 -1.0519458172380918 marital-status=Married-civ-spouse 0.8181030671594706 0.7661506166552248 marital-status=Divorced 1.225962047242247 -0.5894099272177216 marital-status=Never-married 0.18329055923428816 0.8713849722395799 marital-status=Separated 0.43744394101628237 0.7287758953038703 marital-status=Widowed 1.9322013733538734 -0.5446237038500668 marital-status=Married-spouse-absent 0.45454691687464355 -0.18301435263999336 marital-status=Married-AF-spouse -0.40597876521168147 -0.07136584438191201 occupation=Tech-support -0.08977896398369373 1.1263946986867492 occupation=Craft-repair 1.4459485685677023 -1.8568455150873562 occupation=Other-service -0.12965975365496846 0.7214541749935072 occupation=Sales -0.6640825033311303 0.24921550521963232 occupation=Exec-managerial 0.12003572636307171 -0.6425855710700438 occupation=Prof-specialty 1.0498932766564826 -0.8876472066658352 occupation=Handlers-cleaners 0.29593583872351853 1.125080494448195 occupation=Machine-op-inspct 0.285868458616469 0.8624857435479177 occupation=Adm-clerical 2.0615688803500247 -0.8635086388340802 occupation=Farming-fishing 0.4117812668961268 0.764861417534541 occupation=Transport-moving 1.314268113385826 -0.5215095683618214 occupation=Priv-house-serv -0.07779387252964341 -2.1861193160327748 occupation=Protective-serv 0.7921293566829523 -0.31729679757337353 occupation=Armed-Forces -1.3190894071249022 2.729214810209477 relationship=Wife 1.4934461544758801 -1.2059802821195886 relationship=Own-child 1.0039912795874897 0.6354223733416918 relationship=Husband 0.22150893932304114 -0.43859146560243994 relationship=Not-in-family 1.3592013298248795 -2.0263855648068967 relationship=Other-relative 0.8113817145684697 -1.3018008928528126 relationship=Unmarried -0.5269400551611084 -0.006242930579672662 race=White -2.084314089430319 2.650696937065484 race=Asian-Pac-Islander 0.8961628792106499 -1.1952358086027215 race=Amer-Indian-Eskimo 3.285462872334425 -0.6700868253851248 race=Other -0.3796103761599764 0.0733756017068012 race=Black 0.07631488207336784 -1.4380820037657502 sex -5.231050534961063 -0.8155150275680807 capital-gain -1.9445574557965437 -1.0015409704332914 capital-loss -3.8647004645867127 3.5157587414284643 hours-per-week -0.48926849891403656 -0.39444050787055973 native-country=United-States -3.33750158118116 -0.4576154235947578 native-country=Cambodia 0.40558213044201935 0.34919464932576 native-country=England -0.5484790680009379 -0.46923496355934224 native-country=Puerto-Rico -1.9250966578570938 1.7521757103230209 native-country=Canada -1.0480564500527323 1.1060525652886004 native-country=Germany 0.19278450934033506 -0.1654246891453213 native-country=Outlying-US(Guam-USVI-etc) 2.099870305858793 -0.18306649527994465 native-country=India 2.9728479330480044 -0.3874234491102367 native-country=Japan 1.3665879620283832 1.2157182461160174 native-country=Greece -1.2973770617538964 1.2293677024153948 native-country=South 0.833694212101948 -0.618509627811331 native-country=China 0.6806167117528328 0.3132869845032152 native-country=Cuba -2.5726419103160816 -0.6760068672373601 native-country=Iran 0.3406732065053941 -0.3111423443171042 native-country=Honduras -1.9366435882362254 1.5748285168580858 native-country=Philippines -1.3102948498308844 -1.3755820216197698 native-country=Italy 1.1669202767499898 -1.3793148792550851 native-country=Poland -1.7957557919324403 -0.3210128924719782 native-country=Jamaica 0.4574696452585435 1.1528705808578663 native-country=Vietnam 0.7231755856485961 -1.1581061119413945 native-country=Mexico -0.557528840271584 -1.0885577177442196 native-country=Portugal -1.5692718418034197 -1.1996826145470585 native-country=Ireland -0.7347204600509306 -0.9567383102187498 native-country=France -0.5155920868711759 -2.213343938935487 native-country=Dominican-Republic 0.11914846090969927 0.7956352348428363 native-country=Laos 0.1155561760528952 0.5118895876658713 native-country=Ecuador 0.5124628702548926 -1.9054516491940476 native-country=Taiwan 1.4092969357685878 1.5261478847694716 native-country=Haiti 3.8127503048277345 0.7314338590015694 native-country=Columbia -0.3533924640508765 -0.06975359477826008 native-country=Hungary -1.9597308312227537 0.37373894854586687 native-country=Guatemala 1.8146347625542587 -0.8574856820341172 native-country=Nicaragua 1.0196693095047535 -0.7225248405031259 native-country=Scotland 1.9332086701648017 -1.134745556762865 native-country=Thailand 0.6778306423931605 -0.9092579001464959 native-country=Yugoslavia 0.08907816031727124 -0.3295068829074326 native-country=El-Salvador 0.6767850498019948 0.08071124875199931 native-country=Trinadad&Tobago -0.0588696787308732 1.600736458159991 native-country=Peru 0.366994622266122 -0.6676783598969159 native-country=Hong -0.5877480207811194 -0.02317115642150115 native-country=Holand-Netherlands Hidden Weights: -4.323272757233409 4.323272757233407 -4.258132193936022 4.258132193936023 >50K <=50K Error sum for iteration 3200 = 712.8155291006939 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.40580688280405053 -6.868569989678027 age 0.053569610443086245 0.8650768089775674 workclass=Private 1.0534546987447002 -0.5859782166034428 workclass=Self-emp-not-inc -0.23799799636702715 -0.13707108374610916 workclass=Self-emp-inc -0.18660128863649963 -2.083583728074262 workclass=Federal-gov 0.5273602244796699 0.9561983155033199 workclass=Local-gov 0.5220479608203225 -1.03052365978978 workclass=State-gov 0.5685540769171857 -0.6251186874755 workclass=Without-pay -0.4270535077281786 -0.65874502891609 workclass=Never-worked -0.49027702524130995 1.6044064597582637 fnlwgt 0.001730599783524347 -0.27561737710262 education=Bachelors 0.46897598561301995 -0.2926612554393233 education=Some-college 1.1428739869227733 -0.9445137304956814 education=11th 0.17421554135628034 0.21698023841298725 education=HS-grad -1.1305037675093372 0.9903481809832217 education=Prof-school 0.22228239249086257 -1.1419812989542968 education=Assoc-acdm 0.4837082942074508 -1.0876557493835766 education=Assoc-voc 0.9215724081864162 -2.042560539972017 education=9th 0.37619245303201154 -0.13799173121243363 education=7th-8th 2.688494727496339 -1.2534375753735456 education=12th -0.22150101558112031 0.21122004271841574 education=Masters 2.4177328515163308 0.8149063300546812 education=1st-4th 1.055736695482026 0.1264378814581801 education=10th -1.6403541264509538 1.8667680435175682 education=Doctorate -1.5812633435733732 3.1250739356431247 education=5th-6th 0.6269195623784163 -0.44995932021256857 education=Preschool -2.2378400561243033 0.27089415157081875 education-num -1.8122087102327518 -1.0871545429700544 marital-status=Married-civ-spouse 0.8126146852229442 0.7831333839523119 marital-status=Divorced 1.2217845614987517 -0.5864577573869298 marital-status=Never-married 0.1822108011160156 0.8696472168912802 marital-status=Separated 0.43088107096119443 0.745908333373258 marital-status=Widowed 1.945641939801001 -0.5525735491988455 marital-status=Married-spouse-absent 0.4612012794714792 -0.1821396900293323 marital-status=Married-AF-spouse -0.409178368679141 -0.06614555885053625 occupation=Tech-support -0.09042553383212294 1.1343935509827783 occupation=Craft-repair 1.4471766471887924 -1.8675610826986369 occupation=Other-service -0.12947636288892014 0.7246209096899296 occupation=Sales -0.6669338555900187 0.2553155173086492 occupation=Exec-managerial 0.11848967826718608 -0.6460886123262484 occupation=Prof-specialty 1.051279913225077 -0.9030882665983959 occupation=Handlers-cleaners 0.2917015278994309 1.1480743905946706 occupation=Machine-op-inspct 0.2843836438984788 0.8730960554511646 occupation=Adm-clerical 2.0679370502327328 -0.8750015080943588 occupation=Farming-fishing 0.4098257494884636 0.7786024779403067 occupation=Transport-moving 1.3288929760810795 -0.5273941148827678 occupation=Priv-house-serv -0.07987347292679446 -2.2191268740441465 occupation=Protective-serv 0.8002112412285629 -0.3172829313599916 occupation=Armed-Forces -1.3311601560716482 2.771422240060998 relationship=Wife 1.496579164953046 -1.2236584233882135 relationship=Own-child 1.001465789464097 0.6503243247083184 relationship=Husband 0.23084271592414007 -0.45365194353030247 relationship=Not-in-family 1.3594315242509694 -2.034846890645239 relationship=Other-relative 0.8221106487188368 -1.3242009984162288 relationship=Unmarried -0.5302522989044038 0.008836622866213397 race=White -2.097992334647468 2.697863358848845 race=Asian-Pac-Islander 0.9048089381717282 -1.2382945417185662 race=Amer-Indian-Eskimo 3.3050529416998056 -0.707354092842354 race=Other -0.3826570301259606 0.08542857691209146 race=Black 0.0729990867660348 -1.4396500702146722 sex -5.256132382024107 -0.8147755273375693 capital-gain -1.9448058259790213 -1.0267404134503126 capital-loss -3.873197818375511 3.5420749493552166 hours-per-week -0.49588563214998654 -0.3852504393614617 native-country=United-States -3.37316772803535 -0.4291816644473954 native-country=Cambodia 0.4007432287493166 0.3702959831027966 native-country=England -0.558490086785776 -0.46714805732766584 native-country=Puerto-Rico -1.946687668058467 1.7899181975468634 native-country=Canada -1.0539405287627328 1.1267609510795351 native-country=Germany 0.20505838835294812 -0.1586521397040556 native-country=Outlying-US(Guam-USVI-etc) 2.1182663008131333 -0.19538808564864854 native-country=India 3.0005395067636256 -0.4134695168695027 native-country=Japan 1.3726867267264935 1.2233645116618985 native-country=Greece -1.3274772019253724 1.2535927924171997 native-country=South 0.8414430755268654 -0.6334094634078661 native-country=China 0.6645723774143212 0.33997416571613986 native-country=Cuba -2.576144046126099 -0.6709656310942096 native-country=Iran 0.3690614496705772 -0.32682691394291336 native-country=Honduras -1.9536690270381878 1.5933669019822503 native-country=Philippines -1.3177336178254326 -1.3933353759597145 native-country=Italy 1.1685609110313835 -1.4057004623708396 native-country=Poland -1.7861727544973665 -0.33119622583416464 native-country=Jamaica 0.45410527322536853 1.1774397727070254 native-country=Vietnam 0.7216338197299107 -1.1750180577897493 native-country=Mexico -0.55660910453822 -1.1052609375006046 native-country=Portugal -1.567346592151128 -1.24463211304054 native-country=Ireland -0.7424274094482175 -0.9576840031931076 native-country=France -0.5127778068619477 -2.238765632542496 native-country=Dominican-Republic 0.11508172032229819 0.7927223091022458 native-country=Laos 0.1298310509755067 0.5116347988716657 native-country=Ecuador 0.5439830434010324 -1.9518538452255283 native-country=Taiwan 1.4329511896542946 1.5359871906467688 native-country=Haiti 3.8470908687480923 0.7398547585877105 native-country=Columbia -0.352761772866261 -0.07021721401967146 native-country=Hungary -1.980811797880124 0.36861485257964005 native-country=Guatemala 1.8255657680214976 -0.8574621730056067 native-country=Nicaragua 1.0224800092833677 -0.7227670308570203 native-country=Scotland 1.952623526181252 -1.1892128422171937 native-country=Thailand 0.6879689100633744 -0.9096615420925237 native-country=Yugoslavia 0.07792242450817866 -0.31087885774185003 native-country=El-Salvador 0.685181890433495 0.08696628816878897 native-country=Trinadad&Tobago -0.09354990922519277 1.6450758154879563 native-country=Peru 0.3659911839150748 -0.6717039315085476 native-country=Hong -0.587117329596529 -0.02363477566291302 native-country=Holand-Netherlands Hidden Weights: -4.31845162612787 4.318451626127875 -4.240483275963123 4.240483275963122 >50K <=50K Error sum for iteration 3300 = 711.3617714008806 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.41296644239237373 -6.911374799464644 age 0.05568116510634106 0.8710034130157616 workclass=Private 1.056738435851829 -0.5900524682148308 workclass=Self-emp-not-inc -0.239520923889436 -0.12260332015295014 workclass=Self-emp-inc -0.18542299071130078 -2.117102403244404 workclass=Federal-gov 0.5296684856504184 0.9641214464255624 workclass=Local-gov 0.5228079897987451 -1.026685167630479 workclass=State-gov 0.5693794818241407 -0.6254895772015213 workclass=Without-pay -0.4264572172461988 -0.659132217302393 workclass=Never-worked -0.49095973257665876 1.6262251589318757 fnlwgt 0.003952563898647367 -0.2847328969871162 education=Bachelors 0.4705732570169396 -0.2945711644498811 education=Some-college 1.148754090561182 -0.9680506601562394 education=11th 0.17686796337329524 0.21133307228319942 education=HS-grad -1.1352509146465797 1.0033692723634609 education=Prof-school 0.2236458165984494 -1.1557873374529735 education=Assoc-acdm 0.4846879902850006 -1.0955432264103715 education=Assoc-voc 0.9250050990548407 -2.0863730274392114 education=9th 0.37516510842856016 -0.13852094653636954 education=7th-8th 2.7012581632441695 -1.2727849777498172 education=12th -0.22172552762918016 0.21410934000983142 education=Masters 2.4339488362468873 0.8061954189380618 education=1st-4th 1.0553596959837512 0.13000770965548505 education=10th -1.6450915068534593 1.884409426729288 education=Doctorate -1.6079056558343856 3.21269751021508 education=5th-6th 0.6318792371894023 -0.4496939596421037 education=Preschool -2.2390130239950463 0.2570004101217401 education-num -1.8064337460821036 -1.121478946146003 marital-status=Married-civ-spouse 0.8073151003016146 0.7999895665195572 marital-status=Divorced 1.2180374735194346 -0.5840675807644892 marital-status=Never-married 0.18098579222948946 0.8688152019030047 marital-status=Separated 0.4247738647781341 0.7632756464703402 marital-status=Widowed 1.9587875033111404 -0.5606308418001674 marital-status=Married-spouse-absent 0.46760399701018784 -0.18134747734520346 marital-status=Married-AF-spouse -0.4123670737334984 -0.06102280792375932 occupation=Tech-support -0.09103053351781779 1.142291040821124 occupation=Craft-repair 1.448363864459516 -1.8783337012578192 occupation=Other-service -0.12939406200102002 0.7280242001579159 occupation=Sales -0.6696751333065969 0.26080560338854897 occupation=Exec-managerial 0.1169304660263378 -0.6494638532315019 occupation=Prof-specialty 1.0522977203791881 -0.9170647813280849 occupation=Handlers-cleaners 0.28791363567670214 1.1695074343970144 occupation=Machine-op-inspct 0.28303775454882363 0.8833335114928554 occupation=Adm-clerical 2.0740195577831826 -0.8851297916055708 occupation=Farming-fishing 0.40768923974583876 0.7925530786035604 occupation=Transport-moving 1.3431453665029673 -0.5332183651412918 occupation=Priv-house-serv -0.08194953142094297 -2.251172514159888 occupation=Protective-serv 0.8081479530533554 -0.3172132455993482 occupation=Armed-Forces -1.3425425958468253 2.812754871927003 relationship=Wife 1.4999103209208728 -1.2409871822140441 relationship=Own-child 0.9992728526551058 0.6650992332926895 relationship=Husband 0.239434371572652 -0.46802503776603716 relationship=Not-in-family 1.35963003171317 -2.0435451291615117 relationship=Other-relative 0.8319127729718664 -1.3453290846971728 relationship=Unmarried -0.5332088617694881 0.022757169050361705 race=White -2.111468188415281 2.7441343121411306 race=Asian-Pac-Islander 0.9128495101452376 -1.2793109443649477 race=Amer-Indian-Eskimo 3.324031440808498 -0.7430347465045061 race=Other -0.3854919083097861 0.09690068472204617 race=Black 0.07016107282772861 -1.4423817613231558 sex -5.280339980947307 -0.8141780275035259 capital-gain -1.9454169298385684 -1.0509752036773794 capital-loss -3.8815400826674247 3.5684284508671262 hours-per-week -0.50226698622244 -0.37652630104116197 native-country=United-States -3.407874281391495 -0.4019350580601872 native-country=Cambodia 0.3958406226921109 0.39123641795828684 native-country=England -0.5682104278758083 -0.46499000244431726 native-country=Puerto-Rico -1.9653832969954863 1.824432500265727 native-country=Canada -1.0598057950167104 1.1479209559862145 native-country=Germany 0.2169910486417211 -0.1520164995968269 native-country=Outlying-US(Guam-USVI-etc) 2.136070402480981 -0.2069434342652094 native-country=India 3.027423669917418 -0.43902953291222374 native-country=Japan 1.3782867293253616 1.2309814324880048 native-country=Greece -1.3563551816871664 1.2774261649491823 native-country=South 0.8489200137624496 -0.6471199160874028 native-country=China 0.6480838363098176 0.3664018270566309 native-country=Cuba -2.5799250709194346 -0.6656641420460653 native-country=Iran 0.39672497126065565 -0.3417107792732629 native-country=Honduras -1.968670081474988 1.6102300841663417 native-country=Philippines -1.324390329666473 -1.4113521035765708 native-country=Italy 1.1697411574476588 -1.430892257461029 native-country=Poland -1.7770371894528851 -0.34180332822616344 native-country=Jamaica 0.4507906832027378 1.202082122561805 native-country=Vietnam 0.719674680218116 -1.1897941950490294 native-country=Mexico -0.5558938376686526 -1.1216469942560985 native-country=Portugal -1.5656214724255468 -1.2876567764041866 native-country=Ireland -0.7501320998991473 -0.9585355011888936 native-country=France -0.5105840157679753 -2.263287518825502 native-country=Dominican-Republic 0.11105837734080161 0.7899283226640313 native-country=Laos 0.14372840170407922 0.511361708329094 native-country=Ecuador 0.573851264049112 -1.9970021923626533 native-country=Taiwan 1.4559991147287423 1.5454816417069535 native-country=Haiti 3.8800595619967972 0.7478247840487213 native-country=Columbia -0.35216548238428114 -0.07060440240598272 native-country=Hungary -2.0014155328061576 0.36353187879764887 native-country=Guatemala 1.8361940777744332 -0.8573802769896192 native-country=Nicaragua 1.0252332568578046 -0.7229380004816816 native-country=Scotland 1.9716264141295388 -1.242622779380083 native-country=Thailand 0.6977914766779703 -0.9099911412359672 native-country=Yugoslavia 0.06709755448956488 -0.2922071798460286 native-country=El-Salvador 0.6931760138723941 0.0929629298645695 native-country=Trinadad&Tobago -0.12726733602021573 1.6888512829909692 native-country=Peru 0.3649469912637261 -0.67566165000684 native-country=Hong -0.5865210391146057 -0.024021964049227754 native-country=Holand-Netherlands Hidden Weights: -4.313618401514608 4.31361840151461 -4.220989002995405 4.2209890029954105 >50K <=50K Error sum for iteration 3400 = 709.9450407899146 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.4204009193856751 -6.952393497070898 age 0.0577034258662456 0.8775603195720636 workclass=Private 1.0599886427087077 -0.5946950129688052 workclass=Self-emp-not-inc -0.24116307617662072 -0.10741814266518804 workclass=Self-emp-inc -0.18437555445416165 -2.1500345358336475 workclass=Federal-gov 0.5319562676483298 0.9722818736818738 workclass=Local-gov 0.523529659804533 -1.0235514668735368 workclass=State-gov 0.5701732236767454 -0.6257967499109088 workclass=Without-pay -0.425891820883322 -0.6594552598354194 workclass=Never-worked -0.4913592378453686 1.6468320316036986 fnlwgt 0.005931523691303868 -0.2934273190887321 education=Bachelors 0.47217938995319436 -0.2965189222573371 education=Some-college 1.154474921941237 -0.9905015780049048 education=11th 0.17951458734032485 0.20587423653698222 education=HS-grad -1.1397142386049888 1.015900598432599 education=Prof-school 0.2248134731793101 -1.1690077228277456 education=Assoc-acdm 0.48582617818044416 -1.1044714025596079 education=Assoc-voc 0.9287921589460916 -2.129614765725502 education=9th 0.3743021561544184 -0.13861820821214169 education=7th-8th 2.713684010465202 -1.2920437932672277 education=12th -0.2220595693188579 0.21722205361322555 education=Masters 2.449603097752601 0.7973996821604299 education=1st-4th 1.0546991822861373 0.13427708766553803 education=10th -1.6491684942345048 1.9008904543456344 education=Doctorate -1.6349328866088169 3.300322424113414 education=5th-6th 0.6367482385033139 -0.449372292346407 education=Preschool -2.2395670092870326 0.2422029068182257 education-num -1.8015130944190656 -1.1549201658296953 marital-status=Married-civ-spouse 0.802198355093028 0.8167570765711162 marital-status=Divorced 1.2146724915289737 -0.5821402026333273 marital-status=Never-married 0.17968664457754208 0.8687477052223133 marital-status=Separated 0.4191049917466955 0.7807458982624816 marital-status=Widowed 1.9716352979512095 -0.5688431407914785 marital-status=Married-spouse-absent 0.47376624403253736 -0.18063723995949466 marital-status=Married-AF-spouse -0.4155429595027317 -0.05596423286594675 occupation=Tech-support -0.09160364692633675 1.1501432588753857 occupation=Craft-repair 1.449501470270142 -1.8891934640295251 occupation=Other-service -0.12938939931375357 0.731617272368908 occupation=Sales -0.6723087860731264 0.26573648615718204 occupation=Exec-managerial 0.11536606528462157 -0.6527716511320295 occupation=Prof-specialty 1.0529828676149398 -0.9296776432392263 occupation=Handlers-cleaners 0.284529755272805 1.1895443896004336 occupation=Machine-op-inspct 