Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -0.18379430101554894 -0.2892102542536039 age 0.41385693616308616 0.5376695395532556 workclass=Private 0.6288464264702958 -0.25892835792372804 workclass=Self-emp-not-inc 0.3234728498693835 0.7277884442462599 workclass=Self-emp-inc -0.9588077373185779 -0.7910991179929516 workclass=Federal-gov 0.5486357358169573 0.9869337587202522 workclass=Local-gov -0.13650066732878163 0.36110337957745675 workclass=State-gov 0.09989970120321834 -0.3005996788171905 workclass=Without-pay -0.7959549810736128 -0.6408408856746417 workclass=Never-worked -0.8283812067983523 0.7589748909770035 fnlwgt -0.11792430501275475 -0.17965021899292233 education=Bachelors 0.7879296437319891 -0.1340478754995309 education=Some-college -0.2644535686504279 0.6667430961113587 education=11th -0.260305078762159 -0.576497330018594 education=HS-grad 0.13560096773973407 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0.6815818105068372 native-country=Guatemala -0.05840770825821129 0.6012523684777111 native-country=Nicaragua -1.0369214886640776E-4 0.7025967850285022 native-country=Scotland -0.6593771772952475 -0.20250308399624006 native-country=Thailand 0.09247969729179051 0.9613043357920474 native-country=Yugoslavia -0.6025096065720159 0.050489250685805454 native-country=El-Salvador 0.09656589263644211 -0.3870220706409351 native-country=Trinadad&Tobago -0.03271329948269752 -0.20597854211019562 native-country=Peru 0.12591728979789263 0.4398361209546886 native-country=Hong 0.9800554894667295 0.012720207762441094 native-country=Holand-Netherlands Hidden Weights: 0.008200027432156753 0.9487503645294626 0.9364606895660914 -0.885165768134734 >50K <=50K Error sum for iteration 100 = 732.6044939886042 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -1.297708015052208 0.2918394324953498 age 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0.6632606435451268 native-country=Jamaica 0.2544636412215449 0.7429255760458804 native-country=Vietnam 1.6307365469164012 -0.12149784579678212 native-country=Mexico -0.15276877707906986 -0.9644263357945293 native-country=Portugal 0.2015926048068401 -0.4390437236860181 native-country=Ireland 0.8762139390644539 -0.950220416591473 native-country=France 0.28581853342114627 0.0023933372526398445 native-country=Dominican-Republic 1.0054795148599573 -0.639554064646312 native-country=Laos 0.20796649763219435 -0.9328413640560199 native-country=Ecuador -0.5408807136099371 0.8244455858393628 native-country=Taiwan -0.43644797193980545 0.5876675487073216 native-country=Haiti 0.31088611179904896 -0.733817995927775 native-country=Columbia -0.06086918976316104 0.9108733388705287 native-country=Hungary 0.35826197397972637 0.6746511335002401 native-country=Guatemala 0.2565095445280882 0.5839043841704552 native-country=Nicaragua 0.1428593231458358 0.6939185051779116 native-country=Scotland 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relationship=Not-in-family 0.11682828478166864 0.29124817204917774 relationship=Other-relative 0.3341069802439913 0.6145916691812163 relationship=Unmarried -0.07762117874983504 -0.3318209642321976 race=White 0.10320963508155961 -0.03523149451779264 race=Asian-Pac-Islander 1.1321098975394701 0.38161650849092693 race=Amer-Indian-Eskimo 0.35901761749586975 0.3486305201574924 race=Other 0.2866958920448648 0.2019171477431485 race=Black 0.08467714318521502 1.3470437453479096 sex -1.328379498811731 1.0424035063675046 capital-gain -1.9491719680597914 0.475507891986177 capital-loss -2.8352178765512006 -0.2695958626324984 hours-per-week -0.31284647542367267 -1.0346973420874765 native-country=United-States 0.7382854540136001 -0.24669113404752122 native-country=Cambodia 0.3807418657552626 0.23558977384206592 native-country=England -0.17517937456945537 -0.15887294852536585 native-country=Puerto-Rico -0.36656282289352893 -0.690184113745663 native-country=Canada 0.28826982512807425 -0.7717750609580588 native-country=Germany 0.020609355041102336 0.12630314936319098 native-country=Outlying-US(Guam-USVI-etc) 1.4757031358901076 -0.7393697150402155 native-country=India 1.025231741908524 0.7411168843068088 native-country=Japan 1.0389443776476264 0.6602450023140163 native-country=Greece -0.4040117915758175 0.7788492176487524 native-country=South 0.42962033318055354 0.25834335483888504 native-country=China 0.8236968639873284 0.1406883333052304 native-country=Cuba -1.0303301071478181 -0.6379828951040251 native-country=Iran 0.006599551868003495 -1.0499862976222911 native-country=Honduras 0.01223823668006261 -0.7795100812999679 native-country=Philippines -0.6294724671602839 0.11816331628054896 native-country=Italy 0.2288738123768404 -1.1069992388985739 native-country=Poland -1.0366449913532647 0.6822513279258218 native-country=Jamaica 0.3298603837322863 0.7404627873555603 native-country=Vietnam 1.6635999996183612 -0.10975143111808201 native-country=Mexico -0.22020699246210051 -0.9297095134827169 native-country=Portugal 0.07442782245789668 -0.4176138094562009 native-country=Ireland 0.8099213016568056 -0.9441451119416352 native-country=France 0.15077773839785977 0.08177697360603967 native-country=Dominican-Republic 1.0666886220354013 -0.6518816476224096 native-country=Laos 0.23422539191683653 -0.9353127998838585 native-country=Ecuador -0.49447863963131927 0.8140700487260215 native-country=Taiwan -0.20486077388036789 0.5719749140846612 native-country=Haiti 0.5965935789016252 -0.780118829667782 native-country=Columbia -0.03798174858536543 0.9098046439189912 native-country=Hungary 0.2752594027070234 0.6784380709121046 native-country=Guatemala 0.4182634881468685 0.5800483957628875 native-country=Nicaragua 0.17727600487491016 0.691828375187197 native-country=Scotland -0.2754253632408483 -0.2583652435068399 native-country=Thailand 0.36799413773992823 0.9351294788471263 native-country=Yugoslavia -0.06087648590447588 0.05072026992605464 native-country=El-Salvador 0.3982243198324776 -0.41995544094176446 native-country=Trinadad&Tobago 0.24429251664368673 -0.2481915213588427 native-country=Peru 0.3018594333934311 0.4260321891404499 native-country=Hong 1.137679862654135 0.003685935066881423 native-country=Holand-Netherlands Hidden Weights: -3.9088400071962295 3.926197941558609 1.66601782752061 -1.5676665053632926 >50K <=50K Error sum for iteration 300 = 743.1986255852086 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -1.3668616693630522 0.8637584156139937 age 0.5259572316201198 0.37557455829013753 workclass=Private 1.2420007084670643 -0.008019103587750794 workclass=Self-emp-not-inc 0.029286540845015155 0.7222356751670366 workclass=Self-emp-inc -0.34241785427767707 -0.605417131970459 workclass=Federal-gov 0.9979714162117368 0.6661789339850085 workclass=Local-gov 0.6926580389753529 0.30896182521769106 workclass=State-gov 0.26549309904285195 -0.3047948668006553 workclass=Without-pay -0.6298519186730033 -0.648050757478775 workclass=Never-worked -0.09591871589614584 0.6250655271266706 fnlwgt 0.19644086529958724 -0.05432263732933784 education=Bachelors 0.5861120614261559 -0.47416178636965367 education=Some-college 1.175791562806866 0.581162961561612 education=11th 0.14769883905649653 -1.254333983980496 education=HS-grad -0.47404517472771346 -0.16865304038704543 education=Prof-school 0.13469990826239686 -0.704346284589701 education=Assoc-acdm 0.5483050741991098 0.20870997750073583 education=Assoc-voc 0.9163422763932326 -0.11453949785932133 education=9th 1.0406199650645722 -0.23808445750490168 education=7th-8th 1.355177661757614 0.4754725433138473 education=12th 0.12150194696621848 0.2996659243008144 education=Masters 1.1713781200032043 -0.31181532062341094 education=1st-4th 1.0673625385582353 0.026517283263240765 education=10th -0.7542564122037099 0.09393785927177337 education=Doctorate -0.6993930647704454 0.7860577304682732 education=5th-6th -0.09176049426517549 0.6952109639911389 education=Preschool -2.407961648453935 1.436252840142177 education-num -1.697172296999495 0.6474090897836735 marital-status=Married-civ-spouse 0.7689535453523771 0.5719451740076839 marital-status=Divorced 1.0479265638017137 0.2714002984856605 marital-status=Never-married 0.3601490169658683 0.6219781085331662 marital-status=Separated 0.4649453158193855 0.3842146757979002 marital-status=Widowed 1.2405098866183892 0.12504086734698952 marital-status=Married-spouse-absent -0.36465875262297825 -0.43556522975363837 marital-status=Married-AF-spouse -0.4189575348659102 0.10298185038937148 occupation=Tech-support 0.08763218448751402 -0.171291895229734 occupation=Craft-repair 0.6513005288897527 -0.29450542056689144 occupation=Other-service -0.17828634218878517 -0.8595296093380689 occupation=Sales -0.7684310082409828 -0.666950629129101 occupation=Exec-managerial 0.2389660308497864 1.2302082764582436 occupation=Prof-specialty 0.9107298838650151 0.5379618485067484 occupation=Handlers-cleaners 0.6900197960366689 0.33610743387478026 occupation=Machine-op-inspct 0.49030560206774987 0.05351184264917908 occupation=Adm-clerical 1.350255098756145 -1.0092748986229496 occupation=Farming-fishing 0.5684054644786086 0.3149746482334531 occupation=Transport-moving 0.12156652748968752 0.20875305363922964 occupation=Priv-house-serv -0.03807253958024241 0.47730523646823925 occupation=Protective-serv -0.540917236637554 -0.4794676838884128 occupation=Armed-Forces -1.0736408277929834 -0.3320151784618575 relationship=Wife 0.9141341790777701 0.36168057788912994 relationship=Own-child 0.3196006363688994 0.5122042895184896 relationship=Husband -0.2718852239420374 -0.08602434822301093 relationship=Not-in-family 0.14542684558937846 0.2887210498424512 relationship=Other-relative 0.2768783996172519 0.6574715154511134 relationship=Unmarried -0.22374193607206513 -0.33228714560171885 race=White -0.10849060732152163 0.03730534126514196 race=Asian-Pac-Islander 1.1104789011358893 0.386593245491079 race=Amer-Indian-Eskimo 1.0119569885428394 0.31877893222500797 race=Other 0.12343147689606611 0.17843855585017454 race=Black 0.11901577694457285 1.4393553905842498 sex -1.8607049409799705 1.1258929530579236 capital-gain -2.093135365803211 0.4383045635323712 capital-loss -2.9339065338126455 -0.42740756613454584 hours-per-week -0.3900461637920259 -1.201902085379427 native-country=United-States 0.6630519851990483 -0.20957321061008138 native-country=Cambodia 0.5022132576934419 0.22622443237790246 native-country=England -0.0030004509391636878 -0.169430115417888 native-country=Puerto-Rico -0.5597637619330712 -0.5801998938098385 native-country=Canada -0.012856967007234014 -0.7730164021215516 native-country=Germany 0.05732810640479856 0.12302710041258626 native-country=Outlying-US(Guam-USVI-etc) 1.6031685929010229 -0.7100294133034751 native-country=India 1.1344157184408352 0.7444636171163677 native-country=Japan 1.1851639834871122 0.6607032667661884 native-country=Greece -0.35480832195747913 0.7727545465472573 native-country=South 0.5611981666793177 0.2541981356851743 native-country=China 0.9709437118994882 0.12565997692893904 native-country=Cuba -1.372362888232537 -0.6044757501002456 native-country=Iran 0.08984582286081437 -1.073921690227477 native-country=Honduras -0.2134809076381724 -0.7306789763555208 native-country=Philippines -0.8491831684051018 0.08837491510699051 native-country=Italy 0.48937115827997946 -1.1349592184920037 native-country=Poland -1.1654708595329277 0.7067329898124372 native-country=Jamaica 0.3764969995156911 0.7431423229247015 native-country=Vietnam 1.6358552646645597 -0.10464361272694374 native-country=Mexico -0.30216160697399547 -0.886025455340888 native-country=Portugal -0.07764423502785994 -0.39132385756382543 native-country=Ireland 0.7268305472621821 -0.9342389067654897 native-country=France -0.023721639057232492 0.16717265819396823 native-country=Dominican-Republic 1.1107049147890133 -0.6622647254881792 native-country=Laos 0.24660408073484302 -0.9351840861860637 native-country=Ecuador -0.47833570937932063 0.8074720158876615 native-country=Taiwan 0.005129534827150741 0.5606969487480177 native-country=Haiti 0.8755768767967701 -0.8127738865909718 native-country=Columbia -0.029503059372343623 0.9116290448103881 native-country=Hungary 0.16465872314377872 0.6851638829922311 native-country=Guatemala 0.5218316436172562 0.5801163971361957 native-country=Nicaragua 0.1975267199970499 0.6924760415322214 native-country=Scotland -0.10796812127673788 -0.27726119782736713 native-country=Thailand 0.4338587598418685 0.9314217185600105 native-country=Yugoslavia 0.0632630209845837 0.07767472216918093 native-country=El-Salvador 0.44348195194887274 -0.4284813909936358 native-country=Trinadad&Tobago 0.30541604057100763 -0.2673580370021896 native-country=Peru 0.31255002191384634 0.42693075236466893 native-country=Hong 1.1461585518671682 0.00551033595827259 native-country=Holand-Netherlands Hidden Weights: -4.0183634836304005 4.021612906611892 1.749813343116966 -1.7200665222523486 >50K <=50K Error sum for iteration 400 = 743.4170559793101 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -1.278074845696448 1.1968116599036525 age 0.5452999546523977 0.4543516703282289 workclass=Private 1.2349544489209954 -0.01625316785295876 workclass=Self-emp-not-inc 0.03311996483037859 0.7050818678334618 workclass=Self-emp-inc -0.3083255746334793 -0.568931026243191 workclass=Federal-gov 0.9991780206873798 0.6291774462070026 workclass=Local-gov 0.7010447787759095 0.2926707036185988 workclass=State-gov 0.2692108703681663 -0.30042952845127535 workclass=Without-pay -0.6256163664918066 -0.6453208858028614 workclass=Never-worked -0.07502106843169085 0.5879919686684474 fnlwgt 0.19183613123633372 -0.08739451609256746 education=Bachelors 0.571454332431675 -0.5472584520184479 education=Some-college 1.2310489592327871 0.6370889437308862 education=11th 0.138943804300551 -1.2971181568214718 education=HS-grad -0.404428436983899 -0.18504579609041047 education=Prof-school 0.14861668052646962 -0.6638140191748689 education=Assoc-acdm 0.55429449844698 0.27876510564801754 education=Assoc-voc 0.9595902602478396 -0.04443271126952008 education=9th 0.923636793718629 -0.2039285151647906 education=7th-8th 1.4900436032979876 0.488274643457306 education=12th 0.11614584130367255 0.38002409001122733 education=Masters 1.1925819434826075 -0.30693126944258275 education=1st-4th 1.0866413000442077 -0.06227522522872119 education=10th -0.7996454001829617 0.07646103123696917 education=Doctorate -0.8099724257477556 0.757210620656392 education=5th-6th -0.04715895918074464 0.692369381812241 education=Preschool -2.3412333043178606 1.4619252095420376 education-num -1.8216122321164387 0.6241147634812212 marital-status=Married-civ-spouse 0.7762950942810998 0.6355636014026393 marital-status=Divorced 1.0775394564895258 0.4852771033887422 marital-status=Never-married 0.2806554991750359 0.474964161201349 marital-status=Separated 0.45159399925118004 0.3488121931123158 marital-status=Widowed 1.412667579140189 0.11282288062551343 marital-status=Married-spouse-absent -0.2929528345680468 -0.4541836438714866 marital-status=Married-AF-spouse -0.40690654623979733 0.12266844259165961 occupation=Tech-support 0.07185709893428346 -0.2860815313035239 occupation=Craft-repair 0.7077127964269673 -0.09451792130752194 occupation=Other-service -0.20528955629532167 -0.9762919667855496 occupation=Sales -0.8101348712914995 -0.8681197755159386 occupation=Exec-managerial 0.2447057745153438 1.4180849490579088 occupation=Prof-specialty 0.9005904712084721 0.5005506515331778 occupation=Handlers-cleaners 0.6830211923261602 0.30419412059057316 occupation=Machine-op-inspct 0.4945952271317343 0.07918047699277418 occupation=Adm-clerical 1.3412948017501973 -1.0231531816096093 occupation=Farming-fishing 0.587338739453606 0.4265421351333162 occupation=Transport-moving 0.20735033476663708 0.17450516967635044 occupation=Priv-house-serv -0.04293760346246861 0.5496812237305223 occupation=Protective-serv -0.5154992558313607 -0.48640156246973876 occupation=Armed-Forces -1.0563674541933108 -0.46551490383478833 relationship=Wife 0.942108534226929 0.4489803620260622 relationship=Own-child 0.40132566872974934 0.5620513167613581 relationship=Husband -0.32451782674855706 -0.09627808685016895 relationship=Not-in-family 0.1762429256920584 0.3063064682900243 relationship=Other-relative 0.23101989174757057 0.6847109530867224 relationship=Unmarried -0.30404658436808946 -0.3283350703788606 race=White -0.2503103694463553 0.07358529299005472 race=Asian-Pac-Islander 1.0522002535592716 0.40108519116149915 race=Amer-Indian-Eskimo 1.4493245688558907 0.31583943835805567 race=Other 0.021529132935451434 0.16214240888589998 race=Black 0.1344152114429959 1.467013022365993 sex -2.283292156911429 1.1878895751011005 capital-gain -2.1401328690465906 0.37933756342115654 capital-loss -2.969992094005252 -0.6127286261529598 hours-per-week -0.4363915955386686 -1.3162523229807273 native-country=United-States 0.5865754229273641 -0.1750874705929726 native-country=Cambodia 0.5393375183389109 0.2227111725434736 native-country=England 0.07123776275347471 -0.17341212372468148 native-country=Puerto-Rico -0.6394274776071642 -0.493136099374324 native-country=Canada -0.1930120674434137 -0.8080475336916347 native-country=Germany 0.08743972550816728 0.1220078822159903 native-country=Outlying-US(Guam-USVI-etc) 1.7000703430531794 -0.6797757569555012 native-country=India 1.2432342130923133 0.7468497988662358 native-country=Japan 1.3024439290388634 0.661328792291889 native-country=Greece -0.3129388755568011 0.767749153729406 native-country=South 0.634356537247937 0.2550967804680885 native-country=China 1.065087353055315 0.11545336384999984 native-country=Cuba -1.636049531075616 -0.5724288670814599 native-country=Iran 0.16686177789724976 -1.0966951080643965 native-country=Honduras -0.37770845526742386 -0.6972874971584164 native-country=Philippines -0.988157257940461 0.039191375050120186 native-country=Italy 0.6448724173893712 -1.1421177065025323 native-country=Poland -1.2631774986729762 0.7326880392074667 native-country=Jamaica 0.41509967851081675 0.7474226718109793 native-country=Vietnam 1.5578401496618643 -0.10552968982334791 native-country=Mexico -0.37963242820629517 -0.8389099792082158 native-country=Portugal -0.24188293627881605 -0.36468954739822884 native-country=Ireland 0.6428197960691673 -0.923828195198786 native-country=France -0.21334508829730497 0.253697252790626 native-country=Dominican-Republic 1.1514618597234945 -0.6727070740547266 native-country=Laos 0.2555645312561682 -0.9344407944285685 native-country=Ecuador -0.45641062759432177 0.8019435391518236 native-country=Taiwan 0.19625011125273623 0.5528507296584717 native-country=Haiti 1.1474134237526714 -0.8347677959816345 native-country=Columbia -0.02526750719118797 0.9143589164863017 native-country=Hungary 0.048480168990124986 0.6923038719904806 native-country=Guatemala 0.6009866192494396 0.5816058133529873 native-country=Nicaragua 0.21268683631741295 0.6941039144287718 native-country=Scotland 0.05866756740089457 -0.2905857461435374 native-country=Thailand 0.4852746980859592 0.9305197786560827 native-country=Yugoslavia 0.13568713069819596 0.11044254383921882 native-country=El-Salvador 0.482036071863146 -0.4363469720820234 native-country=Trinadad&Tobago 0.35230252456528094 -0.2859112552031014 native-country=Peru 0.31879742759550944 0.4289595594745941 native-country=Hong 1.15039410404828 0.008240207634194096 native-country=Holand-Netherlands Hidden Weights: -4.081099818480945 4.081475187045928 1.8559780468982432 -1.848378653421359 >50K <=50K Error sum for iteration 500 = 745.6917431718177 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -1.182973411573525 1.543626498734787 age 0.5661778509090153 0.5367031662209671 workclass=Private 1.2159650484012947 -0.051379486949461414 workclass=Self-emp-not-inc 0.036925712644345986 0.7053563251008892 workclass=Self-emp-inc -0.28678591648225443 -0.5451009095955683 workclass=Federal-gov 1.004606991162849 0.6215108006426892 workclass=Local-gov 0.7055666237993219 0.26266960177865056 workclass=State-gov 0.2712391862998949 -0.2961316004569816 workclass=Without-pay -0.6230021642829665 -0.6427902237161027 workclass=Never-worked -0.06915739989219748 0.5516572758587946 fnlwgt 0.1921979721192798 -0.10488607905983031 education=Bachelors 0.5522333446781558 -0.6109980366532789 education=Some-college 1.2621624947173717 0.6989013636698959 education=11th 0.12538138287117212 -1.3094079406490582 education=HS-grad -0.3654311082342872 -0.18944575419787002 education=Prof-school 0.15778372555276896 -0.6224218636931494 education=Assoc-acdm 0.5573207633498317 0.31422170799023963 education=Assoc-voc 0.9818808222862777 0.033529834615276866 education=9th 0.8277969625660693 -0.18180434345177166 education=7th-8th 1.5936198636142942 0.5066159881369815 education=12th 0.11907997419422191 0.43506906963617614 education=Masters 1.2112465822363192 -0.3017677699492078 education=1st-4th 1.0775735081041782 -0.15329206152382677 education=10th -0.8207724949198647 0.04914172267291021 education=Doctorate -0.8586849002602337 0.7188871467572523 education=5th-6th -0.007019113688851739 0.6903880610309588 education=Preschool -2.300515852968408 1.4833793890859925 education-num -1.9082315413097595 0.606612711334085 marital-status=Married-civ-spouse 0.7913464113030306 0.6978541947364667 marital-status=Divorced 1.1023060317621907 0.6678644691174639 marital-status=Never-married 0.21605472726843206 0.33317831536048126 marital-status=Separated 0.4453323547290468 0.31687251186352616 marital-status=Widowed 1.5169380570620097 0.11125286639092792 marital-status=Married-spouse-absent -0.24034644602966931 -0.46830407816139724 marital-status=Married-AF-spouse -0.3967985968048543 0.15502400990319873 occupation=Tech-support 0.04800199449918 -0.4079144608464106 occupation=Craft-repair 0.7527242607459667 0.06179900033949569 occupation=Other-service -0.22887276786617877 -1.052239563522793 occupation=Sales -0.8457743665331273 -1.0031065998366036 occupation=Exec-managerial 0.245048185374964 1.5547723236915059 occupation=Prof-specialty 0.8972676983240795 0.45942158859024446 occupation=Handlers-cleaners 0.6763014780466631 0.2676176435082451 occupation=Machine-op-inspct 0.5000290980204132 0.108288035434636 occupation=Adm-clerical 1.318920258969088 -1.0270986123200432 occupation=Farming-fishing 0.5987231885088499 0.49570666455880147 occupation=Transport-moving 0.2847509295770691 0.1437568417214664 occupation=Priv-house-serv -0.04230066620388063 0.6338005638285698 occupation=Protective-serv -0.49280964267065364 -0.49331163882747076 occupation=Armed-Forces -1.037749339864419 -0.5397955629382151 relationship=Wife 0.9703113500396892 0.5408083282428597 relationship=Own-child 0.45290907543103387 0.567959827665102 relationship=Husband -0.37383803731834264 -0.1288814657659953 relationship=Not-in-family 0.20752888740111397 0.3372196472347374 relationship=Other-relative 0.18724863468920727 0.698374604255225 relationship=Unmarried -0.34765852956595095 -0.3332458937998126 race=White -0.33581522472956926 0.0842872133040736 race=Asian-Pac-Islander 0.9885777693885878 0.41832537668556175 race=Amer-Indian-Eskimo 1.7280278595852478 0.3307251058150557 race=Other -0.030450244427170627 0.15712406613952462 race=Black 0.14112642270864537 1.4565096504269468 sex -2.665317945292175 1.234863763043157 capital-gain -2.160298533843285 0.31569689747976293 capital-loss -3.001771425887767 -0.8095426747737834 hours-per-week -0.47003511425196337 -1.4023467322158956 native-country=United-States 0.5051904293803523 -0.14200055928214875 native-country=Cambodia 0.5428210504966136 0.22050731773415738 native-country=England 0.0822394117776103 -0.1747607725318924 native-country=Puerto-Rico -0.6771626526538421 -0.4196370834721783 native-country=Canada -0.2958519066811318 -0.8649656044231769 native-country=Germany 0.11418919047776561 0.1216526540343341 native-country=Outlying-US(Guam-USVI-etc) 1.7747158213162768 -0.6524439765190304 native-country=India 1.3473780906828936 0.7477769239693927 native-country=Japan 1.3957028709763428 0.6618221744295937 native-country=Greece -0.27335513702350384 0.7629763368955769 native-country=South 0.6799720519976762 0.2584087910801559 native-country=China 1.1282698507045845 0.1075891326691726 native-country=Cuba -1.834951552892403 -0.5416458417705075 native-country=Iran 0.24115401172235107 -1.1189023114163963 native-country=Honduras -0.4900537873322312 -0.6726270218363456 native-country=Philippines -1.0738264030869775 -0.022561367673569824 native-country=Italy 0.7400133564231233 -1.1385005576913785 native-country=Poland -1.3390477103251306 0.7580079247050221 native-country=Jamaica 0.45383039939144754 0.7508566100179939 native-country=Vietnam 1.4642760145308624 -0.11206039358369867 native-country=Mexico -0.44742391695035694 -0.7895906219753364 native-country=Portugal -0.4127864115945638 -0.3383775855121189 native-country=Ireland 0.5626791998196637 -0.9141031780223009 native-country=France -0.41166560600644364 0.33784155896380424 native-country=Dominican-Republic 1.1910938815076872 -0.6840909374025269 native-country=Laos 0.26364276823817506 -0.9341681032099209 native-country=Ecuador -0.4288020889440983 0.7959394519121621 native-country=Taiwan 0.3667170447829126 0.5472615735798365 native-country=Haiti 1.408734658798613 -0.8510760556835297 native-country=Columbia -0.022653304982338675 0.9168895785730604 native-country=Hungary -0.06457672278817465 0.6988728147725116 native-country=Guatemala 0.6671221877075257 0.5831549140656476 native-country=Nicaragua 0.22562765435762389 0.6956247458601332 native-country=Scotland 0.21964564397106623 -0.30068861729107466 native-country=Thailand 0.5272575811478308 0.930504458964998 native-country=Yugoslavia 0.17534384775994966 0.14683222394228224 native-country=El-Salvador 0.5175623676712113 -0.44430624521096856 native-country=Trinadad&Tobago 0.388744906123565 -0.3038295948981063 native-country=Peru 0.32323397839873624 0.4309631698303506 native-country=Hong 1.1530083062571204 0.010770869720946322 native-country=Holand-Netherlands Hidden Weights: -4.1224371809686655 4.122440451149686 1.9693218714027771 -1.9675005292075842 >50K <=50K Error sum for iteration 600 = 749.5639152025956 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -1.077819255229667 1.9001063110544225 age 0.5882983909712095 0.616209931835137 workclass=Private 1.1912297084340846 -0.09084979639952909 workclass=Self-emp-not-inc 0.04447017735288067 0.7185737297133985 workclass=Self-emp-inc -0.2749278685220932 -0.5368147424572792 workclass=Federal-gov 1.013496832737296 0.6373092272843811 workclass=Local-gov 0.704725577915788 0.21326436313663077 workclass=State-gov 0.27231834938202704 -0.2921205510462486 workclass=Without-pay -0.6212744528471331 -0.640660606027742 workclass=Never-worked -0.06957109099289312 0.5177979634563954 fnlwgt 0.19758105786570432 -0.10485631252780149 education=Bachelors 0.5287045933112037 -0.6684135486369085 education=Some-college 1.27895460328512 0.7685422897995128 education=11th 0.11184695268209285 -1.298598297621223 education=HS-grad -0.3370129438716387 -0.18606777235258726 education=Prof-school 0.1637002379193669 -0.5850929819720225 education=Assoc-acdm 0.5572072744887144 0.3165979344109709 education=Assoc-voc 0.9913376968570988 0.1122231414758974 education=9th 0.7506115138636652 -0.1670437022070921 education=7th-8th 1.6742671950702324 0.5298924211655297 education=12th 0.1285268924097874 0.4735198057186743 education=Masters 1.2275560834756714 -0.2961532998684647 education=1st-4th 1.0503602888824004 -0.24347255226623218 education=10th -0.8299344540337434 0.012085707214145237 education=Doctorate -0.8758720753894244 0.671986505496081 education=5th-6th 0.029999936829485093 0.688692532023663 education=Preschool -2.2695895661960463 1.4995477249921016 education-num -1.969336040467584 0.591387380857232 marital-status=Married-civ-spouse 0.8108718287077477 0.7547343860039476 marital-status=Divorced 1.1280081692378803 0.8254418835674864 marital-status=Never-married 0.1614098635201314 0.20169362733204707 marital-status=Separated 0.44187937610131284 0.2878969720823609 marital-status=Widowed 1.5762809158931497 0.11595481714252359 marital-status=Married-spouse-absent -0.19979884667057923 -0.47983381101869027 marital-status=Married-AF-spouse -0.38576996525319995 0.1933954391848346 occupation=Tech-support 0.017513792221211986 -0.5321569043479996 occupation=Craft-repair 0.7854617241101595 0.177781953976085 occupation=Other-service -0.245143011671371 -1.0901894826547465 occupation=Sales -0.8760832284465483 -1.0973107305232181 occupation=Exec-managerial 0.24379187512402853 1.6611690562436967 occupation=Prof-specialty 0.8950343945306843 0.4141913848602346 occupation=Handlers-cleaners 0.6683586616228677 0.22484849510960647 occupation=Machine-op-inspct 0.5050331627366862 0.13537887926791556 occupation=Adm-clerical 1.2924186137260985 -1.02277736945016 occupation=Farming-fishing 0.6061834027472242 0.5383505031187353 occupation=Transport-moving 0.35550807065917883 0.1164033446574061 occupation=Priv-house-serv -0.03701239083022677 0.7247827285011035 occupation=Protective-serv -0.4720743977016277 -0.5004999125768711 occupation=Armed-Forces -1.0134138400482617 -0.5769566980363863 relationship=Wife 0.9984420907489057 0.6334541932850722 relationship=Own-child 0.48616045676957603 0.5436853238933199 relationship=Husband -0.42093188398804837 -0.17205678661720666 relationship=Not-in-family 0.23467208104152865 0.37606263527485684 relationship=Other-relative 0.14566962595557065 0.7013113585309766 relationship=Unmarried -0.3764176959565411 -0.34705842582066726 race=White -0.39591470903775816 0.07686534594291838 race=Asian-Pac-Islander 0.9307524320324533 0.4368899897741091 race=Amer-Indian-Eskimo 1.9253961344632566 0.3542987656839257 race=Other -0.05867428258498478 0.16390522251271136 race=Black 0.1439994238446799 1.4332736512121893 sex -3.034670079134189 1.2693696991439944 capital-gain -2.1686044564566216 0.252615326243851 capital-loss -3.0335088317849146 -1.0091787796866338 hours-per-week -0.49647904172533264 -1.4685700815045002 native-country=United-States 0.416025394916622 -0.10899748192409556 native-country=Cambodia 0.5317267951517238 0.2180539473483222 native-country=England 0.06762951608022423 -0.17532232554296903 native-country=Puerto-Rico -0.699335315723411 -0.35579791560457286 native-country=Canada -0.3572150143681814 -0.935699037114793 native-country=Germany 0.1387228896815768 0.12144954677607951 native-country=Outlying-US(Guam-USVI-etc) 1.8302671856312789 -0.6286640972583096 native-country=India 1.4445607488951286 0.747318565941596 native-country=Japan 1.468876640681101 0.6622811666204875 native-country=Greece -0.23332104536066833 0.7581778843496727 native-country=South 0.7108946680760451 0.2631868441875649 native-country=China 1.169657572350717 0.10114065786610817 native-country=Cuba -1.9818335771529294 -0.5121528225765223 native-country=Iran 0.31289402585252274 -1.1402593961120029 native-country=Honduras -0.5669082196773018 -0.6515570678828657 native-country=Philippines -1.1274750102091307 -0.09331551292559292 native-country=Italy 0.7984602798447805 -1.129577646536438 native-country=Poland -1.400181880399905 0.7820384258027374 native-country=Jamaica 0.4920523599679695 0.7527275937562028 native-country=Vietnam 1.3762907210579125 -0.12358767361791073 native-country=Mexico -0.5042747806069668 -0.7386239625702734 native-country=Portugal -0.5844566736983936 -0.31207322341771143 native-country=Ireland 0.487088665119306 -0.905141623191976 native-country=France -0.6118675685989976 0.41684950264214365 native-country=Dominican-Republic 1.2294741963923395 -0.6964393728764599 native-country=Laos 0.2714330139351162 -0.9345279776082649 native-country=Ecuador -0.3997917034847172 0.7889941657774945 native-country=Taiwan 0.5155087039713194 0.5432887898681164 native-country=Haiti 1.6569032304141587 -0.8645190389847077 native-country=Columbia -0.020925593546544063 0.9190191962614211 native-country=Hungary -0.1706091649707941 0.7047920340328282 native-country=Guatemala 0.7248491826995115 0.5844468867048402 native-country=Nicaragua 0.23734605190334312 0.696812426425216 native-country=Scotland 0.370952178076462 -0.3085097652921912 native-country=Thailand 0.562885753954527 0.9306845336408234 native-country=Yugoslavia 0.19438798541648766 0.18590591470174742 native-country=El-Salvador 0.5509449089285678 -0.4523276028746995 native-country=Trinadad&Tobago 0.4161227302885681 -0.32117177062617663 native-country=Peru 0.326615293803154 0.43268815675892963 native-country=Hong 1.154736017692836 0.012900487409298073 native-country=Holand-Netherlands Hidden Weights: -4.159497665629577 4.159482397587044 2.084242222575447 -2.083815352405269 >50K <=50K Error sum for iteration 700 = 753.5649405174373 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -0.9667840325809718 2.2629730416360507 age 0.6102491569151012 0.6884312756054943 workclass=Private 1.172475659381921 -0.11616744191632837 workclass=Self-emp-not-inc 0.054388504623526505 0.7402749128577745 workclass=Self-emp-inc -0.27319648413195297 -0.5461217667024062 workclass=Federal-gov 1.02507859859748 0.6715041393515291 workclass=Local-gov 0.6974685956066369 0.14070527478655964 workclass=State-gov 0.27293546489001563 -0.2885099419678528 workclass=Without-pay -0.619955231006402 -0.6390243200311597 workclass=Never-worked -0.07282162269914884 0.4873773807023039 fnlwgt 0.2061213510895557 -0.08978583308387142 education=Bachelors 0.5035341799826948 -0.7209336410800026 education=Some-college 1.289588336950875 0.8454589724688463 education=11th 0.10610890722185926 -1.2637481500579502 education=HS-grad -0.31449019919507404 -0.17751988274269687 education=Prof-school 0.16761412929531921 -0.5544780794616004 education=Assoc-acdm 0.554623566446808 0.28711344556967666 education=Assoc-voc 0.9941235063848998 0.18694282549162078 education=9th 0.6890402168017931 -0.1570967391826782 education=7th-8th 1.7378103106856602 0.5575458375790013 education=12th 0.14024072596378384 0.5008848592886046 education=Masters 1.2419502357772 -0.29004505307478073 education=1st-4th 1.012068793368999 -0.32881828244422107 education=10th -0.8334757326427978 -0.035478030410625166 education=Doctorate -0.8804254299168183 0.6161061960393925 education=5th-6th 0.06506327960918766 0.6869642888705253 education=Preschool -2.2437391797459716 1.509102527546903 education-num -2.0155124188201334 0.5761755686492341 marital-status=Married-civ-spouse 0.8323045653930731 0.8040274254209325 marital-status=Divorced 1.1629181385644138 0.9634314708212446 marital-status=Never-married 0.11476609572683771 0.08364716557108383 marital-status=Separated 0.43744214542902293 0.2602326344699976 marital-status=Widowed 1.6047421615862196 0.12392627104974134 marital-status=Married-spouse-absent -0.1675570939457838 -0.4896209900672394 marital-status=Married-AF-spouse -0.3739594081485706 0.23312028339688703 occupation=Tech-support -0.01765111621658275 -0.6524378800556978 occupation=Craft-repair 0.8077169735767287 0.25861034193826676 occupation=Other-service -0.2531917136685281 -1.0974221145376912 occupation=Sales -0.9029094044462963 -1.1644396904966812 occupation=Exec-managerial 0.244427103617867 1.7510998636084816 occupation=Prof-specialty 0.8922029089861442 0.3648616621883718 occupation=Handlers-cleaners 0.6583670151524819 0.1734462023582176 occupation=Machine-op-inspct 0.5096416579420198 0.15769488181485838 occupation=Adm-clerical 1.2661404612478764 -1.0117080197676143 occupation=Farming-fishing 0.6111026560365904 0.5645504397740699 occupation=Transport-moving 0.4208887471680906 0.09238117399592287 occupation=Priv-house-serv -0.02775616673923998 0.8176988621380707 occupation=Protective-serv -0.4527761304365449 -0.5080903290648515 occupation=Armed-Forces -0.9871051397026608 -0.5934742032752648 relationship=Wife 1.0263352513563277 0.724072124696605 relationship=Own-child 0.5075170212509517 0.5014234203742133 relationship=Husband -0.46939259360913843 -0.22281976265089778 relationship=Not-in-family 0.2551547913204753 0.41836048421179867 relationship=Other-relative 0.11655830563401844 0.7008459669257684 relationship=Unmarried -0.3965806935315637 -0.3649620941446868 race=White -0.44536498736334595 0.053621830273855746 race=Asian-Pac-Islander 0.8822202829146979 0.4575746633912633 race=Amer-Indian-Eskimo 2.0771809740931246 0.38169932355165953 race=Other -0.07516381326654947 0.17823889297593185 race=Black 0.14309848972467443 1.408511369374275 sex -3.3756462563467133 1.2913865596648066 capital-gain -2.1726243699134495 0.19178589821553138 capital-loss -3.065468927251066 -1.2052257859546407 hours-per-week -0.521999533266179 -1.5171285993038246 native-country=United-States 0.31648597111885024 -0.07557137487614406 native-country=Cambodia 0.5139188249037131 0.21463085569531348 native-country=England 0.043966618114618716 -0.17598420222087197 native-country=Puerto-Rico -0.7186421458890215 -0.2998989276487463 native-country=Canada -0.40051940057386404 -1.014960439771859 native-country=Germany 0.16156971264279235 0.12113165693466614 native-country=Outlying-US(Guam-USVI-etc) 1.8705089645767363 -0.6082914725662734 native-country=India 1.5337304562354475 0.7455948454883863 native-country=Japan 1.5247523754169547 0.6627431310683708 native-country=Greece -0.19190466961219124 0.7530825867185307 native-country=South 0.7342452390075933 0.26876413619925893 native-country=China 1.1947819737069885 0.09558202233593273 native-country=Cuba -2.0877632365649403 -0.4843417131015926 native-country=Iran 0.3813989043210392 -1.1603481189764988 native-country=Honduras -0.620331452375034 -0.6311319451898934 native-country=Philippines -1.1625676213692717 -0.17101120848323065 native-country=Italy 0.8330302826987246 -1.118145979102925 native-country=Poland -1.4511809877935646 0.8043797260682033 native-country=Jamaica 0.5279656636318242 0.7529256465880008 native-country=Vietnam 1.3003329768533682 -0.13969372719333997 native-country=Mexico -0.550227411385159 -0.6870940344342678 native-country=Portugal -0.7501274845949434 -0.2858507500249614 native-country=Ireland 0.41591903126903196 -0.8969833781150323 native-country=France -0.7838558306492238 0.4882785130083363 native-country=Dominican-Republic 1.2663793367716347 -0.7096986244000318 native-country=Laos 0.27928454602020025 -0.9355653532858859 native-country=Ecuador -0.37115777495147345 0.7808096252615179 native-country=Taiwan 0.6434726989208386 0.5403540740317299 native-country=Haiti 1.8891512796772367 -0.8766991354136009 native-country=Columbia -0.019606371705772667 0.9206554822580034 native-country=Hungary -0.26764449378501864 0.7100476974925346 native-country=Guatemala 0.7766417985174938 0.5853254963067264 native-country=Nicaragua 0.24839003191595654 0.6975619780121082 native-country=Scotland 0.5104395813116036 -0.3142936112084675 native-country=Thailand 0.5939388930625016 0.9307417786840413 native-country=Yugoslavia 0.20119983411476544 0.2262669413278119 native-country=El-Salvador 0.5825822648200291 -0.4603123545459017 native-country=Trinadad&Tobago 0.43522122605049524 -0.3383136024423462 native-country=Peru 0.32943868075857047 0.4340049300801149 native-country=Hong 1.1560552395335677 0.014536773405840463 native-country=Holand-Netherlands Hidden Weights: -4.193245872148182 4.193239327423068 2.195747136335506 -2.195647178826991 >50K <=50K Error sum for iteration 800 = 756.7994641594471 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -0.8538952657405414 2.629029447537962 age 0.6313458779586815 0.7509770565356807 workclass=Private 1.1658511435996513 -0.11675894320560928 workclass=Self-emp-not-inc 0.06498323993953396 0.7662239662908332 workclass=Self-emp-inc -0.28205041085808313 -0.572616441993469 workclass=Federal-gov 1.039681304809631 0.7185023025272598 workclass=Local-gov 0.6834570065022861 0.04466619553637386 workclass=State-gov 0.2733456642271332 -0.2854466877563585 workclass=Without-pay -0.6188076089866154 -0.6379955869698248 workclass=Never-worked -0.0788413686936468 0.4601730008149709 fnlwgt 0.21640227290580843 -0.06357543862388584 education=Bachelors 0.47867012190707653 -0.7658463071338638 education=Some-college 1.3007056022911117 0.9270957205833446 education=11th 0.10951542123550055 -1.2064940029633655 education=HS-grad -0.29831713253809555 -0.1661463625882397 education=Prof-school 0.16971398428978118 -0.5303000884347474 education=Assoc-acdm 0.5498230999327315 0.227784203782841 education=Assoc-voc 0.9949865585564476 0.2549092393637718 education=9th 0.6405897122676218 -0.15069739328282825 education=7th-8th 1.7889918014665838 0.5886533168549277 education=12th 0.15163463503263092 0.5202504047310647 education=Masters 1.2549100042467933 -0.28348313368386463 education=1st-4th 0.9695391622586343 -0.4054595587851088 education=10th -0.8361388480352694 -0.09412297524878407 education=Doctorate -0.8829111015068265 0.5503033497048978 education=5th-6th 0.09892381198732465 0.684931352965148 education=Preschool -2.224403870786812 1.5111169945448892 education-num -2.0528897152272365 0.5604014446553411 marital-status=Married-civ-spouse 0.8546722904818204 0.8441544074889821 marital-status=Divorced 1.2073529646261054 1.0864217557973332 marital-status=Never-married 0.07530240415597292 -0.019510274633282833 marital-status=Separated 0.4304216145469522 0.23171484782120874 marital-status=Widowed 1.612837289037155 0.13227422423552856 marital-status=Married-spouse-absent -0.1413789233910606 -0.49820586353012664 marital-status=Married-AF-spouse -0.36252552785273334 0.2708072438658592 occupation=Tech-support -0.05539230410652763 -0.7620783039703676 occupation=Craft-repair 0.8218394501469898 0.30956637624967426 occupation=Other-service -0.25444829167175864 -1.081791296898598 occupation=Sales -0.9278981319266233 -1.2108045082947814 occupation=Exec-managerial 0.2479269194104954 1.8336012911130701 occupation=Prof-specialty 0.8885146432362947 0.31184521163770557 occupation=Handlers-cleaners 0.645620607297854 0.11059289312391024 occupation=Machine-op-inspct 0.5141155023903833 0.1732400282763397 occupation=Adm-clerical 1.243837410248338 -0.9965074751604241 occupation=Farming-fishing 0.6150318566402333 0.5803729829071794 occupation=Transport-moving 0.481616687493296 0.07142843405985067 occupation=Priv-house-serv -0.015965517582974396 0.9078525820610348 occupation=Protective-serv -0.43478203521689684 -0.5161276543305399 occupation=Armed-Forces -0.9637809574311206 -0.5996406005890837 relationship=Wife 1.0548131445628925 0.8080955803068516 relationship=Own-child 0.5211949434485854 0.4496853429899834 relationship=Husband -0.5190503526784143 -0.2812747824515176 relationship=Not-in-family 0.2687487148045343 0.45978542913387666 relationship=Other-relative 0.10320885181987502 0.706159323750809 relationship=Unmarried -0.4118218253860801 -0.3834483407994982 race=White -0.4907421535386111 0.0158497768561086 race=Asian-Pac-Islander 0.8444438446354515 0.4814537802429008 race=Amer-Indian-Eskimo 2.2007271416607406 0.41011279759089453 race=Other -0.08539615826843906 0.19557813195496823 race=Black 0.1391567606303697 1.3837827222030976 sex -3.6588737763225794 1.301041644042523 capital-gain -2.1784523498873667 0.13366512080526588 capital-loss -3.101592492154072 -1.3915867641956805 hours-per-week -0.548611263721833 -1.549601728960073 native-country=United-States 0.20422885459599163 -0.041822587089473125 native-country=Cambodia 0.4928255394969521 0.2098476829971148 native-country=England 0.017730070968488096 -0.1773531419469735 native-country=Puerto-Rico -0.7425381591714912 -0.2511392646517388 native-country=Canada -0.44013424225211917 -1.0986010130146426 native-country=Germany 0.1827739390659088 0.12047430957345677 native-country=Outlying-US(Guam-USVI-etc) 1.8999242820670033 -0.5911158509148262 native-country=India 1.6141505566801 0.7427458264601366 native-country=Japan 1.5657026605341668 0.6630301483359323 native-country=Greece -0.1504683108172461 0.7474173008545102 native-country=South 0.754217435021474 0.2744844210808418 native-country=China 1.2078415944850285 0.09043590106921456 native-country=Cuba -2.163014095734215 -0.458777969544012 native-country=Iran 0.44550973766386687 -1.1788552242521018 native-country=Honduras -0.6584727139532255 -0.6096575537563212 native-country=Philippines -1.1889653201405541 -0.2538453101493963 native-country=Italy 0.8514238782489183 -1.105706817609083 native-country=Poland -1.4955167331853279 0.8247203442556165 native-country=Jamaica 0.5600986900691609 0.7517065025703098 native-country=Vietnam 1.237518307597546 -0.1603110713982126 native-country=Mexico -0.5862869527743462 -0.6366762483263609 native-country=Portugal -0.9044839855915553 -0.2599583548192012 native-country=Ireland 0.34894157282204363 -0.8897199138364891 native-country=France -0.8985686040140067 0.551470231061089 native-country=Dominican-Republic 1.301376839640127 -0.7238355172787437 native-country=Laos 0.2873061125522099 -0.9373641827453288 native-country=Ecuador -0.343543891100855 0.7710478078064091 native-country=Taiwan 0.7525495941544933 0.5379082610901776 native-country=Haiti 2.102884225572445 -0.888690838333344 native-country=Columbia -0.01845874968603583 0.9216842153193383 native-country=Hungary -0.3548507930489781 0.714566713328178 native-country=Guatemala 