0.28181929966321645 0.8932270915401129 occupation=Adm-clerical 2.079823560473059 -0.8940705730959289 occupation=Farming-fishing 0.4054123421796894 0.8066201741475821 occupation=Transport-moving 1.3570555721304183 -0.5390051923667297 occupation=Priv-house-serv -0.08402199857129265 -2.282317735848593 occupation=Protective-serv 0.8159438016775085 -0.3170993072243275 occupation=Armed-Forces -1.3532617033812353 2.853332665104901 relationship=Wife 1.5034054348542771 -1.258015801343316 relationship=Own-child 0.9974128507525533 0.679740318454908 relationship=Husband 0.24730992872216906 -0.48170533152375133 relationship=Not-in-family 1.3598237059158118 -2.0525518394510502 relationship=Other-relative 0.8408430862034023 -1.365354935322913 relationship=Unmarried -0.535865618770622 0.03559923512460233 race=White -2.124707343897763 2.7895246021349664 race=Asian-Pac-Islander 0.9203235969733804 -1.3184434334876878 race=Amer-Indian-Eskimo 3.3424649810107034 -0.7772448459101644 race=Other -0.38815347013937274 0.1078113642532028 race=Black 0.06772241644255632 -1.4461483666031836 sex -5.3036818422646475 -0.8137423169243881 capital-gain -1.9463369629975023 -1.074338523808541 capital-loss -3.889709461149185 3.5948446194883283 hours-per-week -0.5084141208587868 -0.36828052525706134 native-country=United-States -3.4416152584723494 -0.3758438338954167 native-country=Cambodia 0.390935521818661 0.4120004415893765 native-country=England -0.5776399873449702 -0.46275546070847445 native-country=Puerto-Rico -1.9816410463449314 1.8563090183145312 native-country=Canada -1.0656218552560517 1.1694331619390923 native-country=Germany 0.22859973030342784 -0.14551829847002098 native-country=Outlying-US(Guam-USVI-etc) 2.153328510540175 -0.21783296112856598 native-country=India 3.0535632692628094 -0.46412228047639753 native-country=Japan 1.3834472457152205 1.2385764297237265 native-country=Greece -1.3840405872236188 1.3008660070388791 native-country=South 0.8561411286494985 -0.6598087528265675 native-country=China 0.6311862430413628 0.39240467650925176 native-country=Cuba -2.583965698791344 -0.6601527339471482 native-country=Iran 0.42365259030875657 -0.35593964174581744 native-country=Honduras -1.9817554315406323 1.6255740733952029 native-country=Philippines -1.330258525573987 -1.4296468241357931 native-country=Italy 1.170539544112503 -1.4550271617126163 native-country=Poland -1.7683567847187438 -0.35276528593591394 native-country=Jamaica 0.447553390193369 1.2268081006287836 native-country=Vietnam 0.7172424164220863 -1.2025181017275646 native-country=Mexico -0.5553938020375108 -1.13773293822639 native-country=Portugal -1.5640869523421095 -1.3288932335820622 native-country=Ireland -0.7578295498266718 -0.959305972132487 native-country=France -0.5089228779617397 -2.2869733779838386 native-country=Dominican-Republic 0.10709210088511066 0.7872444168286418 native-country=Laos 0.1572707708285157 0.5110712950299154 native-country=Ecuador 0.6021017862664821 -2.040966000117316 native-country=Taiwan 1.478458258234099 1.5546345751193673 native-country=Haiti 3.911761973532687 0.7553676739417414 native-country=Columbia -0.35160008602140436 -0.07092744493899643 native-country=Hungary -2.0215700734184794 0.3584742373580365 native-country=Guatemala 1.8465386085490123 -0.8572514056260297 native-country=Nicaragua 1.0279339582511309 -0.7230497000561362 native-country=Scotland 1.9902417708919735 -1.2950324922415037 native-country=Thailand 0.70732097767276 -0.9102583235872865 native-country=Yugoslavia 0.05659045155436653 -0.273520684249263 native-country=El-Salvador 0.7007997590187618 0.09871280015098964 native-country=Trinadad&Tobago -0.16000240343956398 1.7320443573104698 native-country=Peru 0.36386596300707896 -0.6795617813425218 native-country=Hong -0.585955642751737 -0.024345006582241844 native-country=Holand-Netherlands Hidden Weights: -4.308804392114284 4.308804392114284 -4.199978459937836 4.199978459937836 >50K <=50K Error sum for iteration 3500 = 708.5628436450536 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.4280645043182403 -6.991953077860176 age 0.05964684562147884 0.8847093072218004 workclass=Private 1.0631957353490622 -0.5998122337336392 workclass=Self-emp-not-inc -0.24288837600791646 -0.09169546295592786 workclass=Self-emp-inc -0.18344945442104452 -2.1824241306209924 workclass=Federal-gov 0.5342214408435367 0.9806733694500871 workclass=Local-gov 0.5242168684973512 -1.0211069193811584 workclass=State-gov 0.5709389110281312 -0.6260515095547546 workclass=Without-pay -0.4253538620942029 -0.659725517473846 workclass=Never-worked -0.4914973814340497 1.6663811061594034 fnlwgt 0.007694557987786634 -0.30173916657530375 education=Bachelors 0.47379440583050286 -0.29850167069096856 education=Some-college 1.160052247404694 -1.0119802421012545 education=11th 0.18215702680415374 0.20059851563079853 education=HS-grad -1.1438825426528005 1.027967719486833 education=Prof-school 0.22581146101864935 -1.181729520118437 education=Assoc-acdm 0.4870990933723323 -1.1143390172266832 education=Assoc-voc 0.9328991161733416 -2.1723222127605952 education=9th 0.3736180704547514 -0.13842545405198853 education=7th-8th 2.7257897934344113 -1.3112217272367748 education=12th -0.222475903813924 0.220525080806606 education=Masters 2.4647470375273794 0.7885106134539375 education=1st-4th 1.053790433278055 0.13919318398101457 education=10th -1.6527250627310268 1.9164794047310634 education=Doctorate -1.662301459238679 3.387814037505362 education=5th-6th 0.6415364657159988 -0.44900519557750374 education=Preschool -2.239581471405882 0.22672020872886736 education-num -1.7973975332894956 -1.1874865688070952 marital-status=Married-civ-spouse 0.7972636778332856 0.8334515040529742 marital-status=Divorced 1.2116476060879822 -0.5805978213042776 marital-status=Never-married 0.17836550087672554 0.8693330709017825 marital-status=Separated 0.41385374997303626 0.798206182629035 marital-status=Widowed 1.9841883831228837 -0.5772414563125262 marital-status=Married-spouse-absent 0.479698927743188 -0.18000884489438196 marital-status=Married-AF-spouse -0.41870282431389155 -0.05094563068063061 occupation=Tech-support -0.09215281738862433 1.1580008007606846 occupation=Craft-repair 1.450583419506342 -1.900176434702912 occupation=Other-service -0.12944320695061862 0.7353618820176749 occupation=Sales -0.6748386486805493 0.2701587797006341 occupation=Exec-managerial 0.11380344830381636 -0.6560627933142074 occupation=Prof-specialty 1.0533716140003926 -0.9410374507917891 occupation=Handlers-cleaners 0.2815094680850042 1.208347896861403 occupation=Machine-op-inspct 0.28071798403669246 0.9028083970230762 occupation=Adm-clerical 2.0853558562462804 -0.9019788472057294 occupation=Farming-fishing 0.4030363941670034 0.8207113306722987 occupation=Transport-moving 1.3706501494755796 -0.5447763473107132 occupation=Priv-house-serv -0.08609126303654721 -2.3126166169383318 occupation=Protective-serv 