0.8238022420562656 0.5856252571012159 native-country=Nicaragua 0.2588901185355333 0.6977591146679358 native-country=Scotland 0.6368295644373709 -0.31796282120157415 native-country=Thailand 0.6213343727416055 0.9304446541311892 native-country=Yugoslavia 0.20129673576426096 0.26601359302557426 native-country=El-Salvador 0.6125252750018948 -0.4682822434730851 native-country=Trinadad&Tobago 0.4465799319105331 -0.35593428525840376 native-country=Peru 0.3319562923799863 0.4347714120290747 native-country=Hong 1.1572028615532988 0.015565506467172127 native-country=Holand-Netherlands Hidden Weights: -4.218684414507122 4.218682311169999 2.2995182762034965 -2.2994946535359917 >50K <=50K Error sum for iteration 900 = 759.2277312029634 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -0.7398223508803956 2.9958343424669844 age 0.6518589396595199 0.8057176990341636 workclass=Private 1.1685993184452574 -0.09752411075512897 workclass=Self-emp-not-inc 0.07619865352323232 0.7953707351954754 workclass=Self-emp-inc -0.2990228742175136 -0.6120711329076761 workclass=Federal-gov 1.057154059926198 0.7731856605012745 workclass=Local-gov 0.6623475678868158 -0.07031258345679432 workclass=State-gov 0.2735306727454382 -0.28300757979322444 workclass=Without-pay -0.6178707748672755 -0.6376081709775706 workclass=Never-worked -0.08844359991419572 0.4352313518795811 fnlwgt 0.22776814134235765 -0.028362449632932125 education=Bachelors 0.4553289187023746 -0.7984145027398186 education=Some-college 1.314746174912173 1.010999863784104 education=11th 0.118740248888399 -1.1359357534943395 education=HS-grad -0.2871857569450096 -0.15431044972024197 education=Prof-school 0.16966124645519662 -0.5098273865836872 education=Assoc-acdm 0.5406408190239396 0.14245168187116086 education=Assoc-voc 0.99573781474832 0.315197001241428 education=9th 0.6022303502700234 -0.14671365953044327 education=7th-8th 1.8314198663774661 0.6222600626669439 education=12th 0.1620344934881203 0.53339203997637 education=Masters 1.2666717013356366 -0.2763312424823693 education=1st-4th 0.9276802872130373 -0.4698254052208335 education=10th -0.8385811991445942 -0.16407546665486727 education=Doctorate -0.8892129250492008 0.47414150384372983 education=5th-6th 0.13184294354374576 0.6824544737305719 education=Preschool -2.2109229963413166 1.505495027829305 education-num -2.083222856310455 0.546074108912527 marital-status=Married-civ-spouse 0.8776838833865188 0.8759310504665085 marital-status=Divorced 1.2539668072297026 1.1946658642974701 marital-status=Never-married 0.04246160128568799 -0.10742970875142777 marital-status=Separated 0.4217691781336844 0.20111814982112258 marital-status=Widowed 1.6075179790686434 0.13864546604708625 marital-status=Married-spouse-absent -0.11980615677404031 -0.5059431490749386 marital-status=Married-AF-spouse -0.3521031692640349 0.30425958476291237 occupation=Tech-support -0.09298396780632641 -0.8554240295157244 occupation=Craft-repair 0.8295743177989193 0.33706262206649873 occupation=Other-service -0.250097440891426 -1.0504148379337566 occupation=Sales -0.9502632544990849 -1.24036106315506 occupation=Exec-managerial 0.2524344752071049 1.9121129241752057 occupation=Prof-specialty 0.883542571456091 0.25628015354365813 occupation=Handlers-cleaners 0.6284814132145247 0.03474019319035903 occupation=Machine-op-inspct 0.5177583777416335 0.1820444654853158 occupation=Adm-clerical 1.2274940421621627 -0.9792685922251425 occupation=Farming-fishing 0.6184372225192386 0.5894882636302383 occupation=Transport-moving 0.5378070530879506 0.053233414083086586 occupation=Priv-house-serv -0.003736927914580918 0.9912897418557616 occupation=Protective-serv -0.4182430936803156 -0.5245218834943829 occupation=Armed-Forces -0.9435381708999413 -0.60047236456463 relationship=Wife 1.0842772283867912 0.8823646575789886 relationship=Own-child 0.5290634815171017 0.3940538532022292 relationship=Husband -0.5669318883322056 -0.34403652644899185 relationship=Not-in-family 0.2775918906291595 0.4968797901699765 relationship=Other-relative 0.09778748089632638 0.7194447070944661 relationship=Unmarried -0.42537516289736405 -0.4019749940149425 race=White -0.5350719148198946 -0.03367976585357727 race=Asian-Pac-Islander 0.8169414484212418 0.5093241146306875 race=Amer-Indian-Eskimo 2.3052602301479457 0.4379316014130631 race=Other -0.09236490819733273 0.21298159756904517 race=Black 0.13404708822506528 1.36009473026546 sex -3.8841881316408537 1.2994922163573244 capital-gain -2.1878145641987294 0.0775148559939602 capital-loss -3.141215667040598 -1.5638402484560405 hours-per-week -0.573343462405734 -1.56580110360411 native-country=United-States 0.076527169317822 -0.007905787189605199 native-country=Cambodia 0.4709576138603388 0.2034725781124077 native-country=England -0.00815411351109047 -0.1798020801649485 native-country=Puerto-Rico -0.7709787976186818 -0.20940225848395586 native-country=Canada -0.48117478097916333 -1.1835256651339308 native-country=Germany 0.20231412226989473 0.11935918653980568 native-country=Outlying-US(Guam-USVI-etc) 1.9222751126359165 -0.5768325639303297 native-country=India 1.6859898253647025 0.7389602988917109 native-country=Japan 1.5944938900479888 0.6628543395043205 native-country=Greece -0.11040103383989765 0.7408473748140616 native-country=South 0.7735647022278693 0.2798402429017656 native-country=China 1.212547372157388 0.08534893499054043 native-country=Cuba -2.2156248819261832 -0.4359614884497021 native-country=Iran 0.5044868690346561 -1.1957364707172928 native-country=Honduras -0.6861384421965002 -0.5861479089439707 native-country=Philippines -1.2125924684405183 -0.34028891180318493 native-country=Italy 0.8590087722037932 -1.093037363954641 native-country=Poland -1.5353006020441102 0.8428968314440658 native-country=Jamaica 0.588051515565973 0.7496100610803298 native-country=Vietnam 1.1871542100616017 -0.1853595253311698 native-country=Mexico -0.6137502470984255 -0.5891399925928246 native-country=Portugal -1.044417375321243 -0.23446170090256557 native-country=Ireland 0.2858096717481336 -0.8833705762286904 native-country=France -0.9615754994440205 0.6071593448814291 native-country=Dominican-Republic 1.3339563989828007 -0.7387273101494185 native-country=Laos 0.29535789688323744 -0.939936527271502 native-country=Ecuador -0.3167135107442574 0.7594564713814469 native-country=Taiwan 0.8454335861102485 0.5355821911575336 native-country=Haiti 2.2973119895878034 -0.9012345218746673 native-country=Columbia -0.017521915566693146 0.9220716313115925 native-country=Hungary -0.43215854585461766 0.718328278466316 native-country=Guatemala 0.8672264968716908 0.5852774041125769 native-country=Nicaragua 0.26873410884130083 0.697372431651714 native-country=Scotland 0.7498604747407335 -0.3192496888352242 native-country=Thailand 0.6456038039023689 0.9296835584440505 native-country=Yugoslavia 0.19836326468221924 0.3035430459735135 native-country=El-Salvador 0.6406466169198991 -0.4763078743667283 native-country=Trinadad&Tobago 0.45128944434502055 -0.37483012297498985 native-country=Peru 0.33415339522775983 0.4349329630693001 native-country=Hong 1.1581396956726322 0.015952922459395117 native-country=Holand-Netherlands Hidden Weights: -4.236102739460901 4.2361021320205055 2.3951043674051955 -2.3950987275492372 >50K <=50K Error sum for iteration 1000 = 760.8564502990637 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -0.6273821632327287 3.3606770188229556 age 0.6710874305364364 0.852726504016512 workclass=Private 1.1766703996908656 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1.8677184051510232 0.657511118373812 education=12th 0.1708414400734588 0.5416409403987994 education=Masters 1.2774918176608088 -0.2682292452395088 education=1st-4th 0.8901218137313983 -0.5197400499484526 education=10th -0.8398187306297623 -0.24515400612904475 education=Doctorate -0.9020932706998058 0.3886365101588078 education=5th-6th 0.16394914252478948 0.6795968992304213 education=Preschool -2.2014986992354624 1.4930467766350217 education-num -2.1074237387577752 0.5359789783463281 marital-status=Married-civ-spouse 0.9007318329876938 0.9011152876746541 marital-status=Divorced 1.2981025289013848 1.2874983004489797 marital-status=Never-married 0.01622289614250728 -0.18088849520758915 marital-status=Separated 0.41274344530674 0.16883352018878303 marital-status=Widowed 1.5923430190802006 0.14143568929844338 marital-status=Married-spouse-absent -0.10181405004765538 -0.5129594716543735 marital-status=Married-AF-spouse -0.34291528128297794 0.33286610054811355 occupation=Tech-support 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relationship=Husband -0.6113088520424487 -0.4060255356037297 relationship=Not-in-family 0.2833701153879248 0.5282979061805931 relationship=Other-relative 0.09432355677154422 0.7379958927651175 relationship=Unmarried -0.43802594907716463 -0.42000218261439254 race=White -0.5797193685091924 -0.09082122031733475 race=Asian-Pac-Islander 0.7979851312879299 0.5414440592964527 race=Amer-Indian-Eskimo 2.3959783760250257 0.4643299051462613 race=Other -0.09769773249116256 0.227857082626626 race=Black 0.12827562545568008 1.3395566086622923 sex -4.0653797002382 1.2880884246082036 capital-gain -2.200268706057583 0.021707673780600886 capital-loss -3.1791992196028316 -1.7198197480946895 hours-per-week -0.5935386033330831 -1.565179254461384 native-country=United-States -0.07026440046229769 0.026266508914205327 native-country=Cambodia 0.4501815516063597 0.19541498003915425 native-country=England -0.03181778545938213 -0.18343625824648357 native-country=Puerto-Rico -0.8008786668253242 -0.17472691739356158 native-country=Canada -0.523955066500487 -1.2670202772311503 native-country=Germany 0.22036432464991676 0.1178425978140801 native-country=Outlying-US(Guam-USVI-etc) 1.940174543820346 -0.564972981476713 native-country=India 1.7501668588089154 0.7345217368382746 native-country=Japan 1.6137902501594459 0.6620904340303038 native-country=Greece -0.07203009467344973 0.7331096908542994 native-country=South 0.7942012617973598 0.2845831558583634 native-country=China 1.2119413741121807 0.08024376662238741 native-country=Cuba -2.2516521864540535 -0.4159086118639322 native-country=Iran 0.5582599272526697 -1.2110670566602586 native-country=Honduras -0.7056966923801881 -0.5601330793587468 native-country=Philippines -1.2357118825140463 -0.4290709381332771 native-country=Italy 0.8595072717435944 -1.080354195731131 native-country=Poland -1.5714513849520109 0.858942917999491 native-country=Jamaica 0.612316334243675 0.7474302867014547 native-country=Vietnam 1.1471139472638276 -0.214371809536992 native-country=Mexico -0.6338758280242127 -0.5456108853196716 native-country=Portugal -1.1684721029705478 -0.20917797576908226 native-country=Ireland 0.2261410676503847 -0.8778254795709947 native-country=France -0.9909229388244968 0.6563776286298727 native-country=Dominican-Republic 1.3638180147961576 -0.7540456114763379 native-country=Laos 0.30334513252296186 -0.9431282587929709 native-country=Ecuador -0.28996726216747515 0.7460447971523382 native-country=Taiwan 0.9250831550849065 0.5332618242614257 native-country=Haiti 2.4735959904706455 -0.9147121410855976 native-country=Columbia -0.01681954906046834 0.9219350998033856 native-country=Hungary -0.5001344151538486 0.7214309316796039 native-country=Guatemala 0.9077538576382642 0.5843824000234532 native-country=Nicaragua 0.27788946745275034 0.6965216034266668 native-country=Scotland 0.8502105602085875 -0.31772287172617536 native-country=Thailand 0.6672637470857198 0.9285261914148304 native-country=Yugoslavia 0.1949325225424497 0.3380423600921866 native-country=El-Salvador 0.6669698813825935 -0.4843873494236696 native-country=Trinadad&Tobago 0.451119443714205 -0.3957252500163136 native-country=Peru 0.3360346126460995 0.43459250454985626 native-country=Hong 1.1588420621788422 0.015816390951192093 native-country=Holand-Netherlands Hidden Weights: -4.248461512408021 4.248461346603146 2.483871205778373 -2.483869843524436 >50K <=50K Error sum for iteration 1100 = 761.7041281968517 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -0.5209200171339595 3.719960822761641 age 0.6875363012732814 0.8899639569093151 workclass=Private 1.186608696717181 -0.04298999883736963 workclass=Self-emp-not-inc 0.1026772841826423 0.863958641150516 workclass=Self-emp-inc -0.33957809677980416 -0.7009611277679384 workclass=Federal-gov 1.0941945042537564 0.8869536720642875 workclass=Local-gov 0.6039537506921641 -0.31510836729765423 workclass=State-gov 0.27326137755114227 -0.27967785467333267 workclass=Without-pay -0.6166716095391964 -0.6382228220622157 workclass=Never-worked -0.11891211215179287 0.3883735818371773 fnlwgt 0.2513066177332638 0.06460634496941722 education=Bachelors 0.4191699792085397 -0.8232006576754894 education=Some-college 1.3482895159171047 1.1793607710956717 education=11th 0.14444531942320094 -0.9922876639547912 education=HS-grad -0.27430079454216183 -0.13509894856130922 education=Prof-school 0.16522161964770496 -0.4687049099859502 education=Assoc-acdm 0.5026326034668424 -0.07612873065706274 education=Assoc-voc 0.9962807823428536 0.4138961993875717 education=9th 0.5465945144173594 -0.14231981246279407 education=7th-8th 1.8997748815699738 0.6935781491345874 education=12th 0.17757487322379908 0.5463003979221576 education=Masters 1.2877573311438018 -0.25877393043711383 education=1st-4th 0.859594846276516 -0.5548581658319928 education=10th -0.8392204372721013 -0.3368476925968898 education=Doctorate -0.9221566341894419 0.29630417892264616 education=5th-6th 0.19533807466896747 0.6765231557535278 education=Preschool -2.195201119517407 1.4747927939083494 education-num -2.1262260628635516 0.5320645098569665 marital-status=Married-civ-spouse 0.9234021137485529 0.9210925050944894 marital-status=Divorced 1.3381050749576109 1.3659478847281281 marital-status=Never-married -0.0033164820879941497 -0.2417335820858604 marital-status=Separated 0.40460265862109246 0.1361825934746447 marital-status=Widowed 1.5684817349472937 0.13954362836889286 marital-status=Married-spouse-absent -0.0866911213818797 -0.5192555239892593 marital-status=Married-AF-spouse -0.33502918739163945 0.35762347989021626 occupation=Tech-support -0.15327883206380416 -0.9794827156168587 occupation=Craft-repair 0.8316580780185685 0.3499165433761436 occupation=Other-service -0.22859240627665584 -0.9634210471376468 occupation=Sales -0.9817033697146442 -1.265800365663688 occupation=Exec-managerial 0.25807161400961504 2.052792728052219 occupation=Prof-specialty 0.8688964844977881 0.1453707608945734 occupation=Handlers-cleaners 0.5776789093898625 -0.1488680941710333 occupation=Machine-op-inspct 0.5201866812402263 0.18450512261921032 occupation=Adm-clerical 1.2114774351921493 -0.9401338519997591 occupation=Farming-fishing 0.6219858480115921 0.5956399802605864 occupation=Transport-moving 0.6369222090547693 0.024255055663092776 occupation=Priv-house-serv 0.015928978260695115 1.1259206507935788 occupation=Protective-serv -0.3897191858786916 -0.5413196143545933 occupation=Armed-Forces -0.907386797004686 -0.597781157940297 relationship=Wife 1.142439048802291 1.0024987509915435 relationship=Own-child 0.5339410969686719 0.2850749347664457 relationship=Husband -0.6513278595474965 -0.4635567321171187 relationship=Not-in-family 0.2871681878798666 0.5545120853887829 relationship=Other-relative 0.09020465969206325 0.7588811207571364 relationship=Unmarried -0.44918139862917916 -0.4357841538176155 race=White -0.6251619283612967 -0.15131554922276277 race=Asian-Pac-Islander 0.78571033092588 0.5773893113274352 race=Amer-Indian-Eskimo 2.4760415840590912 0.48893332461904826 race=Other -0.1024297460748177 0.23736915673722053 race=Black 0.12169124103924503 1.3233897455023937 sex -4.21454933330213 1.2681346989867324 capital-gain -2.2152068183980433 -0.03560648379434284 capital-loss -3.2112561542678484 -1.859505243004917 hours-per-week -0.6078144290070089 -1.5489048309621731 native-country=United-States -0.24142371636120455 0.06092451573673104 native-country=Cambodia 0.43155513005189655 0.18566650841108995 native-country=England -0.05198142303734193 -0.18821663102121297 native-country=Puerto-Rico -0.8293827152811061 -0.14705335850625306 native-country=Canada -0.56759606071627 -1.3466322343090764 native-country=Germany 0.23717639458828976 0.11606563310013478 native-country=Outlying-US(Guam-USVI-etc) 1.9554659752434527 -0.5550273230355594 native-country=India 1.8078201260577846 0.7297460890635071 native-country=Japan 1.6256978376910998 0.6607933532287462 native-country=Greece -0.03496502500889818 0.72402424481486 native-country=South 0.8178204844759519 0.2886015431467968 native-country=China 1.208396372945848 0.07521345459372694 native-country=Cuba -2.2758057465103247 -0.39812159362513955 native-country=Iran 0.6071707908528373 -1.2249825179707838 native-country=Honduras -0.7180995462687085 -0.5316211083341978 native-country=Philippines -1.2586040322575833 -0.5190667699674066 native-country=Italy 0.8554196789606535 -1.0675644681146346 native-country=Poland -1.6043634857463387 0.873007870265422 native-country=Jamaica 0.6337755329985453 0.746105255397095 native-country=Vietnam 1.1145325174154201 -0.24650541242003887 native-country=Mexico -0.6479050931030808 -0.5063209643137718 native-country=Portugal -1.2765339006961334 -0.18380105894222554 native-country=Ireland 0.1695863667202621 -0.8729281402531567 native-country=France -1.0004985608802128 0.7002857239233298 native-country=Dominican-Republic 1.3908508192708666 -0.7693543042681855 native-country=Laos 0.3112384111264426 -0.9466991207194861 native-country=Ecuador -0.2624448376434089 0.7310193220817485 native-country=Taiwan 0.9942698014691598 0.5309698587468269 native-country=Haiti 2.633499341089377 -0.9292179675897404 native-country=Columbia -0.016322750238595883 0.9214569802269474 native-country=Hungary -0.5598956455342154 0.7240094284534894 native-country=Guatemala 0.9460994956030796 0.5831162295405884 native-country=Nicaragua 0.28640099497549454 0.695389471767132 native-country=Scotland 0.9388925391683212 -0.31293179688367023 native-country=Thailand 0.6868103271434276 0.9271235674627156 native-country=Yugoslavia 0.19260723367472862 0.36930163522058973 native-country=El-Salvador 0.6916755171567884 -0.49249177129166677 native-country=Trinadad&Tobago 0.448053112832201 -0.4192675667918666 native-country=Peru 0.3376547491267827 0.4339227278993958 native-country=Hong 1.1593388610007314 0.01533827137470697 native-country=Holand-Netherlands Hidden Weights: -4.257756565603626 4.257756521692408 2.5667495277538066 -2.56674919277141 >50K <=50K Error sum for iteration 1200 = 761.9128824507212 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -0.42400144036366383 4.069738275259518 age 0.7000257019091759 0.9162351060697341 workclass=Private 1.1957989251232446 -0.022207180134791248 workclass=Self-emp-not-inc 0.11715706124739363 0.8999390820195241 workclass=Self-emp-inc -0.35577697146271736 -0.7385772336443505 workclass=Federal-gov 1.1099626064988466 0.9372630472907141 workclass=Local-gov 0.5735852890658262 -0.42172634112050544 workclass=State-gov 0.2729213373568474 -0.2785653935124145 workclass=Without-pay -0.616336934082676 -0.6388746777008925 workclass=Never-worked -0.13905723199636422 0.3654285121448348 fnlwgt 0.2621041827516092 0.11813274559454259 education=Bachelors 0.4066555115951588 -0.8227254840666944 education=Some-college 1.364706548135784 1.261429727011322 education=11th 0.156772436509589 -0.9315499758403609 education=HS-grad -0.2718727077497399 -0.12901123792657274 education=Prof-school 0.16294895543082502 -0.4448738260811747 education=Assoc-acdm 0.47595775680914654 -0.18818726436643135 education=Assoc-voc 0.9951049760711608 0.45395854468278096 education=9th 0.526640893768774 -0.14052550316731574 education=7th-8th 1.9289122439338127 0.7297055454088033 education=12th 0.18212292219854898 0.5487652054204688 education=Masters 1.2980573067450447 -0.24768726173072791 education=1st-4th 0.8374399683025574 -0.576174258465221 education=10th -0.8367346809101395 -0.4384690329263079 education=Doctorate -0.9485332506309783 0.2005125008869283 education=5th-6th 0.22605224103201685 0.6734037252603596 education=Preschool -2.19177880706476 1.4511959632575198 education-num -2.1401299848468365 0.5350569298901378 marital-status=Married-civ-spouse 0.9457807587699176 0.9370343425284149 marital-status=Divorced 1.3739427182826043 1.4322612516346054 marital-status=Never-married -0.016346391989021374 -0.29227693236071656 marital-status=Separated 0.3986739516381353 0.10465604747436157 marital-status=Widowed 1.5353801890322187 0.13214058977869841 marital-status=Married-spouse-absent -0.07392319309776497 -0.5248080480773025 marital-status=Married-AF-spouse -0.3283147499578775 0.38041306631812505 occupation=Tech-support -0.17164415199408264 -1.0104834438796142 occupation=Craft-repair 0.8292598846304595 0.34708350084343953 occupation=Other-service -0.21439049513815928 -0.9160299951684033 occupation=Sales -0.9904828111015703 -1.2692027486468178 occupation=Exec-managerial 0.2573105911230245 2.10836736091276 occupation=Prof-specialty 0.8598076639376561 0.09423732932434534 occupation=Handlers-cleaners 0.5457626954876765 -0.2482482204831173 occupation=Machine-op-inspct 0.5186178054146134 0.18020811975160675 occupation=Adm-clerical 1.2097730839433174 -0.9172636780742159 occupation=Farming-fishing 0.6217466354309926 0.5954318948005209 occupation=Transport-moving 0.6804670279620356 0.01308544452640365 occupation=Priv-house-serv 0.021616740857923 1.1742140254373747 occupation=Protective-serv -0.3776838042022703 -0.5491548471069423 occupation=Armed-Forces -0.8913174504757692 -0.5992139401513387 relationship=Wife 1.1689051293675146 1.0520678919170474 relationship=Own-child 0.5344098428098486 0.2352552671739132 relationship=Husband -0.6867964936483804 -0.5148535901572411 relationship=Not-in-family 0.2899596242304066 0.577009236930376 relationship=Other-relative 0.08456314089878555 0.7802381571924863 relationship=Unmarried -0.45793029094295984 -0.44710625021395684 race=White -0.6716337744209305 -0.21195488020131303 race=Asian-Pac-Islander 0.778544892036377 0.6162511625554593 race=Amer-Indian-Eskimo 2.547561665434166 0.511653430024035 race=Other -0.10721286925183945 0.239274504176564 race=Black 0.11411239098196228 1.3114246865174881 sex -4.3400100013217076 1.2410124888827112 capital-gain -2.2319776654373515 -0.09588538416666768 capital-loss -3.235637663513555 -1.9841858037509787 hours-per-week -0.6158017970120766 -1.5197975487457756 native-country=United-States -0.4446887832385238 0.09632220227523962 native-country=Cambodia 0.41562205267450725 0.17426314862485967 native-country=England -0.06783841055587299 -0.1940566876860073 native-country=Puerto-Rico -0.8543890241645644 -0.12612941452587723 native-country=Canada -0.6110207760437766 -1.4206277907807299 native-country=Germany 0.2529973396849241 0.11416698062401853 native-country=Outlying-US(Guam-USVI-etc) 1.9695737654407357 -0.5465402382551537 native-country=India 1.8600769622286417 0.7249100800887743 native-country=Japan 1.6319289782799147 0.6590703321214841 native-country=Greece 0.0015567256916064992 0.7134272808892854 native-country=South 0.8462257939517426 0.29181071604028075 native-country=China 1.2038482207184529 0.07037699240400377 native-country=Cuba -2.291544786486539 -0.38181284569387647 native-country=Iran 0.6517862998814757 -1.2376766740951488 native-country=Honduras -0.7235460464928893 -0.5009446819789796 native-country=Philippines -1.2807593263710713 -0.6092634982421701 native-country=Italy 0.8485447303657161 -1.054505238562616 native-country=Poland -1.6342086093320203 0.8852825922211074 native-country=Jamaica 0.653574417981438 0.7465535522005922 native-country=Vietnam 1.0868277883701352 -0.28071375225501294 native-country=Mexico -0.6569909854992271 -0.47080895634021486 native-country=Portugal -1.3694227107628445 -0.15800556012006603 native-country=Ireland 0.11589192158470098 -0.8685399482071137 native-country=France -0.9986975984971029 0.7401640944997329 native-country=Dominican-Republic 1.415084253244652 -0.7842425215753487 native-country=Laos 0.3190287393682861 -0.9504089926993817 native-country=Ecuador -0.23316063611866125 0.7146493570233617 native-country=Taiwan 1.0553940667082164 0.5287593759580829 native-country=Haiti 2.7785882774290633 -0.9446654741569614 native-country=Columbia -0.015988074782047584 0.9208051245882707 native-country=Hungary -0.6127768001697548 0.7261680363435741 native-country=Guatemala 0.9828062361482168 0.5816461853282064 native-country=Nicaragua 0.2943468834323689 0.6941407822056049 native-country=Scotland 1.0170977013882712 -0.30455224203833103 native-country=Thailand 0.7046745194141496 0.9256232832828831 native-country=Yugoslavia 0.192296083880744 0.3974353529896336 native-country=El-Salvador 0.715016765860363 -0.5006193582085048 native-country=Trinadad&Tobago 0.4438632579091856 -0.4460035124062741 native-country=Peru 0.33907958815156575 0.4330848699692685 native-country=Hong 1.1596735364572452 0.01468641573605081 native-country=Holand-Netherlands Hidden Weights: -4.265082713386371 4.265082701854934 2.6440332942155336 -2.644033209620999 >50K <=50K Error sum for iteration 1300 = 761.725083593474 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -0.3381554805646802 4.406548170542668 age 0.708228542468071 0.932219294381998 workclass=Private 1.20265870765624 -0.008979811948015849 workclass=Self-emp-not-inc 0.1309878023503881 0.933621084800976 workclass=Self-emp-inc -0.36683972701169476 -0.7673619573864557 workclass=Federal-gov 1.1221712936877002 0.9789147704692587 workclass=Local-gov 0.5469391462009121 -0.508938318767878 workclass=State-gov 0.2725166782170298 -0.277743363768743 workclass=Without-pay -0.6161377011606591 -0.6395833036467046 workclass=Never-worked -0.1614416122746583 0.3429106534546254 fnlwgt 0.2713251631121648 0.1723683828315535 education=Bachelors 0.3963109903564114 -0.819575680535753 education=Some-college 1.3789957021424162 1.3407781118115958 education=11th 0.16651003361192657 -0.881815546145445 education=HS-grad -0.27171129948729467 -0.1256707651150724 education=Prof-school 0.16149364398442378 -0.41867630805711287 education=Assoc-acdm 0.44777078674000526 -0.28993463476345355 education=Assoc-voc 0.9926031446664714 0.4891881444029944 education=9th 0.5103538376163905 -0.13796366011449124 education=7th-8th 1.9559876179322955 0.7653163164120783 education=12th 0.1847617510708071 0.5502239085360945 education=Masters 1.309394879475874 -0.23493841996536685 education=1st-4th 0.8233338653291418 -0.5853480334507222 education=10th -0.8325602411386649 -0.5492979541657751 education=Doctorate -0.9795180593903239 0.10467675890615785 education=5th-6th 0.2560650780991415 0.6703665064083975 education=Preschool -2.1912091254286383 1.4217748866534918 education-num -2.149424982195053 0.5446440932749558 marital-status=Married-civ-spouse 0.9683342657485331 0.9501092337852736 marital-status=Divorced 1.406389159739346 1.4889247163669295 marital-status=Never-married -0.023266531475142356 -0.33454511478440696 marital-status=Separated 0.39607675687098554 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1.2107283895767575 occupation=Protective-serv -0.3671053830670424 -0.556336809848999 occupation=Armed-Forces -0.8772447054849082 -0.6049384398305951 relationship=Wife 1.1929576075805783 1.097556397169002 relationship=Own-child 0.5351504846821599 0.1888994119134071 relationship=Husband -0.7182096980132181 -0.5597189098530836 relationship=Not-in-family 0.2925742114171092 0.5975649073685116 relationship=Other-relative 0.07728515390861493 0.801218892897061 relationship=Unmarried -0.46360140216869816 -0.45230400200720033 race=White -0.7195214673215278 -0.27120168726091537 race=Asian-Pac-Islander 0.7752409092511547 0.6569894583673015 race=Amer-Indian-Eskimo 2.6120490431566736 0.5325953252237422 race=Other -0.11224743207661807 0.23282673472266857 race=Black 0.10547697495978924 1.3025257510887291 sex -4.44735092984292 1.2081655607634745 capital-gain -2.249757581620701 -0.15987071467878722 capital-loss -3.2523518751353255 -2.095441014195291 hours-per-week -0.6177690109710371 -1.4811713863765947 native-country=United-States -0.6906710727748951 0.1326288312258408 native-country=Cambodia 0.40267599732736215 0.1612786538408934 native-country=England -0.0790040896745776 -0.20085908947034703 native-country=Puerto-Rico -0.8744984574415545 -0.11151352470163542 native-country=Canada -0.6531979262803134 -1.4882499563363067 native-country=Germany 0.2680353331713409 0.11224088988810424 native-country=Outlying-US(Guam-USVI-etc) 1.983706182436351 -0.5391450047455628 native-country=India 1.9079629163132656 0.7202127346956866 native-country=Japan 1.6340168633271197 0.6569685204356508 native-country=Greece 0.03846686826318821 0.701100470393613 native-country=South 0.8813090329644149 0.2940920472210689 native-country=China 1.1998747916054728 0.06580317055457915 native-country=Cuba -2.301072118491669 -0.3661822499183414 native-country=Iran 0.6927465594147163 -1.2493865105008592 native-country=Honduras -0.7218833834291651 -0.4685776271717072 native-country=Philippines -1.3014600330398223 -0.6987650845478853 native-country=Italy 0.8402882989591623 -1.0410720504054596 native-country=Poland -1.6609260522056983 0.8959443600355261 native-country=Jamaica 0.6731125530277344 0.7495140985622447 native-country=Vietnam 1.0621955771968978 -0.3159275109449483 native-country=Mexico -0.6621147328633988 -0.4383241479606201 native-country=Portugal -1.4484620682172438 -0.13150598417778947 native-country=Ireland 0.06489794469053368 -0.8645624872990126 native-country=France -0.9901942297178862 0.7772651399330455 native-country=Dominican-Republic 1.4366425835140988 -0.798401332740285 native-country=Laos 0.3266991814132933 -0.9540655606325742 native-country=Ecuador -0.20103483226007443 0.6971629985360229 native-country=Taiwan 1.110417858493851 0.5266629054654386 native-country=Haiti 2.9100899531994857 -0.9608943936019795 native-country=Columbia -0.015788841860048478 0.9200964986424586 native-country=Hungary -0.660017399544274 0.7279535967518449 native-country=Guatemala 1.0182424929919927 0.5800922394077964 native-country=Nicaragua 0.3018050186392671 0.6928865325411868 native-country=Scotland 1.0862857103631847 -0.29245150338621256 native-country=Thailand 0.7211982808227179 0.9241286187076942 native-country=Yugoslavia 0.19443752993784197 0.4227008487852459 native-country=El-Salvador 0.7372328484460905 -0.5088100770026177 native-country=Trinadad&Tobago 0.4398590085645199 -0.47632739198316504 native-country=Peru 0.3403550482060424 0.4321910759869417 native-country=Hong 1.1598727693792332 0.013977789790271183 native-country=Holand-Netherlands Hidden Weights: -4.271464238670036 4.271464235610567 2.715827569015448 -2.7158275469111675 >50K <=50K Error sum for iteration 1400 = 761.4207504860988 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -0.2628406437184448 4.728103007961344 age 0.7125782544382332 0.9396796339966326 workclass=Private 1.2066832917703838 -0.0024344629804474555 workclass=Self-emp-not-inc 0.14340704910146346 0.9635493979532732 workclass=Self-emp-inc -0.3724608582261925 -0.7861048882738826 workclass=Federal-gov 1.130420597814564 1.010513739150561 workclass=Local-gov 0.5252202818549287 -0.5767635286847236 workclass=State-gov 0.2720925045793845 -0.27720964389147995 workclass=Without-pay -0.6160524559763678 -0.6402834003474626 workclass=Never-worked -0.18510414077578963 0.321297456465951 fnlwgt 0.2787039747725134 0.2247806876978445 education=Bachelors 0.38683133773977335 -0.8160454317643197 education=Some-college 1.3900824546792383 1.4166891607885712 education=11th 0.17277506502460377 -0.8426805291340179 education=HS-grad -0.2730793493527703 -0.12535985108515824 education=Prof-school 0.16076799888276008 -0.39088061772042076 education=Assoc-acdm 0.42022349790988295 -0.3772871689246138 education=Assoc-voc 0.9886187416808937 0.520587368788685 education=9th 0.49628841698569814 -0.13372091060479593 education=7th-8th 1.981488845916229 0.8000743884787231 education=12th 0.18598671402596892 0.5512074680700716 education=Masters 1.3237843557671811 -0.22084996239587804 education=1st-4th 0.8156261524152926 -0.5842039154540372 education=10th -0.8269929401388681 -0.6686434107562511 education=Doctorate -1.0132490784603563 0.011739173490999715 education=5th-6th 0.28530659069565056 0.6674883567023375 education=Preschool -2.193647316349631 1.3853356353791093 education-num -2.1544298476024597 0.559846628245553 marital-status=Married-civ-spouse 0.991343379584369 0.9615138498695028 marital-status=Divorced 1.4360163584812309 1.5380579187709098 marital-status=Never-married -0.024653286180589082 -0.3698051404956305 marital-status=Separated 0.3973678705467818 0.04959709382845263 marital-status=Widowed 1.4359534648135994 0.09746220574142163 marital-status=Married-spouse-absent -0.05395272025955678 -0.5337392147898876 marital-status=Married-AF-spouse -0.3169854181896442 0.42662224834924395 occupation=Tech-support -0.18792103689012787 -1.0304236899639563 occupation=Craft-repair 0.8241570446150692 0.34147829059854445 occupation=Other-service -0.1859004537899036 -0.8250910521888306 occupation=Sales -0.997307990272504 -1.26746408747948 occupation=Exec-managerial 0.24805807022454796 2.1728448433868737 occupation=Prof-specialty 0.8407795287171277 0.008399603416950683 occupation=Handlers-cleaners 0.47786715148247894 -0.4409839239542262 occupation=Machine-op-inspct 0.5106869751734707 0.1632563043169099 occupation=Adm-clerical 1.2111171830513434 -0.862299420872488 occupation=Farming-fishing 0.6183738201235305 0.5939233747969062 occupation=Transport-moving 0.7577312495879149 -0.003585310457999662 occupation=Priv-house-serv 0.02539582779667082 1.2377501846707282 occupation=Protective-serv -0.3579473168982319 -0.562761454287392 occupation=Armed-Forces -0.8653189002913042 -0.6158415672061056 relationship=Wife 1.2146692751561081 1.140898293931577 relationship=Own-child 0.5364885610231296 0.1452355311441692 relationship=Husband -0.7462225779058317 -0.5988486862677869 relationship=Not-in-family 0.2955744814550814 0.6176903538375619 relationship=Other-relative 0.06851564723304125 0.8216469804144751 relationship=Unmarried -0.46626518741775996 -0.45080509204134983 race=White -0.7685354157262871 -0.3290754394885381 race=Asian-Pac-Islander 0.7747526920247981 0.6987384235627722 race=Amer-Indian-Eskimo 2.670612784272181 0.5519878824566724 race=Other -0.1175370349163465 0.21895879744636132 race=Black 0.09611950896070402 1.295362968676175 sex -4.540345928169566 1.170953104615293 capital-gain -2.2676983480198607 -0.22758834473773965 capital-loss -3.261990237371949 -2.194625592725173 hours-per-week -0.6145144415808745 -1.4356873140680968 native-country=United-States -0.9897568928023798 0.169639986640174 native-country=Cambodia 0.39285052964759476 0.14681852101123197 native-country=England -0.08545712675166417 -0.2085189348793384 native-country=Puerto-Rico -0.8889880571985139 -0.10268888520651838 native-country=Canada -0.6933085713248908 -1.549498121737385 native-country=Germany 0.28247134574122257 0.11033348429256433 native-country=Outlying-US(Guam-USVI-etc) 1.9988767708324764 -0.5325402889295148 native-country=India 1.9523478451415586 0.7157800936239803 native-country=Japan 1.633344011173114 0.6544440292302385 native-country=Greece 0.07667072117265784 0.6867377745792169 native-country=South 0.9245376974198434 0.2952644186828411 native-country=China 1.197630220203842 0.06150363744259814 native-country=Cuba -2.3054879110784685 -0.3506099523156459 native-country=Iran 0.7306613597660816 -1.260361929735273 native-country=Honduras -0.7129889206496655 -0.4350069750508762 native-country=Philippines -1.320047521202494 -0.7867836211608286 native-country=Italy 0.8317523142813974 -1.0272313786140586 native-country=Poland -1.6840405199052508 0.9051205439147565 native-country=Jamaica 0.693883391543957 0.7554710945783102 native-country=Vietnam 1.039518593009343 -0.351166186872798 native-country=Mexico -0.6640269291711798 -0.4081651425219216 native-country=Portugal -1.515125344853343 -0.10407548554898122 native-country=Ireland 0.01650760375431007 -0.8609295850797487 native-country=France -0.9774173647778754 0.812666780118176 native-country=Dominican-Republic 1.4556916388894738 -0.8116200989538499 native-country=Laos 0.33424000596024533 -0.9575352114828184 native-country=Ecuador -0.16514444716650578 0.6787113155864894 native-country=Taiwan 1.1608822851719898 0.5246832973018599 native-country=Haiti 3.0289785997914405 -0.9777497262500756 native-country=Columbia -0.01570359667577421 0.9193964019417006 native-country=Hungary -0.7025923604878012 0.729358864124623 native-country=Guatemala 1.0526552885371159 0.5785239009236357 native-country=Nicaragua 0.30885468363960256 0.6916851323897677 native-country=Scotland 1.1480936863938944 -0.276646439491652 native-country=Thailand 0.7366537703913948 0.9226953955792648 native-country=Yugoslavia 0.19916610344474242 0.4454017316412791 native-country=El-Salvador 0.7585112037920736 -0.5171279849321803 native-country=Trinadad&Tobago 0.4368532037997854 -0.5104691812012294 native-country=Peru 0.3415190854906444 0.4313027565011904 native-country=Hong 1.1599580145634683 0.013277693089526338 native-country=Holand-Netherlands Hidden Weights: -4.278331859327743 4.27833185849596 2.7826089424805027 -2.7826089364782445 >50K <=50K Error sum for iteration 1500 = 761.1412199300981 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -0.1960492114219296 5.033589992582895 age 0.7141086072289679 0.9403401855438919 workclass=Private 1.2088245199093626 -7.635924428061359E-5 workclass=Self-emp-not-inc 0.15424646567466024 0.9894551763603336 workclass=Self-emp-inc -0.3730976867628712 -0.794786067854328 workclass=Federal-gov 1.1351459135595405 1.0316824946851597 workclass=Local-gov 0.5082723545559223 -0.6283432478208274 workclass=State-gov 0.2717887434503701 -0.27697535461977046 workclass=Without-pay -0.615962602890851 -0.6409456283621047 workclass=Never-worked -0.2093001329955793 0.30096764265524656 fnlwgt 0.28514788346861947 0.2743540815799445 education=Bachelors 0.37758716586937446 -0.8128667256458345 education=Some-college 1.3975802052040256 1.4886374370577191 education=11th 0.1758346533406999 -0.8121166152404424 education=HS-grad -0.2752911803221868 -0.12849966294951873 education=Prof-school 0.16058388616480548 -0.3624871473998083 education=Assoc-acdm 0.3945314936268126 -0.44953572827553423 education=Assoc-voc 0.9828728809410213 0.5490703401784733 education=9th 0.4830379725727929 -0.12698723377306564 education=7th-8th 2.005715633621702 0.8338298994539911 education=12th 0.1862155387512274 0.5513037058885468 education=Masters 1.3454199980107584 -0.20621563705765264 education=1st-4th 0.8123201827541987 -0.5745039833130676 education=10th -0.8215040915543157 -0.7958034500790993 education=Doctorate -1.0484714235975898 -0.07598382724614877 education=5th-6th 0.3137384537449573 0.6648058806476497 education=Preschool -2.19996936997309 1.3406455591182929 education-num -2.1566103840833506 0.5793061266047452 marital-status=Married-civ-spouse 1.0136503266295565 0.9724605968540877 marital-status=Divorced 1.46135733382425 1.580684251246464 marital-status=Never-married -0.022164465770685572 -0.39841607329204254 marital-status=Separated 0.40184271977696046 0.027655520693963688 marital-status=Widowed 1.376994904146624 0.06853242842761388 marital-status=Married-spouse-absent -0.046077418856754974 -0.537222929584369 marital-status=Married-AF-spouse -0.31130445727321726 0.45157982845465156 occupation=Tech-support -0.1896767616118197 -1.0289019443526757 occupation=Craft-repair 0.8222834853582976 0.3424619614190298 occupation=Other-service -0.1733260114631178 -0.7835547343520033 occupation=Sales -0.9967656628755912 -1.2634391419422573 occupation=Exec-managerial 0.24141486632906453 2.1776479466421828 occupation=Prof-specialty 0.8317793479505483 -0.024597688934528572 occupation=Handlers-cleaners 0.4445995131669657 -0.5287072342699862 occupation=Machine-op-inspct 0.5046839708615293 0.1507718027139197 occupation=Adm-clerical 1.2130570882598048 -0.83017205371225 occupation=Farming-fishing 0.6158977694459423 0.593897540019162 occupation=Transport-moving 0.7923767488346666 -0.009433005693780456 occupation=Priv-house-serv 0.02509821773074993 1.2579439889221973 occupation=Protective-serv -0.3500367121000783 -0.5684003709041099 occupation=Armed-Forces -0.8550620393151825 -0.6320198754084615 relationship=Wife 1.2344602116440262 1.1833685032691792 relationship=Own-child 0.5377998491219004 0.10281099477995333 relationship=Husband -0.7702562597423329 -0.6323851843927745 relationship=Not-in-family 0.29915715879280863 0.6382460315938271 relationship=Other-relative 0.058865509366619564 0.8414892438069996 relationship=Unmarried -0.4677961753822198 -0.44378019627325155 race=White -0.8141720274772888 -0.38570665988212083 race=Asian-Pac-Islander 0.7759310419078171 0.740976132563166 race=Amer-Indian-Eskimo 2.7240864543601386 0.5701200656972314 race=Other -0.12385336505994009 0.1995862656404796 race=Black 0.08769595709417885 1.2896333294077846 sex -4.621117948249303 1.1304904802805407 capital-gain -2.285621710325593 -0.2985301710160952 capital-loss -3.265603304784027 -2.2826012178475312 hours-per-week -0.6082543750032623 -1.3852969897303558 native-country=United-States -1.3364519935570036 0.20593412862078941 native-country=Cambodia 0.38591141737232465 0.13102218902954382 native-country=England -0.08756652057342451 -0.21692006616668888 native-country=Puerto-Rico -0.8983484863447438 -0.09918252128407654 native-country=Canada -0.7311467221589658 -1.604550539943235 native-country=Germany 0.2965428623511339 0.10845716767326948 native-country=Outlying-US(Guam-USVI-etc) 2.0153897919819044 -0.5263691231154058 native-country=India 1.9938777392473614 0.7117035192800043 native-country=Japan 1.6310840620313811 0.6513937468631676 native-country=Greece 0.11639940408603441 0.6700478280306793 native-country=South 0.9746133160801317 0.2951328084625554 native-country=China 1.19772555355222 0.05746059142290101 native-country=Cuba -2.305454633191523 -0.33466776779112173 native-country=Iran 0.7660839099490936 -1.270831959458177 native-country=Honduras -0.6978257215991234 -0.4005928773149666 native-country=Philippines -1.3362478835926441 -0.8725860925206392 native-country=Italy 0.8236645744581682 -1.0129553060934133 native-country=Poland -1.7025794897963933 0.9128895425610596 native-country=Jamaica 0.716719212156729 0.7647651560951382 native-country=Vietnam 1.0179877927625816 -0.38554675787551534 native-country=Mexico -0.6632264775370796 -0.3797996860420043 native-country=Portugal -1.570859498008872 -0.0755131631882928 native-country=Ireland -0.02930196261470846 -0.8575890604522661 native-country=France -0.9616442143234638 0.8472274270783862 native-country=Dominican-Republic 1.4723530681411647 -0.8236747579936823 native-country=Laos 0.3417457600903122 -0.9607340688118863 native-country=Ecuador -0.1259247358920609 0.6594512991324928 native-country=Taiwan 1.2080047803209233 0.5228030711184177 native-country=Haiti 3.13607886869386 -0.9951168686130358 native-country=Columbia -0.015613743590229935 0.9187341739270585 native-country=Hungary -0.741140899995458 0.7303505215402635 native-country=Guatemala 1.0862737637296536 0.5769726947888444 native-country=Nicaragua 0.3156620798118415 0.6905595986584895 native-country=Scotland 1.2036500897803863 -0.2571060023089671 native-country=Thailand 0.7513452009709111 0.9213456393652871 native-country=Yugoslavia 0.20635936885572836 0.46583816892232155 native-country=El-Salvador 0.7790383258689968 -0.5256288274516067 native-country=Trinadad&Tobago 0.43523964314631886 -0.5485328261263748 native-country=Peru 0.34270167380898675 0.4304457610791131 native-country=Hong 1.16004786764906 0.012615465074873666 native-country=Holand-Netherlands Hidden Weights: -4.287202609455137 4.287202609221216 2.8455425051270713 -2.8455425034314983 >50K <=50K Error sum for iteration 1600 = 760.7791113149682 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -0.13563325988556996 5.323839444210403 age 0.7140456728143065 0.9351676158584652 workclass=Private 1.2117048782840842 0.0023977574042704877 workclass=Self-emp-not-inc 0.1635987872580397 1.011808072165397 workclass=Self-emp-inc -0.3698050674804146 -0.794591244900495 workclass=Federal-gov 1.137665480548931 1.0421563726846865 workclass=Local-gov 0.4957825446849118 -0.6676773009818262 workclass=State-gov 0.2719021458429695 -0.2770292038034183 workclass=Without-pay -0.61558890126839 -0.6415499456036333 workclass=Never-worked -0.2332170141211007 0.28173399391628295 fnlwgt 0.2925062966853563 0.3219436505947428 education=Bachelors 0.36898596792202 -0.8099296042795995 education=Some-college 1.4026040555954171 1.556114852430255 education=11th 0.17735295037508514 -0.7870056220129532 education=HS-grad -0.2780667942184457 -0.13580163410752435 education=Prof-school 0.1610942046649513 -0.33458399728570926 education=Assoc-acdm 0.3715787110948189 -0.5077482481621775 education=Assoc-voc 0.974939828865187 0.5754062692994395 education=9th 0.4697974103082426 -0.11731614052033534 education=7th-8th 2.0289989732114058 0.8664546765643971 education=12th 0.1857621333029062 0.5494126296302424 education=Masters 1.3807167869010661 -0.19216923568098493 education=1st-4th 0.8122222035875599 -0.5578640184139766 education=10th -0.8203252248043434 -0.929882127217767 education=Doctorate -1.08523804246093 -0.15686979533790443 education=5th-6th 0.3413586305057365 0.662336064528975 education=Preschool -2.2124846448316955 1.2871635015910718 education-num -2.159570914093783 0.6022190309089659 marital-status=Married-civ-spouse 1.0323136337228531 0.9836801602539642 marital-status=Divorced 1.4786432962995408 1.6153768679938494 marital-status=Never-married -0.019536699857432387 -0.42014956114917634 marital-status=Separated 0.406859917375575 0.010191320274416837 marital-status=Widowed 1.3349837346791018 0.032742040269621124 marital-status=Married-spouse-absent -0.03909442812225334 -0.5401246962243204 marital-status=Married-AF-spouse -0.3048465571743842 0.47810695277978243 occupation=Tech-support -0.1893766786694562 -1.0237163406710064 occupation=Craft-repair 0.8199315834349176 0.3462995465008975 occupation=Other-service -0.16256175887595237 -0.7451556047302542 occupation=Sales -0.9950568085484861 -1.2575985863628587 occupation=Exec-managerial 0.23566861254413413 2.163234043865332 occupation=Prof-specialty 0.8238253425862386 -0.050509378700737 occupation=Handlers-cleaners 0.41246604934307535 -0.6089567219335252 occupation=Machine-op-inspct 0.49720434167257715 0.13468030789866148 occupation=Adm-clerical 1.2215114849942212 -0.793632371968058 occupation=Farming-fishing 0.6133554658995839 0.594384162273282 occupation=Transport-moving 0.82511774339656 -0.013835133491087379 occupation=Priv-house-serv 0.024073100223143747 1.2737694229407115 occupation=Protective-serv -0.34300908251799217 -0.573268383705705 occupation=Armed-Forces -0.8457724314861085 -0.6523117326224848 relationship=Wife 1.2532250460283532 1.2249227405009733 relationship=Own-child 0.5380493852677655 0.059719946538444355 relationship=Husband -0.7885602043736964 -0.6588470830766435 relationship=Not-in-family 0.30327941977857514 0.6591518396822826 relationship=Other-relative 0.049975037367422495 0.8604135612445634 relationship=Unmarried -0.4713642756258869 -0.43496378910637773 race=White -0.8471083359207789 -0.4383161933244559 race=Asian-Pac-Islander 0.7772657217002544 0.7835025364335694 race=Amer-Indian-Eskimo 2.773135028464784 0.5872728993131788 race=Other -0.13287408917764595 0.17584403028960077 race=Black 0.08288439608432382 1.2871827956393211 sex -4.690212894940243 1.0875913492776577 capital-gain -2.304841261547121 -0.37192201062548125 capital-loss -3.2659386778752313 -2.3594427989233147 hours-per-week -0.6024736086882301 -1.3322537194159378 native-country=United-States -1.6874046648912784 0.23794911279319583 native-country=Cambodia 0.3809758834980206 0.11409882639227394 native-country=England -0.08629193921159237 -0.22592966779448123 native-country=Puerto-Rico -0.9052158053153702 -0.10064807813444106 native-country=Canada -0.7675746043233035 -1.653241575246332 native-country=Germany 0.3105789206988652 0.1066151537460225 native-country=Outlying-US(Guam-USVI-etc) 2.0317891778937702 -0.520019457319909 native-country=India 2.0328455416278848 0.7080964048199061 native-country=Japan 1.6281621984663341 0.647709556500795 native-country=Greece 0.1558770655265358 0.6510852612189247 native-country=South 1.0237461209147478 0.2936544397745055 native-country=China 1.2001293880615718 0.05366047841123986 native-country=Cuba -2.3025998884636514 -0.3179940613087517 native-country=Iran 0.7994374149374587 -1.2809611793613513 native-country=Honduras -0.6800181291636082 -0.3654456042139452 native-country=Philippines -1.3507153945497365 -0.9554262386544126 native-country=Italy 0.8162255266298281 -0.9981515725459708 native-country=Poland -1.7159340963054623 0.9193473311242214 native-country=Jamaica 0.7403071077482178 0.7779209406186413 native-country=Vietnam 0.9969558894657512 -0.4182737873375146 native-country=Mexico -0.6600887533488968 -0.3528082008262727 native-country=Portugal -1.6172367397827203 -0.04556276705741022 native-country=Ireland -0.07249462085265279 -0.8544820761104046 native-country=France -0.9440754619496169 0.8815889224743958 native-country=Dominican-Republic 1.4865641604741548 -0.8341632821473107 native-country=Laos 0.3494660717001202 -0.9636078699479929 native-country=Ecuador -0.08722418512637818 0.63979616767897 native-country=Taiwan 1.2527274867336 0.5210047983525866 native-country=Haiti 3.2321397163519423 -1.0129176087064797 native-country=Columbia -0.015240041967759101 0.9181298566855298 native-country=Hungary -0.7761082009415028 0.730935966603667 native-country=Guatemala 1.1193153744439235 0.5754545734945343 native-country=Nicaragua 0.3225224653089694 0.6895248369874167 native-country=Scotland 1.252351405639188 -0.23347186433472172 native-country=Thailand 0.7656663534313635 0.9200912412536131 native-country=Yugoslavia 0.2155268714957943 0.4842534506358234 native-country=El-Salvador 0.799024468678589 -0.5343200931441623 native-country=Trinadad&Tobago 0.43498191157206084 -0.5905429431624905 native-country=Peru 0.3441821929304374 0.42963687097804065 native-country=Hong 1.1604215692714706 0.012011147833334498 native-country=Holand-Netherlands Hidden Weights: -4.297696613335379 4.297696613266994 2.905503241225142 -2.9055032407275694 >50K <=50K Error sum for iteration 1700 = 760.1060053857724 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -0.08097203676772835 5.601235052166266 age 0.7128054677870073 0.9243286687361457 workclass=Private 1.2173610010490667 0.009269388163661798 workclass=Self-emp-not-inc 0.1715579364136355 1.031377462274316 workclass=Self-emp-inc -0.3636032817994143 -0.7869676679691598 workclass=Federal-gov 1.1391123440166344 1.041807707080635 workclass=Local-gov 0.48730285558473907 -0.6982944880401635 workclass=State-gov 0.27260302364897904 -0.2773401526968623 workclass=Without-pay -0.6147725742851882 -0.6420866889955184 workclass=Never-worked -0.2553363394078875 0.2630052512539521 fnlwgt 0.3010157204398736 0.3682834283565896 education=Bachelors 0.3616081558088253 -0.8063196377123559 education=Some-college 1.4070929274298956 1.6185336509662405 education=11th 0.17852506636319104 -0.7645286100452742 education=HS-grad -0.2811753394930691 -0.14844261064730774 education=Prof-school 0.1622777118184403 -0.30790289743912197 education=Assoc-acdm 0.3518382632647006 -0.5534035705503504 education=Assoc-voc 0.9644150441369895 0.6001134646783859 education=9th 0.45633060644437096 -0.10471527128475092 education=7th-8th 2.051666791737733 0.8977480897177159 education=12th 0.1851837010867097 0.5450278443172749 education=Masters 1.4337537895462482 -0.17943867574529926 education=1st-4th 0.8146651834611911 -0.5355469010455954 education=10th -0.8271021872901373 -1.069543342350681 education=Doctorate -1.1242302780247548 -0.230322165937853 education=5th-6th 0.3680147824024363 0.6600730833460303 education=Preschool -2.2332699115097783 1.2250421763733836 education-num -2.166160609361312 0.629352873416605 marital-status=Married-civ-spouse 1.046497814510845 0.9946010589464475 marital-status=Divorced 1.4872196034601457 1.6391900004211484 marital-status=Never-married -0.019433036668539384 -0.43530203248335425 marital-status=Separated 0.4101619147263784 -0.0029071561366099783 marital-status=Widowed 1.3213939071977516 -0.006562512329896108 marital-status=Married-spouse-absent -0.03283614911399955 -0.5424882203854337 marital-status=Married-AF-spouse -0.2977475780642204 0.506592293416025 occupation=Tech-support -0.18848788807916378 -1.0174034629408697 occupation=Craft-repair 0.8166882816258997 0.35168658674405345 occupation=Other-service -0.15353194206497928 -0.7099504728101262 occupation=Sales -0.9931267628409378 -1.2495976433032616 occupation=Exec-managerial 0.2307314443323822 2.129460023965929 occupation=Prof-specialty 0.8174641296960262 -0.06946424069699096 occupation=Handlers-cleaners 0.38180705576250495 -0.6819322143667955 occupation=Machine-op-inspct 0.488313255890239 0.11405136661871601 occupation=Adm-clerical 1.2412957992989897 -0.7490609723110971 occupation=Farming-fishing 0.6109110511136356 0.5948532622080448 occupation=Transport-moving 0.8563947301141611 -0.016972822349556712 occupation=Priv-house-serv 0.02215524672493932 1.2871392403064545 occupation=Protective-serv -0.3366047915710302 -0.577407384406835 occupation=Armed-Forces -0.8374605241774123 -0.6743052305788517 relationship=Wife 1.2718938691263915 1.264670945620245 relationship=Own-child 0.5376423977206594 0.014906440830362664 relationship=Husband -0.802125267660603 -0.6778005990269108 relationship=Not-in-family 0.3084721918229078 0.6795884725736292 relationship=Other-relative 0.0432021635150864 0.8784748353621183 relationship=Unmarried -0.47703987723651387 -0.42805125936317495 race=White -0.8651302421688222 -0.4820949984792503 race=Asian-Pac-Islander 0.7777909316515095 0.8261118766573403 race=Amer-Indian-Eskimo 2.818347529527654 0.6036501064112989 race=Other -0.14430204155150236 0.14674609428475455 race=Black 0.08194874159447378 1.2899862401318156 sex -4.7484170546552384 1.0429199384772054 capital-gain -2.326759719660329 -0.4471938375174419 capital-loss -3.2668705853670614 -2.425544596515472 hours-per-week -0.5982629490078003 -1.2780690857896755 native-country=United-States -1.988962973671463 0.26165781511941405 native-country=Cambodia 0.3772889758872759 0.09627024888654113 native-country=England -0.08297148689973062 -0.23542480854988226 native-country=Puerto-Rico -0.9127029941137543 -0.1071227937805188 native-country=Canada -0.8037447985995175 -1.6954180325460042 native-country=Germany 0.32476594907772516 0.10479533175404256 native-country=Outlying-US(Guam-USVI-etc) 2.0457791877147615 -0.5128044462185013 native-country=India 2.0692659174465438 0.7050799365519534 native-country=Japan 1.6252566958679657 0.6432723812855687 native-country=Greece 0.1918446876276923 0.6302890780990835 native-country=South 1.0622069073744587 0.2908090085959371 native-country=China 1.204434502244779 0.050074864724944844 native-country=Cuba -2.299754119660756 -0.30038340843806327 native-country=Iran 0.8308022883134262 -1.2908516399449614 native-country=Honduras -0.6640674696347069 -0.32981172607457737 native-country=Philippines -1.364759862047499 -1.034707949446426 native-country=Italy 0.8093116427230129 -0.9827617368695011 native-country=Poland -1.7250914230886845 0.9246126311108487 native-country=Jamaica 0.761656586556272 0.7955979470898233 native-country=Vietnam 0.9763924559631787 -0.4487592055524738 native-country=Mexico -0.6551611679867898 -0.3269202543417717 native-country=Portugal -1.6561071575893547 -0.013954567037930575 native-country=Ireland -0.11315905960857262 -0.851562197061753 native-country=France -0.9262816016740008 0.9160758853516011 native-country=Dominican-Republic 1.4981522859314444 -0.8426996255049329 native-country=Laos 0.3575278747410551 -0.9661323366332433 native-country=Ecuador -0.0544829820610587 0.6204165479871644 native-country=Taiwan 1.295608276805528 0.5192644306221603 native-country=Haiti 3.3178570939847165 -1.0311294545178196 native-country=Columbia -0.014423714984563827 0.9175931132936448 native-country=Hungary -0.8081644350004651 0.731185267784831 native-country=Guatemala 1.1517795658809753 0.5739676936964514 native-country=Nicaragua 0.329583141141738 0.6885865080567785 native-country=Scotland 1.2925077042415347 -0.20537361536988016 native-country=Thailand 0.779845072034928 0.9189323111012685 native-country=Yugoslavia 0.22594676048194903 0.5007280973912743 native-country=El-Salvador 0.8184993734103594 -0.5431716780317217 native-country=Trinadad&Tobago 0.4356611334906042 -0.6364641939306107 native-country=Peru 0.3461103912271015 0.4288825181000531 native-country=Hong 1.1612378962546102 0.011474404441446094 native-country=Holand-Netherlands Hidden Weights: -4.306538430428477 4.306538430407784 2.9615689687528857 -2.961568968601639 >50K <=50K Error sum for iteration 1800 = 759.1154224667231 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: -0.031382441946515446 5.868673879974102 age 0.710306896362942 0.9078917401145377 workclass=Private 1.2257288563552133 0.02175946383712063 workclass=Self-emp-not-inc 0.1783760545606495 1.0489519285802182 workclass=Self-emp-inc -0.35513126403210954 -0.7722816604376992 workclass=Federal-gov 1.1397065102940058 1.0312030435054385 workclass=Local-gov 0.4816679904183135 -0.722987917317132 workclass=State-gov 0.27378925909995677 -0.27789852477483984 workclass=Without-pay -0.6136189105279725 -0.6425895452649117 workclass=Never-worked -0.27468504019555573 0.24478219974651846 fnlwgt 0.30963317369909665 0.41243675864797 education=Bachelors 0.3554361743569991 -0.800986848309129 education=Some-college 1.4120969504215592 1.6753872008014503 education=11th 0.1792352927780129 -0.7434167891737242 education=HS-grad -0.2845384707855746 -0.16807428692274026 education=Prof-school 0.1636931112273668 -0.2824741145892437 education=Assoc-acdm 0.335141313708518 -0.5875413578764426 education=Assoc-voc 0.9513294243459902 0.6233772943584822 education=9th 0.4425118557391934 -0.08943892535997199 education=7th-8th 2.0739655979830416 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-0.8140080298345336 -0.6913530257105241 relationship=Not-in-family 0.3155241142855679 0.6988319900367467 relationship=Other-relative 0.03814799225524366 0.8966415402898077 relationship=Unmarried -0.4827380876255742 -0.42356797827401194 race=White -0.874501625643089 -0.5155926082597142 race=Asian-Pac-Islander 0.7779524053153061 0.8684245777377666 race=Amer-Indian-Eskimo 2.8603225636832943 0.619377447888044 race=Other -0.15637132666367104 0.11118324891681713 race=Black 0.08362291584396202 1.2977303432681657 sex -4.797934502425523 0.9971340020576313 capital-gain -2.351281981311226 -0.5241677215237086 capital-loss -3.2706556430628027 -2.4830123535819406 hours-per-week -0.5946531102827212 -1.2216088704150014 native-country=United-States -2.2239162830127968 0.27552189701412344 native-country=Cambodia 0.37499024104202244 0.0776215351440497 native-country=England -0.07865783596882223 -0.2453328021038952 native-country=Puerto-Rico -0.9219440938351584 -0.11924695558564896 native-country=Canada -0.8402437848409294 -1.7313247219801122 native-country=Germany 0.3390729070137559 0.10293341664890834 native-country=Outlying-US(Guam-USVI-etc) 2.0567319478607367 -0.5044099421631801 native-country=India 2.1032378214947753 0.7027062220501107 native-country=Japan 1.6228667648146589 0.6379117444758321 native-country=Greece 0.2223170484378573 0.6079245771132404 native-country=South 1.0876695944512134 0.28614925320486206 native-country=China 1.2103421136706285 0.0466008314105494 native-country=Cuba -2.2991067942491505 -0.281982566986405 native-country=Iran 0.8599890709377609 -1.3006030874213792 native-country=Honduras -0.6516118486488934 -0.2945750506749768 native-country=Philippines -1.3792596607956311 -1.1101760589112244 native-country=Italy 0.8029499277969303 -0.9668835151640028 native-country=Poland -1.7317221044855198 0.928692604483875 native-country=Jamaica 0.779052197359123 0.8179788596696009 native-country=Vietnam 0.9567983681832809 -0.47659027280132943 native-country=Mexico 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native-country=El-Salvador 0.8372613104758446 -0.5521716222949866 native-country=Trinadad&Tobago 0.43679741465372246 -0.6862029689968605 native-country=Peru 0.3483745993670432 0.42814500152847296 native-country=Hong 1.1623915600118457 0.010971548172053836 native-country=Holand-Netherlands Hidden Weights: -4.311305448482855 4.311305448476345 3.0129404007795246 -3.0129404007319764 >50K <=50K Error sum for iteration 1900 = 757.9912857054937 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.01512211580448567 6.128813700445575 age 0.7064853874755878 0.8858331990558287 workclass=Private 1.235850352032414 0.03905605402131147 workclass=Self-emp-not-inc 0.18440909447555962 1.0652967853496658 workclass=Self-emp-inc -0.3446450132504715 -0.7501122946731978 workclass=Federal-gov 1.1392836267527187 1.011306732559639 workclass=Local-gov 0.4775273771396054 -0.743859871677098 workclass=State-gov 0.2752806888663802 -0.27869641212894364 workclass=Without-pay -0.6123024298324786 -0.643110470664918 workclass=Never-worked -0.29147770949598645 0.2278482348302046 fnlwgt 0.317849160644925 0.4526275005132051 education=Bachelors 0.35031617657386094 -0.7933271583629529 education=Some-college 1.417877814853011 1.7263891304859835 education=11th 0.17937801258414832 -0.7230165759014128 education=HS-grad -0.2884555594696242 -0.19668899175081478 education=Prof-school 0.16521366695700604 -0.2579329452613047 education=Assoc-acdm 0.32123282287239724 -0.6106671626986835 education=Assoc-voc 0.9361491873582206 0.6451504679091876 education=9th 0.4283033075266595 -0.07178370575870603 education=7th-8th 2.0961115246329043 0.9558359216008563 education=12th 0.1856033990473592 0.5312064424642631 education=Masters 1.5811816220268124 -0.15680305344120776 education=1st-4th 0.823981667928802 -0.476977689300699 education=10th -0.8615464084162372 -1.3575332926326162 education=Doctorate -1.2075112384403028 -0.35735374036726414 education=5th-6th 0.4174782493183964 0.6559199710597857 education=Preschool -2.2952800335360073 1.075536558930624 education-num -2.1882156743874317 0.6962152138542139 marital-status=Married-civ-spouse 1.0709683947819013 1.013156124518374 marital-status=Divorced 1.4896997651621493 1.652092596263852 marital-status=Never-married -0.021449726417196956 -0.44951994580638793 marital-status=Separated 0.41544926439093666 -0.019675203647066715 marital-status=Widowed 1.3404858061931824 -0.08580846653104018 marital-status=Married-spouse-absent -0.02304221818125178 -0.5459330322443045 marital-status=Married-AF-spouse -0.28312357715841874 0.5696804464062605 occupation=Tech-support -0.1903066696681448 -1.0123426178324988 occupation=Craft-repair 0.8108455323546323 0.3638204181189421 occupation=Other-service -0.1399288970128764 -0.6484519259805467 occupation=Sales -0.9883067609393644 -1.2221173732885031 occupation=Exec-managerial 0.21932586129149947 2.0023516301728836 occupation=Prof-specialty 0.8101584291098709 -0.0877864972226793 occupation=Handlers-cleaners 0.3267512361711429 -0.8070912087408585 occupation=Machine-op-inspct 0.4679296710406774 0.0590951797705389 occupation=Adm-clerical 1.3056262623634847 -0.6275253516565942 occupation=Farming-fishing 0.6062768192882112 0.5930761863128731 occupation=Transport-moving 0.9150171704436733 -0.020297786709284733 occupation=Priv-house-serv 0.016091116720924937 1.3109155808260151 occupation=Protective-serv -0.3257509841065866 -0.5838563168301378 occupation=Armed-Forces -0.8242330013959982 -0.7179506579468499 relationship=Wife 1.3102348381115567 1.3382487434974568 relationship=Own-child 0.5380056348414879 -0.07977942217922128 relationship=Husband -0.8260816113844082 -0.7018512352002079 relationship=Not-in-family 0.3243586142763084 0.7166059374048531 relationship=Other-relative 0.03392237823647236 0.9159285558326843 relationship=Unmarried -0.4875038455109366 -0.4203011245036068 race=White -0.8805385260933342 -0.541028234881967 race=Asian-Pac-Islander 0.7785931939266503 0.9101813866999152 race=Amer-Indian-Eskimo 2.8995938646601083 0.634594111399935 race=Other -0.16836650887456953 0.06960651909429572 race=Black 0.08770180767884114 1.309243646033949 sex -4.841132063887124 0.9508157517245945 capital-gain -2.377638716386452 -0.6027437363264951 capital-loss -3.277700668107987 -2.5348542129655085 hours-per-week -0.5908191404257587 -1.1602664597933423 native-country=United-States -2.402298627178854 0.2802676452304703 native-country=Cambodia 0.3745385548636683 0.058105127137530965 native-country=England -0.07396985513539088 -0.2556001104975139 native-country=Puerto-Rico -0.9328332250152018 -0.1381982915407413 native-country=Canada -0.8775842387859938 -1.7610295169292909 native-country=Germany 0.3534365275327163 0.10093677605012533 native-country=Outlying-US(Guam-USVI-etc) 2.065515759211927 -0.4947875987867661 native-country=India 2.1349955942290695 0.7009892468580406 native-country=Japan 1.621306609548411 0.6314628058934609 native-country=Greece 0.24700798115532172 0.5838414356106333 native-country=South 1.103454013683094 0.27884224171161986 native-country=China 1.2177159888989386 0.0430686094477482 native-country=Cuba -2.301438373606508 -0.26317809307356294 native-country=Iran 0.886765964465589 -1.3102967162266326 native-country=Honduras -0.6418097797023594 -0.2609911741744886 native-country=Philippines -1.3944976964549443 -1.1817044447336111 native-country=Italy 0.7972685460691715 -0.9506394865682767 native-country=Poland -1.736860621307074 0.9314509960866557 native-country=Jamaica 0.7926912257034074 0.8446826793746154 native-country=Vietnam 0.9383768694212036 -0.5012100835357444 native-country=Mexico -0.6427131501385343 -0.27863017914197313 native-country=Portugal -1.718019389746962 0.05489930822653625 native-country=Ireland -0.18791584369141423 -0.8463199623789209 native-country=France -0.894180390523286 0.9854438936034371 native-country=Dominican-Republic 1.5138707289416058 -0.854133866385412 native-country=Laos 0.3741317559100542 -0.9702539342168595 native-country=Ecuador -0.01209985686110828 0.5838659844144345 native-country=Taiwan 1.37687772825987 0.5156635853076484 native-country=Haiti 3.4605525056778266 -1.069019372688619 native-country=Columbia -0.0119535705318186 0.9165693316242451 native-country=Hungary -0.8668318014201373 0.730803568409628 native-country=Guatemala 1.2142883697127662 0.5708698308233667 native-country=Nicaragua 0.3437784825691161 0.6868342307160991 native-country=Scotland 1.347607439716671 -0.1375882393700148 native-country=Thailand 0.8075221911403263 0.9167179311207141 native-country=Yugoslavia 0.24881604477185493 0.5274975302806856 native-country=El-Salvador 0.8550502282301982 -0.5613032846472257 native-country=Trinadad&Tobago 0.43800938054961475 -0.7396011655202872 native-country=Peru 0.35080027853408785 0.4273665631126018 native-country=Hong 1.163708040707372 0.010450622772024812 native-country=Holand-Netherlands Hidden Weights: -4.312417391764025 4.312417391762009 3.060537795283145 -3.060537795267768 >50K <=50K Error sum for iteration 2000 = 756.9333609809122 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.06062171383851435 6.383976457264968 age 0.7011984565182092 0.8578423553690233 workclass=Private 1.246813795090427 0.06019749618018622 workclass=Self-emp-not-inc 0.1899276286068561 1.081144736606003 workclass=Self-emp-inc -0.3320315236521307 -0.7198895660042673 workclass=Federal-gov 1.137588898749675 0.9829880087275763 workclass=Local-gov 0.47396237573077604 -0.7622611405945042 workclass=State-gov 0.276931120696219 -0.2796907455507344 workclass=Without-pay -0.6109558139492803 -0.6436766738498537 workclass=Never-worked -0.30609461299845014 0.21323165955186177 fnlwgt 0.3256588962651928 0.4868682831013513 education=Bachelors 0.3463118202235281 -0.7829313999094437 education=Some-college 1.42450187437671 1.7714578972356256 education=11th 0.1792087367912994 -0.7026639823190906 education=HS-grad -0.2933877465098668 -0.23639188601228137 education=Prof-school 0.16718119147846786 -0.23386791442759627 education=Assoc-acdm 0.3101277967870442 -0.6229943640602924 education=Assoc-voc 0.9193895560361671 0.6653221411597074 education=9th 0.4137531584664677 -0.052018550108862006 education=7th-8th 2.1183064206772753 0.9826921381123098 education=12th 0.18720285309391324 0.5219760187015627 education=Masters 1.6647660293859223 -0.14572409076954973 education=1st-4th 0.8295783904931191 -0.4416867314756803 education=10th -0.8872916384677897 -1.4996648263884331 education=Doctorate -1.2498806601153873 -0.4128160531035833 education=5th-6th 0.4400555082132114 0.6538995623836409 education=Preschool -2.332395115665 0.9883711413166308 education-num -2.2008901468425117 0.733134632734937 marital-status=Married-civ-spouse 1.084691245337134 1.0215837742505212 marital-status=Divorced 1.4864978797973891 1.643683449662331 marital-status=Never-married -0.02000443700391578 -0.4494655055423734 marital-status=Separated 0.42040763361372985 -0.02500646998480855 marital-status=Widowed 1.3531937518300328 -0.12473230433619838 marital-status=Married-spouse-absent -0.01980107694139295 -0.5471633381507433 marital-status=Married-AF-spouse -0.27552063607769733 0.6032229159585104 occupation=Tech-support -0.19426414538065176 -1.0161837499739057 occupation=Craft-repair 0.8092613923672494 0.37074897055598327 occupation=Other-service -0.13525413492182362 -0.6218359890089248 occupation=Sales -0.9845902959086735 -1.200664959950504 occupation=Exec-managerial 0.21202644668337134 1.910903722887505 occupation=Prof-specialty 0.8089831942988437 -0.08735273012817465 occupation=Handlers-cleaners 0.3024394826782882 -0.8593510725597768 occupation=Machine-op-inspct 0.4566127899775562 0.024981683666578457 occupation=Adm-clerical 1.3429930885208128 -0.5524236418732235 occupation=Farming-fishing 0.6038041396966806 0.5896964562704687 occupation=Transport-moving 0.9424570094139154 -0.020837672761381685 occupation=Priv-house-serv 0.012664322813780715 1.3224867094256112 occupation=Protective-serv -0.3213818948322454 -0.5863767492306344 occupation=Armed-Forces -0.8185784192969842 -0.7394789839763392 relationship=Wife 1.3297345605591897 1.3731893943673839 relationship=Own-child 0.5383919351260208 -0.12967450815228868 relationship=Husband -0.8388704685586014 -0.710521707708498 relationship=Not-in-family 0.334296901900746 0.7328641623376141 relationship=Other-relative 0.030084965320107175 0.9368967199517682 relationship=Unmarried -0.4912401181396469 -0.41702298338718624 race=White -0.8858183909060986 -0.5616600852761902 race=Asian-Pac-Islander 0.7801049462196175 0.9513923824218266 race=Amer-Indian-Eskimo 2.936558335965669 0.6495150576065634 race=Other -0.1803205885498818 0.02346764503940076 race=Black 0.09457874100425398 1.32354732117547 sex -4.879657420885153 0.9043944623454943 capital-gain -2.4050448274225955 -0.6826460930809574 capital-loss -3.287724013005631 -2.583744322133032 hours-per-week -0.5861515013289884 -1.0914727752374491 native-country=United-States -2.5394442939546535 0.2772587720267073 native-country=Cambodia 0.3763112435825227 0.03762203334358517 native-country=England -0.06923832590065138 -0.26614279186006023 native-country=Puerto-Rico -0.9451663414573994 -0.16570121931732107 native-country=Canada -0.9164074761801049 -1.783987047384657 native-country=Germany 0.3678491546708004 0.09872573048446848 native-country=Outlying-US(Guam-USVI-etc) 2.073329327876562 -0.4838552280121406 native-country=India 2.1647911278306724 0.6999798900007368 native-country=Japan 1.620712301929667 0.6238348638218625 native-country=Greece 0.2662646989065975 0.5575927634609125 native-country=South 1.1133656176708906 0.26801323847138303 native-country=China 1.2264596034920199 0.03927046955893871 native-country=Cuba -2.3065989492623826 -0.2444339325180967 native-country=Iran 0.9109149130584049 -1.3199237264760872 native-country=Honduras -0.6331041273250799 -0.23028966481487684 native-country=Philippines -1.4104825131355108 -1.249053380887841 native-country=Italy 0.792296636056312 -0.9340374011383177 native-country=Poland -1.7408516397702283 0.9326660252372109 native-country=Jamaica 0.8035764335044123 0.8751254494274255 native-country=Vietnam 0.9207639153974463 -0.5216738416043933 native-country=Mexico -0.636395722405442 -0.25663901362684577 native-country=Portugal -1.7434494422055336 0.09251428117222309 native-country=Ireland -0.22252694490247882 -0.8440075396815563 native-country=France -0.8800417854989386 1.0203251255598 native-country=Dominican-Republic 1.5184900119160794 -0.8574941499993689 native-country=Laos 0.3823709017954957 -0.9719121524420998 native-country=Ecuador 9.177767861464653E-4 0.5665469214626211 native-country=Taiwan 1.415716938073308 0.513639487668324 native-country=Haiti 3.518203106639582 -1.0886706103473573 native-country=Columbia -0.010606954648604072 0.9160031284393094 native-country=Hungary -0.8946516656627882 0.7301625003718628 native-country=Guatemala 1.2441342159424378 0.5691384925499997 native-country=Nicaragua 0.3505996724893519 0.6859368489969911 native-country=Scotland 1.365492086068192 -0.0996223268409725 native-country=Thailand 0.8208141255553588 0.9155741696035441 native-country=Yugoslavia 0.2610492811319274 0.5376321056611582 native-country=El-Salvador 0.8716314250781155 -0.5704909007929883 native-country=Trinadad&Tobago 0.4389950994297486 -0.7964166103545924 native-country=Peru 0.3532588394213535 0.4265116039724324 native-country=Hong 1.1650546565905153 0.009884419587094576 native-country=Holand-Netherlands Hidden Weights: -4.311544060309009 4.311544060308306 3.106078799206563 -3.1060787992014323 >50K <=50K Error sum for iteration 2100 = 756.0390351551146 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.10625836513173754 6.6359766279977155 age 0.6942600048599923 0.8237278406735071 workclass=Private 1.2579483155407571 0.08439950502016891 workclass=Self-emp-not-inc 0.19503139078623977 1.0972444781528854 workclass=Self-emp-inc -0.31696525280998633 -0.6811659713509182 workclass=Federal-gov 1.1343014692837299 0.9468914315605889 workclass=Local-gov 0.4706469539546252 -0.7788590772240946 workclass=State-gov 0.2786426051664589 -0.280791123999472 workclass=Without-pay -0.6096574982797992 -0.6442689446431932 workclass=Never-worked -0.31847376320311716 0.20179487450936914 fnlwgt 0.3330757936869437 0.5129181556015507 education=Bachelors 0.3437042720358391 -0.7695133723408532 education=Some-college 1.4319463732301707 1.8106653906585086 education=11th 0.1791421906836461 -0.6817976749360503 education=HS-grad -0.29994685030824875 -0.28884131483092385 education=Prof-school 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occupation=Protective-serv -0.3176440741148204 -0.5885565042554947 occupation=Armed-Forces -0.8130541036567238 -0.7614492349154177 relationship=Wife 1.3489693158479699 1.4077559950159766 relationship=Own-child 0.5381815900855476 -0.18152370974766696 relationship=Husband -0.8520170604848443 -0.7171149863387464 relationship=Not-in-family 0.3446343949056861 0.7476417232718396 relationship=Other-relative 0.0265217577252689 0.9596734984264138 relationship=Unmarried -0.4940127066141774 -0.41303048085967947 race=White -0.8914937102714704 -0.5802485451540204 race=Asian-Pac-Islander 0.7824690688157528 0.9922179026044861 race=Amer-Indian-Eskimo 2.97151992140741 0.6644199564982514 race=Other -0.19232028504486626 -0.0253663369984162 race=Black 0.10427744267654829 1.3394877498199615 sex -4.914468632927267 0.858144978998703 capital-gain -2.43280457620183 -0.7632777024449823 capital-loss -3.300246386691901 -2.6312154965360652 hours-per-week -0.5800461645949206 -1.013354622746866 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0.5672613336863472 native-country=Nicaragua 0.3571093743832263 0.6850336427260463 native-country=Scotland 1.3789801606530436 -0.059888596616296634 native-country=Thailand 0.8336741333520244 0.9144137921390192 native-country=Yugoslavia 0.2738993837086387 0.5455739220700857 native-country=El-Salvador 0.8868101947237782 -0.5795652356295532 native-country=Trinadad&Tobago 0.4395054041830912 -0.8562674327054305 native-country=Peru 0.35567732248863726 0.4255880016922589 native-country=Hong 1.166352972259991 0.009292148793720176 native-country=Holand-Netherlands Hidden Weights: -4.310190480681799 4.310190480681592 3.151157325512275 -3.151157325510588 >50K <=50K Error sum for iteration 2200 = 755.267297173086 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.1518892860139165 6.885748205921796 age 0.685604510064095 0.7839727165649188 workclass=Private 1.2688087182550953 0.11084108725284408 workclass=Self-emp-not-inc 0.1996670012053669 1.1144704806046415 workclass=Self-emp-inc -0.2991962342549891 -0.634019670619508 workclass=Federal-gov 1.1291171977656964 0.903643154791451 workclass=Local-gov 0.4677443111392518 -0.7939546569379702 workclass=State-gov 0.280357505228183 -0.281874049189388 workclass=Without-pay -0.6084416634383808 -0.6448268126675926 workclass=Never-worked -0.3281407896768179 0.19395994575808426 fnlwgt 0.3397721745443095 0.5282521697480687 education=Bachelors 0.34283059630562024 -0.752984947863349 education=Some-college 1.4400287349274488 1.8442170189644964 education=11th 0.17958629454971645 -0.6600032799231806 education=HS-grad -0.3089405498322432 -0.35423175304775173 education=Prof-school 0.17454242858745728 -0.18628994835363494 education=Assoc-acdm 0.29731343401962945 -0.6174625086614062 education=Assoc-voc 0.8825884408419937 0.7005239728208654 education=9th 0.38400174741716164 -0.007143232523152337 education=7th-8th 2.163561836349456 1.0325975877962803 education=12th 0.1935310735387086 0.4938437222571088 education=Masters 1.8328669803187347 -0.12235787316549049 education=1st-4th 0.8403080875673236 -0.36055113540970846 education=10th -0.9553731858118024 -1.7535236802270033 education=Doctorate -1.331724251312133 -0.5109943565534764 education=5th-6th 0.4809279574443235 0.6499611546347177 education=Preschool -2.413189283387626 0.7941742610448287 education-num -2.224904495399628 0.8054688877280182 marital-status=Married-civ-spouse 1.1170476997311454 1.0387138268219245 marital-status=Divorced 1.4727644666779875 1.6073560603242945 marital-status=Never-married -0.007464253727589959 -0.43596643789255424 marital-status=Separated 0.4372665798046142 -0.031126339370736226 marital-status=Widowed 1.3640054042796088 -0.20108629151252144 marital-status=Married-spouse-absent -0.01690829391302263 -0.5485775497308798 marital-status=Married-AF-spouse -0.25976309000336845 0.6693301255772237 occupation=Tech-support -0.2084570478123661 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relationship=Husband -0.8644835753931366 -0.7201256453114087 relationship=Not-in-family 0.3547929467906691 0.7610550003014942 relationship=Other-relative 0.02324236053318213 0.9840045900933101 relationship=Unmarried -0.4959541801543993 -0.4084294987751026 race=White -0.8980759869620764 -0.5984076184086454 race=Asian-Pac-Islander 0.785503829984901 1.0327686125148674 race=Amer-Indian-Eskimo 3.0047666159241566 0.6795830111539667 race=Other -0.20427213756164705 -0.07477429471132606 race=Black 0.11591873987320807 1.3553983243029393 sex -4.946128386077992 0.8121953106083505 capital-gain -2.4603505353336503 -0.8436582758780315 capital-loss -3.314462517802024 -2.6771632807651375 hours-per-week -0.5719173928555507 -0.925161170336388 native-country=United-States -2.736275010469592 0.25238827245737255 native-country=Cambodia 0.3877633760522377 -0.006611334612393474 native-country=England -0.06014659504265393 -0.2874016628965354 native-country=Puerto-Rico -0.9750712918526658 -0.25648429584302174 native-country=Canada -0.9995043610163541 -1.80441839335866 native-country=Germany 0.396994896767944 0.09351679723529804 native-country=Outlying-US(Guam-USVI-etc) 2.0903188302651037 -0.4570982739969983 native-country=India 2.2194169051702746 0.7006283544658986 native-country=Japan 1.622638066641983 0.605201228261181 native-country=Greece 0.28969435103749475 0.49592870762418234 native-country=South 1.1240268120892352 0.23453674673776423 native-country=China 1.2474727146914928 0.02992455419408929 native-country=Cuba -2.3230862794758167 -0.20886284647224374 native-country=Iran 0.9505335836860701 -1.3380699089216972 native-country=Honduras -0.6135182970667252 -0.18166031814250289 native-country=Philippines -1.4441286638268152 -1.3694093460765047 native-country=Italy 0.7841887707379674 -0.8992078913726345 native-country=Poland -1.745615465917166 0.9294593009034329 native-country=Jamaica 0.8213553888395431 0.9451954243128298 native-country=Vietnam 0.8856116654691554 -0.5442513004240243 native-country=Mexico -0.6259685931926184 -0.21814592378927436 native-country=Portugal -1.7868095878888335 0.17572874855596254 native-country=Ireland -0.2871350050337516 -0.839703272557088 native-country=France -0.8530420001585568 1.09113754572636 native-country=Dominican-Republic 1.5222295451587824 -0.8601833338779226 native-country=Laos 0.3983705534703241 -0.9743118543428367 native-country=Ecuador 0.020015196421342966 0.5327648463791089 native-country=Taiwan 1.490915352270121 0.5089756697595855 native-country=Haiti 3.6066854257316447 -1.1273802369821142 native-country=Columbia -0.008092804137749559 0.9148529896215706 native-country=Hungary -0.9490895277614783 0.7281211987825419 native-country=Guatemala 1.3010462878908093 0.5652708411460295 native-country=Nicaragua 0.3632713009985817 0.6841843770695585 native-country=Scotland 1.3893349338672571 -0.018850069816669684 native-country=Thailand 0.8461057514231572 0.913298747548122 native-country=Yugoslavia 0.2874947832838535 0.5513424426200982 native-country=El-Salvador 0.9004417620066492 -0.5882656325998794 native-country=Trinadad&Tobago 0.43931920498877436 -0.9185792669546362 native-country=Peru 0.35802541192250265 0.42464246467550454 native-country=Hong 1.1675688071013657 0.008734280769352985 native-country=Holand-Netherlands Hidden Weights: -4.309185729814715 4.309185729814639 3.1968639718866605 -3.1968639718860583 >50K <=50K Error sum for iteration 2300 = 754.5169399291807 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.1964952178534962 7.133057534831176 age 0.6753930684300179 0.7397275221823667 workclass=Private 1.2792061144951254 0.13877005040221518 workclass=Self-emp-not-inc 0.20375269012653976 1.1338322269714467 workclass=Self-emp-inc -0.27892968798347484 -0.5795655755831374 workclass=Federal-gov 1.121962113025391 0.8541458542816157 workclass=Local-gov 0.46556193190136413 -0.807936581975188 workclass=State-gov 0.2820427955551788 -0.2828301731700109 workclass=Without-pay -0.6073159290285495 -0.6452891952914579 workclass=Never-worked -0.33450388546347876 0.1896066901473283 fnlwgt 0.34499330034247055 0.5305628566591304 education=Bachelors 0.34387966353716637 -0.7332849294801828 education=Some-college 1.4484217084029463 1.8724313641352799 education=11th 0.18080303122360664 -0.6368041162278221 education=HS-grad -0.3211681191039494 -0.43034755299966054 education=Prof-school 0.1804767934461386 -0.1623788414755665 education=Assoc-acdm 0.2956962264867423 -0.6023425055342773 education=Assoc-voc 0.8631038305285604 0.7154486399565232 education=9th 0.3691629849760404 0.01735023828579221 education=7th-8th 2.1868937587115624 1.05582585848264 education=12th 0.19735997468324754 0.47172862631988555 education=Masters 1.9137450385611168 -0.10994531909643622 education=1st-4th 0.844732673179451 -0.3152564705064044 education=10th -0.9946586911667472 -1.8539823715854415 education=Doctorate -1.369928441340868 -0.5543966049764457 education=5th-6th 0.4993256928242193 0.6481468555641888 education=Preschool -2.4557310628155773 0.6912945438143945 education-num -2.2354049891384684 0.8379671741753512 marital-status=Married-civ-spouse 1.1348487512731686 1.0467908488209792 marital-status=Divorced 1.4633603981525996 1.5841045826001352 marital-status=Never-married 0.004376675064315673 -0.42381940757739683 marital-status=Separated 0.4484038780279608 -0.03187020798261262 marital-status=Widowed 1.3602557585257455 -0.23672298163601482 marital-status=Married-spouse-absent -0.017147348304691116 -0.5486035913904939 marital-status=Married-AF-spouse -0.2524000089271938 0.6992844109997051 occupation=Tech-support -0.21860658806061536 -1.0617798626463961 occupation=Craft-repair 0.8096625048539339 0.3951477795910795 occupation=Other-service -0.12849775629796673 -0.5632766567377865 occupation=Sales -0.9650031658108448 -1.1087547140034444 occupation=Exec-managerial 0.18476487424837362 1.599843880509982 occupation=Prof-specialty 0.8146981013651367 -0.044369848148411314 occupation=Handlers-cleaners 0.24231702077129932 -0.9798235992877947 occupation=Machine-op-inspct 0.41543396721435777 -0.10868630225826538 occupation=Adm-clerical 1.454986611474679 -0.29791212528492766 occupation=Farming-fishing 0.5933857999352917 0.5637740164509328 occupation=Transport-moving 1.018263322310408 -0.018683192150570776 occupation=Priv-house-serv 0.0026517416394297054 1.359094586712813 occupation=Protective-serv -0.31134819713172673 -0.592319952183808 occupation=Armed-Forces -0.8032423670858932 -0.8110745883221145 relationship=Wife 1.3843003929003614 1.4769320710735643 relationship=Own-child 0.5352399213817247 -0.2899189053944722 relationship=Husband -0.8749929833497673 -0.7178963554310775 relationship=Not-in-family 0.3643049783932851 0.773305125124471 relationship=Other-relative 0.02040792170041447 1.0093524295869996 relationship=Unmarried -0.4973873776021766 -0.4041796452123241 race=White -0.9057107886652168 -0.616517226350885 race=Asian-Pac-Islander 0.7890156310543385 1.072946858003839 race=Amer-Indian-Eskimo 3.036614389595733 0.695180293636729 race=Other -0.2159291658238405 -0.12270104241357528 race=Black 0.12792940392177246 1.3694424690238778 sex -4.97506479143962 0.7665187699560617 capital-gain -2.4872746454519095 -0.9225291523424874 capital-loss -3.3291971173818586 -2.720030697642739 hours-per-week -0.5613008709001568 -0.8273075140886937 native-country=United-States -2.810786238539365 0.23209517643258162 native-country=Cambodia 0.397751519686712 -0.030473617330076357 native-country=England -0.05581799092839415 -0.2976718319841875 native-country=Puerto-Rico -0.9942179222580446 -0.32627353720396157 native-country=Canada -1.0424006334182452 -1.79855660657653 native-country=Germany 0.41179096629923445 0.09050736228614871 native-country=Outlying-US(Guam-USVI-etc) 2.1011198962239424 -0.44067634852104764 native-country=India 2.244683371962727 0.702599485930331 native-country=Japan 1.6253426950334908 0.5945157061318141 native-country=Greece 0.29395486953554206 0.45882032842780146 native-country=South 1.1264449358813768 0.21365418454582474 native-country=China 1.2592436193236864 0.02382684571516813 native-country=Cuba -2.3331426794039944 -0.19277394446253693 native-country=Iran 0.9657376731817493 -1.3456288183965364 native-country=Honduras -0.600937041394514 -0.1654191421400281 native-country=Philippines -1.4612189679753351 -1.421353553109762 native-country=Italy 0.7809803552190883 -0.8806119497155538 native-country=Poland -1.7467389347803868 0.924586118592384 native-country=Jamaica 0.8300370353780836 0.9840108149888628 native-country=Vietnam 0.8676553624453723 -0.5430281750393648 native-country=Mexico -0.6227539375192839 -0.20214608984240484 native-country=Portugal -1.8054873244085932 0.2221150974401421 native-country=Ireland -0.31728742993430065 -0.837508327930019 native-country=France -0.8392910322205427 1.1274331133856508 native-country=Dominican-Republic 1.5216943402220722 -0.859629634849406 native-country=Laos 0.4061230825284664 -0.9749601616374627 native-country=Ecuador 0.028126626165124135 0.5160034599295871 native-country=Taiwan 1.527574024166981 0.5063565000064782 native-country=Haiti 3.638098027918014 -1.1446688191813603 native-country=Columbia -0.006967069727916375 0.9143906069977052 native-country=Hungary -0.9761383909139951 0.7268471163864374 native-country=Guatemala 1.3282264116565277 0.5632021055400785 native-country=Nicaragua 0.36908215727406785 0.6834496271836917 native-country=Scotland 1.397675015451979 0.02307195525608531 native-country=Thailand 0.8581408923360794 0.9122939509711819 native-country=Yugoslavia 0.30196599364060234 0.5549430283141956 native-country=El-Salvador 0.912444153868653 -0.5963006582304688 native-country=Trinadad&Tobago 0.4382037592372533 -0.9826066072649198 native-country=Peru 0.3602949265439821 0.423721311799957 native-country=Hong 1.1686945415111605 0.008271898145510955 native-country=Holand-Netherlands Hidden Weights: -4.308652220491993 4.308652220491976 3.2436538292181893 -3.243653829217973 >50K <=50K Error sum for iteration 2400 = 753.7113030381241 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.23913758746385616 7.376742126231574 age 0.6639244475972692 0.6920644201979377 workclass=Private 1.2892416430270977 0.16797810270328714 workclass=Self-emp-not-inc 0.20731257479660056 1.1563289434972035 workclass=Self-emp-inc -0.2569772955122548 -0.5200794161935757 workclass=Federal-gov 1.1131148456911224 0.7996358011479487 workclass=Local-gov 0.4641880597760042 -0.8214378816942199 workclass=State-gov 0.28367035398585116 -0.2836139723545996 workclass=Without-pay -0.6062835554411204 -0.6456403503451804 workclass=Never-worked -0.33713216771597837 0.18831494083956177 fnlwgt 0.34785423871830534 0.518402824349723 education=Bachelors 0.34681226927386927 -0.7101679516670161 education=Some-college 1.4567881947845356 1.8956723177594352 education=11th 0.18288202802048578 -0.611449518351093 education=HS-grad -0.3369801261247408 -0.5125797350088539 education=Prof-school 0.1877386297074777 -0.1376609822570348 education=Assoc-acdm 0.2966831351293688 -0.581195335832591 education=Assoc-voc 0.8432249227079676 0.7285288866663308 education=9th 0.35471546066245685 0.04264084441174595 education=7th-8th 2.2107816655777963 1.0779528647078664 education=12th 0.20058065761124277 0.4419839738910132 education=Masters 1.991381815596417 -0.09718749254366645 education=1st-4th 0.8481860003150684 -0.26728370523753203 education=10th -1.033745222311439 -1.9355452401512803 education=Doctorate -1.4057302902606281 -0.5942556217962199 education=5th-6th 0.516443011981932 0.6464718772919206 education=Preschool -2.4990988853366876 0.586658313363935 education-num -2.2445296714954655 0.8670978624860028 marital-status=Married-civ-spouse 1.1527912215894314 1.0539600559736082 marital-status=Divorced 1.4529693969450534 1.5589970712188244 marital-status=Never-married 0.019567791561449104 -0.4092548041353484 marital-status=Separated 0.4602763344697225 -0.031171815375209133 marital-status=Widowed 1.3514389897190058 -0.2689188357425335 marital-status=Married-spouse-absent -0.018335335376889642 -0.5481304432207674 marital-status=Married-AF-spouse -0.24615565808027592 0.7253387983729376 occupation=Tech-support -0.23092903091538677 -1.0915849982043837 occupation=Craft-repair 0.810827421409985 0.40250327588325585 occupation=Other-service -0.1283301869191762 -0.552807870684634 occupation=Sales -0.9554531249128582 -1.0706746381600385 occupation=Exec-managerial 0.1759098697660288 1.5117291192533602 occupation=Prof-specialty 0.8201142277138628 -0.014841170531911354 occupation=Handlers-cleaners 0.22708035433486043 -1.0102392930544775 occupation=Machine-op-inspct 0.39914591727086196 -0.1632977451404531 occupation=Adm-clerical 1.4896893092923802 -0.21149239932513586 occupation=Farming-fishing 0.5884700753412414 0.5480953604061628 occupation=Transport-moving 1.0415462347805668 -0.01664753661149127 occupation=Priv-house-serv -5.667390008369707E-4 1.371956953021983 occupation=Protective-serv -0.3083282235731388 -0.5942248448432697 occupation=Armed-Forces -0.8003371155509322 -0.8409680680464999 relationship=Wife 1.3992821744009452 1.511285807234662 relationship=Own-child 0.5329729716706332 -0.3444976282359907 relationship=Husband -0.8826812869463221 -0.709785545737806 relationship=Not-in-family 0.3728528116278271 0.7846367497822895 relationship=Other-relative 0.01838153896208603 1.0351122908891959 relationship=Unmarried -0.4987770368285273 -0.4014640950311308 race=White -0.9143570962152348 -0.6343176459505716 race=Asian-Pac-Islander 0.7928473847726399 1.1124407660090383 race=Amer-Indian-Eskimo 3.06740211529934 0.7112538219153565 race=Other -0.22709182183257484 -0.1677486249768968 race=Black 0.13883586129402917 1.3800294398800452 sex -5.001702857884662 0.7209597483357304 capital-gain -2.5132706005896157 -0.9985783960792882 capital-loss -3.343218119430271 -2.7575872905182934 hours-per-week -0.5477923397449193 -0.7205057391224973 native-country=United-States -2.8756506958346533 0.20742355259738718 native-country=Cambodia 0.4103672384587003 -0.05551421200901548 native-country=England -0.05160215867648062 -0.307428084157919 native-country=Puerto-Rico -1.0179835397536816 -0.41749719723363493 native-country=Canada -1.0842048391652328 -1.7800595941731063 native-country=Germany 0.4266904208111624 0.08718973347767325 native-country=Outlying-US(Guam-USVI-etc) 2.1139708678248383 -0.4219073668507787 native-country=India 2.2688562704977246 0.7057462477966897 native-country=Japan 1.629375354724394 0.5832184740415409 native-country=Greece 0.2929502688684724 0.41610972405359076 native-country=South 1.127534379508729 0.19263855546247222 native-country=China 1.2713596599704007 0.016319388342300765 native-country=Cuba -2.343653003011867 -0.17832343649108764 native-country=Iran 0.9778199850898139 -1.351282236181456 native-country=Honduras -0.5861476664094545 -0.15548209220635817 native-country=Philippines -1.4779751228043418 -1.4672177564347137 native-country=Italy 0.7784342139594351 -0.8610528074865121 native-country=Poland -1.7475403847129027 0.9172916110460643 native-country=Jamaica 0.8394777736372078 1.0248148478743744 native-country=Vietnam 0.8499563321294639 -0.5315652615325086 native-country=Mexico -0.6214967234172373 -0.18870007449578802 native-country=Portugal -1.8223959688670675 0.27207875252377706 native-country=Ireland -0.3460126285239957 -0.8351993582766986 native-country=France -0.8250935354657623 1.1644199796528045 native-country=Dominican-Republic 1.5197994691909096 -0.8579455627082068 native-country=Laos 0.41373672570850584 -0.9752491273229634 native-country=Ecuador 0.035588897184641144 0.49914669727498445 native-country=Taiwan 1.5636782328967123 0.503532700254384 native-country=Haiti 3.661953920258332 -1.1593482163284285 native-country=Columbia -0.005934696140478089 0.9140394519439827 native-country=Hungary -1.0032037680435126 0.7254386358980749 native-country=Guatemala 1.3546342163063532 0.5610459184590654 native-country=Nicaragua 0.3745518484419959 0.6828444733894393 native-country=Scotland 1.4050073750601946 0.06534833228637942 native-country=Thailand 0.8698208118913296 0.9114199971207457 native-country=Yugoslavia 0.3174292452220115 0.5563173564984809 native-country=El-Salvador 0.9227991815720495 -0.6034345298322981 native-country=Trinadad&Tobago 0.4358775817379912 -1.0475049075785547 native-country=Peru 0.36247597867448367 0.4228262466089174 native-country=Hong 1.1697269150985312 0.007920743091824143 native-country=Holand-Netherlands Hidden Weights: -4.308345773499616 4.308345773499608 3.2914754560066926 -3.291475456006613 >50K <=50K Error sum for iteration 2500 = 752.8711610185386 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.2796682821142917 7.615437019272025 age 0.6514371214169206 0.6412787529028083 workclass=Private 1.2992158320753882 0.19910368371645576 workclass=Self-emp-not-inc 0.2104896482150342 1.1828557356718024 workclass=Self-emp-inc -0.2345087763525557 -0.4586654689624269 workclass=Federal-gov 1.103051814789299 0.741398336389349 workclass=Local-gov 0.46345031969486206 -0.8350521610900394 workclass=State-gov 0.2852038417138623 -0.2842542856940465 workclass=Without-pay -0.6053592106283946 -0.6459211106365702 workclass=Never-worked -0.33577931495249774 0.1897996284425109 fnlwgt 0.34770151199970295 0.491226263746076 education=Bachelors 0.3514555590025145 -0.6832673903129086 education=Some-college 1.4648968068163772 1.9142459797952749 education=11th 0.18585695643206718 -0.5829385732567013 education=HS-grad -0.35593862299534385 -0.5948906364706891 education=Prof-school 0.1960773858999774 -0.11149987588911107 education=Assoc-acdm 0.29964384736249805 -0.5549885315027026 education=Assoc-voc 0.8231342148539451 0.7396917000062045 education=9th 0.34088054589963945 0.06827124018568967 education=7th-8th 2.2352377984162084 1.0989979976006825 education=12th 0.20262313096711657 0.4030751821542213 education=Masters 2.065463400250332 -0.08432227427165072 education=1st-4th 0.8504372239843301 -0.2170061106503338 education=10th -1.071145155479613 -2.0032205594195727 education=Doctorate -1.4388593694765204 -0.6306833618663028 education=5th-6th 0.5323354329628174 0.6448987093924071 education=Preschool -2.5431573612472635 0.48042165869767867 education-num -2.251955937929582 0.8930105303630524 marital-status=Married-civ-spouse 1.170266113705514 1.060155437818458 marital-status=Divorced 1.441563835435848 1.5317611650378127 marital-status=Never-married 0.03733146982204 -0.392810333177175 marital-status=Separated 0.47205027822980145 -0.0295623504119593 marital-status=Widowed 1.339119558394714 -0.2969707583926262 marital-status=Married-spouse-absent -0.02033141805474148 -0.5472160044030013 marital-status=Married-AF-spouse -0.24150841001482173 0.7461944617323232 occupation=Tech-support -0.24574686996984468 -1.1296725117828463 occupation=Craft-repair 0.8121464802789887 0.40842246137265337 occupation=Other-service -0.12915091483437258 -0.5466515406761806 occupation=Sales -0.9442462611780957 -1.027640016945404 occupation=Exec-managerial 0.16803320062524063 1.4356167260071688 occupation=Prof-specialty 0.8275254152099024 0.023197844168128375 occupation=Handlers-cleaners 0.2143151563630594 -1.036274783118279 occupation=Machine-op-inspct 0.38221211430294255 -0.22032014478115552 occupation=Adm-clerical 1.5221070913249706 -0.1274338355445828 occupation=Farming-fishing 0.5826520495706713 0.5279211171004654 occupation=Transport-moving 1.063821773335365 -0.01397986947541051 occupation=Priv-house-serv 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-0.5307604629852607 -0.6045301340014902 native-country=United-States -2.9339814566423987 0.17901027159007624 native-country=Cambodia 0.42533645972071066 -0.08170446174997958 native-country=England -0.047466487453357895 -0.31652728858117973 native-country=Puerto-Rico -1.0485627553209236 -0.5351488603398731 native-country=Canada -1.1234227430816905 -1.7478987067616132 native-country=Germany 0.44158705862282943 0.08347417580828145 native-country=Outlying-US(Guam-USVI-etc) 2.1288199236763723 -0.40059580571444564 native-country=India 2.2921190899922266 0.7100012622822507 native-country=Japan 1.634817611082701 0.5715542212990291 native-country=Greece 0.28626204602321814 0.3664167243931505 native-country=South 1.1278414350485522 0.17359913215146758 native-country=China 1.2833310735686643 0.006952229254435579 native-country=Cuba -2.35410620403446 -0.16601126604749997 native-country=Iran 0.9867759126480595 -1.3541887981087075 native-country=Honduras -0.5694103526573497 -0.1523912523751361 native-country=Philippines -1.4939909619158205 -1.5066762242565448 native-country=Italy 0.7766870599712655 -0.8404824253171599 native-country=Poland -1.748432753121036 0.9074070408931277 native-country=Jamaica 0.8501195292616586 1.0671843892877657 native-country=Vietnam 0.8331534225117071 -0.5086034398697382 native-country=Mexico -0.6227053728331965 -0.17815914188052376 native-country=Portugal -1.8375336236425261 0.3257352575935846 native-country=Ireland -0.37328798031170984 -0.8327827193217464 native-country=France -0.8102456706309867 1.2019748213748835 native-country=Dominican-Republic 1.516715516889881 -0.8553109473182283 native-country=Laos 0.4212251086384918 -0.9752639003733777 native-country=Ecuador 0.04214380665187503 0.4819905673141348 native-country=Taiwan 1.5992212409618507 0.5004370008063342 native-country=Haiti 3.6793514162428513 -1.170903914914288 native-country=Columbia -0.00501035132773662 0.9137586916525929 native-country=Hungary -1.0302463768889876 0.7238498785615253 native-country=Guatemala 1.3803215580303234 0.5587306113169576 native-country=Nicaragua 0.379686379978965 0.6823270030238356 native-country=Scotland 1.4122078998623722 0.10731379308131668 native-country=Thailand 0.8811822118858033 0.9106404697331562 native-country=Yugoslavia 0.33400452412910286 0.5553113313696043 native-country=El-Salvador 0.9315336871262618 -0.6095322999060909 native-country=Trinadad&Tobago 0.4320069481725991 -1.112345716938434 native-country=Peru 0.36454036221534375 0.42190505318422866 native-country=Hong 1.1706512599113026 0.007639982800494629 native-country=Holand-Netherlands Hidden Weights: -4.308143265430321 4.308143265430314 3.3401290436424307 -3.3401290436423903 >50K <=50K Error sum for iteration 2600 = 752.0838066200649 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.31883861523331525 7.848222016305777 age 0.6380223145304387 0.5869769612380015 workclass=Private 1.3094507475083328 0.23349853942452833 workclass=Self-emp-not-inc 0.2134749722903002 1.214317458152112 workclass=Self-emp-inc -0.2126904991764407 -0.39886144757559217 workclass=Federal-gov 1.0921760888825585 0.6803609481346281 workclass=Local-gov 0.46307889044061595 -0.8491009900475069 workclass=State-gov 0.2865944173942587 -0.28482847671860995 workclass=Without-pay -0.6045747352739272 -0.6462078839916523 workclass=Never-worked -0.3301576403556299 0.19424213558346076 fnlwgt 0.3442446739877862 0.4492538924558666 education=Bachelors 0.3576490839977319 -0.652217034545643 education=Some-college 1.4726162519779904 1.9283220927443947 education=11th 0.18980546756504324 -0.5502071490455438 education=HS-grad -0.3767764083624745 -0.6708636491571374 education=Prof-school 0.20533461174992818 -0.08381512238407399 education=Assoc-acdm 0.3041484537443411 -0.5239785988411412 education=Assoc-voc 0.8029190700105516 0.7488014672176139 education=9th 0.327706868282601 0.09391089688678576 education=7th-8th 2.26028051775736 1.119007192555527 education=12th 0.20333463305437907 0.3534346446722958 education=Masters 2.135880706138544 -0.07166659872747727 education=1st-4th 0.8511765323933428 -0.16471477448555694 education=10th -1.1076691506773153 -2.06413089121288 education=Doctorate -1.4690750262806846 -0.6637820628991236 education=5th-6th 0.5470517900643651 0.6433528934846232 education=Preschool -2.5881553102230392 0.3719981022908647 education-num -2.25727540848983 0.9162139315160723 marital-status=Married-civ-spouse 1.1868323816820616 1.065462314156815 marital-status=Divorced 1.4288010521008685 1.501764060004815 marital-status=Never-married 0.056886312343896045 -0.37457342185600195 marital-status=Separated 0.4830741826397936 -0.028043277762329826 marital-status=Widowed 1.3245349287209083 -0.32080225081157737 marital-status=Married-spouse-absent -0.0230424190769617 -0.5459552687394555 marital-status=Married-AF-spouse -0.23878784460681166 0.7606702918458834 occupation=Tech-support -0.2635480732714821 -1.1762342556042045 occupation=Craft-repair 0.8135018834882002 0.4125884706351065 occupation=Other-service -0.13091198001709406 -0.5438685715645255 occupation=Sales -0.93116788068927 -0.9779883407517949 occupation=Exec-managerial 0.16098048453833505 1.367279584596563 occupation=Prof-specialty 0.8370474684090916 0.07078862339546609 occupation=Handlers-cleaners 0.20392581982006366 -1.0575580143130874 occupation=Machine-op-inspct 0.3652363550202147 -0.2771913056654942 occupation=Adm-clerical 1.5517897836760794 -0.04656714777025588 occupation=Farming-fishing 0.5757346651566382 0.5026058263406201 occupation=Transport-moving 1.0850270073491477 -0.010757743991729686 occupation=Priv-house-serv -0.006706219437663074 1.3967533105115453 occupation=Protective-serv -0.30150697924845804 -0.5991934575036133 occupation=Armed-Forces -0.8011213351270908 -0.9131377892206173 relationship=Wife 1.4221737596669883 1.5773267894873453 relationship=Own-child 0.5276493120694684 -0.44968106115295053 relationship=Husband -0.8894258916462962 -0.6783637882187672 relationship=Not-in-family 0.38679910370656684 0.8057853112798653 relationship=Other-relative 0.018319627835584475 1.0859086726611775 relationship=Unmarried -0.5028118475550652 -0.40254273491745635 race=White -0.9345969955564828 -0.6686490701999278 race=Asian-Pac-Islander 0.8009162360809903 1.187936693504223 race=Amer-Indian-Eskimo 3.127144402786227 0.7446261782391347 race=Other -0.24841358838620303 -0.24858478206368448 race=Black 0.15384310877401916 1.3846009364910288 sex -5.0498135947036795 0.6294195977932314 capital-gain -2.560920342396634 -1.1374337169486555 capital-loss -3.3648362296039704 -2.8073132610648877 hours-per-week -0.509076564538447 -0.4778920552470127 native-country=United-States -2.9880220207959645 0.14754377351813008 native-country=Cambodia 0.44274517249250267 -0.10902532426781877 native-country=England -0.04335956594943837 -0.32484820266451636 native-country=Puerto-Rico -1.0895385814985532 -0.6858226120052711 native-country=Canada -1.159000732048176 -1.7011469260110743 native-country=Germany 0.4563281987456955 0.07923021769888094 native-country=Outlying-US(Guam-USVI-etc) 2.1455100454953646 -0.3764778236809429 native-country=India 2.31465240618457 0.7152812430178993 native-country=Japan 1.6416915419434683 0.5597838323715423 native-country=Greece 0.27337807438004713 0.3079826658058321 native-country=South 1.1279272139111278 0.15838111739481925 native-country=China 1.2945463322430546 -0.004821689887594773 native-country=Cuba -2.363957361176971 -0.15646416469113103 native-country=Iran 0.9925480960457673 -1.3532672649745168 native-country=Honduras -0.5513595524813232 -0.1565103112573267 native-country=Philippines -1.5088041637739806 -1.5394129188985035 native-country=Italy 0.7758480338883046 -0.8189168390353074 native-country=Poland -1.7496561341908905 0.8947064885223238 native-country=Jamaica 0.8622607447579057 1.1107182927841999 native-country=Vietnam 0.8177865101790448 -0.4724561080902201 native-country=Mexico -0.6269729280535662 -0.17091672627796856 native-country=Portugal -1.8507463469987753 0.38309872380045773 native-country=Ireland -0.39909222630737295 -0.8302996671790911 native-country=France -0.7943196030555187 1.2398219156052048 native-country=Dominican-Republic 1.5125794560919403 -0.8519383520016537 native-country=Laos 0.4285874564543801 -0.9751285587936478 native-country=Ecuador 0.04741453908225889 0.4643299492362824 native-country=Taiwan 1.6341991408552832 0.496959324746579 native-country=Haiti 3.6914081894360127 -1.1792385063222262 native-country=Columbia -0.004225875973256541 0.9134719182975108 native-country=Hungary -1.057101576899742 0.7219946764064328 native-country=Guatemala 1.4053455891163318 0.5561325571271625 native-country=Nicaragua 0.3844805864887558 0.6818191516597146 native-country=Scotland 1.4200194843447582 0.1482366193072412 native-country=Thailand 0.8922532111071604 0.9098822549897507 native-country=Yugoslavia 0.3518568289188789 0.5516609696705014 native-country=El-Salvador 0.9386913230210042 -0.6145476197613228 native-country=Trinadad&Tobago 0.4262234248716286 -1.1760288896113515 native-country=Peru 0.36643418076790013 0.42087636984954135 native-country=Hong 1.171435735265796 0.007353209445410562 native-country=Holand-Netherlands Hidden Weights: -4.308354590798811 4.308354590798809 3.3896225293185056 -3.38962252931849 >50K <=50K Error sum for iteration 2700 = 751.4646559961418 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.3577992774372596 8.07477469848172 age 0.6237794120121833 0.5291085459889002 workclass=Private 1.3201368400499012 0.2727892920483037 workclass=Self-emp-not-inc 0.21641979906712175 1.251799759732096 workclass=Self-emp-inc -0.19243059349694316 -0.3442833612472363 workclass=Federal-gov 1.0806225538415242 0.61684430046822 workclass=Local-gov 0.46281018242015715 -0.8638421611352134 workclass=State-gov 0.2877862395380458 -0.2854088003958851 workclass=Without-pay -0.6039735685031568 -0.646564911801504 workclass=Never-worked -0.3196473979984733 0.2024237365464782 fnlwgt 0.337719940265026 0.39467014998098776 education=Bachelors 0.3653341592254443 -0.6168436821423049 education=Some-college 1.4797766466052107 1.9379478148673963 education=11th 0.19481274750796007 -0.5126395205060383 education=HS-grad -0.39748469514925283 -0.7343945992063028 education=Prof-school 0.21540034778530182 -0.055425755618402066 education=Assoc-acdm 0.31001667126301974 -0.48827402528643216 education=Assoc-voc 0.7825393197724829 0.755665220992287 education=9th 0.31504102663145933 0.11944220498623623 education=7th-8th 2.2859642962380042 1.1380853647558844 education=12th 0.20279914409945946 0.2910004538495644 education=Masters 2.202613034350129 -0.059574190739749906 education=1st-4th 0.8499590926821142 -0.11060251339700425 education=10th -1.146091918174497 -2.1249608429025475 education=Doctorate -1.4959801491183504 -0.6937272428573811 education=5th-6th 0.5606364139191926 0.6417696945050275 education=Preschool -2.634567618141435 0.26112520432003145 education-num -2.2599713683372054 0.9374161702471753 marital-status=Married-civ-spouse 1.2020544363380001 1.0697096290948274 marital-status=Divorced 1.4143656611761903 1.4687837733169324 marital-status=Never-married 0.07765726126946587 -0.3543583887228409 marital-status=Separated 0.49285238435549644 -0.027964405008434806 marital-status=Widowed 1.3083093607359741 -0.34046563271686486 marital-status=Married-spouse-absent -0.026439204055314823 -0.5444104768508528 marital-status=Married-AF-spouse -0.23823786557941046 0.767913187454518 occupation=Tech-support -0.28464910549887523 -1.230706585718594 occupation=Craft-repair 0.8148466710661677 0.4148170937089299 occupation=Other-service -0.13346434897693576 -0.5433236982928996 occupation=Sales -0.916001457541334 -0.9205268511425488 occupation=Exec-managerial 0.1540901174909324 1.300792100193095 occupation=Prof-specialty 0.8489116311008682 0.12940327482520034 occupation=Handlers-cleaners 0.1958303100797734 -1.0737419471001532 occupation=Machine-op-inspct 0.34870904674271075 -0.3313629812230029 occupation=Adm-clerical 1.5783273652876788 0.031038051360776267 occupation=Farming-fishing 0.5673959665887853 0.47146703913869936 occupation=Transport-moving 1.105077310824697 -0.00704996663960129 occupation=Priv-house-serv -0.009571697545942877 1.4074337316787304 occupation=Protective-serv -0.29742378489463067 -0.6026797899003973 occupation=Armed-Forces -0.8050063789468483 -0.9553642537813728 relationship=Wife 1.4296321852664053 1.6079862459699634 relationship=Own-child 0.5243295798217502 -0.4997639436913316 relationship=Husband -0.8893043486559539 -0.6569049061734175 relationship=Not-in-family 0.3926135707717545 0.8167463943872366 relationship=Other-relative 0.020546303039274356 1.1101402087865209 relationship=Unmarried -0.5058019483764594 -0.4059355770606054 race=White -0.9460941337546505 -0.6851846906271933 race=Asian-Pac-Islander 0.8047658910325225 1.223569733558524 race=Amer-Indian-Eskimo 3.156771423063653 0.7618219090108462 race=Other -0.25958785657518674 -0.2861264518478361 race=Black 0.15654013893738414 1.375259055390355 sex -5.072131514735271 0.5832788247978453 capital-gain -2.581221648416947 -1.1979121742859447 capital-loss -3.3699749740654146 -2.814832304208463 hours-per-week -0.48121569051129887 -0.3395562640038489 native-country=United-States -3.039281490477888 0.11381498115169839 native-country=Cambodia 0.46333861610971894 -0.1375284891223361 native-country=England -0.03918959070609671 -0.33222182958775853 native-country=Puerto-Rico -1.1469874993524074 -0.8765067189988558 native-country=Canada -1.1900834164129033 -1.6389602653032185 native-country=Germany 0.4707128784287865 0.07433840634509771 native-country=Outlying-US(Guam-USVI-etc) 2.164054466215067 -0.34915431608736713 native-country=India 2.3366567632517374 0.7215919137236216 native-country=Japan 1.650004957588747 0.5482217996527846 native-country=Greece 0.2537606597987459 0.2386070327449076 native-country=South 1.1283582865214308 0.14898789844760557 native-country=China 1.3041653659750558 -0.019583674814520304 native-country=Cuba -2.3725317531491865 -0.15037826577802346 native-country=Iran 0.9950063616915569 -1.3470453176301607 native-country=Honduras -0.5330420748316353 -0.16786993114177265 native-country=Philippines -1.5217553485339725 -1.5650706641228915 native-country=Italy 0.775977826827203 -0.7964650221100817 native-country=Poland -1.7511790326762366 0.8788467662519306 native-country=Jamaica 0.8761265107341683 1.155082483247699 native-country=Vietnam 0.8044921424926532 -0.4206260043169605 native-country=Mexico -0.635016552526651 -0.16734946032112716 native-country=Portugal -1.861668798717456 0.4441379652668831 native-country=Ireland -0.42340601306818826 -0.8277801950884485 native-country=France -0.7765566410086113 1.2775748076498625 native-country=Dominican-Republic 1.5074997265330572 -0.848028419092155 native-country=Laos 0.43581682150670004 -0.9749582637830012 native-country=Ecuador 0.05098328856492501 0.4461976505099671 native-country=Taiwan 1.668647053638924 0.49297863364741834 native-country=Haiti 3.6991191314365826 -1.1845375430552838 native-country=Columbia -0.0036247092024571685 0.9131148904876591 native-country=Hungary -1.0834596953849478 0.7197895498230983 native-country=Guatemala 1.4297812655929911 0.5531144765045265 native-country=Nicaragua 0.38892421497855967 0.6812544863671132 native-country=Scotland 1.4290975021126784 0.1873975101316857 native-country=Thailand 0.9030606933510592 0.9090832589675321 native-country=Yugoslavia 0.37120503727389004 0.5450092598805006 native-country=El-Salvador 0.9443217523878706 -0.6184719300641516 native-country=Trinadad&Tobago 0.4181448681538104 -1.2371232731716963 native-country=Peru 0.36808066747361107 0.41968624306915603 native-country=Hong 1.1720369020366188 0.006996181635520354 native-country=Holand-Netherlands Hidden Weights: -4.309820267513596 4.309820267513596 3.440473157229567 -3.440473157229559 >50K <=50K Error sum for iteration 2800 = 750.9954164292759 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.3964432882858207 8.294839794237229 age 0.6093183448076352 0.4700391716137364 workclass=Private 1.3311858083420594 0.31780537902302497 workclass=Self-emp-not-inc 0.21928659268357772 1.2963493162428437 workclass=Self-emp-inc -0.17416707985032817 -0.297948185152756 workclass=Federal-gov 1.068228196354839 0.5507310873852155 workclass=Local-gov 0.46250880658333177 -0.8798502145751084 workclass=State-gov 0.2887521072759571 -0.285968646317643 workclass=Without-pay -0.6035743456521632 -0.6469548896174847 workclass=Never-worked -0.30328445016841266 0.21558183409617712 fnlwgt 0.3295678121267185 0.3351508060784411 education=Bachelors 0.37443202445880436 -0.5781988680047995 education=Some-college 1.4858728108562025 1.9432309406858863 education=11th 0.20071593175941005 -0.47161452383844976 education=HS-grad -0.4153298007768054 -0.7806022476366746 education=Prof-school 0.22606178271789287 -0.028106687142612073 education=Assoc-acdm 0.31721220317172016 -0.44913036300335685 education=Assoc-voc 0.7618231889997426 0.7601551348441481 education=9th 0.30256956398973267 0.14496462551291953 education=7th-8th 2.3123677049336164 1.156435831749595 education=12th 0.20085068624317715 0.2134262425295805 education=Masters 2.265671446124903 -0.04834101053725483 education=1st-4th 0.8462825155618625 -0.054922453669883575 education=10th -1.1897880540660501 -2.1888947611466927 education=Doctorate -1.5188232805753827 -0.7209584544595116 education=5th-6th 0.573150890801168 0.6401848517359418 education=Preschool -2.682365181297231 0.15025083964299787 education-num -2.2594625020489087 0.9576856428877261 marital-status=Married-civ-spouse 1.2150534667077248 1.0718828074454796 marital-status=Divorced 1.3986153264852412 1.434437919206021 marital-status=Never-married 0.09915199754657474 -0.33205388366247274 marital-status=Separated 0.5008645336949965 -0.03074370117180012 marital-status=Widowed 1.29110855337325 -0.35583586199310613 marital-status=Married-spouse-absent -0.0305145015113344 -0.5425119205919083 marital-status=Married-AF-spouse -0.24004635491772708 0.7680845196828198 occupation=Tech-support -0.30796627967530343 -1.2895626039514851 occupation=Craft-repair 0.8161495792575955 0.41492816182894093 occupation=Other-service -0.13644865154889013 -0.5440543742603948 occupation=Sales -0.8989477479537763 -0.8566924794637534 occupation=Exec-managerial 0.14631491576333172 1.231973439702463 occupation=Prof-specialty 0.8635918164920449 0.2002622029459106 occupation=Handlers-cleaners 0.18996820524105426 -1.0854064675136388 occupation=Machine-op-inspct 0.3328884548890785 -0.3807024858558467 occupation=Adm-clerical 1.601226890610339 0.10584101452189065 occupation=Farming-fishing 0.5572123763905591 0.4340283364472237 occupation=Transport-moving 1.1239011297772465 -0.0028287364113307196 occupation=Priv-house-serv -0.012456369013920537 1.41595405494916 occupation=Protective-serv -0.2927649034449803 -0.6069314362311615 occupation=Armed-Forces -0.8112160432332398 -1.0014517113693264 relationship=Wife 1.4340397663648183 1.6366667157077248 relationship=Own-child 0.5202982416575641 -0.548416350719642 relationship=Husband -0.8869715647643297 -0.6320753141997126 relationship=Not-in-family 0.39837399050207667 0.8294858278451319 relationship=Other-relative 0.023875640683607834 1.133170888809473 relationship=Unmarried -0.5093937351637263 -0.40997233099889613 race=White -0.9578427891105827 -0.7006820417208727 race=Asian-Pac-Islander 0.8080060850340705 1.2579923140612075 race=Amer-Indian-Eskimo 3.18671185834788 0.7793613146354541 race=Other -0.27223814665476653 -0.3236240445510509 race=Black 0.15475120214614083 1.3578039095301297 sex -5.093896431748434 0.5372138462581549 capital-gain -2.597704479884965 -1.25080566928062 capital-loss -3.368886786683571 -2.80907571598323 hours-per-week -0.446757325337647 -0.1944590778561326 native-country=United-States -3.0885781555470677 0.07875587263061354 native-country=Cambodia 0.48838929950368704 -0.16736128548686813 native-country=England -0.0348312396924428 -0.33834352831411973 native-country=Puerto-Rico -1.2294237948305569 -1.1069157855150404 native-country=Canada -1.2152451506201887 -1.5614267993305153 native-country=Germany 0.484507972134762 0.06882148616347289 native-country=Outlying-US(Guam-USVI-etc) 2.1848953404139686 -0.31819810175745245 native-country=India 2.35838367482572 0.7291109445776432 native-country=Japan 1.659830015059928 0.53729781643966 native-country=Greece 0.22704847061590128 0.15589322291370625 native-country=South 1.1299187673428037 0.14806965725706625 native-country=China 1.3109845381931062 -0.037639267821544066 native-country=Cuba -2.3789840434525473 -0.14830571548221175 native-country=Iran 0.994062977100875 -1.3336581489304393 native-country=Honduras -0.5159349919764766 -0.18582171638398165 native-country=Philippines -1.5317763022822006 -1.5834650005008202 native-country=Italy 0.7771652634441634 -0.7734425207423815 native-country=Poland -1.7526471412864444 0.8594061671640442 native-country=Jamaica 0.8919003471558836 1.2000930377319756 native-country=Vietnam 0.794823491766017 -0.35052544259055085 native-country=Mexico -0.6474952740800256 -0.16763546628348577 native-country=Portugal -1.869595485183573 0.5087161228551027 native-country=Ireland -0.4462004514485792 -0.8251699886536125 native-country=France -0.7559605211475513 1.3148197796426826 native-country=Dominican-Republic 1.5016083482863627 -0.8436959976899157 native-country=Laos 0.442939503887285 -0.9747672645896569 native-country=Ecuador 0.052434677366356125 0.4283049031628687 native-country=Taiwan 1.702665973202618 0.4884498331220411 native-country=Haiti 3.7033888525162104 -1.187113211139701 native-country=Columbia -0.0032254863514507705 0.9127249126716784 native-country=Hungary -1.1088443818983402 0.7172395336782812 native-country=Guatemala 1.4537353824287345 0.5496211908585273 native-country=Nicaragua 0.3930389984689788 0.6806681116967178 native-country=Scotland 1.4400446266205 0.22416762389311926 native-country=Thailand 0.91366132465092 0.9082814641348044 native-country=Yugoslavia 0.3921690356704111 0.5350212339492402 native-country=El-Salvador 0.9485292516123267 -0.6212612745253416 native-country=Trinadad&Tobago 0.40745825272166414 -1.293774586523121 native-country=Peru 0.3694166090731911 0.41841249668318253 native-country=Hong 1.1724361248875976 0.0066062038195253405 native-country=Holand-Netherlands Hidden Weights: -4.3137092331616955 4.313709233161698 3.493948320495627 -3.493948320495623 >50K <=50K Error sum for iteration 2900 = 750.386325114865 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4312487187985276 8.507095505798182 age 0.5961739825983274 0.4155334074908711 workclass=Private 1.3420068506664824 0.36634094746327917 workclass=Self-emp-not-inc 0.22172038505694033 1.3478791605142273 workclass=Self-emp-inc -0.1577387002986093 -0.26107827417453966 workclass=Federal-gov 1.0549174123584808 0.4822962082517383 workclass=Local-gov 0.4625683938591696 -0.8969887667570287 workclass=State-gov 0.2895632746693207 -0.2863299546774337 workclass=Without-pay -0.6033010908046191 -0.6471885682913611 workclass=Never-worked -0.2807730857299114 0.2348046303698822 fnlwgt 0.32272054865651106 0.2840874706076857 education=Bachelors 0.3843272892889064 -0.5401484212476289 education=Some-college 1.489803058185101 1.9446533495273965 education=11th 0.20674184523186934 -0.4321717627076891 education=HS-grad -0.4273164931249819 -0.8082610976773791 education=Prof-school 0.23664674166730848 -0.004085922438543525 education=Assoc-acdm 0.3254497404055856 -0.41053511138398807 education=Assoc-voc 0.7405979737533394 0.7624062265985544 education=9th 0.29000497988010004 0.1705875392282047 education=7th-8th 2.3394603607492828 1.1743410067035494 education=12th 0.19663883375924246 0.12180685293238776 education=Masters 2.325143435339104 -0.03813591402609352 education=1st-4th 0.8400259073353149 0.0015621305738326276 education=10th -1.2390067842500738 -2.2513721506922715 education=Doctorate -1.5367553276476933 -0.7463521496852524 education=5th-6th 0.5847134334386619 0.638788729211452 education=Preschool -2.7294984471349992 0.047019798843565205 education-num -2.2552466271277143 0.9791538303936971 marital-status=Married-civ-spouse 1.2240636627524961 1.0697587722590414 marital-status=Divorced 1.3832903706458253 1.4034411310591124 marital-status=Never-married 0.12046454472282166 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0.002064833926275027 occupation=Priv-house-serv -0.015704946864570486 1.4217330304855664 occupation=Protective-serv -0.2874324821873697 -0.611756425010268 occupation=Armed-Forces -0.819820330332542 -1.0507175740721677 relationship=Wife 1.435122007730736 1.663583775098964 relationship=Own-child 0.5156997895780676 -0.5952639153835724 relationship=Husband -0.8813718034307573 -0.6039094707545306 relationship=Not-in-family 0.4047482867459384 0.8455689180448736 relationship=Other-relative 0.02784764878458411 1.1548468217058887 relationship=Unmarried -0.5128933079330139 -0.4124204484194043 race=White -0.9687460341948674 -0.7148036533009579 race=Asian-Pac-Islander 0.8101058063286923 1.2917152471223396 race=Amer-Indian-Eskimo 3.2172456835200265 0.7972828731445802 race=Other -0.28691656224979506 -0.3617366298811309 race=Black 0.14782352075218277 1.336390610676199 sex -5.115635699001626 0.4919266039517774 capital-gain -2.609359428479388 -1.2955451236963609 capital-loss -3.3598183202773892 -2.7921365762492636 hours-per-week -0.41005020587979973 -0.059747378444814085 native-country=United-States -3.136136950197087 0.04332451051067247 native-country=Cambodia 0.5184469102070876 -0.19864513749265517 native-country=England -0.030271403087456975 -0.3428343078188214 native-country=Puerto-Rico -1.341320263743158 -1.3557806718277683 native-country=Canada -1.2319519703695676 -1.4717532717390551 native-country=Germany 0.49753968387978986 0.06297651591959579 native-country=Outlying-US(Guam-USVI-etc) 2.2089654311693137 -0.2836657750542397 native-country=India 2.3801190686404863 0.7381007857708403 native-country=Japan 1.6712003716915371 0.5275183328648929 native-country=Greece 0.19344824304261993 0.058090721883171256 native-country=South 1.1337271724196312 0.15832133357750297 native-country=China 1.3135403903915468 -0.05840764031724999 native-country=Cuba -2.382593367988546 -0.15029892811945628 native-country=Iran 0.9899999939232255 -1.3116054764030327 native-country=Honduras -0.5017167480204154 -0.20876313110695674 native-country=Philippines -1.5374538342838007 -1.5953706517297683 native-country=Italy 0.7796234064449601 -0.7505818164457996 native-country=Poland -1.7535369999271713 0.8361838255462328 native-country=Jamaica 0.9095514242224715 1.2458520646266242 native-country=Vietnam 0.7918886677108833 -0.2626057618329368 native-country=Mexico -0.6643644259842075 -0.17158135065609845 native-country=Portugal -1.8735055370546563 0.5762023302312178 native-country=Ireland -0.4674459153575117 -0.8223160430886838 native-country=France -0.7319546228090686 1.3512344181998266 native-country=Dominican-Republic 1.4951467569949015 -0.8389183993581925 native-country=Laos 0.4500780692103577 -0.9744007785525073 native-country=Ecuador 0.051570024595705914 0.4122374461291409 native-country=Taiwan 1.7363983838474424 0.4834972556661299 native-country=Haiti 3.7051828352620872 -1.187355400448372 native-country=Columbia -0.0029522315039096567 0.9124912339978021 native-country=Hungary -1.1326985357851247 0.7145075825021648 native-country=Guatemala 1.4773254901575668 0.5457860660745735 native-country=Nicaragua 0.39694307882144764 0.6802481483062534 native-country=Scotland 1.453227235256639 0.25811715629571336 native-country=Thailand 0.9241783469902204 0.9076639077196924 native-country=Yugoslavia 0.41426135645939605 0.5216302970728524 native-country=El-Salvador 0.9515777319156159 -0.6228298958505828 native-country=Trinadad&Tobago 0.3941545254540361 -1.3441633431585462 native-country=Peru 0.3704758948907568 0.4173198813140642 native-country=Hong 1.1727093797350188 0.006372525145648297 native-country=Holand-Netherlands Hidden Weights: -4.320438456151263 4.3204384561512645 3.551426258308662 -3.5514262583086613 >50K <=50K Error sum for iteration 3000 = 749.3597282514378 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4574760768830864 8.708635560098045 age 0.585639944343642 0.3700492460506343 workclass=Private 1.351498163663364 0.41222799523578824 workclass=Self-emp-not-inc 0.2232594059075499 1.4041371950980288 workclass=Self-emp-inc -0.14284207538425756 -0.23275188642367972 workclass=Federal-gov 1.041321263983928 0.41318776916780053 workclass=Local-gov 0.4643391299542205 -0.9115624465779206 workclass=State-gov 0.2903638035574501 -0.2863397245695892 workclass=Without-pay -0.6030098883302508 -0.647102206966678 workclass=Never-worked -0.25411042152483365 0.2600374359669315 fnlwgt 0.318757099101198 0.24855460639156687 education=Bachelors 0.39371492280093034 -0.5074571866276713 education=Some-college 1.4904261706813178 1.9430868763032358 education=11th 0.21179534955616305 -0.40003406137044023 education=HS-grad -0.4322840239218357 -0.8223070876038077 education=Prof-school 0.24586712320806922 0.015431204761149776 education=Assoc-acdm 0.3335675503532932 -0.3780498136538653 education=Assoc-voc 0.7189837669828075 0.76278778197478 education=9th 0.2774655500889614 0.19603016442495458 education=7th-8th 2.3668246385498026 1.1920355590807319 education=12th 0.18966017512944813 0.02687216237436466 education=Masters 2.38125454000724 -0.029136384790592277 education=1st-4th 0.832070099560423 0.05727870062425538 education=10th -1.2873221135915873 -2.3028056822273246 education=Doctorate -1.5500592633927495 -0.7707948169646458 education=5th-6th 0.5954628169393912 0.6377514246195558 education=Preschool -2.7720359013824507 -0.03977882212121876 education-num -2.2471705860446947 1.004908939565645 marital-status=Married-civ-spouse 1.2275310741441765 1.0614538678877377 marital-status=Divorced 1.3703939574582504 1.3804743248132583 marital-status=Never-married 0.14017189326911897 -0.2828094528664356 marital-status=Separated 0.5088656934266224 -0.04836731142423761 marital-status=Widowed 1.2636755773731663 -0.3782038268676305 marital-status=Married-spouse-absent -0.040183875550531815 -0.5368052992266217 marital-status=Married-AF-spouse -0.2499174725567506 0.7562782813162986 occupation=Tech-support -0.3464843294217955 -1.3928327409076564 occupation=Craft-repair 0.8178072780350387 0.40826060308916495 occupation=Other-service -0.14148672962400718 -0.5477687450426654 occupation=Sales -0.8664461985873025 -0.7407128062167978 occupation=Exec-managerial 0.1278178770597392 1.1089027502157076 occupation=Prof-specialty 0.9027839218242923 0.3713244467645918 occupation=Handlers-cleaners 0.18371120892421813 -1.106027099211377 occupation=Machine-op-inspct 0.3039891907350225 -0.46188666527414146 occupation=Adm-clerical 1.634586814049058 0.2477186977423135 occupation=Farming-fishing 0.531411866776217 0.3427498211590726 occupation=Transport-moving 1.1581287581775401 0.007720258630151403 occupation=Priv-house-serv -0.019489569105728407 1.4248214467632934 occupation=Protective-serv -0.28137149333667366 -0.6168960843199829 occupation=Armed-Forces -0.8307514100076743 -1.1016185402323877 relationship=Wife 1.4331946119785859 1.6892978516318498 relationship=Own-child 0.5111134667137501 -0.638670001784514 relationship=Husband -0.8716951400031616 -0.5744283073530442 relationship=Not-in-family 0.4117680480066752 0.8655556044082274 relationship=Other-relative 0.032672857029272105 1.1751810065144128 relationship=Unmarried -0.5152934193262296 -0.41170053176102955 race=White -0.9785311083870416 -0.7288646285996128 race=Asian-Pac-Islander 0.8108748705753848 1.3251639265285111 race=Amer-Indian-Eskimo 3.248243789321117 0.815558347189318 race=Other -0.30271291454512217 -0.398997027471146 race=Black 0.1367537212699907 1.3166560463789871 sex -5.137841367913199 0.44809003147018395 capital-gain -2.6167573120425414 -1.333310853981076 capital-loss -3.343709396030103 -2.768062989451537 hours-per-week -0.37974046034902453 0.04444065586619341 native-country=United-States -3.1820074711121022 0.008172252843271591 native-country=Cambodia 0.5512775507465856 -0.23116945728673163 native-country=England -0.02587747377023641 -0.3456268146965612 native-country=Puerto-Rico -1.4722846028302936 -1.5848108325893355 native-country=Canada -1.2380718900826746 -1.3773873383564676 native-country=Germany 0.5097860272437549 0.05720183814917084 native-country=Outlying-US(Guam-USVI-etc) 2.2369485998135232 -0.24652817452552567 native-country=India 2.4020021131881815 0.7485612918181331 native-country=Japan 1.6836002122590648 0.519186461636598 native-country=Greece 0.15373397307828848 -0.05507702772537278 native-country=South 1.1406106857458167 0.1801943148856496 native-country=China 1.3108056280534308 -0.08033987062470446 native-country=Cuba -2.383537503276721 -0.15585952169098197 native-country=Iran 0.9836997243389898 -1.2814004467849602 native-country=Honduras -0.4917681279339257 -0.2347118479855829 native-country=Philippines -1.5380430934950302 -1.603105437715464 native-country=Italy 0.7834762364429961 -0.7290222020027863 native-country=Poland -1.753778634738036 0.8096837862550058 native-country=Jamaica 0.9284908302266701 1.292715565112522 native-country=Vietnam 0.7983484956759228 -0.16323061211741732 native-country=Mexico -0.6844131821268441 -0.1788633252503307 native-country=Portugal -1.872732354204853 0.6450401394790438 native-country=Ireland -0.48721317366586653 -0.8191526385186316 native-country=France -0.7054193443157739 1.3866113457132305 native-country=Dominican-Republic 1.4884261935387104 -0.8336687293450794 native-country=Laos 0.4574003145552058 -0.9736878698233926 native-country=Ecuador 0.04867040151498859 0.3994427124218784 native-country=Taiwan 1.76985445298454 0.4783281442135802 native-country=Haiti 3.705488652089456 -1.1858157281734183 native-country=Columbia -0.002661029029519984 0.9125775953224852 native-country=Hungary -1.1547539460254928 0.7117899405626726 native-country=Guatemala 1.500543805657533 0.5418442370645234 native-country=Nicaragua 0.400810103264629 0.6801586875333645 native-country=Scotland 1.4683174362984641 0.28907595687907395 native-country=Thailand 0.934721281350575 0.907388804623419 native-country=Yugoslavia 0.435908487884101 0.5051925565811406 native-country=El-Salvador 0.9538584222942273 -0.6232280092637448 native-country=Trinadad&Tobago 0.3787290124326824 -1.3877433375393842 native-country=Peru 0.371388846656701 0.41664693340199765 native-country=Hong 1.1730005822093852 0.006458886470312482 native-country=Holand-Netherlands Hidden Weights: -4.328131982241619 4.328131982241618 3.612151339278574 -3.612151339278573 >50K <=50K Error sum for iteration 3100 = 747.8737424463131 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4744386427364204 8.896133004854397 age 0.5775589874759005 0.3331038778810765 workclass=Private 1.3588397792472415 0.4496390519220433 workclass=Self-emp-not-inc 0.22373067848912012 1.4617974217026706 workclass=Self-emp-inc -0.12979212891226027 -0.21140217722270388 workclass=Federal-gov 1.0284891844707083 0.34601873090941226 workclass=Local-gov 0.46912536991406545 -0.9187551226435334 workclass=State-gov 0.2912214069401698 -0.2860534626755008 workclass=Without-pay -0.6026369788903295 -0.6467421955071608 workclass=Never-worked -0.22677048269254585 0.2892831328043298 fnlwgt 0.3162053045441487 0.2240262240840351 education=Bachelors 0.4016742401875803 -0.4812804332231587 education=Some-college 1.4876783109288942 1.9393803956089346 education=11th 0.2153756009065601 -0.37620957054605053 education=HS-grad -0.4325493633171849 -0.8309960259255195 education=Prof-school 0.25274704749205684 0.03113141845388231 education=Assoc-acdm 0.3399935959501009 -0.3547309668118641 education=Assoc-voc 0.697546785262315 0.76163910836653 education=9th 0.2655558029289264 0.22068710713047257 education=7th-8th 2.3936719139244174 1.2096536086378278 education=12th 0.18121135383578335 -0.05668403326815518 education=Masters 2.4343047360846697 -0.02162976971778704 education=1st-4th 0.8239838826292593 0.11047207892371429 education=10th -1.3271164786254204 -2.34018494252995 education=Doctorate -1.5606133909845121 -0.7944261438777228 education=5th-6th 0.6054648868639851 0.637035667039122 education=Preschool -2.8078232053095267 -0.1083088055381438 education-num -2.2359329819930553 1.0359867354298682 marital-status=Married-civ-spouse 1.2261017633471694 1.04774267613515 marital-status=Divorced 1.3603702309515926 1.3659648979005123 marital-status=Never-married 0.15732270533452222 -0.2572295158857087 marital-status=Separated 0.5081890092756589 -0.06284664865167958 marital-status=Widowed 1.258209397720178 -0.39062325130286496 marital-status=Married-spouse-absent -0.04538274896087903 -0.5329434798511304 marital-status=Married-AF-spouse -0.25644751586262443 0.7487980225763996 occupation=Tech-support -0.35809621884201764 -1.4324685044066767 