0.8236034640890997 -0.3169517612494548 occupation=Armed-Forces -1.3633413245200707 2.8932492327847 relationship=Wife 1.5070349447765268 -1.2747820134409802 relationship=Own-child 0.9958796210944594 0.6942440093521967 relationship=Husband 0.2545032551828131 -0.4947005067069263 relationship=Not-in-family 1.3600284452275218 -2.061919895605886 relationship=Other-relative 0.8489597843534001 -1.384429357402448 relationship=Unmarried -0.5382689635463852 0.047435369721444166 race=White -2.1376820328695705 2.8340512946233645 race=Asian-Pac-Islander 0.9272657271042485 -1.3558359148373507 race=Amer-Indian-Eskimo 3.360411905569409 -0.8100932449050089 race=Other -0.3906710268224031 0.11817606821274258 race=Black 0.0656158537985404 -1.4508385630778897 sex -5.326174869089998 -0.8134859208791666 capital-gain -1.947521847814 -1.0969209405007188 capital-loss -3.8976916814935443 3.6213413032897996 hours-per-week -0.5143345634018965 -0.3605117755390113 native-country=United-States -3.4743896112838693 -0.35086916043213817 native-country=Cambodia 0.38607377207680793 0.43257611374982025 native-country=England -0.5867795451749135 -0.4604322566274069 native-country=Puerto-Rico -1.9958536103099722 1.886033289344309 native-country=Canada -1.0713645961334621 1.191209046540033 native-country=Germany 0.2399008986351227 -0.13915801079423085 native-country=Outlying-US(Guam-USVI-etc) 2.1700769908784427 -0.22813897753604376 native-country=India 3.0790117865682634 -0.4887649491610319 native-country=Japan 1.3882205181217522 1.2461544726887894 native-country=Greece -1.4105666879269447 1.3239100026073025 native-country=South 0.8631276473136107 -0.6716276997762713 native-country=China 0.6139466508469964 0.41783017959629465 native-country=Cuba -2.5882447777550217 -0.6544730660233586 native-country=Iran 0.4498428404009064 -0.36963019536409264 native-country=Honduras -1.9930459116371269 1.6395521149318328 native-country=Philippines -1.3353511881413755 -1.448230400563503 native-country=Italy 1.1710209855878102 -1.4782263411800096 native-country=Poland -1.7601327584513018 -0.3640200939087305 native-country=Jamaica 0.44441990011488697 1.2516208472002126 native-country=Vietnam 0.7142979692701102 -1.2132910807486506 native-country=Mexico -0.5551144241353874 -1.1535349169255562 native-country=Portugal -1.562735682824447 -1.3684691902268793 native-country=Ireland -0.7655149298400566 -0.9600075974551328 native-country=France -0.5077223743165818 -2.309882538289196 native-country=Dominican-Republic 0.10319590284612924 0.7846621074514176 native-country=Laos 0.170479224179661 0.5107633725802393 native-country=Ecuador 0.6287859721420717 -2.083805483550944 native-country=Taiwan 1.5003479286441994 1.563451077447626 native-country=Haiti 3.9422908425514134 0.7625045753900147 native-country=Columbia -0.35106212723228525 -0.07119770257742791 native-country=Hungary -2.041299562458703 0.3534297514028438 native-country=Guatemala 1.8566168498907305 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2.737589833531433 -1.3303256942413304 education=12th -0.22295345749652035 0.2239935103726954 education=Masters 2.479428761189949 0.7795239002374934 education=1st-4th 1.0526717806705397 0.14470152124619082 education=10th -1.6558687283328368 1.9313795304697243 education=Doctorate -1.6899354705556182 3.4749964685041563 education=5th-6th 0.6462529965848125 -0.44860268930893965 education=Preschool -2.239140418948348 0.21076505403913812 education-num -1.7940354720791167 -1.2191920769668025 marital-status=Married-civ-spouse 0.7925142647004838 0.85007200578804 marital-status=Divorced 1.2089264514383011 -0.5793784362721849 marital-status=Never-married 0.17705957968623637 0.8704829069282012 marital-status=Separated 0.4089976661114764 0.8155607546440732 marital-status=Widowed 1.996453722903741 -0.5858439400862079 marital-status=Married-spouse-absent 0.4854126173998466 -0.17946239575201203 marital-status=Married-AF-spouse -0.421842601762577 -0.045949806766875795 occupation=Tech-support 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relationship=Husband 0.26105333224568855 -0.5070282286453592 relationship=Not-in-family 1.3602529349688925 -2.071686342737707 relationship=Other-relative 0.856322688493489 -1.4026846140845017 relationship=Unmarried -0.5404577229439 0.05833299513180034 race=White -2.1503699422630103 2.877730443131929 race=Asian-Pac-Islander 0.9337073379233776 -1.3916190801346484 race=Amer-Indian-Eskimo 3.3779232673854294 -0.841681124744494 race=Other -0.3930666152284908 0.12800872451246767 race=Black 0.06378430333240982 -1.4563546796076932 sex -5.34784199428005 -0.8134234924479936 capital-gain -1.9489345826376048 -1.1188114908014455 capital-loss -3.9054766171312028 3.6479280663295888 hours-per-week -0.5200387873566502 -0.3532110754607777 native-country=United-States -3.5062005686035604 -0.32696651608591715 native-country=Cambodia 0.3812883499124899 0.4529542592308794 native-country=England -0.5956315200644741 -0.45800354804564575 native-country=Puerto-Rico -2.0083549448256814 1.914002139704062 native-country=Canada -1.077016364702829 1.2131705652708304 native-country=Germany 0.2509102641002521 -0.1329359220177432 native-country=Outlying-US(Guam-USVI-etc) 2.1863452625139788 -0.23792843880338307 native-country=India 3.103815054127955 -0.5129728145876923 native-country=Japan 1.3926526534708348 1.2537185900136916 native-country=Greece -1.4359687720712084 1.3465553014655636 native-country=South 0.8699029934882287 -0.6827120405003654 native-country=China 0.5964597541457997 0.4425456476800188 native-country=Cuba -2.5927411098658313 -0.6486597216302151 native-country=Iran 0.4753016592885528 -0.3828754554791856 native-country=Honduras -2.0026701946450487 1.6523112899166028 native-country=Philippines -1.3396986812143232 -1.467109184543724 native-country=Italy 1.1712387665019075 -1.5005962532672232 native-country=Poland -1.752361374497671 -0.37551227557125677 native-country=Jamaica 0.44141474268670683 1.276517099358671 native-country=Vietnam 0.7108180047749828 -1.2222292128538073 native-country=Mexico -0.5550570587329031 -1.169067990602173 native-country=Portugal -1.5615627216293446 -1.4065036635217545 native-country=Ireland -0.7731836509721327 -0.9606514858084159 native-country=France -0.5069238631319328 -2.332070041885758 native-country=Dominican-Republic 0.09938211294903762 0.7821734010698236 native-country=Laos 0.1833732891515282 0.5104369273020121 native-country=Ecuador 0.6539661656026547 -2.1255732731917036 native-country=Taiwan 1.521688865474644 1.5719377983676925 native-country=Haiti 3.9717281914266565 0.7692547861104614 native-country=Columbia -0.35054822604472585 -0.0714255191096033 native-country=Hungary -2.060624819686176 0.34838975058852584 native-country=Guatemala 1.8664449646539225 -0.8568942094742907 native-country=Nicaragua 1.0331963768964416 -0.7231386904251128 native-country=Scotland 2.0263744496847633 -1.3970477454315908 native-country=Thailand 0.7255816004884397 -0.9106477897692896 native-country=Yugoslavia 0.03648597753984152 -0.23622589143021375 native-country=El-Salvador 0.7150459650911155 0.10950856128702904 native-country=Trinadad&Tobago -0.22250167617729646 1.816637083748555 native-country=Peru 0.36160907701900263 -0.687225952978861 native-country=Hong -0.5849037827750736 -0.02484308075284376 native-country=Holand-Netherlands Hidden Weights: -4.2993155961190235 4.2993155961190235 -4.15459066981796 4.15459066981796 >50K <=50K Error sum for iteration 3700 = 705.8927159035807 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.44391013512160205 -7.067887770428662 age 0.06333556165254392 0.9005927475553577 workclass=Private 1.0694522618554954 -0.6111343661060207 workclass=Self-emp-not-inc -0.24645835609671815 -0.05927142126411992 workclass=Self-emp-inc -0.18192946445041216 -2.2457152833472267 workclass=Federal-gov 0.538682658192022 0.9980900307921532 workclass=Local-gov 0.5255045022500193 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education=Doctorate -1.717731439687135 3.5616653763219834 education=5th-6th 0.650906061022801 -0.44817383539175015 education=Preschool -2.2383311389170664 0.1945409850340363 education-num -1.791374507042498 -1.2500548856565896 marital-status=Married-civ-spouse 0.7879560707703891 0.8666061956389517 marital-status=Divorced 1.2064775117532203 -0.5784313363397695 marital-status=Never-married 0.1757945517298714 0.8721267248531607 marital-status=Separated 0.4045135519414295 0.8327294977656108 marital-status=Widowed 2.008440807450017 -0.5946586706091579 marital-status=Married-spouse-absent 0.4909174775272935 -0.17899809578171447 marital-status=Married-AF-spouse -0.42495772473899884 -0.04096498950944479 occupation=Tech-support -0.09320305874537171 1.1738964725800487 occupation=Craft-repair 1.4525681462517535 -1.9226612377888868 occupation=Other-service -0.1296670550017989 0.7431843417018347 occupation=Sales -0.679606997127064 0.2776730391510074 occupation=Exec-managerial 0.11070727916855407 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-2.1627533505775833 2.9205754416260326 race=Asian-Pac-Islander 0.9396777090147291 -1.4259115856351885 race=Amer-Indian-Eskimo 3.395043700862788 -0.8721018514857148 race=Other -0.3953566798342348 0.13732348944090872 race=Black 0.062179580108638124 -1.4626093296519358 sex -5.368710205783297 -0.8135664338019882 capital-gain -1.9505431454024178 -1.1400982561886144 capital-loss -3.913058235495708 3.6746056167012395 hours-per-week -0.5255382212488576 -0.3463657067446908 native-country=United-States -3.537055254122958 -0.30408720540452755 native-country=Cambodia 0.37660220349082657 0.47312801235428364 native-country=England -0.6042002496512712 -0.4554499842712735 native-country=Puerto-Rico -2.0194277030151904 1.9405376393619793 native-country=Canada -1.0825654196751255 1.2352492476184773 native-country=Germany 0.26164278336345653 -0.12685199272798933 native-country=Outlying-US(Guam-USVI-etc) 2.202157634387468 -0.24725525710804344 native-country=India 3.128012643519909 -0.5367590771258054 native-country=Japan 1.3967844246271899 1.2612703764468538 native-country=Greece -1.4602830288227377 1.3687985461431587 native-country=South 0.8764907950122519 -0.6931808262593521 native-country=China 0.5788416773509456 0.4664438821911119 native-country=Cuba -2.597434479815816 -0.6427414607879113 native-country=Iran 0.5000404940618719 -0.39574910758747717 native-country=Honduras -2.0107612489648723 1.663990267771449 native-country=Philippines -1.3433461292391808 -1.4862845221172503 native-country=Italy 1.171236625786076 -1.5222297823081876 native-country=Poland -1.745035172665749 -0.3871923626321713 native-country=Jamaica 0.43855956184209527 1.301488238892621 native-country=Vietnam 0.7067939863963202 -1.229460905659552 native-country=Mexico -0.5552199715082462 -1.1843459960430094 native-country=Portugal -1.5605653444770407 -1.4431073041702505 native-country=Ireland -0.7808314093468735 -0.9612476029004944 native-country=France -0.5064795568796983 -2.353586786914611 native-country=Dominican-Republic 0.0956623181267959 0.7797708927083327 native-country=Laos 0.19597095656828845 0.51009042196737 native-country=Ecuador 0.6777111502176648 -2.1663159437709534 native-country=Taiwan 1.5425028253021107 1.5801027436849346 native-country=Haiti 4.00014711222037 0.7756363560746087 native-country=Columbia -0.35005511711347603 -0.0716201450037758 native-country=Hungary -2.07956381467737 0.3433488199366086 native-country=Guatemala 1.8760378910523086 -0.8566842051768652 native-country=Nicaragua 1.0357668245095564 -0.7231351961035859 native-country=Scotland 2.0439105107425433 -1.4467379310160373 native-country=Thailand 0.7343487921323734 -0.9107888659339883 native-country=Yugoslavia 0.02686912870459551 -0.21767893283089865 native-country=El-Salvador 0.7217152188014728 0.11456910325160205 native-country=Trinadad&Tobago -0.25227490682035103 1.8580249488717673 native-country=Peru 0.36044090529756817 -0.6910059509576505 native-country=Hong -0.5844106738437745 -0.025037706647014078 native-country=Holand-Netherlands Hidden Weights: -4.294664375643199 4.294664375643199 -4.130737314969622 4.130737314969624 >50K <=50K Error sum for iteration 3800 = 704.6003875516894 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.45201219341274684 -7.104794695413087 age 0.06509818881304746 0.9092187505929465 workclass=Private 1.0724922050522445 -0.6171913274441924 workclass=Self-emp-not-inc -0.24824744839716975 -0.042831840306572985 workclass=Self-emp-inc -0.18132110544416424 -2.276672292505424 workclass=Federal-gov 0.5408804033463226 1.007071664658747 workclass=Local-gov 0.5261143512667954 -1.017583408274323 workclass=State-gov 0.5731018314743126 -0.6265988737315917 workclass=Without-pay -0.4238714317475039 -0.6603175006362496 workclass=Never-worked -0.49054364077925977 1.7199182059896665 fnlwgt 0.011895044156298449 -0.32463712808505013 education=Bachelors 0.4786229426889903 -0.30444154836034193 education=Some-college 1.1759592485032582 -1.0713722652448792 education=11th 0.18998858595347115 0.18598319795047716 education=HS-grad -1.1546460141274346 1.0617377368427199 education=Prof-school 0.22797192664425267 -1.2175613556653502 education=Assoc-acdm 0.4914749896727545 -1.1485350305389015 education=Assoc-voc 0.9467160178987833 -2.2975400581147425 education=9th 0.37266183366245087 -0.13714366589967766 education=7th-8th 2.760320254509325 -1.368331329384288 education=12th -0.224030022396725 0.23135044191952508 education=Masters 2.507582705061738 0.7612616258281368 education=1st-4th 1.049958922389077 0.1572744642763951 education=10th -1.6612316376618446 1.9596967238335001 education=Doctorate -1.7455647526293878 3.647601603651 education=5th-6th 0.655503024562437 -0.4477266596496327 education=Preschool -2.2372420478218245 0.17823828627765995 education-num -1.7893625054892235 -1.280096524909477 