occupation=Craft-repair 0.817770312786967 0.4026445327164014 occupation=Other-service -0.14314797743291327 -0.5499111667269987 occupation=Sales -0.8550558783191756 -0.7014371343120948 occupation=Exec-managerial 0.11986870098606076 1.0718420204568975 occupation=Prof-specialty 0.9256854695734724 0.46164998337744156 occupation=Handlers-cleaners 0.18172319425482375 -1.1205451711200634 occupation=Machine-op-inspct 0.2918512636691279 -0.4945702771363745 occupation=Adm-clerical 1.6459947140947315 0.31334986638775497 occupation=Farming-fishing 0.517591352688912 0.29252233956699975 occupation=Transport-moving 1.1738685145212893 0.01398835074517747 occupation=Priv-house-serv -0.023684551862456018 1.425957920058486 occupation=Protective-serv -0.2746762496286332 -0.6222483653663827 occupation=Armed-Forces -0.8436471774750155 -1.1521095623319637 relationship=Wife 1.4295426700207738 1.7143423723009312 relationship=Own-child 0.5067097927417675 -0.677737640658561 relationship=Husband -0.8588309068828199 -0.5466680379093954 relationship=Not-in-family 0.418832705641797 0.888057212480827 relationship=Other-relative 0.038916081830143404 1.1944734297355202 relationship=Unmarried -0.5164619585879652 -0.408724973999578 race=White -0.9883554322578112 -0.7451032650336988 race=Asian-Pac-Islander 0.8108476280913929 1.3583249329865978 race=Amer-Indian-Eskimo 3.279065416247984 0.8340770523015962 race=Other -0.31766661313630873 -0.4327335113954321 race=Black 0.12376210375228576 1.3003726282387573 sex -5.160850350082491 0.40593339709198456 capital-gain -2.6221573147474273 -1.3664114540442784 capital-loss -3.3244830462339734 -2.739687797890344 hours-per-week -0.35996152721510816 0.11456069800515074 native-country=United-States -3.2263810340070336 -0.026498073514124316 native-country=Cambodia 0.5824414415918072 -0.2643146886617122 native-country=England -0.022237699447674935 -0.3471520670608047 native-country=Puerto-Rico -1.6018868223497225 -1.7679287266559807 native-country=Canada -1.2342611935840087 -1.2865904973890396 native-country=Germany 0.5213208645621374 0.051667523917585584 native-country=Outlying-US(Guam-USVI-etc) 2.26825955415586 -0.20796168491563377 native-country=India 2.4239070893578987 0.7601193529129823 native-country=Japan 1.6958950923213423 0.5122209384409838 native-country=Greece 0.108471101810626 -0.18273674803563744 native-country=South 1.1503911022138074 0.21117588357492095 native-country=China 1.303001293253908 -0.10205919808741955 native-country=Cuba -2.383069863285209 -0.16432451843272672 native-country=Iran 0.976292623200714 -1.2457893269510623 native-country=Honduras -0.4867945640612095 -0.2622402737613592 native-country=Philippines -1.534474715153021 -1.6092975642835392 native-country=Italy 0.7884992939588521 -0.7098131271679278 native-country=Poland -1.7541322942533806 0.7811625653197712 native-country=Jamaica 0.9478170956008508 1.3409350717578123 native-country=Vietnam 0.8134997233103456 -0.06137295881206001 native-country=Mexico -0.7060358154306943 -0.18929533762223663 native-country=Portugal -1.8676430913640423 0.713283167672509 native-country=Ireland -0.5057420994403377 -0.8158235241614792 native-country=France -0.6785011491258658 1.4208140321375773 native-country=Dominican-Republic 1.481644359503222 -0.8280682165659146 native-country=Laos 0.4649573614919416 -0.9726371401832573 native-country=Ecuador 0.044411622695087194 0.3899972762632693 native-country=Taiwan 1.8027913492191685 0.473068487121573 native-country=Haiti 3.705021432533183 -1.1831485601041971 native-country=Columbia -0.0022881195895803727 0.9129376067820023 native-country=Hungary -1.1752776799611484 0.709148083417619 native-country=Guatemala 1.523188042446671 0.5379359627030446 native-country=Nicaragua 0.40471442291082477 0.6803539434666758 native-country=Scotland 1.4843611474507608 0.31709113290941904 native-country=Thailand 0.9452510609689119 0.9074035810292196 native-country=Yugoslavia 0.4551393447594998 0.4863154153030269 native-country=El-Salvador 0.9556718088914965 -0.6227373687005265 native-country=Trinadad&Tobago 0.3619970051003105 -1.4256769367183448 native-country=Peru 0.3722372884550155 0.4163803634527447 native-country=Hong 1.1733734916493457 0.006818897929813246 native-country=Holand-Netherlands Hidden Weights: -4.3336472660124645 4.333647266012467 3.6727845762650673 -3.672784576265068 >50K <=50K Error sum for iteration 3200 = 746.0929897934035 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.48497165213896765 9.067704006830475 age 0.5712541914337121 0.30239863572796516 workclass=Private 1.3641893749461045 0.4773731402743956 workclass=Self-emp-not-inc 0.22343859397808857 1.518542217648831 workclass=Self-emp-inc -0.11910878695305865 -0.19590618918627065 workclass=Federal-gov 1.0170808235634674 0.2827925049166539 workclass=Local-gov 0.47657288717680496 -0.918137617267668 workclass=State-gov 0.29211026292752806 -0.2856398448468996 workclass=Without-pay -0.6022127075938056 -0.6462705603475962 workclass=Never-worked -0.2012285066702645 0.3194404135108276 fnlwgt 0.3136279640065298 0.20473765478604405 education=Bachelors 0.4082240732787291 -0.45983796937319 education=Some-college 1.4825181073636147 1.9341323569452749 education=11th 0.2177337490120292 -0.3580042943661759 education=HS-grad -0.4315936459471983 -0.8401134627675563 education=Prof-school 0.25741746483462435 0.044432520773508594 education=Assoc-acdm 0.34407371659207314 -0.3398782991127338 education=Assoc-voc 0.6770509100629468 0.7591406623211461 education=9th 0.2548048339596642 0.24416004694983873 education=7th-8th 2.4193488603545785 1.2272404654002393 education=12th 0.1730426179830053 -0.12332387158558177 education=Masters 2.4845706325723054 -0.01582211257768697 education=1st-4th 0.8168671426840284 0.16000487060919874 education=10th -1.3567634029996032 -2.367346077799262 education=Doctorate -1.5703523745746935 -0.8168055117515219 education=5th-6th 0.6147460905452308 0.6364859877224996 education=Preschool -2.8379257746406914 -0.16291717594407082 education-num -2.2228643952880045 1.0703536711956352 marital-status=Married-civ-spouse 1.2219140084598121 1.0310685984082417 marital-status=Divorced 1.3527739460038235 1.3577134906507564 marital-status=Never-married 0.17193298472113294 -0.23194367549469858 marital-status=Separated 0.5048624040524996 -0.08005956719008599 marital-status=Widowed 1.2573255543556963 -0.4053288374222285 marital-status=Married-spouse-absent -0.05070305718216528 -0.5286777389800381 marital-status=Married-AF-spouse -0.2632292792482369 0.740535908529298 occupation=Tech-support -0.36637631408294036 -1.4658981175955965 occupation=Craft-repair 0.817489545756333 0.3971061336770831 occupation=Other-service -0.14463658518860822 -0.5516874656341978 occupation=Sales -0.8469532972735321 -0.6724839757190446 occupation=Exec-managerial 0.11335493581573446 1.0483913529865414 occupation=Prof-specialty 0.9486259538496546 0.5495173994391513 occupation=Handlers-cleaners 0.17946788671567418 -1.1380745237389296 occupation=Machine-op-inspct 0.28178491410403855 -0.522464091851427 occupation=Adm-clerical 1.655501258879154 0.37436563671563755 occupation=Farming-fishing 0.5043223942786165 0.24182903140388629 occupation=Transport-moving 1.188840521124136 0.020620259230522523 occupation=Priv-house-serv -0.02808923929734266 1.4260321272708836 occupation=Protective-serv -0.2675235962818401 -0.6278412843862705 occupation=Armed-Forces -0.8579421186708288 -1.200650923368892 relationship=Wife 1.4257689205325252 1.7389138501870263 relationship=Own-child 0.502003585831704 -0.713492209637022 relationship=Husband -0.8444059618270155 -0.5218028658533461 relationship=Not-in-family 0.4255247115030519 0.9108983039694162 relationship=Other-relative 0.04651382665835744 1.2130945105541662 relationship=Unmarried -0.5170705674784551 -0.40536953378976126 race=White -0.9993144472830854 -0.7647067313889786 race=Asian-Pac-Islander 0.8108525534705974 1.3909363611477235 race=Amer-Indian-Eskimo 3.3090299070098173 0.8526505388191811 race=Other -0.3305528785070072 -0.4615391428542672 race=Black 0.11067105207723962 1.286297941234348 sex -5.184787051593679 0.36541974075676037 capital-gain -2.6275965593146746 -1.3963205746353886 capital-loss -3.30593985657037 -2.708622629584493 hours-per-week -0.3477770682722646 0.1619015278233468 native-country=United-States -3.269396724342499 -0.06070097902803026 native-country=Cambodia 0.6086941225163085 -0.29750708365383716 native-country=England -0.019615572992687517 -0.3479809658288501 native-country=Puerto-Rico -1.7156068836207692 -1.9033079325100268 native-country=Canada -1.223518505992694 -1.204105354952716 native-country=Germany 0.5322297278096655 0.04631729173292161 native-country=Outlying-US(Guam-USVI-etc) 2.301469262657686 -0.16856113799447217 native-country=India 2.445654953819222 0.7723405839035821 native-country=Japan 1.7072102353467973 0.5063276645971616 native-country=Greece 0.057590819352995135 -0.3239061772321809 native-country=South 1.162386748190032 0.24825550164238422 native-country=China 1.291421087196986 -0.12313413416387449 native-country=Cuba -2.3825305834278923 -0.175086568948784 native-country=Iran 0.9686366794911642 -1.2076982592665573 native-country=Honduras -0.4867905267466081 -0.2905616142036924 native-country=Philippines -1.5286366548640926 -1.615217689450724 native-country=Italy 0.7943477490020951 -0.6935537728942649 native-country=Poland -1.7555566092971464 0.7519781981156936 native-country=Jamaica 0.9670708888164474 1.390391135441578 native-country=Vietnam 0.8343654209864751 0.03679152495513347 native-country=Mexico -0.7282225547485471 -0.20260713081503917 native-country=Portugal -1.8592198398764175 0.7796153336494813 native-country=Ireland -0.5233007269202805 -0.8125361601250014 native-country=France -0.6531020152819165 1.4537838448171763 native-country=Dominican-Republic 1.4748548306076958 -0.8223116007645811 native-country=Laos 0.4726875234498762 -0.9713787955005971 native-country=Ecuador 0.0394971383912443 0.3831623587964963 native-country=Taiwan 1.8349104142763217 0.46774879765513205 native-country=Haiti 3.7041359590894025 -1.1798817825572416 native-country=Columbia -0.001863848293070612 0.9134092419415669 native-country=Hungary -1.1947084130143901 0.7065421958261101 native-country=Guatemala 1.5450544617956983 0.5340729903323009 native-country=Nicaragua 0.4086273711770156 0.680671606874934 native-country=Scotland 1.5005660239797038 0.34236723323745893 native-country=Thailand 0.9556516622892107 0.9075411255557344 native-country=Yugoslavia 0.47078928506422035 0.4655297361264175 native-country=El-Salvador 0.9571615536592535 -0.6216994705963337 native-country=Trinadad&Tobago 0.3446752728532723 -1.4596267366022715 native-country=Peru 0.3730172116012969 0.4163584901266365 native-country=Hong 1.1737977629458372 0.00729053308938333 native-country=Holand-Netherlands Hidden Weights: -4.335573267386153 4.335573267386154 3.730480983362854 -3.7304809833628534 >50K <=50K Error sum for iteration 3300 = 744.1977263057208 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.49179545212923326 9.2233411920463 age 0.5661947848401617 0.27591027621708103 workclass=Private 1.3681929878501418 0.4975078028178668 workclass=Self-emp-not-inc 0.22283725366320795 1.573485634879478 workclass=Self-emp-inc -0.11082703092631821 -0.18547349525569873 workclass=Federal-gov 1.0071894650175912 0.22429944819211212 workclass=Local-gov 0.4854472815416893 -0.9122646241687731 workclass=State-gov 0.29299071976450664 -0.28523262697264895 workclass=Without-pay -0.6017801666152279 -0.6458165891180997 workclass=Never-worked -0.1783975909102599 0.3479716019296689 fnlwgt 0.31076434240454504 0.1881218000010947 education=Bachelors 0.4136951019422012 -0.44141478408290247 education=Some-college 1.4760426253399772 1.927757361138723 education=11th 0.2192503045060226 -0.3428986390446742 education=HS-grad -0.43136855538801966 -0.8515723403763444 education=Prof-school 0.26054865379773473 0.05633645675238331 education=Assoc-acdm 0.3462001223275689 -0.3309730792743038 education=Assoc-voc 0.6580410517156243 0.7553962259181095 education=9th 0.24529550792608806 0.2664166949810867 education=7th-8th 2.4436222791037947 1.2447716585708388 education=12th 0.1658194589961484 -0.17614102480565821 education=Masters 2.5322600308049767 -0.01169789499704528 education=1st-4th 0.8109048586797702 0.20543124890370304 education=10th -1.3785648588491042 -2.3878986784205076 education=Doctorate -1.5801735327562243 -0.8375107966006495 education=5th-6th 0.6233603326619469 0.6359740670181406 education=Preschool -2.8643097784136975 -0.20844941632934907 education-num -2.2091252358826425 1.1055834444372263 marital-status=Married-civ-spouse 1.216742644133784 1.0134353800144373 marital-status=Divorced 1.3471502591839806 1.3536041399355963 marital-status=Never-married 0.18443621053464407 -0.20765907046004287 marital-status=Separated 0.49967152653256935 -0.09941905857800845 marital-status=Widowed 1.2589930305081063 -0.42142412596050155 marital-status=Married-spouse-absent -0.056138875209486655 -0.5241851997786948 marital-status=Married-AF-spouse -0.27013286056881897 0.7309753347849652 occupation=Tech-support -0.37270596600238715 -1.4944228192170033 occupation=Craft-repair 0.8173456109019488 0.3924313863188305 occupation=Other-service -0.14624500370415727 -0.5531442584258355 occupation=Sales -0.8411480103632025 -0.6498045055938817 occupation=Exec-managerial 0.10774093905418423 1.0319947465503507 occupation=Prof-specialty 0.9704157881905516 0.6329060366067712 occupation=Handlers-cleaners 0.1767838368492516 -1.1570322345526172 occupation=Machine-op-inspct 0.27366037142341104 -0.5459730854878068 occupation=Adm-clerical 1.6640100345489224 0.43061065016266503 occupation=Farming-fishing 0.49185162119587117 0.19200453725224137 occupation=Transport-moving 1.2030937334631717 0.02743110445047911 occupation=Priv-house-serv -0.03251417706934762 1.4256675588117715 occupation=Protective-serv -0.26006091724049446 -0.6337086942845692 occupation=Armed-Forces -0.873115519041687 -1.2468102201084879 relationship=Wife 1.4229427158500756 1.762939954788472 relationship=Own-child 0.49668221699844584 -0.7470420595492688 relationship=Husband -0.8296887615945329 -0.4995556736051065 relationship=Not-in-family 0.4317963929506227 0.9325882642367754 relationship=Other-relative 0.054901492564592966 1.2311959973018658 relationship=Unmarried -0.5176296141305764 -0.402569616759336 race=White -1.0116944001228358 -0.7876764123999873 race=Asian-Pac-Islander 0.8114160204173898 1.4228057621341132 race=Amer-Indian-Eskimo 3.3377743169743663 0.8710595711779154 race=Other -0.34129872320537435 -0.4857461862354082 race=Black 0.09843088177138065 1.2734681884355517 sex -5.2095681728099015 0.3265330425009064 capital-gain -2.6337723757046394 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-0.0014313073145181426 0.9138632131710634 native-country=Hungary -1.2132875349152938 0.7039263328603818 native-country=Guatemala 1.5660773339883418 0.5302196314056349 native-country=Nicaragua 0.4125088963841698 0.6809812655473013 native-country=Scotland 1.5166704009606438 0.36520991155490007 native-country=Thailand 0.9658513777103941 0.907668337031751 native-country=Yugoslavia 0.4826662211677544 0.44315171001218245 native-country=El-Salvador 0.9583931257810012 -0.6203565188434722 native-country=Trinadad&Tobago 0.32717006988531344 -1.4907462083278424 native-country=Peru 0.37370469080453395 0.41644497499118993 native-country=Hong 1.174230303924368 0.007744504318876254 native-country=Holand-Netherlands Hidden Weights: -4.334486316233357 4.334486316233356 3.784342339867475 -3.784342339867476 >50K <=50K Error sum for iteration 3400 = 742.3006478752972 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4963872252715648 9.364004825041082 age 0.5619604068045366 0.2519876649193768 workclass=Private 1.3713934152526353 0.5127159972121349 workclass=Self-emp-not-inc 0.22218920385684038 1.6264578858437833 workclass=Self-emp-inc -0.10458769744848188 -0.17931948409159257 workclass=Federal-gov 0.9986399191826348 0.17055478459844892 workclass=Local-gov 0.4948255004640108 -0.9036111070946382 workclass=State-gov 0.29384006895193854 -0.2848937962145273 workclass=Without-pay -0.6013644762610144 -0.6454392871539133 workclass=Never-worked -0.1583727185120016 0.37346605676859096 fnlwgt 0.30772941526771525 0.17330489640410218 education=Bachelors 0.4183315161037769 -0.425051555981619 education=Some-college 1.469020983623442 1.9205634864228454 education=11th 0.22014753104136434 -0.3295671609395874 education=HS-grad -0.43230773454599236 -0.8651130480457356 education=Prof-school 0.26271390631100755 0.06741424161257922 education=Assoc-acdm 0.34710648190158394 -0.3254398956502328 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-0.8888328587826866 -1.2909356230169262 relationship=Wife 1.4214808642719705 1.7863163551219519 relationship=Own-child 0.4908438660693385 -0.7788064508785639 relationship=Husband -0.8154155254493687 -0.47931221213233144 relationship=Not-in-family 0.43775536900622924 0.9525642278823269 relationship=Other-relative 0.06350648757103376 1.2487721935870937 relationship=Unmarried -0.5182312253226006 -0.4003235007112301 race=White -1.0253919690433284 -0.813559166293688 race=Asian-Pac-Islander 0.8126813416904978 1.4538875014305317 race=Amer-Indian-Eskimo 3.3652065397877267 0.8891338831449587 race=Other -0.350293112574474 -0.5063606741182454 race=Black 0.08741350687594276 1.2617523218275895 sex -5.23497746407303 0.28935246030027073 capital-gain -2.640465982380511 -1.4471969237355893 capital-loss -3.276343873524364 -2.6436475577666587 hours-per-week -0.3307120384746685 0.23027356115393569 native-country=United-States -3.3513284302977353 -0.12746705668258895 native-country=Cambodia 0.6454874093122566 -0.36342654452355194 native-country=England -0.016552649326938066 -0.3489789694387331 native-country=Puerto-Rico -1.8836807225745045 -2.0682879235609892 native-country=Canada -1.1929421347616203 -1.0659350458847603 native-country=Germany 0.5524608807851463 0.03580771520738234 native-country=Outlying-US(Guam-USVI-etc) 2.369237997343432 -0.08774920070183641 native-country=India 2.4885403964021404 0.7978693380453846 native-country=Japan 1.7266300925360643 0.49672219508461013 native-country=Greece -0.0629943142161048 -0.6451169950697159 native-country=South 1.1916191816506152 0.3339259793561595 native-country=China 1.2626202446279065 -0.1637033937731923 native-country=Cuba -2.383565896666271 -0.20145850627191608 native-country=Iran 0.9541739799227468 -1.1300270788876317 native-country=Honduras -0.4997433410438414 -0.34777933947282286 native-country=Philippines -1.5153559645420984 -1.625692339963924 native-country=Italy 0.8076747741226102 -0.6703157006558925 native-country=Poland -1.7631450990068462 0.694873305348294 native-country=Jamaica 1.0060758065480486 1.4918192339385572 native-country=Vietnam 0.8831711030740954 0.21442263142659126 native-country=Mexico -0.7733306014370777 -0.23571516795292521 native-country=Portugal -1.8357291719137188 0.905090342563026 native-country=Ireland -0.5560883133228414 -0.8065333318953987 native-country=France -0.6093055925444592 1.51615498119965 native-country=Dominican-Republic 1.4612502103021656 -0.8108469338633131 native-country=Laos 0.48840620640617116 -0.9686511210084254 native-country=Ecuador 0.029396037111245655 0.3758040293019877 native-country=Taiwan 1.8961765028327273 0.4569101590037523 native-country=Haiti 3.701603881780166 -1.1726092119115574 native-country=Columbia -0.00101561696030708 0.9142405151352498 native-country=Hungary -1.2310556802349322 0.7012833244542859 native-country=Guatemala 1.586292290656272 0.5263508691819614 native-country=Nicaragua 0.41633980402414716 0.6812224733086233 native-country=Scotland 1.532757035951673 0.38595814302622394 native-country=Thailand 0.9758346915321731 0.907723733222116 native-country=Yugoslavia 0.49106355183761063 0.4193440827950239 native-country=El-Salvador 0.9594015532806062 -0.6188316320402111 native-country=Trinadad&Tobago 0.3096218291800036 -1.519604383874591 native-country=Peru 0.37428508580562553 0.4165774140421656 native-country=Hong 1.1746459942786052 0.00812180628310931 native-country=Holand-Netherlands Hidden Weights: -4.331513753185833 4.331513753185832 3.8345551793421873 -3.834555179342183 >50K <=50K Error sum for iteration 3500 = 740.4534148240889 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4993705946915268 9.49087577381449 age 0.5581849597993421 0.2291998632173567 workclass=Private 1.3741241568198783 0.5252731917602523 workclass=Self-emp-not-inc 0.2215445022270004 1.6774492011210196 workclass=Self-emp-inc -0.09990584773396487 -0.1765510343375632 workclass=Federal-gov 0.9912137250701943 0.12124053658814897 workclass=Local-gov 0.5042862828198462 -0.8937148754626596 workclass=State-gov 0.2946503865822269 -0.2846346680193419 workclass=Without-pay -0.6009753196929645 -0.645147935840964 workclass=Never-worked -0.14097994564619964 0.3954315673906056 fnlwgt 0.30463614254343413 0.15997360606552105 education=Bachelors 0.422294333135435 -0.41019736523059286 education=Some-college 1.461885866733148 1.9127719725444312 education=11th 0.22053852982423525 -0.31740001919015476 education=HS-grad -0.4342042333159293 -0.8797514470799757 education=Prof-school 0.26429218695062906 0.07806763346997592 education=Assoc-acdm 0.34743670296552176 -0.3213229004794459 education=Assoc-voc 0.6249600396047252 0.7447409466823203 education=9th 0.22911101883970994 0.3079040144965134 education=7th-8th 2.4882986995291323 1.2794847516465926 education=12th 0.15313008205287293 -0.26074055427935094 education=Masters 2.6204202304479214 -0.007721472959395316 education=1st-4th 0.8010769851813873 0.2840114800889728 education=10th -1.4076346501978938 -2.4153170854474038 education=Doctorate -1.6001391052695286 -0.8732192903909327 education=5th-6th 0.6389112203218736 0.6348616843970474 education=Preschool -2.9106969930275786 -0.28372145784418235 education-num -2.182414787205424 1.1736826637281064 marital-status=Married-civ-spouse 1.2065577505749232 0.9788989092299133 marital-status=Divorced 1.3404069242058443 1.3533343292384024 marital-status=Never-married 0.2046596189551553 -0.16406489744647343 marital-status=Separated 0.4866623603167295 -0.14304742239751156 marital-status=Widowed 1.2653178845779234 -0.4540484504353518 marital-status=Married-spouse-absent -0.06738748779067777 -0.5147898231493253 marital-status=Married-AF-spouse -0.2842683058320314 0.7077424969443966 occupation=Tech-support -0.382189401491019 -1.5410465467807997 occupation=Craft-repair 0.8182128306598044 0.3870031300640344 occupation=Other-service -0.14995370222873988 -0.5549109776126783 occupation=Sales -0.8334886713112047 -0.6138364965887523 occupation=Exec-managerial 0.09772996250165387 1.005595484576307 occupation=Prof-specialty 1.0085157292401876 0.7831822261022691 occupation=Handlers-cleaners 0.17088820548729133 -1.1941194686677943 occupation=Machine-op-inspct 0.2618776495212007 -0.5826269982829492 occupation=Adm-clerical 1.6792447664756798 0.5300108334164415 occupation=Farming-fishing 0.4692163882402534 0.09766085289086557 occupation=Transport-moving 1.2296257416591714 0.04127629711278472 occupation=Priv-house-serv -0.04105184351276499 1.424921826449502 occupation=Protective-serv -0.2445577164415443 -0.6462065301494617 occupation=Armed-Forces -0.9049263361138526 -1.3336784307991578 relationship=Wife 1.4214080916609617 1.8089852835502898 relationship=Own-child 0.4847705450882509 -0.8087981375161992 relationship=Husband -0.8019409854400685 -0.46044826454648125 relationship=Not-in-family 0.4435543205438551 0.9708287665255697 relationship=Other-relative 0.07192075889973756 1.2657881917307698 relationship=Unmarried -0.5187639615833516 -0.3982915302978003 race=White -1.040233049105662 -0.8418649281337282 race=Asian-Pac-Islander 0.814588099816475 1.4842393246070245 race=Amer-Indian-Eskimo 3.391365025695266 0.9067767616606256 race=Other -0.3579255049005308 -0.5242940173155 race=Black 0.0777104234125518 1.2513224400639091 sex -5.260750740436321 0.2540323253265854 capital-gain -2.6471864844036332 -1.4675677016475546 capital-loss -3.26511670465531 -2.612002984048927 hours-per-week -0.3221154505793135 0.26126564039288325 native-country=United-States -3.3902078793787562 -0.15964434094676744 native-country=Cambodia 0.6581948550460868 -0.39632617303403844 native-country=England -0.015447655841348438 -0.34946549915133657 native-country=Puerto-Rico -1.9422581091824718 -2.114947656203124 native-country=Canada -1.1765317046650092 -1.0078955498323772 native-country=Germany 0.5618934851780403 0.030575829655948406 native-country=Outlying-US(Guam-USVI-etc) 2.4028043774742702 -0.04639474521732156 native-country=India 2.509799575672862 0.81108419434084 native-country=Japan 1.735303732908114 0.4927153650019254 native-country=Greece -0.13395154553927402 -0.8251162635855354 native-country=South 1.2087707509921803 0.3809660224939507 native-country=China 1.247265481255824 -0.1831958035507438 native-country=Cuba -2.3852860034738077 -0.21625431329078776 native-country=Iran 0.9476240807729139 -1.0912856816261958 native-country=Honduras -0.5115471117737123 -0.3760432457845056 native-country=Philippines -1.50873580866636 -1.6292759740914058 native-country=Italy 0.8148843701557352 -0.6629415712578669 native-country=Poland -1.7690713338169586 0.6676029182584104 native-country=Jamaica 1.026516929043684 1.5434693509558233 native-country=Vietnam 0.9082788102512586 0.29407533250647017 native-country=Mexico -0.7963963010211585 -0.2542586600018422 native-country=Portugal -1.821722499918933 0.9644072957076337 native-country=Ireland -0.5714285795474016 -0.8038582256976693 native-country=France -0.590440358357756 1.5457154197219825 native-country=Dominican-Republic 1.454430782066924 -0.8052386892841502 native-country=Laos 0.49632688311888545 -0.9672575273220461 native-country=Ecuador 0.024593043945323606 0.37556055250795556 native-country=Taiwan 1.9253425693951258 0.4513868766420446 native-country=Haiti 3.700049890361465 -1.1687926752088065 native-country=Columbia -6.264603922801573E-4 0.9145318664481992 native-country=Hungary -1.2479664654367928 0.6986203235623797 native-country=Guatemala 1.6057728182182915 0.5224644229583203 native-country=Nicaragua 0.42011741768657035 0.6813845544147873 native-country=Scotland 1.5490299846252549 0.40493283493307963 native-country=Thailand 0.9856154290708223 0.9076966219194185 native-country=Yugoslavia 0.4963977033982738 0.39419580020154565 native-country=El-Salvador 0.960206198359773 -0.617167418961951 native-country=Trinadad&Tobago 0.29201535195992023 -1.546410357291916 native-country=Peru 0.3747532416001417 0.41674816109935287 native-country=Hong 1.1750351508465657 0.008413157596053163 native-country=Holand-Netherlands Hidden Weights: -4.3276048758614145 4.3276048758614145 3.881612687792973 -3.881612687792967 >50K <=50K Error sum for iteration 3600 = 738.6877104232905 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.5009313840228717 9.605080147339955 age 0.5545471961638944 0.2062592071921179 workclass=Private 1.3765929428259707 0.5370700635802637 workclass=Self-emp-not-inc 0.22082696906634092 1.7263960162223553 workclass=Self-emp-inc -0.0962973895295984 -0.17619954254180595 workclass=Federal-gov 0.9847179914212782 0.07589494653512628 workclass=Local-gov 0.5137332389833239 -0.8833740682337823 workclass=State-gov 0.29542350442228105 -0.2844390442873994 workclass=Without-pay -0.6006122338416896 -0.644924911600983 workclass=Never-worked -0.1259748173188796 0.4139942329422658 fnlwgt 0.3015860273745215 0.14809090260167831 education=Bachelors 0.4257099462661136 -0.39647202452120023 education=Some-college 1.4548558141590082 1.904506972232759 education=11th 0.22049181294467168 -0.3061048559504327 education=HS-grad -0.43670342003715756 -0.8944268247542805 education=Prof-school 0.26554211937836086 0.08863892320225658 education=Assoc-acdm 0.3476484149037227 -0.31733294154565195 education=Assoc-voc 0.6106551033373587 0.7382451646191579 education=9th 0.22195610660576326 0.3274284010103956 education=7th-8th 2.509044760483689 1.2966047103608118 education=12th 0.1467005750889399 -0.30046727981240945 education=Masters 2.6610598126485168 -0.007370103999888283 education=1st-4th 0.7965242052300076 0.3175575795510596 education=10th -1.4175363918453463 -2.4234281525529577 education=Doctorate -1.6098192148778712 -0.8882306744393605 education=5th-6th 0.6460124381168026 0.6342587400919507 education=Preschool -2.9317519130673944 -0.31627897094981705 education-num -2.1702094420239595 1.2058446216991614 marital-status=Married-civ-spouse 1.201963874706731 0.9624523429525427 marital-status=Divorced 1.33875705880827 1.3562418004342145 marital-status=Never-married 0.2129229101128517 -0.1451488413284379 marital-status=Separated 0.47983487228099236 -0.16664376642520032 marital-status=Widowed 1.2691962985506267 -0.46954817411181127 marital-status=Married-spouse-absent -0.07321702103186879 -0.5098873108530835 marital-status=Married-AF-spouse -0.29145723621149056 0.6946312642155684 occupation=Tech-support -0.3858803935219438 -1.560656496989797 occupation=Craft-repair 0.8194002254640764 0.3867504902100487 occupation=Other-service -0.15174128040666926 -0.5543442747195082 occupation=Sales -0.8307581311279526 -0.5981890188187549 occupation=Exec-managerial 0.09287660465212265 0.9917691188624513 occupation=Prof-specialty 1.0245593095774088 0.8497998968491649 occupation=Handlers-cleaners 0.1680730288276923 -1.211047348964748 occupation=Machine-op-inspct 0.25754901993945833 -0.5973188682187234 occupation=Adm-clerical 1.6860534339501076 0.5741569151063397 occupation=Farming-fishing 0.4588930621572049 0.05357753190921731 occupation=Transport-moving 1.2420110030481089 0.048276901389961414 occupation=Priv-house-serv -0.045184913556839054 1.4248998132019761 occupation=Protective-serv -0.23660421109543495 -0.6527532612793046 occupation=Armed-Forces -0.9213345273265999 -1.3757127245199892 relationship=Wife 1.4225768548804636 1.8308990498723277 relationship=Own-child 0.47876258754846 -0.8368761971305518 relationship=Husband -0.7893856470021712 -0.4423500355436946 relationship=Not-in-family 0.449355916007083 0.9876117496141436 relationship=Other-relative 0.07989441244942826 1.282227906012343 relationship=Unmarried -0.5190907889163615 -0.3961482578194043 race=White -1.0560306394748267 -0.8721350633476445 race=Asian-Pac-Islander 0.8170157855099879 1.5139805874512386 race=Amer-Indian-Eskimo 3.4163338638811007 0.9239488123974322 race=Other -0.3644774950111906 -0.540181153041276 race=Black 0.06928719461841928 1.2423333766850617 sex -5.286631520797247 0.22077623379941777 capital-gain -2.6534745187957194 -1.484113910172531 capital-loss -3.25571182725936 -2.5821471302130123 hours-per-week -0.3127373939266049 0.2922669590882767 native-country=United-States -3.427712441373011 -0.19067193584828288 native-country=Cambodia 0.6685994118458589 -0.4293669064773215 native-country=England -0.014292009161042335 -0.35002745376821576 native-country=Puerto-Rico -1.9877999505770945 -2.1456146749702856 native-country=Canada -1.1603160966426038 -0.955501451025046 native-country=Germany 0.5709230394358428 0.0253691982366531 native-country=Outlying-US(Guam-USVI-etc) 2.435974232887328 -0.00448226839411934 native-country=India 2.531060214357746 0.8246657765975041 native-country=Japan 1.74367606273007 0.48915124045460356 native-country=Greece -0.21288847160649135 -1.0179906807557517 native-country=South 1.2276609840649697 0.4303121188559945 native-country=China 1.2318596524211618 -0.20186883229078634 native-country=Cuba -2.3877007961423033 -0.2316961151703225 native-country=Iran 0.9415371634657055 -1.0525143128963046 native-country=Honduras -0.5262133505401775 -0.40380198698272096 native-country=Philippines -1.5019885566656856 -1.6312443840873911 native-country=Italy 0.8223139340138224 -0.657921961731787 native-country=Poland -1.7759773816489388 0.6412637901071676 native-country=Jamaica 1.0479345778366853 1.5958196103429676 native-country=Vietnam 0.9329481346116362 0.36842450481382477 native-country=Mexico -0.8199261945509057 -0.2733898721837083 native-country=Portugal -1.8066293227323218 1.0217249599725935 native-country=Ireland -0.5860937823952294 -0.801366853113654 native-country=France -0.5728933954527389 1.5742895914491615 native-country=Dominican-Republic 1.4476054844160178 -0.7997202893753802 native-country=Laos 0.504272708689888 -0.9658394752785721 native-country=Ecuador 0.020115763075276825 0.37816740723110703 native-country=Taiwan 1.9536270171383912 0.4457978273841538 native-country=Haiti 3.6983408118965335 -1.1648808740586967 native-country=Columbia -2.633745410137268E-4 0.9147548906881802 native-country=Hungary -1.263962592097373 0.6959585021987638 native-country=Guatemala 1.6245985180898415 0.5185763948116592 native-country=Nicaragua 0.42384904090188324 0.6814839108981258 native-country=Scotland 1.565701183258766 0.42241457491402307 native-country=Thailand 0.9952189976960651 0.9076038836661825 native-country=Yugoslavia 0.49906824934487437 0.3677633353150962 native-country=El-Salvador 0.9608179231509808 -0.6153610795808008 native-country=Trinadad&Tobago 0.2742638668748921 -1.5711931097022183 native-country=Peru 0.37511075367734814 0.41698021656711975 native-country=Hong 1.1753982366978875 0.00863618183603295 native-country=Holand-Netherlands Hidden Weights: -4.323433135974904 4.323433135974905 3.926049643547974 -3.926049643547974 >50K <=50K Error sum for iteration 3700 = 737.0111421694888 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.5010385497702582 9.707706654285204 age 0.5507980837780337 0.18212709639435465 workclass=Private 1.3789633300850503 0.5497720452723274 workclass=Self-emp-not-inc 0.2199057477970815 1.7731279737312424 workclass=Self-emp-inc -0.0933213712153576 -0.17729908492035823 workclass=Federal-gov 0.9789954319093247 0.03397909102387718 workclass=Local-gov 0.5232096907440774 -0.873015271825025 workclass=State-gov 0.29616854609077087 -0.28427539024463555 workclass=Without-pay -0.6002672334526258 -0.6447376528699921 workclass=Never-worked -0.11309288017369563 0.42966862523622074 fnlwgt 0.29870089517715953 0.13781590078129088 education=Bachelors 0.42867760734873406 -0.3836125433230419 education=Some-college 1.4480329212627077 1.8957796490871668 education=11th 0.22006250024508622 -0.2955304212532888 education=HS-grad -0.4394563273046198 -0.9082333784609996 education=Prof-school 0.2666399327450981 0.09936275259926691 education=Assoc-acdm 0.3480252787597659 -0.31273429980030953 education=Assoc-voc 0.5976019288142471 0.7313150814362391 education=9th 0.21520960833439828 0.346247718338961 education=7th-8th 2.5289436499177644 1.313558034502744 education=12th 0.13968277181909244 -0.34173522456743793 education=Masters 2.699505873641784 -0.007776343190249805 education=1st-4th 0.7919526072091558 0.3476388217033909 education=10th -1.425316473517306 -2.4282522729741047 education=Doctorate -1.6190182740821455 -0.9015069024669369 education=5th-6th 0.6527636187428666 0.6336561732251886 education=Preschool -2.951625760936563 -0.34617913944435613 education-num -2.158987221916294 1.236980013968873 marital-status=Married-civ-spouse 1.1976734813606493 0.9464245295494805 marital-status=Divorced 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0.4491260045272004 0.011486245475027582 occupation=Transport-moving 1.2538889453747637 0.05534618871784479 occupation=Priv-house-serv -0.049312862713845045 1.4252580246122781 occupation=Protective-serv -0.22852551055679649 -0.6594372646044192 occupation=Armed-Forces -0.9379986925518364 -1.4174831532690522 relationship=Wife 1.4247761122291096 1.851967448906769 relationship=Own-child 0.4730627156247852 -0.8628884714097155 relationship=Husband -0.7777332653513854 -0.4244305616678256 relationship=Not-in-family 0.4553002758484125 1.0031580100239474 relationship=Other-relative 0.0872924562040983 1.2980980979543197 relationship=Unmarried -0.5191476422880003 -0.393803771365225 race=White -1.0725156127011974 -0.9037354775693033 race=Asian-Pac-Islander 0.8198422084086794 1.5432669899107905 race=Amer-Indian-Eskimo 3.440205117409108 0.9406451112996965 race=Other -0.3701483397823849 -0.554473563132712 race=Black 0.06202092276283691 1.2347676173095024 sex -5.312397428418303 0.1898137572864586 capital-gain -2.6589816016346624 -1.4966413614091088 capital-loss -3.2477755722861574 -2.554744924515744 hours-per-week -0.30260568553197525 0.32324342755026003 native-country=United-States -3.4638752841728144 -0.22028977233581074 native-country=Cambodia 0.6774685996631011 -0.46266335766346933 native-country=England -0.01293355617127838 -0.3507070884011757 native-country=Puerto-Rico -2.022783965731221 -2.1643088747565593 native-country=Canada -1.1444380393774076 -0.9078489950447558 native-country=Germany 0.5795796293629962 0.02022011010308387 native-country=Outlying-US(Guam-USVI-etc) 2.468775994104561 0.03787855438853427 native-country=India 2.5524190353292124 0.8387104255928294 native-country=Japan 1.7519528550307122 0.48600854856115094 native-country=Greece -0.3003809649549672 -1.2230250148451964 native-country=South 1.248287028324897 0.48174246865911324 native-country=China 1.2165443231800965 -0.21933477426666953 native-country=Cuba -2.3907331179652536 -0.24752364520715597 native-country=Iran 0.9358763549943182 -1.013469717609052 native-country=Honduras -0.5432807126573684 -0.4309766424842851 native-country=Philippines -1.4947968409927221 -1.6313739998340047 native-country=Italy 0.8298922743599012 -0.6548377291314218 native-country=Poland -1.7834958390141262 0.6157887510686796 native-country=Jamaica 1.070462574402723 1.6491204541523843 native-country=Vietnam 0.956892944656793 0.4380049641228367 native-country=Mexico -0.8439070940185104 -0.2926995735657635 native-country=Portugal -1.7906385470008093 1.0772590439598362 native-country=Ireland -0.6000938645194329 -0.7990157197560974 native-country=France -0.5561302816581275 1.6019023208779233 native-country=Dominican-Republic 1.4407856250190132 -0.794274580952341 native-country=Laos 0.5122453994335568 -0.9643719078325043 native-country=Ecuador 0.016148629381159976 0.38411609363915 native-country=Taiwan 1.9811198624796122 0.4401496819387246 native-country=Haiti 3.696505704100669 -1.1608644458426605 native-country=Columbia 8.16258480261316E-5 0.9149421494191711 native-country=Hungary -1.2790083824770389 0.6933276889682762 native-country=Guatemala 1.6428452077671856 0.5147174955982611 native-country=Nicaragua 0.4275489573259783 0.6815520594366485 native-country=Scotland 1.5829364215779 0.4386413129212677 native-country=Thailand 1.0046748221161588 0.9074777338545639 native-country=Yugoslavia 0.4994228248009081 0.3400904886955713 native-country=El-Salvador 0.9612451356105809 -0.6133844683135963 native-country=Trinadad&Tobago 0.2562676330384616 -1.5939141322587975 native-country=Peru 0.3753653488355519 0.41731326158267035 native-country=Hong 1.1757432370868377 0.008823440567026587 native-country=Holand-Netherlands Hidden Weights: -4.319456069965204 4.319456069965204 3.9684037344248084 -3.9684037344248058 >50K <=50K Error sum for iteration 3800 = 735.4097439389934 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.49958941682025915 9.800054443694798 age 0.5468548991070934 0.1564545999362515 workclass=Private 1.3814014599385136 0.5647804722815334 workclass=Self-emp-not-inc 0.2186560803920878 1.8173531667899951 workclass=Self-emp-inc -0.090618004696236 -0.1790139321920489 workclass=Federal-gov 0.9739306006285707 -0.005069058502908717 workclass=Local-gov 0.5327198552303936 -0.8630514267059674 workclass=State-gov 0.29690141693404487 -0.2841001464759005 workclass=Without-pay -0.5999254435629389 -0.6445418384900706 workclass=Never-worked -0.10206029377221812 0.44313975381579956 fnlwgt 0.29610823885364473 0.1293652814348096 education=Bachelors 0.43125149922230727 -0.37151827541558335 education=Some-college 1.4414362043951554 1.8864952118870464 education=11th 0.2193243263609513 -0.28556843468618504 education=HS-grad -0.4421336200416514 -0.9205510458514324 education=Prof-school 0.26764425301629524 0.11014793630091077 education=Assoc-acdm 0.34866695238711454 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marital-status=Married-spouse-absent -0.08531813895206655 -0.49946721444653863 marital-status=Married-AF-spouse -0.3057927861519498 0.6675600003610056 occupation=Tech-support -0.39141427794774564 -1.5944087279919883 occupation=Craft-repair 0.8236318750716002 0.39285829645212833 occupation=Other-service -0.15388136564983976 -0.5468890115998518 occupation=Sales -0.826424358167505 -0.5694939185882668 occupation=Exec-managerial 0.08278100429232114 0.9585440078520919 occupation=Prof-specialty 1.050854788658828 0.9670027454254521 occupation=Handlers-cleaners 0.1630814262258888 -1.2418279968373587 occupation=Machine-op-inspct 0.2506673284213126 -0.6229621608056339 occupation=Adm-clerical 1.6979997649167786 0.6540006683368967 occupation=Farming-fishing 0.4398548168954107 -0.028737965734868122 occupation=Transport-moving 1.2653236861069737 0.06251433615506528 occupation=Priv-house-serv -0.05348121488543306 1.4260307169325341 occupation=Protective-serv -0.220301779958658 -0.6662107187630453 occupation=Armed-Forces -0.9546531314029809 -1.4587656040378991 relationship=Wife 1.4277685257583579 1.8720406681145507 relationship=Own-child 0.46778347520759195 -0.8868509190635081 relationship=Husband -0.7669092348092224 -0.4062678941325978 relationship=Not-in-family 0.4614467780126577 1.0175772521562199 relationship=Other-relative 0.09404824769255327 1.3134292688209042 relationship=Unmarried -0.519062107824398 -0.3917563571822549 race=White -1.0891311450507635 -0.9352786968856421 race=Asian-Pac-Islander 0.8229340085034385 1.5722590810443777 race=Amer-Indian-Eskimo 3.463063185018141 0.95687707242428 race=Other -0.3751249410339994 -0.5676562233182614 race=Black 0.05564930515929064 1.2282489596171202 sex -5.337866690909539 0.16135723197953708 capital-gain -2.663486996841597 -1.5052744330242223 capital-loss -3.2410091707860036 -2.530089924550771 hours-per-week -0.2920547368417208 0.3532911379844337 native-country=United-States -3.4987271168110063 -0.24829007820250676 native-country=Cambodia 0.6852805498103559 -0.4962858954070261 native-country=England -0.01127353088348446 -0.35156221925634523 native-country=Puerto-Rico -2.049161837627105 -2.1742433854249765 native-country=Canada -1.1288569108358804 -0.8644041339601183 native-country=Germany 0.5878945686707377 0.015174318345638501 native-country=Outlying-US(Guam-USVI-etc) 2.5012752624419723 0.08054056309208756 native-country=India 2.5739576235578445 0.8533222151280023 native-country=Japan 1.7602683494909632 0.4832855564711175 native-country=Greece -0.3967502333241937 -1.4377687571839763 native-country=South 1.2705522296866987 0.5350379052841858 native-country=China 1.2014140560114805 -0.23516064322085478 native-country=Cuba -2.3943309916492854 -0.2635126260740884 native-country=Iran 0.9306166798821746 -0.9739441608676958 native-country=Honduras -0.5622575665940155 -0.4576229849396536 native-country=Philippines -1.4868022793182196 -1.6295295449380884 native-country=Italy 0.8375847860973671 -0.6532794939917664 native-country=Poland -1.7913044231047341 0.5910759519520308 native-country=Jamaica 1.0941222271131328 1.703689835951054 native-country=Vietnam 0.9799789262257179 0.5031577763311629 native-country=Mexico -0.8682122502144112 -0.3119278739840502 native-country=Portugal -1.7738930012840513 1.1312009262132776 native-country=Ireland -0.6134371962394969 -0.7967531262711122 native-country=France -0.5397301047873598 1.6285261332213226 native-country=Dominican-Republic 1.4339890586847834 -0.7888685120129783 native-country=Laos 0.5202549481941326 -0.9628169238154841 native-country=Ecuador 0.013033141371288744 0.39373730427212456 native-country=Taiwan 2.0079029985668098 0.434461075962448 native-country=Haiti 3.694580819766086 -1.1567237796593293 native-country=Columbia 4.23415737726062E-4 0.9151379637990925 native-country=Hungary -1.2930980743297136 0.6907664058023627 native-country=Guatemala 1.6605843369413325 0.5109330381530154 native-country=Nicaragua 0.43123783132435367 0.6816324253861141 native-country=Scotland 1.6008027922091022 0.4538150045454404 native-country=Thailand 1.0140133851767845 0.9073624250387184 native-country=Yugoslavia 0.49775421609903603 0.3112261571123009 native-country=El-Salvador 0.9615023610981388 -0.6111956891763346 native-country=Trinadad&Tobago 0.23798172298768488 -1.6145597071660969 native-country=Peru 0.3755325159065209 0.41779710073331927 native-country=Hong 1.1760850269765988 0.009019254946969516 native-country=Holand-Netherlands Hidden Weights: -4.315930433110475 4.315930433110474 4.009230722826224 -4.009230722826231 >50K <=50K Error sum for iteration 3900 = 733.8721571769045 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.496623364301662 9.884041773969518 age 0.5429510087949214 0.13029585492930087 workclass=Private 1.384095732714305 0.5829235951079889 workclass=Self-emp-not-inc 0.21703733198493988 1.858643315510474 workclass=Self-emp-inc -0.08798624005627782 -0.18086678932364228 workclass=Federal-gov 