marital-status=Married-civ-spouse 0.7835965974386927 0.8830343241913726 marital-status=Divorced 1.2042733331820485 -0.5777137674379209 marital-status=Never-married 0.17458728801242107 0.8742075167420592 marital-status=Separated 0.4003781925497409 0.8496466204130255 marital-status=Widowed 2.0201606551781097 -0.6036857475067208 marital-status=Married-spouse-absent 0.49622320667663333 -0.1786161026626257 marital-status=Married-AF-spouse -0.42804345319242887 -0.03598367847108488 occupation=Tech-support -0.09371259795936047 1.18199681059686 occupation=Craft-repair 1.4534701549621158 -1.9342308596239894 occupation=Other-service -0.12981452356579262 0.7472129885866766 occupation=Sales -0.681856791149469 0.28085650825937103 occupation=Exec-managerial 0.10918398914788562 -0.6662181871299081 occupation=Prof-specialty 1.0531036490299956 -0.9687479397632807 occupation=Handlers-cleaners 0.27425939872842925 1.2588813613155752 occupation=Machine-op-inspct 0.27802648759568543 0.9300055698502964 occupation=Adm-clerical 2.100400188225097 -0.9207663687379318 occupation=Farming-fishing 0.3957083436573437 0.8622889720603407 occupation=Transport-moving 1.409759808179715 -0.5621863687574028 occupation=Priv-house-serv -0.09228290609905646 -2.398890907384718 occupation=Protective-serv 0.8458147576079122 -0.31639832553153485 occupation=Armed-Forces -1.3899703943616781 3.009652940253066 relationship=Wife 1.5184800964030087 -1.3237610069521841 relationship=Own-child 0.9931135220658462 0.7369452595465834 relationship=Husband 0.2723930542230394 -0.529785451243795 relationship=Not-in-family 1.3607756327684453 -2.092498113634248 relationship=Other-relative 0.8690268398702987 -1.4371799232621003 relationship=Unmarried -0.5443174998919996 0.07756749020199054 race=White -2.1748185289948543 2.962596603915772 race=Asian-Pac-Islander 0.9452045855691963 -1.4588211122948778 race=Amer-Indian-Eskimo 3.411812178368274 -0.901441069479051 race=Other -0.3975535311079948 0.14613587936031383 race=Black 0.06076108060399307 -1.4695226623379156 sex -5.38880899665913 -0.8139227129228217 capital-gain -1.952318964476125 -1.1608683121875665 capital-loss -3.920434184012513 3.7013657059930964 hours-per-week -0.5308440202744368 -0.3399615169220895 native-country=United-States -3.5669644493540162 -0.28217987120353827 native-country=Cambodia 0.3720308844747351 0.493092555570654 native-country=England -0.6124919737065967 -0.4527516864384892 native-country=Puerto-Rico -2.029310507530316 1.965899007195641 native-country=Canada -1.0880049926607658 1.2573851048734754 native-country=Germany 0.27211264948584557 -0.12090573785213155 native-country=Outlying-US(Guam-USVI-etc) 2.21753461400526 -0.2561622399065045 native-country=India 3.151638983716397 -0.5601348324783454 native-country=Japan 1.4006519588501833 1.2688104550506192 native-country=Greece -1.483545829313777 1.3906360276198908 native-country=South 0.8829135829681939 -0.7031375327850944 native-country=China 0.5612223258097228 0.48944662351313034 native-country=Cuba -2.6023061737999593 -0.6367421755777379 native-country=Iran 0.5240747944863753 -0.4083090182405968 native-country=Honduras -2.0174534662825176 1.6747179143176651 native-country=Philippines -1.3463504315716184 -1.5057525354397268 native-country=Italy 1.171050707338607 -1.5432074352914738 native-country=Poland -1.7381439255003195 -0.39901631977480706 native-country=Jamaica 0.4358723566858323 1.3265214069439941 native-country=Vietnam 0.7022311971991538 -1.2351243989885665 native-country=Mexico -0.5555990967967531 -1.199381463131989 native-country=Portugal -1.5597426215035473 -1.478382741022842 native-country=Ireland -0.7884542089252433 -0.9618047248478911 native-country=France -0.5063501692948867 -2.3744796660385052 native-country=Dominican-Republic 0.09204728088410725 0.7774478407678806 native-country=Laos 0.20828872653200534 0.5097220586385356 native-country=Ecuador 0.7000929323640159 -2.2060753372537825 native-country=Taiwan 1.562812164213888 1.5879550766266506 native-country=Haiti 4.027613227330284 0.7816665436115678 native-country=Columbia -0.34957969688558627 -0.07178968573983113 native-country=Hungary -2.098132083848157 0.3383044399285073 native-country=Guatemala 1.885409433795361 -0.8564637003684924 native-country=Nicaragua 1.0383021069589902 -0.7231107169609297 native-country=Scotland 2.0610984758347266 -1.4955989655254611 native-country=Thailand 0.742895362455696 -0.9109049579535449 native-country=Yugoslavia 0.01753061422357997 -0.19923707366462748 native-country=El-Salvador 0.7281085263679402 0.11941302122023605 native-country=Trinadad&Tobago -0.28108080498428706 1.8988049372615736 native-country=Peru 0.3592511526614715 -0.6947601893454922 native-country=Hong -0.5839352536158576 -0.025207247383067642 native-country=Holand-Netherlands Hidden Weights: -4.2900822561158005 4.290082256115803 -4.1064157634549145 4.106415763454916 >50K <=50K Error sum for iteration 3900 = 703.3333300281644 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.4601831229430652 -7.141301979060688 age 0.06681653566400196 0.9182241472822404 workclass=Private 1.0754696635759515 -0.623426957214913 workclass=Self-emp-not-inc -0.2500095434950951 -0.026375677255139243 workclass=Self-emp-inc -0.1808044159613152 -2.3071995223014055 workclass=Federal-gov 0.5430583996424012 1.0161993895439927 workclass=Local-gov 0.5267085578504848 -1.0175437105011413 workclass=State-gov 0.5737885840217279 -0.6267359566850103 workclass=Without-pay -0.42341080806837916 -0.6604688979776655 workclass=Never-worked -0.48983916462010774 1.7363982524351234 fnlwgt 0.012987478081728445 -0.33165228663610924 education=Bachelors 0.4801900258270408 -0.30631308105541155 education=Some-college 1.1809674814003193 -1.0896618478346418 education=11th 0.1925261033824507 0.18157640065655517 education=HS-grad -1.1576932263250015 1.0723089390746934 education=Prof-school 0.22845862705385997 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-0.7230721006171699 native-country=Scotland 2.07793853635625 -1.5436634619006622 native-country=Thailand 0.7512356517645667 -0.9110027904819664 native-country=Yugoslavia 0.008462202542744228 -0.18092496015460968 native-country=El-Salvador 0.7342429274926405 0.1240458834269356 native-country=Trinadad&Tobago -0.3089385584759673 1.938978275882627 native-country=Peru 0.3580432421953127 -0.6984941127575359 native-country=Hong -0.5834746299367356 -0.025358644724467944 native-country=Holand-Netherlands Hidden Weights: -4.285569714727762 4.285569714727765 -4.081821728086672 4.081821728086674 >50K <=50K Options: -I 4000 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 4000 -E 0.01 -S 1639589695 -H 2 -M 0.01 Input Weights: -0.4683053564617803 -7.17724017312105 age 0.06848052341772777 0.9274565281930591 workclass=Private 1.0783547814156165 -0.629722761629307 workclass=Self-emp-not-inc -0.2517111488087277 -0.010139782877198413 workclass=Self-emp-inc -0.18037615671873922 -2.3370150640386718 workclass=Federal-gov 0.5451972064097778 1.0253496582702413 workclass=Local-gov 0.5272868569754083 -1.017992684493371 workclass=State-gov 0.5744561816437779 -0.6268597507701514 workclass=Without-pay -0.4229667771992969 -0.6606066026585915 workclass=Never-worked -0.4889875954636402 1.752177628812543 fnlwgt 0.013940139769767183 -0.33831772269211324 education=Bachelors 0.481699956086673 -0.30805646679244136 education=Some-college 1.1857613310687716 -1.1070792667439024 education=11th 0.19497872002772731 0.17747211047679362 education=HS-grad -1.1604716527146335 1.0824943886442289 education=Prof-school 0.22884211761070786 -1.2398598639643634 education=Assoc-acdm 0.4946002010826781 -1.1740103745314723 education=Assoc-voc 0.9566452156138064 -2.3784162014574477 education=9th 0.3728250549970898 -0.1363487240177929 education=7th-8th 2.7818555657002366 -1.405891663347618 education=12th -0.2251891123085903 0.23912307308601555 education=Masters 2.534257629862943 0.7427520784332573 education=1st-4th 1.0468616211555273 0.17148575300345098 education=10th -1.6657092332204686 1.9865694247183074 education=Doctorate -1.8005117125475631 3.8155704464057236 education=5th-6th 0.6645089358604177 -0.4468086863975979 education=Preschool -2.2345823440490187 0.14622659595401966 education-num -1.7870885691829308 -1.3375340974388077 marital-status=Married-civ-spouse 0.7755430342018244 0.9153166872952639 marital-status=Divorced 1.2005226743489925 -0.5768265211667295 marital-status=Never-married 0.17239259890143072 0.8794691478167265 marital-status=Separated 0.39309685845098 0.8823666282845383 marital-status=Widowed 2.042735009454812 -0.6222516146219784 marital-status=Married-spouse-absent 0.5062249795966421 -0.17810044167419262 marital-status=Married-AF-spouse -0.43407864249077055 -0.026067949979841354 occupation=Tech-support -0.09470896274184837 1.1985172624266578 occupation=Craft-repair 1.4550978448579899 -1.958031847103255 occupation=Other-service -0.13013856930195458 0.7553645476612544 occupation=Sales -0.6860965603789717 0.2862555925933647 occupation=Exec-managerial 0.1062232724123365 -0.6734584179701156 occupation=Prof-specialty 1.052047251552085 -0.9829635532631638 occupation=Handlers-cleaners 0.27062217153621926 1.2888769357016272 occupation=Machine-op-inspct 0.27666717797833573 0.947076813018238 occupation=Adm-clerical 2.1091883928736075 -0.9301032851657326 occupation=Farming-fishing 0.39101623609387187 0.8886343764230209 occupation=Transport-moving 1.4344921474592287 -0.5739618074651974 occupation=Priv-house-serv -0.09637488981982102 -2.4526692425195193 occupation=Protective-serv 0.8599620351987252 -0.3160100935795442 occupation=Armed-Forces -1.404877433687957 3.0844614206062193 relationship=Wife 1.5263246779171995 -1.3553088841318692 relationship=Own-child 0.9926297101533891 0.7646453316593262 relationship=Husband 0.2816324060862226 -0.5501239040748868 relationship=Not-in-family 1.361399836113336 -2.114935213540886 relationship=Other-relative 0.8793747180621856 -1.4694124741232157 relationship=Unmarried -0.5476367631039392 0.09371914340645274 race=White -2.197844750482559 3.0437963786176594 race=Asian-Pac-Islander 0.9549880800732552 -1.5205741810162594 race=Amer-Indian-Eskimo 3.444264338816611 -0.956911023567054 race=Other -0.4016831922340325 0.16224914797301274 race=Black 0.058362014932725026 -1.4849496720805022 sex -5.426639089773465 -0.8152811024918143 capital-gain -1.9562489222890813 -1.2009987199241456 capital-loss -3.9345057237970993 3.754790213369527 hours-per-week -0.5408657308816217 -0.3284731089864143 native-country=United-States -3.623730461482676 -0.24126777535157307 native-country=Cambodia 0.3633130019843925 0.5321896545581454 native-country=England -0.628201139634589 -0.44687958785043974 native-country=Puerto-Rico -2.046201433706547 2.013649662997829 native-country=Canada -1.0984953113149398 1.3014036625305783 native-country=Germany 0.29221859811878387 -0.10947766523129364 native-country=Outlying-US(Guam-USVI-etc) 2.24690712426993 -0.27276219556418707 native-country=India 3.1970719079200247 -0.6054654329286953 native-country=Japan 1.407685627612107 1.2837802472449371 native-country=Greece -1.5268529947343508 1.4328708348736097 native-country=South 0.8952833077720783 -0.7217665145954716 native-country=China 0.5266893895472995 0.532393887734978 native-country=Cuba -2.61246566743086 -0.6246371654753277 native-country=Iran 0.5698812268802387 -0.43253707417471116 native-country=Honduras -2.0271347862422995 1.6936932023186055 native-country=Philippines -1.3506800467859064 -1.5453240310076297 native-country=Italy 1.1702492331447933 -1.5832663436790264 native-country=Poland -1.725674329857907 -0.42282324086666323 native-country=Jamaica 0.4310748918025142 1.3764567498339881 native-country=Vietnam 0.6916305953971227 -1.2423082061499242 native-country=Mexico -0.5569725234691225 -1.22862350740875 native-country=Portugal -1.5586269577739327 -1.5449979301965957 native-country=Ireland -0.80353509389498 -0.9628261875414146 native-country=France -0.5069043288570598 -2.4143671427421127 native-country=Dominican-Republic 0.0852030339681549 0.773038191144024 native-country=Laos 0.23202678292203088 0.5089168038481549 native-country=Ecuador 0.7408656841077403 -2.282419393101566 native-country=Taiwan 1.6018156903217242 1.6026920445785366 native-country=Haiti 4.079665659923204 0.7926873678529148 native-country=Columbia -0.3486750423373792 -0.07207878776216438 native-country=Hungary -2.1340316902565633 0.328257614947165 native-country=Guatemala 1.9034496574092046 -0.8560179911983801 native-country=Nicaragua 1.04325654336977 -0.7230255687309154 native-country=Scotland 2.094265722164976 -1.590492129651647 native-country=Thailand 0.7593021670251681 -0.9110871938147139 native-country=Yugoslavia -2.5701494053206213E-4 -0.16294376114314355 native-country=El-Salvador 0.7400757132668359 0.12842976561110078 native-country=Trinadad&Tobago -0.3356066017589416 1.978154888937193 native-country=Peru 0.3568326211566714 -0.7021750505432237 native-country=Hong -0.5830305990675981 -0.02549634940539962 native-country=Holand-Netherlands Hidden Weights: -4.281168769509155 4.281168769509154 -4.0573723039235645 4.057372303923566 >50K <=50K === Error on training data === Correctly Classified Instances 4286 85.4636 % Incorrectly Classified Instances 729 14.5364 % Mean absolute error 0.2611 Root mean squared error 0.3291 Relative absolute error 70.708 % Root relative squared error 76.5877 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 739 486 | a = >50K 243 3547 | b = <=50K === Error on test data === Correctly Classified Instances 4183 83.4098 % Incorrectly Classified Instances 832 16.5902 % Mean absolute error 0.2691 Root mean squared error 0.3414 Relative absolute error 73.8414 % Root relative squared error 80.5083 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 669 509 | a = >50K 323 3514 | b = <=50K