0.969462019681043 -0.04173221767038863 workclass=Local-gov 0.5420143379032865 -0.8542237244636824 workclass=State-gov 0.29764261911716355 -0.28386340474247873 workclass=Without-pay -0.5995674100559649 -0.6442869748756389 workclass=Never-worked -0.09260898402756779 0.4549810495751831 fnlwgt 0.2938839484921194 0.12281034692739928 education=Bachelors 0.43342575096110375 -0.36030793241391224 education=Some-college 1.4349778265305535 1.8765174476715196 education=11th 0.21842645183447443 -0.27602997443892685 education=HS-grad -0.44441816506907994 -0.931220736170989 education=Prof-school 0.2683984385823653 0.12021795060030774 education=Assoc-acdm 0.3494130293039379 -0.3016784319910453 education=Assoc-voc 0.5746015911597361 0.7172163978901381 education=9th 0.20267849567510904 0.38192560850754664 education=7th-8th 2.5666369413661325 1.3470986602391248 education=12th 0.12398208048961518 -0.426657991694994 education=Masters 2.770283022556019 -0.00993877643065076 education=1st-4th 0.7826139030681559 0.39875545405990503 education=10th -1.4359528392813243 -2.430458946224532 education=Doctorate -1.6356258882247714 -0.9240590707994457 education=5th-6th 0.6654792931905212 0.6326190117714415 education=Preschool -2.987476731127339 -0.39679879787526195 education-num -2.138913558479178 1.2990412567832832 marital-status=Married-civ-spouse 1.1896359648012749 0.9151551857733462 marital-status=Divorced 1.3383486469254828 1.3743115254691523 marital-status=Never-married 0.2325103789817487 -0.0984890917011477 marital-status=Separated 0.4607697183869218 -0.24073873773658921 marital-status=Widowed 1.2841536508876046 -0.5125756769783075 marital-status=Married-spouse-absent -0.09158389331433332 -0.4938247383617504 marital-status=Married-AF-spouse -0.3127104388848588 0.6544019605184814 occupation=Tech-support -0.39327316369803694 -1.6088857130943028 occupation=Craft-repair 0.8266328214623272 0.39957623140652704 occupation=Other-service -0.15382720109380482 -0.5395331646515179 occupation=Sales -0.8247182751886705 -0.5569761327188685 occupation=Exec-managerial 0.0777066882475844 0.9407910858822637 occupation=Prof-specialty 1.0613581962675893 1.0181512120270697 occupation=Handlers-cleaners 0.160907469428216 -1.256348069708403 occupation=Machine-op-inspct 0.24771189153772014 -0.6349738574759879 occupation=Adm-clerical 1.7030912165547503 0.6905423352971303 occupation=Farming-fishing 0.4310622961135346 -0.06705333616411337 occupation=Transport-moving 1.276377598324552 0.06981845913172013 occupation=Priv-house-serv -0.0576295215791279 1.4270923543412108 occupation=Protective-serv -0.21191393250968174 -0.6730160940794316 occupation=Armed-Forces -0.9705396745478923 -1.49813861478222 relationship=Wife 1.4312916058071998 1.8909696819623816 relationship=Own-child 0.46281599825838243 -0.9091773487580862 relationship=Husband -0.7568689648008424 -0.38792035445856093 relationship=Not-in-family 0.4676750580715546 1.0307133847621113 relationship=Other-relative 0.10012310676848445 1.3282841137341688 relationship=Unmarried -0.5193147999666156 -0.39151818242788067 race=White -1.1047045426793773 -0.9638591038525938 race=Asian-Pac-Islander 0.8260813889233879 1.6010528076635016 race=Amer-Indian-Eskimo 3.4849741294384198 0.9726521450342762 race=Other -0.37970274051240366 -0.580569563347154 race=Black 0.049707572533918366 1.2218349319545385 sex -5.362895844064544 0.13550119662961102 capital-gain -2.6669542235865715 -1.5108018789267463 capital-loss -3.235090939344553 -2.5077858400800235 hours-per-week -0.2817661875984919 0.3806798979237112 native-country=United-States -3.5322753363557458 -0.27459955076237685 native-country=Cambodia 0.6922460044029213 -0.5302292102173217 native-country=England -0.009252491805567802 -0.3526749977674795 native-country=Puerto-Rico -2.068492565766521 -2.1783849655131946 native-country=Canada -1.1135083702383752 -0.8249454589281882 native-country=Germany 0.5959089492660664 0.010282677419931703 native-country=Outlying-US(Guam-USVI-etc) 2.533488776066157 0.12334889944815672 native-country=India 2.595708644937244 0.8685608537894497 native-country=Japan 1.76867991870926 0.4809879179704306 native-country=Greece -0.501656104939688 -1.6563905071881817 native-country=South 1.2941607763120138 0.5898856907169062 native-country=China 1.1867087956918765 -0.24903390431394823 native-country=Cuba -2.398445730451415 -0.27949374146297423 native-country=Iran 0.9257960541801045 -0.9339841220923686 native-country=Honduras -0.5824969155512658 -0.4839887840734316 native-country=Philippines -1.477691497178699 -1.6256262846721343 native-country=Italy 0.8453728054084996 -0.6529247249205368 native-country=Poland -1.7991878182903518 0.5670277654984743 native-country=Jamaica 1.1187620796055107 1.7597140571034886 native-country=Vietnam 1.002146837453781 0.564025596750334 native-country=Mexico -0.892629134255368 -0.33099711393698455 native-country=Portugal -1.7565438306815482 1.183692980860865 native-country=Ireland -0.6261364883308691 -0.7945242075037122 native-country=France -0.5234936604964566 1.6540861370962117 native-country=Dominican-Republic 1.4272384571172503 -0.7834522588019479 native-country=Laos 0.5283171197226527 -0.9611287461481096 native-country=Ecuador 0.01137455605806982 0.4068189948935689 native-country=Taiwan 2.034027864745935 0.4287749073840661 native-country=Haiti 3.6926093087149527 -1.1524353684512574 native-country=Columbia 7.814492447224067E-4 0.9153928274135242 native-country=Hungary -1.3062537813775252 0.6883181372688694 native-country=Guatemala 1.6778826071144786 0.5072776940409739 native-country=Nicaragua 0.43494045285937305 0.6817747480339477 native-country=Scotland 1.619169204641927 0.4681053820494868 native-country=Thailand 1.0232620012098357 0.9073086523536872 native-country=Yugoslavia 0.4943033456973185 0.2812436106585528 native-country=El-Salvador 0.9616219374248967 -0.6087579899230054 native-country=Trinadad&Tobago 0.21951944551327612 -1.6332599941838195 native-country=Peru 0.3756366787632173 0.4184796409059162 native-country=Hong 1.1764430604836453 0.009274118561410716 native-country=Holand-Netherlands Hidden Weights: -4.312817789493582 4.312817789493583 4.04906458531112 -4.049064585311127 >50K <=50K Error sum for iteration 4000 = 732.3745418602759 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.49263488820155554 9.962287407745045 age 0.5396340367409289 0.10614869080454481 workclass=Private 1.3872308225856376 0.6041055792978015 workclass=Self-emp-not-inc 0.21516630609067158 1.8964751924842498 workclass=Self-emp-inc -0.08546537830443528 -0.18297529505393142 workclass=Federal-gov 0.9655720697949775 -0.07624667214344928 workclass=Local-gov 0.5504622218578816 -0.8476926900029669 workclass=State-gov 0.29840493193215095 -0.28353964319420677 workclass=Without-pay -0.5991815300187339 -0.6439470726860143 workclass=Never-worked -0.0845055751673394 0.46537657620807493 fnlwgt 0.29202707057037797 0.11801189066432745 education=Bachelors 0.4351731504077313 -0.35020973704221925 education=Some-college 1.428456643230057 1.865776013045796 education=11th 0.21763587373391535 -0.26649580469265133 education=HS-grad -0.4460648126642138 -0.9406308482588557 education=Prof-school 0.2684946900632127 0.1280222569350507 education=Assoc-acdm 0.3498076402402182 -0.2970481460965335 education=Assoc-voc 0.5643523560927405 0.7103372712584617 education=9th 0.19691117191983246 0.3989442788168169 education=7th-8th 2.5845088417063544 1.363812538954622 education=12th 0.11679318677035906 -0.46180076860180813 education=Masters 2.8030172205022748 -0.011335455152340438 education=1st-4th 0.77796517193192 0.4205808668324161 education=10th -1.4394028876120692 -2.430751882088583 education=Doctorate -1.6431621930010967 -0.9344999496795795 education=5th-6th 0.6715518776369077 0.6322541451592649 education=Preschool -3.0029818386222047 -0.4159009252064371 education-num -2.1292673480198694 1.3317491283446103 marital-status=Married-civ-spouse 1.185843571252149 0.9003750033758455 marital-status=Divorced 1.3389104615381118 1.3814877293148953 marital-status=Never-married 0.23768095585256505 -0.08555794996382704 marital-status=Separated 0.45511954437974006 -0.26566894306264105 marital-status=Widowed 1.2903969238971071 -0.5265644891925918 marital-status=Married-spouse-absent -0.09797500015191328 -0.48784222272367267 marital-status=Married-AF-spouse -0.319211161549574 0.64178231616447 occupation=Tech-support -0.3946845867463641 -1.621878290426391 occupation=Craft-repair 0.8298625537495383 0.408119578398428 occupation=Other-service -0.1531012002111869 -0.530837157762049 occupation=Sales -0.82343526703533 -0.5467457500705524 occupation=Exec-managerial 0.07313611433664766 0.9258133954393295 occupation=Prof-specialty 1.0703641959905277 1.0645681971113512 occupation=Handlers-cleaners 0.1589220921835026 -1.2706254048970098 occupation=Machine-op-inspct 0.24494149811865845 -0.6465327728259636 occupation=Adm-clerical 1.7075004091026407 0.7250279194805156 occupation=Farming-fishing 0.4227957369150363 -0.10309372895791799 occupation=Transport-moving 1.2870964997515193 0.07727197751498002 occupation=Priv-house-serv -0.061536831723407265 1.42799282571871 occupation=Protective-serv -0.20338504708132127 -0.6797979860043577 occupation=Armed-Forces -0.9844553804790656 -1.5333016976150935 relationship=Wife 1.4350561556292125 1.9087334972717709 relationship=Own-child 0.45785621098871354 -0.9306317572458551 relationship=Husband -0.7476713302447201 -0.370164097982053 relationship=Not-in-family 0.4736057793542548 1.0421028277077886 relationship=Other-relative 0.10550801482971427 1.3427507209780039 relationship=Unmarried -0.5206650784038719 -0.3951791719277632 race=White -1.1174879846244612 -0.9855654396312424 race=Asian-Pac-Islander 0.8289347605403155 1.6295746114794407 race=Amer-Indian-Eskimo 3.5059709127684013 0.9879374589109289 race=Other -0.38440273459278296 -0.5945906272960095 race=Black 0.04367834178480807 1.214225160536635 sex -5.3873847409749995 0.112076355561275 capital-gain -2.669652581081215 -1.5149245449692748 capital-loss -3.229652079129677 -2.486603146962019 hours-per-week -0.27257101798238514 0.403558817678287 native-country=United-States -3.5645198899084862 -0.2993861486141019 native-country=Cambodia 0.6983365212499257 -0.5644070959793784 native-country=England -0.006858062986615759 -0.35415916689047555 native-country=Puerto-Rico -2.082230926039441 -2.1796675337338 native-country=Canada -1.0984374662034995 -0.7894001795147958 native-country=Germany 0.6036722233308461 0.005566650475397161 native-country=Outlying-US(Guam-USVI-etc) 2.5652782307100357 0.166178587309193 native-country=India 2.617601378578604 0.8843507221593595 native-country=Japan 1.7771510169794054 0.47909440231863415 native-country=Greece -0.613486415281899 -1.869723642186185 native-country=South 1.3184489803104142 0.6458327460605946 native-country=China 1.1729506336886608 -0.26100646464960514 native-country=Cuba -2.402997083189581 -0.29541472648323575 native-country=Iran 0.9215519348833638 -0.8941345717288611 native-country=Honduras -0.6031133888614706 -0.5105387330440139 native-country=Philippines -1.4673242831372666 -1.619599416875703 native-country=Italy 0.8532041005924602 -0.6536453826764634 native-country=Poland -1.8071119044519006 0.5435545413210962 native-country=Jamaica 1.143932518328232 1.8169660775579273 native-country=Vietnam 1.023358800458225 0.620636721480626 native-country=Mexico -0.9169601271836219 -0.35002004963142086 native-country=Portugal -1.7388111635369583 1.2347795206193033 native-country=Ireland -0.6382237658249851 -0.7922998625271227 native-country=France -0.5075533707497506 1.6784728404649878 native-country=Dominican-Republic 1.4205488978678826 -0.7779826898526411 native-country=Laos 0.5364408750207331 -0.9592840464070996 native-country=Ecuador 0.012006999414974922 0.4221950350653147 native-country=Taiwan 2.0594896770901037 0.4231456520350702 native-country=Haiti 3.6906279226446266 -1.1480001500918808 native-country=Columbia 0.0011673292819530637 0.9157327296031489 native-country=Hungary -1.3185237920001445 0.6860016445211471 native-country=Guatemala 1.694790861050139 0.5037824251646482 native-country=Nicaragua 0.43867309289706125 0.6820044292773874 native-country=Scotland 1.6375718499280092 0.48163517133108047 native-country=Thailand 1.0324315717393606 0.907342919403298 native-country=Yugoslavia 0.48926214521903155 0.2502351795936827 native-country=El-Salvador 0.9616553814097633 -0.6060843637547854 native-country=Trinadad&Tobago 0.20122366624537688 -1.6504104758434304 native-country=Peru 0.3757024477500275 0.4193683308665118 native-country=Hong 1.1768289405207981 0.00961402075104875 native-country=Holand-Netherlands Hidden Weights: -4.309729877495162 4.309729877495162 4.088271904030203 -4.088271904030207 >50K <=50K Error sum for iteration 4100 = 730.9376897784333 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.48857002592753124 10.037351783221776 age 0.5374012539386505 0.08635837236485021 workclass=Private 1.390895434275767 0.6274589008623065 workclass=Self-emp-not-inc 0.2132722963096461 1.9304238147950326 workclass=Self-emp-inc -0.08328301426609601 -0.1859501132057512 workclass=Federal-gov 0.9622414976723629 -0.10848678854054894 workclass=Local-gov 0.5573217151476829 -0.8445299396825978 workclass=State-gov 0.29917735399936196 -0.28316526124699865 workclass=Without-pay -0.598780094926762 -0.6435581511424017 workclass=Never-worked -0.07755631229495256 0.47413187552069275 fnlwgt 0.29054911871009825 0.11486169618826568 education=Bachelors 0.4365284554360507 -0.3412755037957338 education=Some-college 1.421679512229609 1.8543173444418355 education=11th 0.21724673525083965 -0.25639068886329797 education=HS-grad -0.44699129848220026 -0.9493921441415513 education=Prof-school 0.26749624384388454 0.13198625219832172 education=Assoc-acdm 0.34933718044903667 -0.29484569447032155 education=Assoc-voc 0.5547479480111913 0.7034274670570786 education=9th 0.19153427192346723 0.41564002527609173 education=7th-8th 2.6016720752326528 1.380545558183323 education=12th 0.1115268782481083 -0.4856160907384746 education=Masters 2.8343318975348013 -0.012843517651064097 education=1st-4th 0.7734354872752214 0.4404722097829031 education=10th -1.4423408870060013 -2.4330477549796137 education=Doctorate -1.6505222510416588 -0.9454986276516736 education=5th-6th 0.6774680761206522 0.6319602562651732 education=Preschool -3.016803015113021 -0.43044338954600564 education-num -2.11952717586575 1.3656682219821386 marital-status=Married-civ-spouse 1.1823935354184512 0.8870447738091086 marital-status=Divorced 1.3392817923843998 1.3876091957793877 marital-status=Never-married 0.24230213252618982 -0.0738079731355625 marital-status=Separated 0.44984994774159714 -0.29052908939444105 marital-status=Widowed 1.296917122027421 -0.5406108715873125 marital-status=Married-spouse-absent -0.10448671910507452 -0.4815621782063311 marital-status=Married-AF-spouse -0.32509741434863876 0.6297416241441774 occupation=Tech-support -0.39588390365126 -1.6334058401029359 occupation=Craft-repair 0.8328744241423313 0.41736658213150324 occupation=Other-service -0.15208415007690215 -0.5222426650019943 occupation=Sales -0.8227237876994086 -0.5394127274597259 occupation=Exec-managerial 0.06942185536711394 0.9156898806524668 occupation=Prof-specialty 1.0781469913565944 1.1062590558443226 occupation=Handlers-cleaners 0.15703495620003916 -1.284607991665314 occupation=Machine-op-inspct 0.24243155597372598 -0.6569056992805509 occupation=Adm-clerical 1.7111082999570584 0.7572511499497044 occupation=Farming-fishing 0.41513221944660467 -0.13631291242329052 occupation=Transport-moving 1.2974955837141078 0.08482826945146169 occupation=Priv-house-serv -0.06494570223727573 1.4279037052174315 occupation=Protective-serv -0.19481435031997268 -0.6865310386140072 occupation=Armed-Forces -0.9954798436874968 -1.5627175734772338 relationship=Wife 1.4387955210544394 1.925494416227443 relationship=Own-child 0.45266288213638817 -0.9517924600499735 relationship=Husband -0.7394550966182788 -0.35412787897291687 relationship=Not-in-family 0.4787252595194084 1.051174547115773 relationship=Other-relative 0.11027081896120768 1.3569033438821865 relationship=Unmarried -0.5235701609963634 -0.40365204641241237 race=White -1.1261708760192646 -0.9981457279433212 race=Asian-Pac-Islander 0.8310847719660361 1.6575578899457686 race=Amer-Indian-Eskimo 3.5260535025232236 1.0026382776568799 race=Other -0.38982870559044286 -0.6111655816445372 race=Black 0.03736329189269718 1.2046255790724327 sex -5.411287483372593 0.09062598129094002 capital-gain -2.672158184667701 -1.5198043424705423 capital-loss -3.224345549107689 -2.4650065491399986 hours-per-week -0.2648319241458453 0.42147171506921516 native-country=United-States -3.5955239186352084 -0.3230495751847608 native-country=Cambodia 0.7034174652135132 -0.5987242615434604 native-country=England -0.004133145726332655 -0.3561550260842716 native-country=Puerto-Rico -2.091980374960807 -2.180430432720044 native-country=Canada -1.0838345094780137 -0.7575702792322604 native-country=Germany 0.6112258495571923 9.798504127983523E-4 native-country=Outlying-US(Guam-USVI-etc) 2.5963262210111266 0.20894952252124702 native-country=India 2.6394440135268753 0.9004421661001167 native-country=Japan 1.7855695797740827 0.47752095236075004 native-country=Greece -0.7292381196340931 -2.069455001449372 native-country=South 1.3423845613163294 0.7023790063196846 native-country=China 1.1608106734698278 -0.27156516632136607 native-country=Cuba -2.4078456691035663 -0.31137672957009394 native-country=Iran 0.9180808714479423 -0.8553810975828101 native-country=Honduras -0.6231555516703935 -0.5377724418670694 native-country=Philippines -1.4558305423353726 -1.6113610108351684 native-country=Italy 0.8609583997174974 -0.6555356906193975 native-country=Poland -1.8152306535045537 0.5205194964503186 native-country=Jamaica 1.168851628023596 1.8747394699562212 native-country=Vietnam 1.043581248914172 0.6730910440352744 native-country=Mexico -0.9411614210605022 -0.36919848608129696 native-country=Portugal -1.7209902604467426 1.284380671389768 native-country=Ireland -0.6497622377077397 -0.790112287767453 native-country=France -0.4923141988886332 1.7015746879583893 native-country=Dominican-Republic 1.413911368576907 -0.7724625442046018 native-country=Laos 0.5446118949291703 -0.9573200365760275 native-country=Ecuador 0.015591444449885642 0.4379834975281193 native-country=Taiwan 2.084231392281521 0.41759495898018545 native-country=Haiti 3.688646302041366 -1.143476044125554 native-country=Columbia 0.001568764373922982 0.9161216511467615 native-country=Hungary -1.3299751103480635 0.6837724968310789 native-country=Guatemala 1.711329489949471 0.5004124455006531 native-country=Nicaragua 0.44242695550327954 0.6822850520086277 native-country=Scotland 1.6552323450685416 0.49446442927029827 native-country=Thailand 1.0415038110150137 0.9074299685567597 native-country=Yugoslavia 0.48278467599871777 0.21827396037230964 native-country=El-Salvador 0.9616526678263171 -0.6032715548560894 native-country=Trinadad&Tobago 0.18355346623904897 -1.6666233010767344 native-country=Peru 0.37573783116587106 0.42039260284490826 native-country=Hong 1.1772303756127285 0.010002942294666728 native-country=Holand-Netherlands Hidden Weights: -4.306241478397923 4.3062414783979195 4.126989466124508 -4.126989466124497 >50K <=50K Error sum for iteration 4200 = 729.5863935394237 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4852417162229196 10.110928379551886 age 0.5363622575934321 0.07160301796121392 workclass=Private 1.3950244174213464 0.6520097975071012 workclass=Self-emp-not-inc 0.21153553151816099 1.9603801584719762 workclass=Self-emp-inc -0.08166142033206686 -0.19042527372562568 workclass=Federal-gov 0.9594324705320759 -0.13810580488519206 workclass=Local-gov 0.5622324374909993 -0.8450826971710443 workclass=State-gov 0.29993292347614875 -0.282814807171468 workclass=Without-pay -0.5983912895519196 -0.6431944574329986 workclass=Never-worked -0.07158167449291021 0.4810204834863103 fnlwgt 0.2895316532346524 0.11343152416460786 education=Bachelors 0.4375822036244925 -0.3333366646560326 education=Some-college 1.4146166503254316 1.8422647242355399 education=11th 0.21739931786010078 -0.24536272824875371 education=HS-grad -0.4472285854506496 -0.9578316493029833 education=Prof-school 0.26523460212614036 0.13145066440731165 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-0.6932083059873136 occupation=Armed-Forces -1.0035174450143454 -1.5864988205194497 relationship=Wife 1.4423566570177941 1.9414948185810426 relationship=Own-child 0.4472407604768121 -0.9727411279517497 relationship=Husband -0.7323344381648261 -0.3405882230248552 relationship=Not-in-family 0.48268674001869444 1.057587713678202 relationship=Other-relative 0.11453054227940553 1.370771745893375 relationship=Unmarried -0.5278002880009045 -0.41594360569391087 race=White -1.130785620646901 -1.0024337271810764 race=Asian-Pac-Islander 0.8322721857435391 1.6846874884896264 race=Amer-Indian-Eskimo 3.5452256168891814 1.0166465382918264 race=Other -0.3962888922287459 -0.6309958640823002 race=Black 0.03092590447354764 1.1932165709209963 sex -5.434597825515883 0.07061229262030944 capital-gain -2.6750605338896403 -1.5271190367866883 capital-loss -3.2188741851323743 -2.441898460990329 hours-per-week -0.2582221401732579 0.43564555290973817 native-country=United-States -3.6254344490662884 -0.34602346249969296 native-country=Cambodia 0.7074584327182675 -0.6331590101832404 native-country=England -0.0011451063370976392 -0.3587824337132071 native-country=Puerto-Rico -2.0993150443207544 -2.181755421432451 native-country=Canada -1.0699103785503183 -0.7289610084710173 native-country=Germany 0.6185969074152348 -0.0035640715702481267 native-country=Outlying-US(Guam-USVI-etc) 2.6262895017757004 0.251619656366946 native-country=India 2.6610016015605633 0.9165229684287415 native-country=Japan 1.793827281279532 0.47615004461839516 native-country=Greece -0.8454642945454615 -2.252169252863962 native-country=South 1.3649648520099145 0.7591228073534119 native-country=China 1.1507707176175646 -0.28133915531479897 native-country=Cuba -2.412794232584625 -0.3275510028232606 native-country=Iran 0.9155464481924251 -0.8186934459036592 native-country=Honduras -0.6419412051074709 -0.5658960485367582 native-country=Philippines -1.4435091500354973 -1.6007748470335752 native-country=Italy 0.8684827914037905 -0.65877194748897 native-country=Poland -1.8237700740966467 0.49769896063429736 native-country=Jamaica 1.1926476629471878 1.9321712143874121 native-country=Vietnam 1.0628202816639873 0.7217158369118494 native-country=Mexico -0.965377254997679 -0.38863778261669746 native-country=Portugal -1.7033685983962368 1.3323587915659965 native-country=Ireland -0.6608279738441447 -0.7880310425842081 native-country=France -0.4781742347636999 1.723337269716616 native-country=Dominican-Republic 1.4072999352675755 -0.7669296897494636 native-country=Laos 0.5528007849379628 -0.9553120128926087 native-country=Ecuador 0.022169379267545485 0.4525455656415692 native-country=Taiwan 2.108195781334037 0.41210210950285975 native-country=Haiti 3.6866504122081274 -1.1389505075080375 native-country=Columbia 0.001957569748768756 0.9164853448561645 native-country=Hungary -1.3406649041879144 0.6815445546868873 native-country=Guatemala 1.7274994465899978 0.49708849975586317 native-country=Nicaragua 0.44617581402523365 0.6825421445346194 native-country=Scotland 1.6713619120220304 0.5066196568927699 native-country=Thailand 1.0504455918413556 0.907496311591309 native-country=Yugoslavia 0.4750077138202745 0.18540616410206012 native-country=El-Salvador 0.9616457442712877 -0.6004528373528569 native-country=Trinadad&Tobago 0.1668544985709152 -1.6824618316836222 native-country=Peru 0.3757359202555362 0.42143933373065295 native-country=Hong 1.1776191809875676 0.010366636004042775 native-country=Holand-Netherlands Hidden Weights: -4.302299100048624 4.302299100048625 4.165270967691208 -4.165270967691203 >50K <=50K Error sum for iteration 4300 = 728.3353282633683 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4829376780220823 10.183854148517206 age 0.5363246334293361 0.061223581618180443 workclass=Private 1.399460051266487 0.6771137323824471 workclass=Self-emp-not-inc 0.2100109671380288 1.9865456714166858 workclass=Self-emp-inc -0.08069540127896413 -0.1967347420477341 workclass=Federal-gov 0.9571085905195041 -0.16483901667270848 workclass=Local-gov 0.5653096755187633 -0.8489772918129479 workclass=State-gov 0.3006504826835791 -0.2825455050608414 workclass=Without-pay -0.5980372641134662 -0.6429129881772748 workclass=Never-worked -0.06641522543472814 0.4860425786046398 fnlwgt 0.2890327470074301 0.11375636982284114 education=Bachelors 0.4384011449197998 -0.3262122873009186 education=Some-college 1.4073841368871998 1.8297671066340127 education=11th 0.21804299675354316 -0.23345154183573746 education=HS-grad -0.446805779308195 -0.9659001315486946 education=Prof-school 0.26180881472071443 0.1267003321436342 education=Assoc-acdm 0.34527149889541275 -0.2992749165769061 education=Assoc-voc 0.5370913775438562 0.6884015140180987 education=9th 0.18192335860228395 0.44912909983627053 education=7th-8th 2.6336617833694618 1.4140230204839666 education=12th 0.10775226665415492 -0.5002503573774462 education=Masters 2.893522899977808 -0.016198859614962383 education=1st-4th 0.7646219006164945 0.475913711403181 education=10th -1.4491697892554751 -2.4462326683521782 education=Doctorate -1.6658502159272488 -0.9716781977773674 education=5th-6th 0.6888382417974142 0.6312925043062997 education=Preschool -3.040617491411187 -0.44923478645202897 education-num -2.1005833357110477 1.4328231960713809 marital-status=Married-civ-spouse 1.1773087947161103 0.8669329757915767 marital-status=Divorced 1.338924777527214 1.3952008190031013 marital-status=Never-married 0.25016830139624585 -0.054337585944959854 marital-status=Separated 0.44057153230224855 -0.34033259486578077 marital-status=Widowed 1.309398791280477 -0.5683911009814746 marital-status=Married-spouse-absent -0.11791576418478422 -0.4684061853501566 marital-status=Married-AF-spouse -0.33474740421316784 0.6080666861309179 occupation=Tech-support -0.39825521462473407 -1.6523247015056401 occupation=Craft-repair 0.8373863891838064 0.43460277013696597 occupation=Other-service -0.15049967033816591 -0.508380671872944 occupation=Sales -0.8230207614076316 -0.5323262667201021 occupation=Exec-managerial 0.06429731715083556 0.9083275783241174 occupation=Prof-specialty 1.0909441421054267 1.1753989781015923 occupation=Handlers-cleaners 0.15320245713712896 -1.3106318307837037 occupation=Machine-op-inspct 0.23889272302042808 -0.6706158914812903 occupation=Adm-clerical 1.7156217319306186 0.8138421484940623 occupation=Farming-fishing 0.4016893145827668 -0.1932332697490538 occupation=Transport-moving 1.3173342772448546 0.09994215160095382 occupation=Priv-house-serv -0.070258869084329 1.4209540701490209 occupation=Protective-serv -0.17814757697133662 -0.6998067727493111 occupation=Armed-Forces -1.0090025772029108 -1.6056133585449934 relationship=Wife 1.4457242772787895 1.9569351642276733 relationship=Own-child 0.4417378690763118 -0.9933150568143182 relationship=Husband -0.7263372521994178 -0.3297467454585246 relationship=Not-in-family 0.4854359171406373 1.0613624607770344 relationship=Other-relative 0.11836093865819623 1.38434421205006 relationship=Unmarried -0.5327932801917714 -0.43039275593938753 race=White -1.1322822927707332 -1.0007709049999267 race=Asian-Pac-Islander 0.8324740504599297 1.7107491949865925 race=Amer-Indian-Eskimo 3.5635245799978614 1.029902800982811 race=Other -0.4036977250393425 -0.6538684048813923 race=Black 0.024590322807582117 1.1806822850340835 sex -5.457315249932309 0.05162221617002335 capital-gain -2.67867957509893 -1.5376282373491856 capital-loss -3.2129745146688027 -2.416806691994482 hours-per-week -0.2522153038919714 0.4476943342338294 native-country=United-States -3.654413507935129 -0.36860175630302183 native-country=Cambodia 0.7105895866050692 -0.6677663486271336 native-country=England 0.002049455173988114 -0.36209715044069263 native-country=Puerto-Rico -2.105366236758558 -2.183684696924194 native-country=Canada -1.0567649482835169 -0.7028837196853869 native-country=Germany 0.6258070638236767 -0.008131276237319221 native-country=Outlying-US(Guam-USVI-etc) 2.6549630667121034 0.29416961194167385 native-country=India 2.682091551199578 0.9323553113399534 native-country=Japan 1.8018748796537924 0.4748905441334382 native-country=Greece -0.9593774321853681 -2.4186208206423774 native-country=South 1.3856271311786028 0.8157960850837123 native-country=China 1.142952558594129 -0.2907763568609792 native-country=Cuba -2.417634161469426 -0.3440662288795003 native-country=Iran 0.9140305366528219 -0.7846689137514106 native-country=Honduras -0.6591833190928224 -0.5947214045966032 native-country=Philippines -1.4306234682217158 -1.5877002641002924 native-country=Italy 0.8756466291924018 -0.6634563950076613 native-country=Poland -1.83291414125025 0.4748133621712169 native-country=Jamaica 1.2146672039871151 1.988581394751837 native-country=Vietnam 1.0811352385844002 0.767031387315655 native-country=Mexico -0.9898414294106272 -0.40826428949123844 native-country=Portugal -1.6861508172882091 1.3786103128823088 native-country=Ireland -0.6714820190157414 -0.7861087452866075 native-country=France -0.465315249321553 1.7437890776833183 native-country=Dominican-Republic 1.400693046053022 -0.7614128416861494 native-country=Laos 0.5609853693962233 -0.9533185608339715 native-country=Ecuador 0.03120095501012361 0.46507644000460246 native-country=Taiwan 2.131367074748135 0.40663828665387153 native-country=Haiti 3.6846247102747474 -1.1344858637031587 native-country=Columbia 0.0023115951872112943 0.9167668141118883 native-country=Hungary -1.3506185961724821 0.6792450860976075 native-country=Guatemala 1.7433056480189735 0.49374466737040873 native-country=Nicaragua 0.4498980890498155 0.6827186159554383 native-country=Scotland 1.6854619968223619 0.5181350520835608 native-country=Thailand 1.0592341811033301 0.9074855068795789 native-country=Yugoslavia 0.4660545487524661 0.15168290259954545 native-country=El-Salvador 0.9616531624441267 -0.5977254678396744 native-country=Trinadad&Tobago 0.15126508718839668 -1.698246784645343 native-country=Peru 0.37569142767338604 0.42241959249048516 native-country=Hong 1.1779732064259734 0.010648105259784463 native-country=Holand-Netherlands Hidden Weights: -4.298154693092228 4.298154693092229 4.203179654738416 -4.2031796547384195 >50K <=50K Error sum for iteration 4400 = 727.186744839105 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4815797586257825 10.256486403035828 age 0.5370224256127533 0.05419480054741425 workclass=Private 1.4040425453677494 0.7024497984535812 workclass=Self-emp-not-inc 0.20867402346676195 2.0092666969735746 workclass=Self-emp-inc -0.08037027688203154 -0.20491425271910918 workclass=Federal-gov 0.955236669787954 -0.18866577732983106 workclass=Local-gov 0.566894182317544 -0.855519466667174 workclass=State-gov 0.3013216797003997 -0.28238043872066737 workclass=Without-pay -0.597727114107139 -0.6427366594629671 workclass=Never-worked -0.061915956897075075 0.4894045936116979 fnlwgt 0.2890205886226747 0.11566789515242819 education=Bachelors 0.43900910699002876 -0.3197946122715706 education=Some-college 1.4001221905963275 1.8169740594957124 education=11th 0.21903883055773252 -0.2209074124151178 education=HS-grad -0.44573466052511496 -0.9733987190147555 education=Prof-school 0.25741187819439487 0.11843253263954431 education=Assoc-acdm 0.34203513318597695 -0.30497368389379886 education=Assoc-voc 0.5289063276265625 0.679868954658894 education=9th 0.17760678073736985 0.4664894132461655 education=7th-8th 2.648497496238701 1.4307360498836255 education=12th 0.10843601016147088 -0.49634690101004336 education=Masters 2.9216535203969576 -0.018010470441358117 education=1st-4th 0.7601662541752053 0.49205299580749573 education=10th -1.4534482768034707 -2.456304271687167 education=Doctorate -1.6740626735503727 -0.9873020475928178 education=5th-6th 0.6943124768013638 0.6308328048502936 education=Preschool -3.051142770065146 -0.4553275540416865 education-num -2.091862022377537 1.4643310243427037 marital-status=Married-civ-spouse 1.1757940963279723 0.8603595888071035 marital-status=Divorced 1.338293478277964 1.397121430344108 marital-status=Never-married 0.25349284580068976 -0.04682939496544602 marital-status=Separated 0.43657216802715565 -0.3654045441212825 marital-status=Widowed 1.315086922277349 -0.5818451988809503 marital-status=Married-spouse-absent -0.12485214091262081 -0.46159845108786157 marital-status=Married-AF-spouse -0.33855731631338426 0.5990596304494965 occupation=Tech-support -0.3994634511308958 -1.659995964592871 occupation=Craft-repair 0.838968290125906 0.44222324830584625 occupation=Other-service -0.15012556054920653 -0.503143959526945 occupation=Sales -0.8237493096364106 -0.5311753289213393 occupation=Exec-managerial 0.06245311141327005 0.908627862298172 occupation=Prof-specialty 1.0961482070741781 1.203015252369309 occupation=Handlers-cleaners 0.1512793966008755 -1.3221711799900655 occupation=Machine-op-inspct 0.23804818455561363 -0.6733545684332286 occupation=Adm-clerical 1.7165319830895742 0.8380397335386889 occupation=Farming-fishing 0.3958179597229571 -0.21720595098178505 occupation=Transport-moving 1.3267980606157708 0.10741221632397725 occupation=Priv-house-serv -0.07257809681144609 1.4126459331315708 occupation=Protective-serv -0.17030930290183466 -0.7062827141806097 occupation=Armed-Forces -1.0124547473170922 -1.6210524477021746 relationship=Wife 1.4489638637307352 1.9719412831017007 relationship=Own-child 0.43630153080025874 -1.01336432786692 relationship=Husband -0.7214181628567432 -0.3214398898573984 relationship=Not-in-family 0.48710322247148385 1.0627669053777558 relationship=Other-relative 0.12176556601110024 1.3975837551842742 relationship=Unmarried -0.5380748309419761 -0.4457253643662504 race=White -1.1317061678983262 -0.995312579054616 race=Asian-Pac-Islander 0.831814882435473 1.7356539136056903 race=Amer-Indian-Eskimo 3.5810132810337785 1.0424032063360096 race=Other -0.4117898820911841 -0.6791069730860673 race=Black 0.018485685580424332 1.1676735473107145 sex -5.479427890817517 0.033404299416832504 capital-gain -2.6830627831184612 -1.5513753071124927 capital-loss -3.2064508555479927 -2.3896807031409195 hours-per-week -0.24645520702191023 0.45872824082752095 native-country=United-States -3.6825809182613027 -0.39092339052930014 native-country=Cambodia 0.712992083190586 -0.702637075653284 native-country=England 0.005407246201910228 -0.3660956800993516 native-country=Puerto-Rico -2.110702679216666 -2.185873364368812 native-country=Canada -1.0443716267743122 -0.678662281200541 native-country=Germany 0.63287691908869 -0.012749421053822634 native-country=Outlying-US(Guam-USVI-etc) 2.6822932463824722 0.33658613710610186 native-country=India 2.7026104748329667 0.9478077797034806 native-country=Japan 1.8097098538665413 0.4736949099271355 native-country=Greece -1.0692110332970164 -2.5711312552958585 native-country=South 1.4042726016860887 0.8722178045023794 native-country=China 1.137195977569293 -0.30007613127326893 native-country=Cuba -2.4222039937349855 -0.3609758476319568 native-country=Iran 0.9135404793994738 -0.7535273140190066 native-country=Honduras -0.6748756394656988 -0.6238317590357353 native-country=Philippines -1.4173139306331648 -1.572051635526774 native-country=Italy 0.8823584737412052 -0.6695791989655515 native-country=Poland -1.842784505475437 0.45157411175412315 native-country=Jamaica 1.2345690339819282 2.043552655548997 native-country=Vietnam 1.0986099363331057 0.809604210701992 native-country=Mexico -1.0147709618628429 -0.4278837673651217 native-country=Portugal -1.669453685841269 1.4230941708235603 native-country=Ireland -0.6817644763218961 -0.7843648438607512 native-country=France -0.45371316970093367 1.7630116930998536 native-country=Dominican-Republic 1.394080642450686 -0.7559168344722681 native-country=Laos 0.569157230658266 -0.9513645025058306 native-country=Ecuador 0.041912806366477304 0.4754527731591263 native-country=Taiwan 2.1537674474504023 0.40118691445419 native-country=Haiti 3.682562470430781 -1.1301058173471168 native-country=Columbia 0.002621745193507065 0.916943142826196 native-country=Hungary -1.359838248259091 0.6768335359859866 native-country=Guatemala 1.7587628761842922 0.4903489861099685 native-country=Nicaragua 0.45358433974091517 0.6827915409246681 native-country=Scotland 1.6973672615146325 0.5290592233086988 native-country=Thailand 1.0678632405468163 0.9073749725191812 native-country=Yugoslavia 0.45602324315415815 0.1171758360104528 native-country=El-Salvador 0.961687719606205 -0.5951343946333231 native-country=Trinadad&Tobago 0.13677437460390277 -1.7140722244571893 native-country=Peru 0.37560671477600405 0.42328837852947615 native-country=Hong 1.1782833564322706 0.010824433974090362 native-country=Holand-Netherlands Hidden Weights: -4.294086254775561 4.29408625477556 4.240760351955337 -4.240760351955331 >50K <=50K Error sum for iteration 4500 = 726.1334636045399 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.48098125247015433 10.328964930576237 age 0.5382303114594799 0.04962114196160568 workclass=Private 1.408651024936918 0.7278804982115423 workclass=Self-emp-not-inc 0.2074777491896556 2.028899030367786 workclass=Self-emp-inc -0.08061787136025646 -0.21481621277187302 workclass=Federal-gov 0.9537762062864873 -0.20977965500070525 workclass=Local-gov 0.5673438417335236 -0.8639967682242435 workclass=State-gov 0.3019465633471641 -0.28232050995188485 workclass=Without-pay -0.5974613423590116 -0.6426662485260155 workclass=Never-worked -0.05796556940871561 0.49139761736069815 fnlwgt 0.28940311390128814 0.11885214278915851 education=Bachelors 0.43941420249857527 -0.3140125783518098 education=Some-college 1.3929243400048468 1.8040254172337518 education=11th 0.22024771748390964 -0.20799960346198768 education=HS-grad -0.44403999201408584 -0.9801611295506167 education=Prof-school 0.252224524444971 0.10736752965405943 education=Assoc-acdm 0.3383042632240262 -0.3121315084667888 education=Assoc-voc 0.5210655541501041 0.6705147691382671 education=9th 0.17356790275050557 0.4845703360691141 education=7th-8th 2.6626168578315106 1.4474206625123072 education=12th 0.11016830794697653 -0.4882138423449084 education=Masters 2.9489145189868604 -0.01986484304001876 education=1st-4th 0.7555933926860502 0.5074187473525503 education=10th -1.4581128769898577 -2.467800103649658 education=Doctorate -1.6826141416636429 -1.0045575181170434 education=5th-6th 0.6996718201184875 0.630277972128325 education=Preschool -3.060941112571928 -0.46006179039979994 education-num -2.0838070472523733 1.4939949319220898 marital-status=Married-civ-spouse 1.1748930668842876 0.8558472352144152 marital-status=Divorced 1.3374868452660078 1.3983101094359482 marital-status=Never-married 0.2564457980637272 -0.0408381150614246 marital-status=Separated 0.43296230920091144 -0.3906035541654507 marital-status=Widowed 1.3204723769448092 -0.5948914368608658 marital-status=Married-spouse-absent -0.1319414254644638 -0.4546285519919325 marital-status=Married-AF-spouse -0.3417440717787266 0.5916502017267152 occupation=Tech-support -0.4006300587675329 -1.66666667049225 occupation=Craft-repair 0.8402827999745395 0.4494928392612721 occupation=Other-service -0.14997911580551296 -0.49869700075053797 occupation=Sales -0.8246426522059451 -0.5307441044119321 occupation=Exec-managerial 0.06087871455176959 0.9103817780756992 occupation=Prof-specialty 1.1005621189261674 1.226207694279001 occupation=Handlers-cleaners 0.14944221462135107 -1.3325473705193271 occupation=Machine-op-inspct 0.2377883799142622 -0.6736114153132798 occupation=Adm-clerical 1.716622589634109 0.8596370520749695 occupation=Farming-fishing 0.3904206141110683 -0.23863879818864187 occupation=Transport-moving 1.335989685322378 0.1148129445350422 occupation=Priv-house-serv -0.07496918776695863 1.400551699641923 occupation=Protective-serv -0.16291289641726864 -0.7125855995152196 occupation=Armed-Forces -1.0143077298773742 -1.6335968148312228 relationship=Wife 1.45216066813501 1.9865848328274953 relationship=Own-child 0.4310327684037224 -1.0328111796346962 relationship=Husband -0.7174946902488846 -0.31536310274639523 relationship=Not-in-family 0.4878750574234676 1.0621619430145854 relationship=Other-relative 0.12471600347747121 1.4104453527250898 relationship=Unmarried -0.5433585396095559 -0.46119547622684737 race=White -1.1298424217901155 -0.9875443131319273 race=Asian-Pac-Islander 0.830459630123836 1.759396053189781 race=Amer-Indian-Eskimo 3.5977610341531583 1.0541765749721004 race=Other -0.4203073876140153 -0.7060052931877423 race=Black 0.012659861776411973 1.1546332378807767 sex -5.500914710219378 0.015819810829470104 capital-gain -2.6881123872540638 -1.5680234586545174 capital-loss -3.1992072770993643 -2.3606778718906085 hours-per-week -0.24076845179669587 0.46931988952578596 native-country=United-States -3.710006854968955 -0.41302930740624016 native-country=Cambodia 0.7148024394012876 -0.7378697732291392 native-country=England 0.00889025628608938 -0.37074202865538963 native-country=Puerto-Rico -2.115499014169978 -2.187984756864938 native-country=Canada -1.032624091738198 -0.655750038149458 native-country=Germany 0.6398246554701997 -0.01742033903734222 native-country=Outlying-US(Guam-USVI-etc) 2.7083100610253825 0.3788531495221011 native-country=India 2.7225154659110404 0.9628235276786602 native-country=Japan 1.817346458211354 0.4725450297952953 native-country=Greece -1.1740473323498926 -2.7120639277781144 native-country=South 1.4210705587924581 0.9282483593074475 native-country=China 1.133205614414916 -0.3092720888710397 native-country=Cuba 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3.6804642456509282 -1.1258103765514011 native-country=Columbia 0.0028875169416312935 0.9170135537631476 native-country=Hungary -1.368320738909068 0.6742915732527327 native-country=Guatemala 1.7738903724780086 0.486893558182908 native-country=Nicaragua 0.4572332395642712 0.6827601819497395 native-country=Scotland 1.7071375892197482 0.5394442298907209 native-country=Thailand 1.0763363383709246 0.9071641005777877 native-country=Yugoslavia 0.44498267347211673 0.08197087838668046 native-country=El-Salvador 0.9617592755691741 -0.5926913934070115 native-country=Trinadad&Tobago 0.1233051342427927 -1.7299010323074417 native-country=Peru 0.37548855922258484 0.42403081349601535 native-country=Hong 1.1785491281803602 0.01089484491105334 native-country=Holand-Netherlands Hidden Weights: -4.290274916354182 4.290274916354185 4.2780178051958275 -4.278017805195829 >50K <=50K Error sum for iteration 4600 = 725.1703064373975 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.48096859462534736 10.401332294938337 age 0.5397830084788103 0.046833152880429135 workclass=Private 1.4132046138420966 0.7533448943766212 workclass=Self-emp-not-inc 0.20637869557644503 2.045751769602479 workclass=Self-emp-inc -0.08135219851006961 -0.22620260595450084 workclass=Federal-gov 0.9526775329191515 -0.22848919075211155 workclass=Local-gov 0.566956280099952 -0.8737998285210784 workclass=State-gov 0.30252874589749484 -0.28235742377081463 workclass=Without-pay -0.5972367521782542 -0.6426933656414491 workclass=Never-worked -0.054460744407030054 0.49231156489627964 fnlwgt 0.2900763508783274 0.12296629608047359 education=Bachelors 0.43962820617421167 -0.3087983771449571 education=Some-college 1.385832361418026 1.7910468117402774 education=11th 0.2215620190861886 -0.19494388243805488 education=HS-grad -0.44176927305465086 -0.986110447734565 education=Prof-school 0.24639014299803208 0.09410937605005985 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0.894232006083635 -0.6857402965838719 native-country=Poland -1.8650272889157338 0.4029459530070544 native-country=Jamaica 1.2677832443410937 2.148415185530226 native-country=Vietnam 1.131381049338886 0.8884461883095186 native-country=Mexico -1.0665526698099217 -0.4661908865578772 native-country=Portugal -1.6377996244246784 1.5068112044868462 native-country=Ireland -0.7013131712291629 -0.7813958336571877 native-country=France -0.43370756288272466 1.7981519181036068 native-country=Dominican-Republic 1.3808321125860754 -0.7449444123873328 native-country=Laos 0.5854667860944727 -0.9475757072256616 native-country=Ecuador 0.06558978167891061 0.4906141574159692 native-country=Taiwan 2.1964240723711734 0.3903032631559696 native-country=Haiti 3.6783345264006675 -1.1215905210805774 native-country=Columbia 0.0031121071223569547 0.9169864366477141 native-country=Hungary -1.3760686710536603 0.6716111303453206 native-country=Guatemala 1.7887071745419763 0.48338196987820803 native-country=Nicaragua 0.46084697362326943 0.6826329921101524 native-country=Scotland 1.7149475459393668 0.549337824529176 native-country=Thailand 1.0846608387128063 0.9068613318375642 native-country=Yugoslavia 0.432978722158755 0.0461586391522158 native-country=El-Salvador 0.9618754678065145 -0.5903935635396691 native-country=Trinadad&Tobago 0.11076456226017267 -1.745639655336074 native-country=Peru 0.3753446482377349 0.4246466560467232 native-country=Hong 1.178773718360964 0.010867727795638035 native-country=Holand-Netherlands Hidden Weights: -4.286810504562326 4.286810504562324 4.3149240176041 -4.314924017604095 >50K <=50K Error sum for iteration 4700 = 724.2851308552189 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4814087578892426 10.473584392052862 age 0.5415635840256074 0.04534990995146782 workclass=Private 1.4176507533693128 0.7787990667259468 workclass=Self-emp-not-inc 0.20534259506117514 2.0600788739024125 workclass=Self-emp-inc -0.08248503525445075 -0.23879929506876668 workclass=Federal-gov 0.9518875008815604 -0.24513135200020808 workclass=Local-gov 0.5659596917521243 -0.8844460299127808 workclass=State-gov 0.3030728172650556 -0.2824806235569086 workclass=Without-pay -0.5970490702584759 -0.6428073801627909 workclass=Never-worked -0.05130971312573404 0.4924005520467528 fnlwgt 0.2909507714017871 0.1277108741892861 education=Bachelors 0.43967062443383037 -0.3040792730607487 education=Some-college 1.3788549125974547 1.7781483650212915 education=11th 0.22290643811303634 -0.18189829137216582 education=HS-grad -0.4389855478549449 -0.9912495902914464 education=Prof-school 0.24001893316637174 0.07913143219236496 education=Assoc-acdm 0.3299814654656419 -0.3290191710227491 education=Assoc-voc 0.5061612866117917 0.6492051153810185 education=9th 0.16624441310921448 0.5234725051244329 education=7th-8th 2.688914355163304 1.4806753093984026 education=12th 0.11543647741305255 -0.4650448320720496 education=Masters 3.001048551820655 -0.02358029061475338 education=1st-4th 0.74604189941655 0.5363174260706186 education=10th -1.4677473001747314 -2.4930326607981126 education=Doctorate -1.7003823813214742 -1.043352212065117 education=5th-6th 0.710129136410929 0.6289145845324778 education=Preschool -3.078693118582425 -0.46694278593948413 education-num -2.069837348739457 1.547726769953741 marital-status=Married-civ-spouse 1.1745630157557065 0.8518331520463919 marital-status=Divorced 1.3356083480489618 1.3996096987260045 marital-status=Never-married 0.26135466924128836 -0.033163168744394116 marital-status=Separated 0.4267357121540868 -0.4412468127296496 marital-status=Widowed 1.3308544075357878 -0.6195823134811099 marital-status=Married-spouse-absent -0.14658279884625855 -0.44010368182936654 marital-status=Married-AF-spouse -0.3463932386215417 0.5821013767540923 occupation=Tech-support -0.4026655032550879 -1.6773928338501225 occupation=Craft-repair 0.8426393578308842 0.4643597604841609 occupation=Other-service -0.15011879050191415 -0.491201502304057 occupation=Sales -0.8264459273784657 -0.5302637091361414 occupation=Exec-managerial 0.05826276031624341 0.9165327682666121 occupation=Prof-specialty 1.1069331937319211 1.259956357974133 occupation=Handlers-cleaners 0.14623855757998788 -1.3497292456031005 occupation=Machine-op-inspct 0.23872359342858984 -0.6680629191772521 occupation=Adm-clerical 1.7147149175255625 0.8958221946833818 occupation=Farming-fishing 0.38079194504394465 -0.2753003574145559 occupation=Transport-moving 1.3536601087803726 0.1294353063396474 occupation=Priv-house-serv -0.08055127991015291 1.3643734195511743 occupation=Protective-serv -0.14961057404588068 -0.7244922621728724 occupation=Armed-Forces -1.01449111619515 -1.6522590904597285 relationship=Wife 1.4586981724882773 2.014945877011813 relationship=Own-child 0.42122056015055787 -1.069826730215844 relationship=Husband -0.7122582673767761 -0.3086226732197495 relationship=Not-in-family 0.48742520853787336 1.0563225264694374 relationship=Other-relative 0.12915932911534805 1.434885278854487 relationship=Unmarried -0.5534112229899977 -0.49113441942921415 race=White -1.1241016612186938 -0.9683870972447485 race=Asian-Pac-Islander 0.8262459685138812 1.80356322128356 race=Amer-Indian-Eskimo 3.6292860272020633 1.075712739350527 race=Other -0.43794725893751635 -0.762761609622448 race=Black 0.0018453448427071563 1.129368851746536 sex -5.541923800322474 -0.017708522551917207 capital-gain -2.699616125455672 -1.6080398719414415 capital-loss -3.182591547065215 -2.2980226155108587 hours-per-week -0.22934582320422903 0.4900712072774101 native-country=United-States -3.762753878288361 -0.4565451265691913 native-country=Cambodia 0.7168741647582981 -0.8098195427754354 native-country=England 0.016094833450026883 -0.3817873661954046 native-country=Puerto-Rico -2.1233568785301267 -2.1911614344713857 native-country=Canada -1.01050952416457 -0.6123694022202562 native-country=Germany 0.6534090073021924 -0.02687704733972912 native-country=Outlying-US(Guam-USVI-etc) 2.7566364983603147 0.4628515532257524 native-country=India 2.7604795507437947 0.9914974537002286 native-country=Japan 1.8320839380062706 0.47037072115263817 native-country=Greece -1.3676405737049355 -2.9665225657258003 native-country=South 1.4501729335543427 1.0386504194026853 native-country=China 1.1292445867909053 -0.3271486275763579 native-country=Cuba -2.4336933299408208 -0.4139129157622865 native-country=Iran 0.9176817749310405 -0.6766865760456696 native-country=Honduras -0.7139547556897168 -0.708623784224428 native-country=Philippines -1.375111616695042 -1.5098701569729645 native-country=Italy 0.8993666401013134 -0.6954963969938408 native-country=Poland -1.8775400751594884 0.3770450564545904 native-country=Jamaica 1.2812865903293993 2.1981782398922274 native-country=Vietnam 1.1468377206906146 0.925444528146775 native-country=Mexico -1.0934926968681948 -0.48446754778952 native-country=Portugal -1.6228481053716708 1.5461277339652737 native-country=Ireland -0.7106143224202569 -0.7801474776840345 native-country=France -0.4249625209026969 1.8142434414162127 native-country=Dominican-Republic 1.3741976754064287 -0.7394407573593115 native-country=Laos 0.5936121656797159 -0.9457249900743585 native-country=Ecuador 0.07754952077568641 0.49594259389471035 native-country=Taiwan 2.216772520391085 0.3848701866964953 native-country=Haiti 3.676179679945725 -1.1174358179644257 native-country=Columbia 0.003299789042129692 0.9168724221263722 native-country=Hungary -1.3830937430873889 0.6687877378197477 native-country=Guatemala 1.803230285259818 0.4798220802263227 native-country=Nicaragua 0.46442879101030166 0.6824206720527839 native-country=Scotland 1.721015860645012 0.558781299228113 native-country=Thailand 1.0928448611682708 0.9064772597545376 native-country=Yugoslavia 0.42004311962879415 0.009828795424333457 native-country=El-Salvador 0.9620419176639857 -0.5882330105048015 native-country=Trinadad&Tobago 0.0990659305730825 -1.7611786391226065 native-country=Peru 0.3751819556360466 0.42514146645308654 native-country=Hong 1.178961400280748 0.010753713274312108 native-country=Holand-Netherlands Hidden Weights: -4.283725688787622 4.283725688787624 4.3514321405754615 -4.351432140575458 >50K <=50K Error sum for iteration 4800 = 723.4710840556947 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.48220396857317627 10.545692588648658 age 0.5434883814157515 0.0448231078961851 workclass=Private 1.421953941404276 0.8041875802621966 workclass=Self-emp-not-inc 0.20434296571176036 2.0720883136141235 workclass=Self-emp-inc -0.08393160754320846 -0.25232490528184015 workclass=Federal-gov 0.9513560563875466 -0.2600180449291969 workclass=Local-gov 0.5645243156360561 -0.8955675736218869 workclass=State-gov 0.30358327247817446 -0.2826800658818082 workclass=Without-pay -0.5968940423658025 -0.64299818936168 workclass=Never-worked -0.04843168891154285 0.4918780059950885 fnlwgt 0.291958548920554 0.13285440593186068 education=Bachelors 0.43956652104855737 -0.29977913477007606 education=Some-college 1.3719849727981257 1.7654251573729163 education=11th 0.22423029122379698 -0.16897695264646972 education=HS-grad -0.43575786113657794 -0.9956344783014671 education=Prof-school 0.23319594345777958 0.06279826795427661 education=Assoc-acdm 0.3255830577481373 -0.33819743758741866 education=Assoc-voc 0.49898337662583014 0.6372368924673825 education=9th 0.16293359274280025 0.5444621064930092 education=7th-8th 2.7011914624247675 1.4972256284797019 education=12th 0.11855518434431289 -0.451728616352642 education=Masters 3.0260127737662916 -0.025400410320862498 education=1st-4th 0.7410800811689271 0.549996135976149 education=10th -1.472403135114929 -2.5061000775638886 education=Doctorate -1.7094146504461212 -1.0645678285409477 education=5th-6th 0.7152645456240121 0.6281262112481583 education=Preschool -3.0867886278706345 -0.46959904751883913 education-num -2.0639333525186543 1.5719319578278803 marital-status=Married-civ-spouse 1.1749601593422623 0.8517790074318331 marital-status=Divorced 1.334607046718779 1.400048099072198 marital-status=Never-married 0.26337463348015905 -0.0312920013408768 marital-status=Separated 0.4240277849018625 -0.4665958168089457 marital-status=Widowed 1.3361209786336905 -0.6311614333843152 marital-status=Married-spouse-absent -0.15413582701801434 -0.43249830683945356 marital-status=Married-AF-spouse -0.34793026177144537 0.5799530169808511 occupation=Tech-support -0.40347107698863993 -1.6815673424346633 occupation=Craft-repair 0.8438880553867119 0.4725271238940323 occupation=Other-service -0.15030211915013 -0.487781421275236 occupation=Sales -0.8272002363684351 -0.5296297524134503 occupation=Exec-managerial 0.05716110160409583 0.9205036255261401 occupation=Prof-specialty 1.1088499302678905 1.2707384696107433 occupation=Handlers-cleaners 0.14492654632254842 -1.356587058590599 occupation=Machine-op-inspct 0.23978237547386425 -0.6628396995662447 occupation=Adm-clerical 1.712917098447679 0.9108300139469108 occupation=Farming-fishing 0.3764607231736114 -0.2911116892085585 occupation=Transport-moving 1.362185660363018 0.13667417162353818 occupation=Priv-house-serv -0.08393538200579677 1.3402562166909835 occupation=Protective-serv -0.1437426805918043 -0.7300251227646932 occupation=Armed-Forces -1.013297088030731 -1.659226298919067 relationship=Wife 1.4621210077427829 2.0287237515773504 relationship=Own-child 0.4167354700982967 -1.0874191897872578 relationship=Husband -0.7107629076929266 -0.3074040306219007 relationship=Not-in-family 0.48648636690899505 1.0516833602057343 relationship=Other-relative 0.13064142819104985 1.4464162672012342 relationship=Unmarried -0.5580777669735256 -0.5052770454948196 race=White -1.1207252170209616 -0.9578539476429591 race=Asian-Pac-Islander 0.8236162587853453 1.8241101522902092 race=Amer-Indian-Eskimo 3.644170807780383 1.0855636888355766 race=Other -0.446896867396958 -0.7920305332356928 race=Black -0.003181032789410318 1.1173489867582325 sex -5.561415300711545 -0.03370717658700591 capital-gain -2.7057734522615715 -1.6303916655758028 capital-loss -3.173353627838906 -2.2648908606153686 hours-per-week -0.223542918870647 0.5004188308115924 native-country=United-States -3.788094944795836 -0.47789477864740476 native-country=Cambodia 0.7171399070926276 -0.8467453278671304 native-country=England 0.019758055084949 -0.3880939169700282 native-country=Puerto-Rico -2.1262760128273177 -2.192011089929355 native-country=Canada -0.9998762462951223 -0.5914197061511107 native-country=Germany 0.6600654327708899 -0.03163444908720207 native-country=Outlying-US(Guam-USVI-etc) 2.7790586250189193 0.5045302602316241 native-country=India 2.7785780825470767 1.005169043104627 native-country=Japan 1.839209643506135 0.46934924116250976 native-country=Greece -1.4565360109756793 -3.0826828394092276 native-country=South 1.4629626900121393 1.0927908373549435 native-country=China 1.1287114152253557 -0.33568728495995664 native-country=Cuba -2.4368208845801083 -0.43214670655396864 native-country=Iran 0.9206654788833892 -0.6559981778576572 native-country=Honduras -0.7247468631819785 -0.7350078474325592 native-country=Philippines -1.3602833254812927 -1.4844111374119187 native-country=Italy 0.9039846264182589 -0.7061609078032645 native-country=Poland -1.8910818639469926 0.34975583022510853 native-country=Jamaica 1.2929430346222106 2.2461687870965426 native-country=Vietnam 1.1617709830762695 0.9611839140107836 native-country=Mexico -1.1210995779786959 -0.5019301395255855 native-country=Portugal -1.6084529746151086 1.5838250058976415 native-country=Ireland -0.7196185489028529 -0.7790403790511022 native-country=France -0.41684137876923966 1.829448231858837 native-country=Dominican-Republic 1.367557868264506 -0.7339101279244326 native-country=Laos 0.6017565055168868 -0.9438914292388975 native-country=Ecuador 0.08916838393895264 0.5000720216302825 native-country=Taiwan 2.236526512037229 0.379442670339383 native-country=Haiti 3.6740069196687597 -1.1133373289079815 native-country=Columbia 0.003454816934795511 0.9166816129274832 native-country=Hungary -1.389416430371551 0.6658176586707978 native-country=Guatemala 1.8174744050047065 0.47622283794421316 native-country=Nicaragua 0.46798201281308366 0.6821333902158595 native-country=Scotland 1.7255677700180885 0.5678099540025038 native-country=Thailand 1.1008961865006475 0.9060218821945287 native-country=Yugoslavia 0.406201150994779 -0.026932108797526156 native-country=El-Salvador 0.9622622736939664 -0.5862007097902117 native-country=Trinadad&Tobago 0.08813470709852501 -1.7764113236567998 native-country=Peru 0.3750063015138502 0.42552255068650097 native-country=Hong 1.1791164281734208 0.010562904075420217 native-country=Holand-Netherlands Hidden Weights: -4.281022310484953 4.281022310484955 4.3874872668986225 -4.387487266898623 >50K <=50K Error sum for iteration 4900 = 722.722399079986 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4832802113009169 10.617614666213344 age 0.5454952502495217 0.044991567171724436 workclass=Private 1.4260880609449396 0.8294332971574309 workclass=Self-emp-not-inc 0.20335833531354722 2.081954472524474 workclass=Self-emp-inc -0.08561228758383543 -0.26650562278132794 workclass=Federal-gov 0.9510406648678299 -0.27341059514822175 workclass=Local-gov 0.5627765828448089 -0.9068906952874922 workclass=State-gov 0.30406414608820187 -0.28294706570961237 workclass=Without-pay -0.5967678138835124 -0.6432570596370563 workclass=Never-worked -0.04575634305012642 0.4909240084096421 fnlwgt 0.29305202722763457 0.13823265017716782 education=Bachelors 0.4393437699150755 -0.2958203371494637 education=Some-college 1.3652102482491904 1.752958419532989 education=11th 0.2254999334970977 -0.15626303198765254 education=HS-grad -0.43215465783608265 -0.9993499454465641 education=Prof-school 0.22598699487967416 0.04539024176415153 education=Assoc-acdm 0.3211047109306517 -0.34765508790174693 education=Assoc-voc 0.4919250531189058 0.6244038133458135 education=9th 0.15984271489921875 0.5665290099308071 education=7th-8th 2.712949431378168 1.513708133280364 education=12th 0.12182936766523722 -0.43793062476590555 education=Masters 3.0502944976445416 -0.027179151046960497 education=1st-4th 0.7360147277507972 0.5632178739089967 education=10th -1.4768245142333352 -2.5191947213439465 education=Doctorate -1.718439620121768 -1.0867995248868754 education=5th-6th 0.7203595038065018 0.627279265819282 education=Preschool -3.0944499118632245 -0.4719740031167463 education-num -2.058737763029085 1.5944818372636438 marital-status=Married-civ-spouse 1.1756305736424186 0.8527054379465693 marital-status=Divorced 1.3335854141227907 1.4004605807973027 marital-status=Never-married 0.2651433777390131 -0.030598688415033153 marital-status=Separated 0.4215313173937969 -0.4918969124623913 marital-status=Widowed 1.341605470211687 -0.6421881815720252 marital-status=Married-spouse-absent -0.16184353930597611 -0.4246356217304773 marital-status=Married-AF-spouse -0.3489944902093671 0.5794397105656472 occupation=Tech-support -0.4041043247881981 -1.68499510541128 occupation=Craft-repair 0.8452813714160616 0.48144294590671816 occupation=Other-service -0.1505062289196884 -0.4843903267298962 occupation=Sales -0.8277914586391713 -0.5284880120808308 occupation=Exec-managerial 0.056184728574245495 0.924945022111496 occupation=Prof-specialty 1.1098926013312975 1.2775262564381955 occupation=Handlers-cleaners 0.14382176414869882 -1.362344357300004 occupation=Machine-op-inspct 0.24116693756359467 -0.6562709873172796 occupation=Adm-clerical 1.7106861781731841 0.9240425405827863 occupation=Farming-fishing 0.37240613543873463 -0.30553083544477905 occupation=Transport-moving 1.3705317267382064 0.1438744418593935 occupation=Priv-house-serv -0.08780528434506217 1.3122367434217772 occupation=Protective-serv -0.13840289570871686 -0.7352426306404154 occupation=Armed-Forces -1.011488844497197 -1.6650580076681663 relationship=Wife 1.4656686475867058 2.0422711971365177 relationship=Own-child 0.4125487170599606 -1.1044375960382251 relationship=Husband -0.7099046115428743 -0.30732183592564644 relationship=Not-in-family 0.4852207707311741 1.0462233930286071 relationship=Other-relative 0.13164679663187212 1.4574725252676934 relationship=Unmarried -0.5624855953783567 -0.5187718067383229 race=White -1.117178862259962 -0.9469506089718878 race=Asian-Pac-Islander 0.8207531695859547 1.8437201045986522 race=Amer-Indian-Eskimo 3.6585309301936095 1.094857995457953 race=Other -0.4558914566970388 -0.8217086831740551 race=Black -0.007986009941806366 1.105793348032642 sex -5.580223172828071 -0.04920532067113664 capital-gain -2.7120227157995154 -1.6536866316041952 capital-loss -3.1636181497464095 -2.2308894411547637 hours-per-week -0.21764230134006918 0.5108326162547079 native-country=United-States -3.812750852392765 -0.49892900469925816 native-country=Cambodia 0.7168552992024448 -0.8844560948105423 native-country=England 0.023430798961148625 -0.39486945449797145 native-country=Puerto-Rico -2.1284493433415252 -2.192283407692205 native-country=Canada -0.9893782013649128 -0.5707526690058973 native-country=Germany 0.6666406531574911 -0.036392087709674246 native-country=Outlying-US(Guam-USVI-etc) 2.8003840629079555 0.5459554571130533 native-country=India 2.7961264057951265 1.0184145753080187 native-country=Japan 1.8461893220899668 0.46837413157937857 native-country=Greece -1.5404689623244896 -3.1927124116079453 native-country=South 1.4748316176008955 1.146074483362496 native-country=China 1.1288427932964136 -0.34387170075946605 native-country=Cuba -2.439673561613923 -0.4505873504534793 native-country=Iran 0.92430641996263 -0.6374250868924876 native-country=Honduras -0.7345738586594837 -0.760139042307494 native-country=Philippines -1.3450949054673018 -1.4568575837020796 native-country=Italy 0.9081185687697899 -0.7175719820562203 native-country=Poland -1.905744057323449 0.32082995607586434 native-country=Jamaica 1.3029438094718861 2.292429976859984 native-country=Vietnam 1.1762429947400699 0.9958610054828486 native-country=Mexico -1.1493022622597597 -0.518434239544256 native-country=Portugal -1.5945818767832536 1.6199681393980945 native-country=Ireland -0.7283375251535922 -0.7780640032348123 native-country=France -0.4092033978360382 1.8438299555081699 native-country=Dominican-Republic 1.360913257931344 -0.7283441278486482 native-country=Laos 0.6099029996116353 -0.9420673751005576 native-country=Ecuador 0.10027248458324718 0.503169805385056 native-country=Taiwan 2.2557264616077344 0.37401945669574904 native-country=Haiti 3.671823790588871 -1.109288347061427 native-country=Columbia 0.003581045417098351 0.9164227426521069 native-country=Hungary -1.395064482896453 0.6626968235940103 native-country=Guatemala 1.8314522379328682 0.47259307499265707 native-country=Nicaragua 0.4715097108591948 0.6817799349762592 native-country=Scotland 1.7288169992176041 0.576454182533383 native-country=Thailand 1.1088220385746521 0.9055037754218619 native-country=Yugoslavia 0.39147771092109956 -0.06404111172913202 native-country=El-Salvador 0.9625382061237507 -0.5842877076156419 native-country=Trinadad&Tobago 0.07790827646377858 -1.791241505900973 native-country=Peru 0.3748223967831629 0.4257972712104697 native-country=Hong 1.179242656655735 0.01030403380003944 native-country=Holand-Netherlands Hidden Weights: -4.278686720090245 4.2786867200902465 4.423033512959113 -4.423033512959112 >50K <=50K Error sum for iteration 5000 = 722.0323542567355 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.48457703996410323 10.689301422700883 age 0.5475354249573183 0.04564887822229733 workclass=Private 1.4300319280606 0.854437487778548 workclass=Self-emp-not-inc 0.20236980249904754 2.0898288464117813 workclass=Self-emp-inc -0.08745281781673188 -0.2810825363532333 workclass=Federal-gov 0.9509083274384691 -0.2855123520809064 workclass=Local-gov 0.5608111357830841 -0.918215471619037 workclass=State-gov 0.3045189372383091 -0.28327439209628436 workclass=Without-pay -0.5966670148544966 -0.6435767194813178 workclass=Never-worked -0.043222352624605886 0.48969591875639 fnlwgt 0.2941995983214438 0.143738409627554 education=Bachelors 0.43903130906583393 -0.29212408941572804 education=Some-college 1.35851788122351 1.74081678206495 education=11th 0.22669330007120983 -0.14381740792636916 education=HS-grad -0.42824029592792323 -1.0024930715925784 education=Prof-school 0.21844234481023928 0.027122421447843346 education=Assoc-acdm 0.316582517360546 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marital-status=Married-spouse-absent -0.16970469747265784 -0.4164994393822005 marital-status=Married-AF-spouse -0.3496253027935794 0.5804287920112179 occupation=Tech-support -0.40454676180127674 -1.6876958092575995 occupation=Craft-repair 0.8468670708536542 0.4912168556778711 occupation=Other-service -0.15069628310047808 -0.4809166168595565 occupation=Sales -0.8281890226277492 -0.5267269133717402 occupation=Exec-managerial 0.05533551504376563 0.9298252778878355 occupation=Prof-specialty 1.1100325670818914 1.2802996147995191 occupation=Handlers-cleaners 0.1429278342476555 -1.3670407032433496 occupation=Machine-op-inspct 0.2428413555839076 -0.6485135475806435 occupation=Adm-clerical 1.7081108763158355 0.9356318904324707 occupation=Farming-fishing 0.36860945507565995 -0.31870139858664 occupation=Transport-moving 1.378715640207347 0.1510414482026542 occupation=Priv-house-serv -0.09221273610588587 1.280490389471006 occupation=Protective-serv -0.13358586856891133 -0.740126390195048 occupation=Armed-Forces -1.0092079345998626 -1.670014219720287 relationship=Wife 1.4693385614213028 2.055616537093165 relationship=Own-child 0.40866243244961953 -1.120919766673167 relationship=Husband -0.7096082203254819 -0.3082026274211437 relationship=Not-in-family 0.4837171678060999 1.040144001388362 relationship=Other-relative 0.13220065562399336 1.4680505133141128 relationship=Unmarried -0.5666372934728584 -0.5315907165293392 race=White -1.1135169084589729 -0.9357473642414598 race=Asian-Pac-Islander 0.8177213075105119 1.862457417962305 race=Amer-Indian-Eskimo 3.6724050437087508 1.103632522483788 race=Other -0.4649335764661334 -0.8517604364782717 race=Black -0.012592633636311159 1.0947229662206515 sex -5.59835055369285 -0.06419880475379194 capital-gain -2.7182468736601093 -1.6775197712753285 capital-loss -3.15348193631886 -2.19625024526089 hours-per-week -0.2116141257303965 0.5213816700860187 native-country=United-States -3.83672239739425 -0.5196197615825091 native-country=Cambodia 0.7159762350154953 -0.9230755050965294 native-country=England 0.027095225177978896 -0.40208072875102485 native-country=Puerto-Rico -2.1298494189045103 -2.191925771378646 native-country=Canada -0.9789302743376213 -0.5502574445874694 native-country=Germany 0.6731395443822608 -0.0411360819340373 native-country=Outlying-US(Guam-USVI-etc) 2.8206544510381417 0.5870942351913813 native-country=India 2.813157168635558 1.0312484138715394 native-country=Japan 1.8530367137584283 0.46744673338711645 native-country=Greece -1.6197294199323977 -3.2972858235422127 native-country=South 1.4859182308297527 1.1983939409584057 native-country=China 1.1294676238505248 -0.35164713784822765 native-country=Cuba -2.4423068963649532 -0.4691830966160908 native-country=Iran 0.9285207690136958 -0.6207639819151803 native-country=Honduras -0.7434910251038137 -0.7839258208079471 native-country=Philippines -1.3295809049449405 -1.4274121894520855 native-country=Italy 0.9118107713789928 -0.7295650722883296 native-country=Poland -1.9216357512333992 0.29001218272254714 native-country=Jamaica 1.3114799343773038 2.337022388738031 native-country=Vietnam 1.1903084329651783 1.0296327233627354 native-country=Mexico -1.178006712211673 -0.533850759281221 native-country=Portugal -1.5811982612815525 1.6546265887615337 native-country=Ireland -0.7367815078206759 -0.7772093175088526 native-country=France -0.401924197296567 1.8574461107980749 native-country=Dominican-Republic 1.3542639725616654 -0.7227365909918844 native-country=Laos 0.6180541914029052 -0.9402465673442062 native-country=Ecuador 0.110766399059325 0.5053649046131141 native-country=Taiwan 2.2744096194617267 0.3685983266724432 native-country=Haiti 3.669637895432238 -1.1052843031805581 native-country=Columbia 0.003681844446104437 0.9161030828078454 native-country=Hungary -1.4000713273638081 0.6594204908856364 native-country=Guatemala 1.845174938453892 0.4689411281634702 native-country=Nicaragua 0.47501465375342644 0.6813676181146106 native-country=Scotland 1.7309582974847286 0.5847404340560878 native-country=Thailand 1.116629194214609 0.9049300128787335 native-country=Yugoslavia 0.3759020598619829 -0.1014186510778043 native-country=El-Salvador 0.9628694146199377 -0.5824853078073318 native-country=Trinadad&Tobago 0.06833373116067562 -1.8055860740944305 native-country=Peru 0.37463403479059315 0.4259723986665058 native-country=Hong 1.179343455684687 0.009984373955788557 native-country=Holand-Netherlands Hidden Weights: -4.276697852928085 4.2766978529280815 4.458018587689736 -4.458018587689724 >50K <=50K Error sum for iteration 5100 = 721.3955346962318 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4860400098287795 10.760701556542873 age 0.5495682044017327 0.04662171857049605 workclass=Private 1.4337670085521697 0.8790850531885014 workclass=Self-emp-not-inc 0.20135928742634768 2.095847977163321 workclass=Self-emp-inc -0.08938409203111536 -0.29581515648675216 workclass=Federal-gov 0.9509358531904862 -0.2964713585237928 workclass=Local-gov 0.5587000634386521 -0.9293989576040684 workclass=State-gov 0.3049506439974125 -0.2836561168296994 workclass=Without-pay -0.5965887328001294 -0.643951206200311 workclass=Never-worked -0.040775184145414874 0.48833853608261674 fnlwgt 0.2953815274165221 0.14930970049968814 education=Bachelors 0.43865832176239217 -0.28860975173172465 education=Some-college 1.3518958390942184 1.7290572825270727 education=11th 0.22779632005302639 -0.1316840335104766 education=HS-grad -0.42407366713841876 -1.0051632063987088 education=Prof-school 0.21059890471191145 0.008157772765047394 education=Assoc-acdm 0.31204288385560436 -0.3670863982917593 education=Assoc-voc 0.4780227833397777 0.5962115103439739 education=9th 0.1542868124368628 0.613892157055395 education=7th-8th 2.7350871078774834 1.5464127407286614 education=12th 0.12856182411671788 -0.4099935598768303 education=Masters 3.096947561934944 -0.030588308887248443 education=1st-4th 0.7256306685224122 0.5883836643775671 education=10th -1.484794720346833 -2.5450433104946564 education=Doctorate -1.7362335250471779 -1.1338299426493796 education=5th-6th 0.7304834921830585 0.6254411492552138 education=Preschool -3.1087024990708123 -0.4763767435211694 education-num -2.0504029740406926 1.634960027821903 marital-status=Married-civ-spouse 1.1775281627217828 0.8566914174910577 marital-status=Divorced 1.3315006651616752 1.4013746244192224 marital-status=Never-married 0.26800375653262865 -0.03240682965648045 marital-status=Separated 0.4170100941781831 -0.5421787855090847 marital-status=Widowed 1.3536782179575502 -0.6624458254082397 marital-status=Married-spouse-absent -0.17771685548581986 -0.40807837577963596 marital-status=Married-AF-spouse -0.3498606602369445 0.5827708986735926 occupation=Tech-support -0.4047815301147359 -1.6896841077308986 occupation=Craft-repair 0.8486777743214902 0.5019068464754216 occupation=Other-service -0.15084029669578197 -0.4772671696366192 occupation=Sales -0.8283706671524855 -0.5242723643239855 occupation=Exec-managerial 0.05461993601768275 0.9351377256868976 occupation=Prof-specialty 1.1092299106149814 1.2789787625207718 occupation=Handlers-cleaners 0.14224810547927277 -1.3707091863170369 occupation=Machine-op-inspct 0.244778392059236 -0.6396958524249586 occupation=Adm-clerical 1.7052715865113908 0.9457499241062476 occupation=Farming-fishing 0.36506271491867104 -0.33071845439338704 occupation=Transport-moving 1.3867528375343714 0.1581792114641475 occupation=Priv-house-serv -0.09720083698588794 1.2452613728854738 occupation=Protective-serv -0.12928072166296534 -0.7446634254159368 occupation=Armed-Forces -1.0065705200892876 -1.674309768965029 relationship=Wife 1.4731169653836544 2.0687865627262 relationship=Own-child 0.4050717572140061 -1.136911501024843 relationship=Husband -0.7098049538146539 -0.30990569288812947 relationship=Not-in-family 0.48205058162589975 1.0336218912127835 relationship=Other-relative 0.13233478081739036 1.4781501328537523 relationship=Unmarried -0.5705408936002208 -0.5437230247982118 race=White -1.1097612150751095 -0.9242570315307163 race=Asian-Pac-Islander 0.8145717717295432 1.8803834906959465 race=Amer-Indian-Eskimo 3.6858276559497325 1.111920695159445 race=Other -0.4740410794757298 -0.8822010336766377 race=Black -0.017019929818302276 1.0841589761330273 sex -5.615807178983006 -0.07867771135507612 capital-gain -2.724341131243448 -1.7015328268679357 capital-loss -3.1430380764004413 -2.1611889924373497 hours-per-week -0.20542535767827547 0.5321460149575161 native-country=United-States -3.8600112343488386 -0.539944768416131 native-country=Cambodia 0.71444949200519 -0.9627342105242412 native-country=England 0.03073725889993465 -0.40969982888087386 native-country=Puerto-Rico -2.1304648225751412 -2.190881624924153 native-country=Canada -0.9684647437850329 -0.529843503170508 native-country=Germany 0.6795657834515323 -0.045852701187936565 native-country=Outlying-US(Guam-USVI-etc) 2.839909017439456 0.6279114942865343 native-country=India 2.8297035563341777 1.0436841867334674 native-country=Japan 1.8597680214241643 0.4665678669022176 native-country=Greece -1.6946165753416293 -3.396935187298526 native-country=South 1.496328978276226 1.249648174161656 native-country=China 1.1304516096610435 -0.3589665637017166 native-country=Cuba -2.4447746117980245 -0.48788454454661473 native-country=Iran 0.9332293403867324 -0.6058229303433768 native-country=Honduras -0.7515384128803818 -0.8063224348234254 native-country=Philippines -1.3137873307404864 -1.3962923246603465 native-country=Italy 0.915110045362161 -0.7419718201643056 native-country=Poland -1.9388877904770339 0.2570351507031659 native-country=Jamaica 1.3187338711420065 2.3800174920869255 native-country=Vietnam 1.2040157134649148 1.0626249252631998 native-country=Mexico -1.2071045387485893 -0.5480616206487189 native-country=Portugal -1.568263808621636 1.687872813067862 native-country=Ireland -0.7449594408010767 -0.7764686331300923 native-country=France -0.3948939996495048 1.8703494389886617 native-country=Dominican-Republic 1.3476097977270725 -0.7170831927673177 native-country=Laos 0.6262120556025584 -0.9384240301630449 native-country=Ecuador 0.12060996015299738 0.5067583011831132 native-country=Taiwan 2.2926101327010695 0.363176215594336 native-country=Haiti 3.6674567393504134 -1.1013224158562824 native-country=Columbia 0.003760126500485798 0.9157285960888522 native-country=Hungary -1.404474737618409 0.655983170547459 native-country=Guatemala 1.8586525436641306 0.46527477599027217 native-country=Nicaragua 0.47849934737925726 0.6809024267066877 native-country=Scotland 1.7321653426263846 0.5926919042668766 native-country=Thailand 1.1243241806332824 0.9043063279097425 native-country=Yugoslavia 0.35951159067992433 -0.13898831316089408 native-country=El-Salvador 0.9632536765806329 -0.5807849432931664 native-country=Trinadad&Tobago 0.05936559183273119 -1.8193755547488002 native-country=Peru 0.37444429760206394 0.4260539061088137 native-country=Hong 1.1794217377390965 0.009609887236776278 native-country=Holand-Netherlands Hidden Weights: -4.275031293111309 4.2750312931113115 4.492396824800231 -4.492396824800222 >50K <=50K Error sum for iteration 5200 = 720.8046859754095 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4876154720390035 10.831765681272715 age 0.5515576486616864 0.04775627263581044 workclass=Private 1.4372764184883524 0.9032515852744183 workclass=Self-emp-not-inc 0.20030845925753496 2.1001388821601554 workclass=Self-emp-inc -0.09134193118847427 -0.3104830658404733 workclass=Federal-gov 0.9511090812325692 -0.30638780104805985 workclass=Local-gov 0.5564997209137925 -0.9403420275667951 workclass=State-gov 0.3053618327010235 -0.2840874039483059 workclass=Without-pay -0.5965304487274 -0.6443756540544295 workclass=Never-worked -0.038364536030755424 0.4869925165282931 fnlwgt 0.2965864968245916 0.15491929293066714 education=Bachelors 0.43825393263397666 -0.2851939568283592 education=Some-college 1.3453326946987514 1.7177260863582609 education=11th 0.22880056062141624 -0.11989346689707503 education=HS-grad -0.41970801769882177 -1.007456737033389 education=Prof-school 0.2024816788669397 -0.01138360377780179 education=Assoc-acdm 0.30750692995454065 -0.3769595466268494 education=Assoc-voc 0.47112193565538846 0.5808957757758412 education=9th 0.15180916654796148 0.6391387163607827 education=7th-8th 2.745557390167401 1.5626050781195353 education=12th 0.13192718834828132 -0.39620763497853734 education=Masters 3.1193800545279387 -0.03221189111731447 education=1st-4th 0.720334147017017 0.600359027364819 education=10th -1.4883124874588338 -2.55768760725753 education=Doctorate -1.7449178702043033 -1.1584323296921055 education=5th-6th 0.7355371520153033 0.6244635145128222 education=Preschool -3.1154001167406453 -0.47858869669359977 education-num -2.0472243962223353 1.6530495504672131 marital-status=Married-civ-spouse 1.1786343534609756 0.8593945605901727 marital-status=Divorced 1.3304416876465501 1.4019363256495831 marital-status=Never-married 0.2691131217962405 -0.034781158124175815 marital-status=Separated 0.41491073391177236 -0.5670861323406358 marital-status=Widowed 1.360476018144991 -0.6715975885650333 marital-status=Married-spouse-absent -0.18587619062226413 -0.3993660221096786 marital-status=Married-AF-spouse -0.34973625000590225 0.5863099064087794 occupation=Tech-support -0.4047923766174653 -1.6909736486972098 occupation=Craft-repair 0.8507354710947305 0.5135350034641787 occupation=Other-service -0.15090822588947406 -0.4733654122824706 occupation=Sales -0.8283192151221068 -0.5210766142431401 occupation=Exec-managerial 0.05404704794556501 0.940887915874985 occupation=Prof-specialty 1.1074294799275912 1.2734231041603918 occupation=Handlers-cleaners 0.14178795984927597 -1.3733760833006694 occupation=Machine-op-inspct 0.2469567955061345 -0.6299305793247213 occupation=Adm-clerical 1.7022402129331728 0.9545296078806063 occupation=Farming-fishing 0.36176689772741144 -0.3416383028889963 occupation=Transport-moving 1.3946572057587039 0.16529069684257075 occupation=Priv-house-serv -0.10280398617833911 1.2068664284084654 occupation=Protective-serv -0.125472222721371 -0.7488456935228832 occupation=Armed-Forces -1.0036712871959461 -1.6781207380890728 relationship=Wife 1.4769813607336093 2.081804691238186 relationship=Own-child 0.4017658779241413 -1.1524664662888424 relationship=Husband -0.7104317940936266 -0.3123167617918707 relationship=Not-in-family 0.4802855430569714 1.0268154740282687 relationship=Other-relative 0.13208488772990803 1.4877731548608735 relationship=Unmarried -0.5742066119212568 -0.555166989390882 race=White -1.1059131113526055 -0.9124586678993585 race=Asian-Pac-Islander 0.8113445527472314 1.8975562076986552 race=Amer-Indian-Eskimo 3.6988299345366524 1.1197527074347733 race=Other -0.48324083153658903 -0.9130779840963839 race=Black -0.021281693538342267 1.074129269694285 sex -5.6326083677621845 -0.09262782730953023 capital-gain -2.7302114023011943 -1.7254098049650264 capital-loss -3.1323731056716375 -2.125904013749113 hours-per-week -0.199040148605067 0.5432145507972551 native-country=United-States -3.882620547773479 -0.5598881223091793 native-country=Cambodia 0.7122133268787747 -1.0035666089969226 native-country=England 0.034346128817048543 -0.41770381887477737 native-country=Puerto-Rico -2.1302933505232002 -2.1890870794652577 native-country=Canada -0.9579271681339568 -0.509432020560398 native-country=Germany 0.6859221235993568 -0.05052800547287737 native-country=Outlying-US(Guam-USVI-etc) 2.8581865182445982 0.6683701502550129 native-country=India 2.845798419430974 1.0557342821982234 native-country=Japan 1.8664023326027306 0.46573797687155233 native-country=Greece -1.7654230028703424 -3.4920872937831215 native-country=South 1.5061464584222717 1.299744772861004 native-country=China 1.1316913385759806 -0.36578818401022756 native-country=Cuba -2.4471263755411505 -0.5066450335068159 native-country=Iran 0.9383583778021966 -0.5924231671375859 native-country=Honduras -0.7587470232930017 -0.8273189550610535 native-country=Philippines -1.2977669628558532 -1.363721354338733 native-country=Italy 0.9180697961482273 -0.7546179621716472 native-country=Poland -1.9576570525365418 0.22161490489783559 native-country=Jamaica 1.324875107304257 2.4214932131237195 native-country=Vietnam 1.2174085209349466 1.0949377921242505 native-country=Mexico -1.236479189043776 -0.5609571228867634 native-country=Portugal -1.5557397677454792 1.7197811896628064 native-country=Ireland -0.7528790025799396 -0.7758354019257693 native-country=France -0.3880157720111588 1.8825888441043614 native-country=Dominican-Republic 1.340950295440337 -0.7113810930355331 native-country=Laos 0.6343781046367919 -0.9365958954016915 native-country=Ecuador 0.12980080111909711 0.507432003941673 native-country=Taiwan 2.3103591371857366 0.35774936635512056 native-country=Haiti 3.665287640986234 -1.0974013023219151 native-country=Columbia 0.003818410573203585 0.9153041482347336 native-country=Hungary -1.4083158372032352 0.652378642236321 native-country=Guatemala 1.8718943473589607 0.4616012855810674 native-country=Nicaragua 0.48196610145611624 0.6803892350994876 native-country=Scotland 1.7325912122920768 0.6003290025472653 native-country=Thailand 1.131913463011419 0.9036373334185798 native-country=Yugoslavia 0.34235474710166597 -0.1766767452437665 native-country=El-Salvador 0.9636869455064301 -0.5791779922125334 native-country=Trinadad&Tobago 0.050964112887864496 -1.832553951927902 native-country=Peru 0.37425573370479204 0.42604695447464225 native-country=Hong 1.1794800218117465 0.009185439382699136 native-country=Holand-Netherlands Hidden Weights: -4.2736612783198895 4.273661278319889 4.526131264237807 -4.5261312642377955 >50K <=50K Error sum for iteration 5300 = 720.2544763839351 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.48924718861535826 10.902449564641257 age 0.5534707642994978 0.048910934064371706 workclass=Private 1.440544634104604 0.9268103666489287 workclass=Self-emp-not-inc 0.19919826812251828 2.102822557618932 workclass=Self-emp-inc -0.09326704311035336 -0.3248867165026434 workclass=Federal-gov 0.9514215335955092 -0.315323185326279 workclass=Local-gov 0.5542556206825042 -0.9509795683595408 workclass=State-gov 0.3057547148555597 -0.28456429369320946 workclass=Without-pay -0.5964899645618342 -0.6448460772021678 workclass=Never-worked -0.03594178016120018 0.4858007574852713 fnlwgt 0.2978089831171101 0.1605665280624861 education=Bachelors 0.43784707411710405 -0.281790102140949 education=Some-college 1.3388167563152071 1.7068590221660649 education=11th 0.22970158327007428 -0.1084655850549141 education=HS-grad -0.41519135720608397 -1.0094648038271592 education=Prof-school 0.1941048634825474 -0.031417342825418006 education=Assoc-acdm 0.3029935011081308 -0.3868883618720875 education=Assoc-voc 0.46422492270657023 0.5648009470291423 education=9th 0.14952686422502778 0.6653701995011838 education=7th-8th 2.755691715383103 1.5786708740629285 education=12th 0.1352484909162662 -0.38270147296972434 education=Masters 3.141252614046786 -0.03377843482678625 education=1st-4th 0.714978383304359 0.6119454287974032 education=10th -1.4915197183879205 -2.5701164099538794 education=Doctorate -1.7534221341590686 -1.1836546934551373 education=5th-6th 0.7406000302516754 0.6234547689746395 education=Preschool -3.1218767070108 -0.48089907431649653 education-num -2.0446786278274134 1.6698094043619576 marital-status=Married-civ-spouse 1.1797685892285377 0.8623557760480641 marital-status=Divorced 1.3293740774598135 1.4026075416039043 marital-status=Never-married 0.2700063301577667 -0.038081397684997416 marital-status=Separated 0.41287361318260135 -0.5918000562840249 marital-status=Widowed 1.3679160679000404 -0.6800371501162308 marital-status=Married-spouse-absent -0.1941774595017441 -0.39036092957743485 marital-status=Married-AF-spouse -0.34928509893222426 0.5908887175217796 occupation=Tech-support -0.40456312576540865 -1.6915802630171966 occupation=Craft-repair 0.853055576566292 0.526101921483881 occupation=Other-service -0.15087159201071332 -0.46915092394383456 occupation=Sales -0.8280204719753742 -0.5171107876226899 occupation=Exec-managerial 0.053627158442443056 0.9470849277421869 occupation=Prof-specialty 1.1045572700389699 1.2634324584948204 occupation=Handlers-cleaners 0.14155591818278337 -1.3750622743310645 occupation=Machine-op-inspct 0.24935933457288284 -0.619323391442592 occupation=Adm-clerical 1.6990804263464738 0.9620870945032338 occupation=Farming-fishing 0.358729922633608 -0.351488657598652 occupation=Transport-moving 1.402441390520135 0.17237805632666298 occupation=Priv-house-serv -0.10904567977220105 1.1656998957442708 occupation=Protective-serv -0.12214158299741847 -0.7526697543312851 occupation=Armed-Forces -1.0005864397018 -1.6815898366013484 relationship=Wife 1.4809023976972178 2.094689247427913 relationship=Own-child 0.39872893695849415 -1.1676455478997219 relationship=Husband -0.7114308607744588 -0.3153424605275032 relationship=Not-in-family 0.4784787476368835 1.0198695684440593 relationship=Other-relative 0.13148858465652896 1.4969224590457404 relationship=Unmarried -0.5776451310307594 -0.565925156079832 race=White -1.10196139752406 -0.9003146799462773 race=Asian-Pac-Islander 0.8080703989831781 1.9140297914440383 race=Amer-Indian-Eskimo 3.711440323173697 1.1271558037322782 race=Other -0.4925639669763838 -0.9444559863240636 race=Black -0.02538594178903611 1.0646712976926895 sex -5.648773963839517 -0.10603146178730609 capital-gain -2.735772770887643 -1.748872016938464 capital-loss -3.121565643192772 -2.0905749012338144 hours-per-week -0.1924207498510003 0.5546801423233321 native-country=United-States -3.9045553321202773 -0.5794403305176851 native-country=Cambodia 0.7091974618547715 -1.045705415094869 native-country=England 0.0379140578550352 -0.42607438106890627 native-country=Puerto-Rico -2.129335948808215 -2.1864711612547167 native-country=Canada -0.9472721195595686 -0.48895074861648896 native-country=Germany 0.6922106131461793 -0.05514745235699432 native-country=Outlying-US(Guam-USVI-etc) 2.8755266893193805 0.7084314490587891 native-country=India 2.8614738754878513 1.0674097180573787 native-country=Japan 1.8729617747561393 0.4649572886559138 native-country=Greece -1.8324264227714824 -3.5830898526778374 native-country=South 1.515436292289448 1.348601954722578 native-country=China 1.1331092021258373 -0.3720730838505563 native-country=Cuba -2.4494070952890232 -0.5254208233236525 native-country=Iran 0.9438399127350229 -0.5803996574100986 native-country=Honduras -0.7651438422040014 -0.8469335073478842 native-country=Philippines -1.2815746784001678 -1.3299204367098345 native-country=Italy 0.9207472517448897 -0.7673206593987583 native-country=Poland -1.9781313098516298 0.18344835675502372 native-country=Jamaica 1.3300581563082534 2.4615308622649477 native-country=Vietnam 1.2305273125993594 1.1266490354668397 native-country=Mexico -1.2660101358858293 -0.5724348807261702 native-country=Portugal -1.5435875908167769 1.75042705943583 native-country=Ireland -0.7605466320189002 -0.7753040167093269 native-country=France -0.3812036909248355 1.8942099498475904 native-country=Dominican-Republic 1.3342849214961086 -0.7056286263211254 native-country=Laos 0.6425534965079958 -0.9347592047960408 native-country=Ecuador 0.1383617189059939 0.5074560149597809 native-country=Taiwan 2.327684835688459 0.3523135044951944 native-country=Haiti 3.6631376885042277 -1.0935206123813097 native-country=Columbia 0.0038588947387579275 0.9148337250869953 native-country=Hungary -1.4116383896035303 0.6486000243824543 native-country=Guatemala 1.8849092105004492 0.45792750026262685 native-country=Nicaragua 0.48541709847268294 0.679832023088174 native-country=Scotland 1.7323699399585333 0.6076696844045029 native-country=Thailand 1.1394035884351053 0.9029267453075235 native-country=Yugoslavia 0.3244931357095347 -0.214413787982968 native-country=El-Salvador 0.9641635070253735 -0.5776556169051527 native-country=Trinadad&Tobago 0.043094342434630284 -1.8450785275455777 native-country=Peru 0.37407050075818005 0.4259559714690512 native-country=Hong 1.179520505977353 0.008715016234957082 native-country=Holand-Netherlands Hidden Weights: -4.272561713097893 4.272561713097891 4.559195127490868 -4.559195127490852 >50K <=50K Error sum for iteration 5400 = 719.7401734098796 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4908742385746936 10.972716322226518 age 0.5552768773358795 0.04995420871376051 workclass=Private 1.443557600572103 0.9496383847215176 workclass=Self-emp-not-inc 0.1980090327329431 2.104016109032245 workclass=Self-emp-inc -0.09510525063808582 -0.33884789530950027 workclass=Federal-gov 0.9518727646836325 -0.3233096820598625 workclass=Local-gov 0.5520057874624491 -0.9612735016742686 workclass=State-gov 0.3061312260327322 -0.28508347375119897 workclass=Without-pay -0.5964653281863359 -0.6453591401873788 workclass=Never-worked -0.03345762928031401 0.4849127228587665 fnlwgt 0.29904738292357447 0.1662714674347203 education=Bachelors 0.4374662933384047 -0.2783086023902142 education=Some-college 1.332335007095366 1.6964821052678658 education=11th 0.2304976857437996 -0.09741200638824031 education=HS-grad -0.4105670883733033 -1.0112726101697374 education=Prof-school 0.18547296336363334 -0.05188799848876402 education=Assoc-acdm 0.2985211635540341 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-0.20261407232712147 -0.3810663704565567 marital-status=Married-AF-spouse -0.34853755606678316 0.5963522820457773 occupation=Tech-support -0.4040775730132317 -1.6915248157577345 occupation=Craft-repair 0.8556502626545518 0.5395983467844822 occupation=Other-service -0.15070346941685903 -0.4645801328244163 occupation=Sales -0.8274619332871692 -0.5123603125395615 occupation=Exec-managerial 0.05337089353635341 0.9537352422995371 occupation=Prof-specialty 1.1005172811295227 1.2487532934054262 occupation=Handlers-cleaners 0.14156395292691787 -1.375785721464701 occupation=Machine-op-inspct 0.2519715480153275 -0.6079784542002455 occupation=Adm-clerical 1.6958481245741368 0.96852399419686 occupation=Farming-fishing 0.3559646049884328 -0.36027842685237826 occupation=Transport-moving 1.410117061749732 0.17944286313610155 occupation=Priv-house-serv -0.11593472700792894 1.1222379788652581 occupation=Protective-serv -0.11926702467285522 -0.7561365032390894 occupation=Armed-Forces -0.9973760561699327 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native-country=England 0.04143610580145011 -0.43479746498045263 native-country=Puerto-Rico -2.1275917561016753 -2.1829586549226128 native-country=Canada -0.9364592552130345 -0.46833148551621834 native-country=Germany 0.6984327998326778 -0.05969549702025246 native-country=Outlying-US(Guam-USVI-etc) 2.8919712468470045 0.7480554308081363 native-country=India 2.8767611781956957 1.0787202277410788 native-country=Japan 1.8794714673020032 0.4642259559093869 native-country=Greece -1.8958856336031737 -3.670230433221421 native-country=South 1.5242523569730055 1.396150127484122 native-country=China 1.1346495028460755 -0.37778353425993005 native-country=Cuba -2.4516571586379787 -0.5441712484313145 native-country=Iran 0.9496118904672077 -0.5696010065392193 native-country=Honduras -0.7707555617267932 -0.8652061516772979 native-country=Philippines -1.2652633632614163 -1.2951015450877548 native-country=Italy 0.9232036540283488 -0.7798854969843931 native-country=Poland -2.0005348474733533 0.14221528466542976 native-country=Jamaica 1.3344220171623793 2.500212980013807 native-country=Vietnam 1.2434106083317398 1.1578157932489013 native-country=Mexico -1.2955754224293021 -0.5824002217256462 native-country=Portugal -1.5317691431232492 1.7798858587883124 native-country=Ireland -0.7679675494948965 -0.7748696060334651 native-country=France -0.374382094487361 1.9052554394596724 native-country=Dominican-Republic 1.3276131358926293 -0.6998250079372323 native-country=Laos 0.6507391386485323 -0.9329116834403729 native-country=Ecuador 0.14633185611738267 0.5068933192155124 native-country=Taiwan 2.344612550537519 0.34686406801252534 native-country=Haiti 3.6610137348899325 -1.0896806791890177 native-country=Columbia 0.0038835311142088502 0.9143206621017843 native-country=Hungary -1.414488300611487 0.6446399151090257 native-country=Guatemala 1.8977058160821434 0.4542599631158219 native-country=Nicaragua 0.4888544613288199 0.6792341071988095 native-country=Scotland 1.731618377448107 0.6147297387319155 native-country=Thailand 1.1468012807697439 0.9021776169132385 native-country=Yugoslavia 0.30600284206982903 -0.2521328014206046 native-country=El-Salvador 0.9646762093605894 -0.5762086314704803 native-country=Trinadad&Tobago 0.03572594435854847 -1.8569198602063568 native-country=Peru 0.3738904835056753 0.42578479797024155 native-country=Hong 1.1795451423528103 0.008201953249765323 native-country=Holand-Netherlands Hidden Weights: -4.271706759750604 4.271706759750602 4.591572916049402 -4.591572916049386 >50K <=50K Error sum for iteration 5500 = 719.2585805128106 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4924297295524886 11.042536966036481 age 0.556948074279566 0.050767380911891376 workclass=Private 1.4463031171299428 0.971621051372802 workclass=Self-emp-not-inc 0.19672108183655224 2.103833956437379 workclass=Self-emp-inc -0.09680804997074656 -0.35221018533722065 workclass=Federal-gov 0.9524665109829579 -0.3303590336902537 workclass=Local-gov 0.549782874717934 -0.9712080098096398 workclass=State-gov 0.3064931141797141 -0.2856419943679508 workclass=Without-pay -0.5964547491880756 -0.6459118724644325 workclass=Never-worked -0.03086022958896089 0.4844865447578701 fnlwgt 0.30030273900293847 0.1720710192038988 education=Bachelors 0.437139328189976 -0.274658321747026 education=Some-college 1.325872045790473 1.6866122629013203 education=11th 0.2311888342194045 -0.08673845989073227 education=HS-grad -0.4058746730783281 -1.012959391185187 education=Prof-school 0.17658243685354552 -0.07276028566673193 education=Assoc-acdm 0.2941093392610478 -0.40677484259173485 education=Assoc-voc 0.45037771885029393 0.5303927403324608 education=9th 0.14554714300289884 0.7205438231718021 education=7th-8th 2.775159822347058 1.6103657256502277 education=12th 0.14166257244971428 -0.35685199599464357 education=Masters 3.183410077343796 -0.03673139822513411 education=1st-4th 0.7041076596764431 0.633994757894959 education=10th -1.4970445516145767 -2.5943397246378983 education=Doctorate -1.7698256078411674 -1.2357201822500063 education=5th-6th 0.7507928570072532 0.6213657484082351 education=Preschool -3.134340237115353 -0.48600571669005216 education-num -2.04141359543935 1.6996544429421734 marital-status=Married-civ-spouse 1.1818937328849277 0.8684521821398771 marital-status=Divorced 1.327223947671681 1.404422502984178 marital-status=Never-married 0.2710899423756323 -0.047396605908716305 marital-status=Separated 0.4088645193878333 -0.640577087327463 marital-status=Widowed 1.3851305315271356 -0.6945593610112759 marital-status=Married-spouse-absent -0.2111782572020598 -0.37148981440121687 marital-status=Married-AF-spouse -0.34752153205224245 0.6025489529181229 occupation=Tech-support -0.40331982929846627 -1.6908365024308714 occupation=Craft-repair 0.8585309198470753 0.5540131654711209 occupation=Other-service -0.15037879284307515 -0.45962819282004036 occupation=Sales -0.8266321587738389 -0.5068230881743003 occupation=Exec-managerial 0.05328844078283622 0.9608379670900152 occupation=Prof-specialty 1.0951895119473782 1.2290950322787788 occupation=Handlers-cleaners 0.14182726512817556 -1.3755649359819269 occupation=Machine-op-inspct 0.2547810591815714 -0.5960016189469355 occupation=Adm-clerical 1.6925920169581172 0.973929597367061 occupation=Farming-fishing 0.35348670993066644 -0.36800660742700697 occupation=Transport-moving 1.4176951419321981 0.18648638222410469 occupation=Priv-house-serv -0.12346037128713813 1.0770402406543724 occupation=Protective-serv -0.11682419738064807 -0.7592508684624808 occupation=Armed-Forces -0.9940859125283967 -1.6879347501233481 relationship=Wife 1.4887702186380405 2.120098625188731 relationship=Own-child 0.3933786747139361 -1.1971449462647943 relationship=Husband -0.7143365635407889 -0.3229421666747976 relationship=Not-in-family 0.47494033699364424 1.0060884310886826 relationship=Other-relative 0.12940762742875303 1.5138171030034224 relationship=Unmarried -0.583882763009255 -0.5854079788264082 race=White -1.0936732733882486 -0.8748345852766993 race=Asian-Pac-Islander 0.8014662740314865 1.9450789570119345 race=Amer-Indian-Eskimo 3.7355881583792043 1.140771541042354 race=Other -0.511700369528886 -1.008973499534289 race=Black -0.03312441742666516 1.0476681219332464 sex -5.679294063413409 -0.13111350243679573 capital-gain -2.7456677205184707 -1.7935998578498535 capital-loss -3.099795175814253 -2.0204041516576074 hours-per-week -0.17832881909521725 0.5791480693342007 native-country=United-States -3.9464306331564294 -0.6173632093547867 native-country=Cambodia 0.7005063024678955 -1.1343729369186988 native-country=England 0.04491013409677371 -0.44386287132898405 native-country=Puerto-Rico -2.1250540412706656 -2.1784754593977964 native-country=Canada -0.9254499486320429 -0.4475098346038801 native-country=Germany 0.7045899633999292 -0.06415519075167517 native-country=Outlying-US(Guam-USVI-etc) 2.9075644930342555 0.7872015704447226 native-country=India 2.8916907228807034 1.0896744941512584 native-country=Japan 1.885959273073153 0.4635442269279721 native-country=Greece -1.9560386926291058 -3.753750703590729 native-country=South 1.5326404294285885 1.4423328595959721 native-country=China 1.1362758639348558 -0.38288234788546704 native-country=Cuba -2.453913252161174 -0.5628589291776863 native-country=Iran 0.9556182062788213 -0.5598890296751683 native-country=Honduras -0.7756109649068978 -0.882193897194621 native-country=Philippines -1.248880755333066 -1.259462292699502 native-country=Italy 0.9255052602087649 -0.792103441702597 native-country=Poland -2.0251346200751397 0.09758964014076964 native-country=Jamaica 1.3380904432594014 2.5376218178189633 native-country=Vietnam 1.2560959591342111 1.1884758525753465 native-country=Mexico -1.3250527575719708 -0.5907681602525012 native-country=Portugal -1.5202466888474617 1.8082323084625773 native-country=Ireland -0.7751457817922158 -0.77452777802764 native-country=France -0.3674850305312591 1.9157653181105614 native-country=Dominican-Republic 1.3209345129969985 -0.6939699953150592 native-country=Laos 0.6589357892449189 -0.9310514413099151 native-country=Ecuador 0.15376086516678109 0.505803106471272 native-country=Taiwan 2.3611647595994034 0.3413965610664361 native-country=Haiti 3.6589224374495313 -1.0858821408211015 native-country=Columbia 0.003894110112491373 0.9137679298247307 native-country=Hungary -1.4169132521438634 0.640490671433068 native-country=Guatemala 1.9102928806722779 0.45060511098917483 native-country=Nicaragua 0.4922803270596332 0.6785984283671521 native-country=Scotland 1.7304379433540662 0.6215231210816096 native-country=Thailand 1.154113493836802 0.9013926278335745 native-country=Yugoslavia 0.2869749674918331 -0.28977112623210566 native-country=El-Salvador 0.965216803651552 -0.574827372890504 native-country=Trinadad&Tobago 0.028833768509332596 -1.8680624202742664 native-country=Peru 0.3737174069968251 0.4255369192359029 native-country=Hong 1.1795557213511636 0.007649220972714185 native-country=Holand-Netherlands Hidden Weights: -4.271071288574583 4.27107128857458 4.623261303284368 -4.623261303284366 >50K <=50K Error sum for iteration 5600 = 718.8020812795369 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4938398505161639 11.111888181895809 age 0.5584607401172131 0.051252103335943176 workclass=Private 1.4487715060311988 0.9926556148186854 workclass=Self-emp-not-inc 0.19531601204605645 2.1023885027098244 workclass=Self-emp-inc -0.09833360796398002 -0.3648397934474755 workclass=Federal-gov 0.9532086320304518 -0.336471010592635 workclass=Local-gov 0.5476153264938067 -0.9807860661601981 workclass=State-gov 0.3068420568259125 -0.2862368505924641 workclass=Without-pay -0.596456486359753 -0.6465012501608286 workclass=Never-worked -0.028093987293279932 0.48468832216808655 fnlwgt 0.30157784855439906 0.17801630590581471 education=Bachelors 0.43689225811169513 -0.27074985424188663 education=Some-college 1.3194091140805262 1.6772585048935744 education=11th 0.23177564054201538 -0.07644726730509206 education=HS-grad -0.4011503128408761 -1.0145984411446822 education=Prof-school 0.16742487028260652 -0.09400488808741146 education=Assoc-acdm 0.28977858944295065 -0.4166571398649168 education=Assoc-voc 0.443404239121365 0.512146444182015 education=9th 0.14385406088400507 0.7493418254528433 education=7th-8th 2.784608588500079 1.6259686774862416 education=12th 0.14471375358498664 -0.3446383518470263 education=Masters 3.203735002717732 -0.03811205723992043 education=1st-4th 0.6985989466168486 0.6444801950925463 education=10th -1.4993881767265493 -2.6061677012554503 education=Doctorate -1.7777090451130175 -1.2624664771435459 education=5th-6th 0.755940671581736 0.6202966357781602 education=Preschool -3.140404042745862 -0.48886644634854903 education-num -2.0406621324363208 1.7129067073127549 marital-status=Married-civ-spouse 1.1827694749307036 0.8712965096271144 marital-status=Divorced 1.326147967581401 1.4056483599990326 marital-status=Never-married 0.2712362125589307 -0.0534108067474068 marital-status=Separated 0.40683662418470856 -0.6646219969924012 marital-status=Widowed 1.3951178754278928 -0.7005111231660948 marital-status=Married-spouse-absent -0.21986125861670722 -0.3616420560607106 marital-status=Married-AF-spouse -0.3462629490014513 0.6093309859079511 occupation=Tech-support -0.40227532906899877 -1.6895579081873713 occupation=Craft-repair 0.8617096409939744 0.5693369770952276 occupation=Other-service -0.1498751027350849 -0.4542926825919764 occupation=Sales -0.8255208893632606 -0.500511041929321 occupation=Exec-managerial 0.053388720889590874 0.9683801870084001 occupation=Prof-specialty 1.0884308035324963 1.204165126068164 occupation=Handlers-cleaners 0.14236360907845974 -1.3744240264158287 occupation=Machine-op-inspct 0.2577772150650794 -0.5835025840013106 occupation=Adm-clerical 1.689354322085181 0.9783829724642878 occupation=Farming-fishing 0.35131313320321955 -0.3746702785766215 occupation=Transport-moving 1.4251860086615242 0.1935099554007434 occupation=Priv-house-serv -0.13158674762246417 1.030746901819056 occupation=Protective-serv -0.11478646942293319 -0.7620213696212895 occupation=Armed-Forces -0.9907488186431265 -1.6909706472854527 relationship=Wife 1.492633887196725 2.1326268158666455 relationship=Own-child 0.3910171154810015 -1.2116016824385167 relationship=Husband -0.7161483408329383 -0.3273965815701975 relationship=Not-in-family 0.4733009558178268 0.999497206138822 relationship=Other-relative 0.12799526228207922 1.5215758977577563 relationship=Unmarried -0.5867045961681633 -0.5941590654184212 race=White -1.089299208808539 -0.8614531466622364 race=Asian-Pac-Islander 0.7981623236189173 1.959746609129521 race=Amer-Indian-Eskimo 3.7471722415642263 1.147027340029075 race=Other -0.5215553169539119 -1.0421892127135834 race=Black -0.03674515946198589 1.040240375050857 sex -5.693701311994493 -0.1427421811045636 capital-gain -2.7498685079322756 -1.8144644578961404 capital-loss -3.0889472967798084 -1.9858258148073686 hours-per-week -0.17079033174288474 0.5922759896270002 native-country=United-States -3.9663901028619226 -0.6357430580626986 native-country=Cambodia 0.6946581707735737 -1.1810696067719688 native-country=England 0.04833685056601899 -0.4532636380893145 native-country=Puerto-Rico -2.1217067596990407 -2.172957301141801 native-country=Canada -0.9142046239276139 -0.4264275084131974 native-country=Germany 0.7106834264079707 -0.06850778437074946 native-country=Outlying-US(Guam-USVI-etc) 2.922353538314086 0.8258296118108419 native-country=India 2.9062920996094093 1.1002805168732566 native-country=Japan 1.8924552895388391 0.462912693780598 native-country=Greece -2.0131022957974385 -3.833857861549674 native-country=South 1.5406403225122056 1.487107097744602 native-country=China 1.137969971949594 -0.387333685626052 native-country=Cuba -2.4562095802390203 -0.581450059612976 native-country=Iran 0.9618087739695084 -0.5511381503047696 native-country=Honduras -0.7797419783159942 -0.8979665051638414 native-country=Philippines -1.2324675034930206 -1.2231828966260831 native-country=Italy 0.9277250382573813 -0.8037482916461394 native-country=Poland -2.05224574072729 0.04926829468521872 native-country=Jamaica 1.3411725290156162 2.5738382692121204 native-country=Vietnam 1.2686204595589803 1.2186486823005667 native-country=Mexico -1.3543191642996688 -0.5974674611861805 native-country=Portugal -1.5089828149876032 1.8355396302807316 native-country=Ireland -0.7820841946839392 -0.7742742338418589 native-country=France -0.36045657104957607 1.9257772392030785 native-country=Dominican-Republic 1.314248870443421 -0.6880634152073709 native-country=Laos 0.6671441612111831 -0.9291765265953561 native-country=Ecuador 0.16070541461267365 0.5042423912706846 native-country=Taiwan 2.3773611477345957 0.33590714100008656 native-country=Haiti 3.656870356792981 -1.0821254504771927 native-country=Columbia 0.003892372940803465 0.9131785521283345 native-country=Hungary -1.4189623846687742 0.6361449434775157 native-country=Guatemala 1.9226793374925035 0.44696960968576993 native-country=Nicaragua 0.49569694364993905 0.6779279727323914 native-country=Scotland 1.728915996945606 0.6280624401372698 native-country=Thailand 1.161347436697129 0.9005745040185082 native-country=Yugoslavia 0.26751541628809333 -0.3272706187234183 native-country=El-Salvador 0.9657764582357431 -0.5735015335655274 native-country=Trinadad&Tobago 0.02239918236613128 -1.8785059041328749 native-country=Peru 0.37355297556311895 0.42521583617544967 native-country=Hong 1.1795539841794418 0.007059843276364089 native-country=Holand-Netherlands Hidden Weights: -4.270631254853963 4.27063125485396 4.6542699076708445 -4.65426990767084 >50K <=50K Error sum for iteration 5700 = 718.3647450883027 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.49502286533876905 11.180745412029086 age 0.5597983363512924 0.051343567751221314 workclass=Private 1.4509566793007362 1.0126532896693603 workclass=Self-emp-not-inc 0.19377871724126552 2.0997907151172615 workclass=Self-emp-inc -0.09964842513270623 -0.3766273511111556 workclass=Federal-gov 0.9541047571468182 -0.34164183869716797 workclass=Local-gov 0.5455279540616423 -0.9900258376434514 workclass=State-gov 0.30717984137017335 -0.28686432191273664 workclass=Without-pay -0.5964686733758507 -0.6471235352874205 workclass=Never-worked -0.025099742297826213 0.4856874137092812 fnlwgt 0.30287640425383305 0.1841700026999703 education=Bachelors 0.43674792688484737 -0.26650175159799816 education=Some-college 1.312923323781884 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0.003880185924707354 0.9125562670017426 native-country=Hungary -1.420685935806966 0.6315966382478455 native-country=Guatemala 1.934874508497382 0.44336093662350123 native-country=Nicaragua 0.4991068183348054 0.6772264353801495 native-country=Scotland 1.727126628566286 0.634359732293848 native-country=Thailand 1.1685105889948844 0.8997266794524268 native-country=Yugoslavia 0.24774395238787192 -0.36457820837077526 native-country=El-Salvador 0.9663465487545793 -0.5722199036112277 native-country=Trinadad&Tobago 0.016412193126810602 -1.888267609332767 native-country=Peru 0.37339908121569215 0.42482566898929 native-country=Hong 1.1795417971633402 0.006437558149801644 native-country=Holand-Netherlands Hidden Weights: -4.2703638345298724 4.2703638345298724 4.6846218275116085 -4.6846218275116 >50K <=50K Error sum for iteration 5800 = 717.9432761502184 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.49588800279453527 11.249068580269869 age 0.5609555651672171 0.051029841597006 workclass=Private 1.4528578319759737 1.0315400752653046 workclass=Self-emp-not-inc 0.1921004591494435 2.0961512780013587 workclass=Self-emp-inc -0.10073004476878647 -0.38749162674641846 workclass=Federal-gov 0.9551575211286838 -0.345873399763629 workclass=Local-gov 0.5435424441769744 -0.9989548227698221 workclass=State-gov 0.3075086566530487 -0.28751895434113867 workclass=Without-pay -0.5964890351663105 -0.6477732574161261 workclass=Never-worked -0.021817476818049783 0.48764587236838286 fnlwgt 0.3042016443649402 0.1906016989614509 education=Bachelors 0.43672318542855765 -0.2618511757254435 education=Some-college 1.3063873938934696 1.660107964759751 education=11th 0.2326348703501123 -0.05702170795473299 education=HS-grad -0.39174003919328093 -1.0179948967463668 education=Prof-school 0.14829657893949993 -0.1373575729978506 education=Assoc-acdm 0.28144325762008127 -0.4360907926081328 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native-country=England 0.05506560175503344 -0.4730527092258917 native-country=Puerto-Rico -2.1124573506395627 -2.158698454924544 native-country=Canada -0.8908345097159209 -0.38331721590150736 native-country=Germany 0.7226876792590906 -0.0768056544629868 native-country=Outlying-US(Guam-USVI-etc) 2.949719425457434 0.9013780624610275 native-country=India 2.9346248025222366 1.1204797701990916 native-country=Japan 1.9055974309911636 0.46180717295205254 native-country=Greece -2.118722151379035 -3.9845481522382173 native-country=South 1.5556068842635105 1.5723190826564017 native-country=China 1.141580107000156 -0.39417681862689014 native-country=Cuba -2.4610577401688514 -0.618227206099344 native-country=Iran 0.9745739935101063 -0.536076144502377 native-country=Honduras -0.7859714124162793 -0.9261882193292172 native-country=Philippines -1.1996763696703676 -1.1493353445107286 native-country=Italy 0.9322583964522025 -0.8243253464620637 native-country=Poland -2.1154987777833214 -0.05916282321095571 native-country=Jamaica 1.3459431932407524 2.6430067202318717 native-country=Vietnam 1.2933302833207672 1.2775270669634529 native-country=Mexico -1.4117099756466953 -0.6056919788803719 native-country=Portugal -1.4870834097213572 1.8873176146166184 native-country=Ireland -0.795247495271355 -0.7740110973065638 native-country=France -0.34584193554774767 1.9444497714855322 native-country=Dominican-Republic 1.3008582206485766 -0.6760904971419562 native-country=Laos 0.6835994026785143 -0.9253699658681858 native-country=Ecuador 0.17339427663504606 0.4999257572055979 native-country=Taiwan 2.40875220813183 0.3248568560891333 native-country=Haiti 3.652910831975723 -1.0747338144902765 native-country=Columbia 0.0038598241342619488 0.911906544873037 native-country=Hungary -1.422134727111382 0.6268425210214318 native-country=Guatemala 1.946888280617082 0.43978832514075705 native-country=Nicaragua 0.5025129552537565 0.676499242149859 native-country=Scotland 1.725130679480581 0.6404276683334825 native-country=Thailand 1.1756107241664633 0.8988543156905996 native-country=Yugoslavia 0.22779245583756605 -0.4016464415132157 native-country=El-Salvador 0.9669198585677033 -0.5709699897445184 native-country=Trinadad&Tobago 0.010874304488879785 -1.8973861047694718 native-country=Peru 0.3732581366328429 0.42437209635792983 native-country=Hong 1.179521435372925 0.005787836021093367 native-country=Holand-Netherlands Hidden Weights: -4.270246854837585 4.270246854837585 4.7143533585240815 -4.7143533585240744 >50K <=50K Error sum for iteration 5900 = 717.5325655653136 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.49633535048006916 11.316778388855838 age 0.5619436938800243 0.05037589626182473 workclass=Private 1.4544820840823949 1.049256426778143 workclass=Self-emp-not-inc 0.19028327024871847 2.091583218862288 workclass=Self-emp-inc -0.10157120146702121 -0.39738616760637224 workclass=Federal-gov 0.9563633584775427 -0.34918423588895525 workclass=Local-gov 0.541678394884443 -1.0075991731776537 workclass=State-gov 0.3078315366314952 -0.28819217818161746 workclass=Without-pay -0.5965144549493071 -0.648441831029096 workclass=Never-worked -0.0181935538440194 0.49070012580446504 fnlwgt 0.30555393861161834 0.19737893590404004 education=Bachelors 0.43682451623791874 -0.25676999981208143 education=Some-college 1.299770652766812 1.6523114553401779 education=11th 0.2329003885700859 -0.04790275996284249 education=HS-grad -0.3871215900576535 -1.0198648585622025 education=Prof-school 0.13837887816397593 -0.1591278454811273 education=Assoc-acdm 0.2774743313224567 -0.44555494751660585 education=Assoc-voc 0.42221794353643316 0.4537323700205557 education=9th 0.14000841039041406 0.8395557296582842 education=7th-8th 2.8126413932738554 1.671690822218825 education=12th 0.15300253282236792 -0.31154505211650796 education=Masters 3.2619042440675505 -0.04181993086467812 education=1st-4th 0.6818492378546666 0.6739343130340942 education=10th -1.504875467545676 -2.640936725911078 education=Doctorate -1.8001375102370536 -1.3450705614429357 education=5th-6th 0.7716829034139848 0.6170815253169175 education=Preschool -3.1582472623811246 -0.4986950253275208 education-num -2.041738988729958 1.7471431510178923 marital-status=Married-civ-spouse 1.183959696560115 0.8773717702692572 marital-status=Divorced 1.322943087644466 1.4110528761345968 marital-status=Never-married 0.26974203984327955 -0.07691941539289433 marital-status=Separated 0.4003673194861865 -0.735367126535819 marital-status=Widowed 1.4319643909788091 -0.7121241197323294 marital-status=Married-spouse-absent -0.24652231099515654 -0.3306002548122194 marital-status=Married-AF-spouse -0.34128338929080365 0.6317750136987094 occupation=Tech-support -0.39735716926517406 -1.683035333604902 occupation=Craft-repair 0.8731566993009174 0.6206010272470094 occupation=Other-service -0.1471474052703779 -0.43646679436303865 occupation=Sales -0.8204540869908866 -0.4774456090496528 occupation=Exec-managerial 0.05482191689174137 0.9931896603289116 occupation=Prof-specialty 1.058048720421766 1.0965486469149102 occupation=Handlers-cleaners 0.14578988132876303 -1.3660082678889107 occupation=Machine-op-inspct 0.2677895502080893 -0.544110401827226 occupation=Adm-clerical 1.6800949051547478 0.9867082160415869 occupation=Farming-fishing 0.3467633549833015 -0.38838335124046763 occupation=Transport-moving 1.4472350749923841 0.21449078696565949 occupation=Priv-house-serv -0.15871275601358462 0.8927090990206846 occupation=Protective-serv -0.11080463912523919 -0.7683922569048206 occupation=Armed-Forces -0.980609726474105 -1.7001783989948438 relationship=Wife 1.5033706075311228 2.1694123240308687 relationship=Own-child 0.38490739630272885 -1.254379106799125 relationship=Husband -0.7225062868374548 -0.34276829879178283 relationship=Not-in-family 0.46942827741057713 0.9822022900276243 relationship=Other-relative 0.1226482331151366 1.542274066840725 relationship=Unmarried -0.5942109820094931 -0.6170525307772049 race=White -1.0752032643648708 -0.8191966189908887 race=Asian-Pac-Islander 0.7882595285069514 2.0008366583057304 race=Amer-Indian-Eskimo 3.7802077918661543 1.163829715711415 race=Other -0.5520312224100935 -1.1446722511720244 race=Black -0.04639566040633109 1.0230154135016023 sex -5.733824654683346 -0.17363851878979586 capital-gain -2.7588853073896664 -1.869357101949883 capital-loss -3.0571204933081697 -1.885490747995664 hours-per-week -0.14612425046954938 0.6349156789174148 native-country=United-States -4.022494619599437 -0.6886998064950249 native-country=Cambodia 0.6701838837765636 -1.3304763182551151 native-country=England 0.05838269857575768 -0.4834301116996975 native-country=Puerto-Rico -2.106460867686388 -2.1500408958559896 native-country=Canada -0.8786211312109374 -0.36127951944377246 native-country=Germany 0.7286064965164789 -0.08070216561685115 native-country=Outlying-US(Guam-USVI-etc) 2.9623988201912255 0.9382292377990142 native-country=India 2.948411098492804 1.130091276394857 native-country=Japan 1.9123031407684585 0.46134142761685565 native-country=Greece -2.167609082842763 -4.055458194291963 native-country=South 1.5626200081651915 1.6127246379429314 native-country=China 1.1435558032746374 -0.396543016700212 native-country=Cuba -2.4636838588991608 -0.6363659679239083 native-country=Iran 0.9810819170343579 -0.529570211330566 native-country=Honduras -0.7881411167772095 -0.938811428636052 native-country=Philippines -1.1833533507354956 -1.1120452979028412 native-country=Italy 0.934772412011734 -0.8327300769869075 native-country=Poland -2.1524460319329237 -0.11900444010007313 native-country=Jamaica 1.347778408281095 2.6761085683946977 native-country=Vietnam 1.3055777617299467 1.306194774662424 native-country=Mexico -1.4395575829353195 -0.6072336708636985 native-country=Portugal -1.4763775336508196 1.9119202497807757 native-country=Ireland -0.8014728289987089 -0.7739857805027855 native-country=France -0.33821561885920143 1.953181011982382 native-country=Dominican-Republic 1.2941563051996015 -0.6700158278917171 native-country=Laos 0.6918485872309463 -0.9234259077068466 native-country=Ecuador 0.17927777861148125 0.4972667747376293 native-country=Taiwan 2.4239744891290465 0.31930316410973114 native-country=Haiti 3.6510182865435747 -1.0710905158430721 native-country=Columbia 0.0038344043512604942 0.9112379712600671 native-country=Hungary -1.423359393770227 0.6218845653396816 native-country=Guatemala 1.9587312760009878 0.436264079147222 native-country=Nicaragua 0.5059192078146524 0.6757549364045043 native-country=Scotland 1.722974927100902 0.6462812381264261 native-country=Thailand 1.182655940074192 0.8979656881938757 native-country=Yugoslavia 0.20780205802967366 -0.43843399179625325 native-country=El-Salvador 0.9674922981672033 -0.5697375855339512 native-country=Trinadad&Tobago 0.005801689714903016 -1.9059261431551635 native-country=Peru 0.3731335742380677 0.4238636370805071 native-country=Hong 1.17949601559 0.005119262408098485 native-country=Holand-Netherlands Hidden Weights: -4.270256804881714 4.270256804881714 4.743511552539736 -4.743511552539737 >50K <=50K Error sum for iteration 6000 = 717.1191307389222 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4962602448803158 11.383725689153163 age 0.5627955761622513 0.04954443548751137 workclass=Private 1.4558482413215845 1.065756929607201 workclass=Self-emp-not-inc 0.18834552171330646 2.086206795583319 workclass=Self-emp-inc -0.1021852123578215 -0.40630892219197906 workclass=Federal-gov 0.9577091947703833 -0.3516228809651515 workclass=Local-gov 0.5399552457311313 -1.0159667022544336 workclass=State-gov 0.3081529166392016 -0.28887092080887916 workclass=Without-pay -0.5965404317997938 -0.6491161678684694 workclass=Never-worked -0.014194893534368055 0.49493501091178843 fnlwgt 0.3069272279647569 0.20455256556869297 education=Bachelors 0.43704230041652475 -0.2512845047327467 education=Some-college 1.2930427478085083 1.6450398307528324 education=11th 0.23304517884179157 -0.039202110309927894 education=HS-grad -0.3826130994429228 -1.0219097707317821 education=Prof-school 0.12835266179416574 -0.18047327184376297 education=Assoc-acdm 0.2736518475557444 -0.45479107305209954 education=Assoc-voc 0.41506974913636874 0.4332149884006996 education=9th 0.13914341802472016 0.8705641253031875 education=7th-8th 2.822160407384361 1.6865659443376815 education=12th 0.1553982245908174 -0.3019221884836441 education=Masters 3.2804197146465524 -0.042892224999559296 education=1st-4th 0.6762565875579563 0.683134979534947 education=10th -1.5062145975580645 -2.6524897294280367 education=Doctorate -1.8072838170179455 -1.3732481953349012 education=5th-6th 0.7770528070762537 0.6160490206971609 education=Preschool -3.1640990102158315 -0.5022117326794617 education-num -2.0431361696353876 1.7570896889063694 marital-status=Married-civ-spouse 1.18371421314313 0.8782147099870006 marital-status=Divorced 1.3218819978460843 1.4134751386606306 marital-status=Never-married 0.26851080074348177 -0.08649634827769989 marital-status=Separated 0.3980240979125248 -0.7584719466332968 marital-status=Widowed 1.4469040330057406 -0.7135781653343567 marital-status=Married-spouse-absent -0.2555733909853645 -0.31979124895026584 marital-status=Married-AF-spouse -0.33932133684859395 0.639508106469763 occupation=Tech-support -0.3951738284975007 -1.6805214762025598 occupation=Craft-repair 0.8776230925286498 0.6392709999798911 occupation=Other-service -0.14584395536587408 -0.43033830034357634 occupation=Sales -0.8182295038342702 -0.4688214843295468 occupation=Exec-managerial 0.055647615884000357 1.0018541627658522 occupation=Prof-specialty 1.0442804791967129 1.0509641763041089 occupation=Handlers-cleaners 0.14756757694600559 -1.3619274859156345 occupation=Machine-op-inspct 0.27142173899085337 -0.5308695815928247 occupation=Adm-clerical 1.6772546301883824 0.9880065961069316 occupation=Farming-fishing 0.34592375981257373 -0.39101180686704284 occupation=Transport-moving 1.4544768731533573 0.2214777319323752 occupation=Priv-house-serv -0.1681827240030146 0.8496677699017267 occupation=Protective-serv -0.11007525153680636 -0.7699143833366 occupation=Armed-Forces -0.9771904575153229 -1.7034257002769726 relationship=Wife 1.506495507739424 2.1813682394108254 relationship=Own-child 0.38315705759756663 -1.268416131354436 relationship=Husband -0.7247933194742847 -0.3483657431073523 relationship=Not-in-family 0.46862763359054044 0.9775451457515254 relationship=Other-relative 0.12057840320308678 1.5484163501391683 relationship=Unmarried -0.5965180766640773 -0.6240076969276365 race=White -1.0702880763616802 -0.8049032719770186 race=Asian-Pac-Islander 0.7849194737809148 2.0137069299542443 race=Amer-Indian-Eskimo 3.790703449336461 1.1688506500210518 race=Other -0.5621326175596251 -1.1786680169050394 race=Black -0.04910264698976225 1.0191464334002331 sex -5.7462347848889355 -0.18251445009350262 capital-gain -2.760632786783868 -1.8848808628352023 capital-loss -3.046915777644521 -1.8536189052844994 hours-per-week -0.13741240772338997 0.6495472763265039 native-country=United-States -4.039980976874524 -0.7056815288659358 native-country=Cambodia 0.6596128511879387 -1.3828564075248713 native-country=England 0.061680192608608186 -0.4941144243017483 native-country=Puerto-Rico -2.0994794772845515 -2.1405788283559244 native-country=Canada -0.8660082279474846 -0.33899925378716195 native-country=Germany 0.7344796396616531 -0.08439537410072095 native-country=Outlying-US(Guam-USVI-etc) 2.974474321961753 0.9744259237519544 native-country=India 2.961978482514566 1.1393927404984672 native-country=Japan 1.9191295522756673 0.4609444349751295 native-country=Greece -2.2140733279851443 -4.123620515601237 native-country=South 1.569330306989415 1.6516494396555041 native-country=China 1.1457210376094935 -0.39823127191413765 native-country=Cuba -2.4665071076410214 -0.6543135629001061 native-country=Iran 0.9876424392532211 -0.5236341603656534 native-country=Honduras -0.7897242525904709 -0.9505637602516236 native-country=Philippines -1.1671238553749441 -1.074680590579046 native-country=Italy 0.937606987938079 -0.8395340459923787 native-country=Poland -2.193386588162314 -0.18166587451111815 native-country=Jamaica 1.349318677518839 2.708317451504718 native-country=Vietnam 1.3177774574360919 1.3343068255512307 native-country=Mexico -1.4666290631731689 -0.6071817711327684 native-country=Portugal -1.4657940097841813 1.9357462470901154 native-country=Ireland -0.8074596575517233 -0.7740144003691569 native-country=France -0.33039145132321557 1.9615588106945976 native-country=Dominican-Republic 1.2874545898434673 -0.6638700822727244 native-country=Laos 0.70011433149815 -0.9214394531497229 native-country=Ecuador 0.18495394466452264 0.49432558783124136 native-country=Taiwan 2.4388976637616078 0.3137463908431658 native-country=Haiti 3.6491956404284682 -1.067469338175204 native-country=Columbia 0.0038084275007580002 0.9105636344206938 native-country=Hungary -1.424409333030561 0.6167327365080135 native-country=Guatemala 1.9704149237018178 0.43280490247489883 native-country=Nicaragua 0.5093306891671562 0.6750065711950142 native-country=Scotland 1.7206908291497316 0.6519395994369708 native-country=Thailand 1.1896546303710689 0.897073582647486 native-country=Yugoslavia 0.1879183683439057 -0.4749061334973954 native-country=El-Salvador 0.9680650465003364 -0.5685066522449115 native-country=Trinadad&Tobago 0.0012273604569103494 -1.9139837908953257 native-country=Peru 0.37303045793555323 0.423312940453076 native-country=Hong 1.1794700387394799 0.004444925568763955 native-country=Holand-Netherlands Hidden Weights: -4.270364929624888 4.270364929624891 4.772147576550932 -4.77214757655093 >50K <=50K Error sum for iteration 6100 = 716.6950480541685 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.49556801146196106 11.449667188817614 age 0.5635666881667628 0.04879494327683818 workclass=Private 1.4569909332020117 1.081013052802876 workclass=Self-emp-not-inc 0.18632690899847196 2.0801562385678025 workclass=Self-emp-inc -0.10261060569114187 -0.41431190771408033 workclass=Federal-gov 0.9591701443201041 -0.3532816384377807 workclass=Local-gov 0.538394689171567 -1.0240265600514191 workclass=State-gov 0.3084790530723671 -0.2895372196997228 workclass=Without-pay -0.5965606766491303 -0.6497782895827122 workclass=Never-worked -0.009830497918457911 0.5003559380489868 fnlwgt 0.3083057168379918 0.2121388811721653 education=Bachelors 0.43734598804725466 -0.24549039267569428 education=Some-college 1.28618191767975 1.6383069894416276 education=11th 0.2330565463037743 -0.030941640043318924 education=HS-grad -0.3782662659904591 -1.024161971820727 education=Prof-school 0.11842174802434531 -0.2007846533164199 education=Assoc-acdm 0.2699753774032537 -0.46374809134531514 education=Assoc-voc 0.40788974435088354 0.4122933982384725 education=9th 0.13847530513328696 0.901841525695143 education=7th-8th 2.83192790356245 1.701274928583349 education=12th 0.15756021858973934 -0.29313843132651857 education=Masters 3.2985355836422836 -0.04387232468585604 education=1st-4th 0.6707372641815347 0.6920541254039979 education=10th -1.5073256555044374 -2.664169388275373 education=Doctorate -1.814350526313335 -1.401653772611551 education=5th-6th 0.7824946164477353 0.6150682821037152 education=Preschool -3.1698669434827895 -0.5056489327183884 education-num -2.045000734761838 1.7664945773951164 marital-status=Married-civ-spouse 1.1831088297451628 0.8783809890967179 marital-status=Divorced 1.3208242614045402 1.4161530230949162 marital-status=Never-married 0.2668986060203553 -0.0967998614052608 marital-status=Separated 0.39557980049805563 -0.7813023852567886 marital-status=Widowed 1.4632922627495535 -0.7136531051267101 marital-status=Married-spouse-absent -0.2646811163653946 -0.30876323515277915 marital-status=Married-AF-spouse -0.3372819470501192 0.6471578306519088 occupation=Tech-support -0.3928148679249368 -1.6783078811143015 occupation=Craft-repair 0.8823746357638604 0.658488157002928 occupation=Other-service -0.14440338507986075 -0.42449206372500103 occupation=Sales -0.8158191060510978 -0.46016597055892755 occupation=Exec-managerial 0.05659343809287126 1.0104249089193502 occupation=Prof-specialty 1.0289329405411614 1.0025778398233938 occupation=Handlers-cleaners 0.1496314757439396 -1.3575827197188184 occupation=Machine-op-inspct 0.27514956273701263 -0.5179315515336288 occupation=Adm-clerical 1.6745776996941883 0.9886601053035783 occupation=Farming-fishing 0.3454014589766733 -0.3928396696629219 occupation=Transport-moving 1.4616816402112436 0.22848316297146615 occupation=Priv-house-serv -0.17751917522402275 0.8094633955797443 occupation=Protective-serv -0.10958059050142846 -0.7711571967785392 occupation=Armed-Forces -0.9737403030450121 -1.7068408735376046 relationship=Wife 1.5093196638413215 2.1931516562078204 relationship=Own-child 0.38157042561273136 -1.282201010717024 relationship=Husband -0.7270894023058154 -0.3540557415105713 relationship=Not-in-family 0.4681356617839701 0.9735291737044252 relationship=Other-relative 0.11839535136319478 1.5542692524168733 relationship=Unmarried -0.5988217025292645 -0.6310040739980802 race=White -1.0654138904501609 -0.7909800062682607 race=Asian-Pac-Islander 0.7815181683272137 2.0262416878031235 race=Amer-Indian-Eskimo 3.8009630373991077 1.1736280536128705 race=Other -0.571824643256057 -1.211514649268885 race=Black -0.05148656755463994 1.0162582494054415 sex -5.758179861563215 -0.19064689590754122 capital-gain -2.7618045840237717 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0.9099015127064509 native-country=Hungary -1.4253315618229283 0.6114070322435814 native-country=Guatemala 1.9819511897918403 0.4294322388639611 native-country=Nicaragua 0.5127539869613504 0.6742721004504882 native-country=Scotland 1.7182942233745806 0.6574271046921866 native-country=Thailand 1.1966151999874288 0.8961956970462542 native-country=Yugoslavia 0.16828360726020056 -0.5110351416519878 native-country=El-Salvador 0.9686464991094713 -0.5672602769249457 native-country=Trinadad&Tobago -0.002800410405512909 -1.921688818382597 native-country=Peru 0.37295591920724547 0.42273714759960906 native-country=Hong 1.1794497938902553 0.003782803854560077 native-country=Holand-Netherlands Hidden Weights: -4.270532312158377 4.270532312158379 4.80030452177199 -4.800304521771984 >50K <=50K Error sum for iteration 6200 = 716.2641646184795 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.49420191529436003 11.51427218856298 age 0.5643273242213327 0.0484385807370819 workclass=Private 1.4579624832785631 1.095022929042745 workclass=Self-emp-not-inc 0.18428857110532137 2.0735853203011785 workclass=Self-emp-inc -0.10291037653840164 -0.4215036194958127 workclass=Federal-gov 0.9607100694174586 -0.35430434408012146 workclass=Local-gov 0.5370219695063203 -1.0316968421015522 workclass=State-gov 0.30881780800613823 -0.2901701894121425 workclass=Without-pay -0.5965673407987077 -0.6504072944996117 workclass=Never-worked -0.005173581381296889 0.5068725665995268 fnlwgt 0.3096639663490168 0.22010667331080616 education=Bachelors 0.43768490751261435 -0.23954883977825658 education=Some-college 1.279188272488186 1.632134854908335 education=11th 0.23292424881277843 -0.02313211240781789 education=HS-grad -0.37414593894883574 -1.0266421152355851 education=Prof-school 0.10887151799461388 -0.21934889434286672 education=Assoc-acdm 0.26643752225998757 -0.47236155506178246 education=Assoc-voc 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marital-status=Married-AF-spouse -0.3352342941130078 0.6546095771169141 occupation=Tech-support -0.39039447024315693 -1.6767600368423614 occupation=Craft-repair 0.8873305022712812 0.6779657447984688 occupation=Other-service -0.14290518246830186 -0.4192245399867776 occupation=Sales -0.8133265860239889 -0.4518754565512292 occupation=Exec-managerial 0.057595849627164464 1.0186649738714373 occupation=Prof-specialty 1.0125547659276477 0.9535820012840637 occupation=Handlers-cleaners 0.15190830658881327 -1.353322137273449 occupation=Machine-op-inspct 0.2789078459618059 -0.5055744239106535 occupation=Adm-clerical 1.6720829853649282 0.9887208584361835 occupation=Farming-fishing 0.3451526756403023 -0.39403946159951214 occupation=Transport-moving 1.468858788535203 0.2355247869727798 occupation=Priv-house-serv -0.18647616599005928 0.7728017258137995 occupation=Protective-serv -0.10927785243941229 -0.7721333731407704 occupation=Armed-Forces -0.9702580389708386 -1.7104747790458017 relationship=Wife 1.5118241397290286 2.2047474230992137 relationship=Own-child 0.38019156833269613 -1.2955844202073767 relationship=Husband -0.7293497929007728 -0.35971380779523343 relationship=Not-in-family 0.46797732842549783 0.970159644987493 relationship=Other-relative 0.1161128945408844 1.5599123266893618 relationship=Unmarried -0.6011754018103673 -0.6382928866986055 race=White -1.0607354260165618 -0.7778247055301534 race=Asian-Pac-Islander 0.7780286723884833 2.038488774682856 race=Amer-Indian-Eskimo 3.810995478038977 1.1781947451176618 race=Other -0.580778987054032 -1.2423719796103696 race=Black -0.053515695781547565 1.0143064311972347 sex -5.769657082308438 -0.19803744316043573 capital-gain -2.7625064353360833 -1.9120693999124796 capital-loss -3.027591287053618 -1.7934457849976508 hours-per-week -0.12030035737456575 0.6768783359790458 native-country=United-States -4.073231552895434 -0.7387514110939538 native-country=Cambodia 0.6352605210239275 -1.4895033920340814 native-country=England 0.06822873479571079 -0.5162990814490155 native-country=Puerto-Rico -2.082517310086463 -2.120645224404514 native-country=Canada -0.8396354539659299 -0.29440633895936386 native-country=Germany 0.7461406780173497 -0.09107938206542693 native-country=Outlying-US(Guam-USVI-etc) 2.996969625541479 1.0447639501232215 native-country=India 2.98854517506419 1.1571230216274127 native-country=Japan 1.9331610001380983 0.4604095211889556 native-country=Greece -2.3002672280524883 -4.252262812917645 native-country=South 1.58177019384459 1.7250088429434673 native-country=China 1.1509448429448013 -0.3998995225190032 native-country=Cuba -2.473026489485851 -0.6895851859619879 native-country=Iran 1.000882412908727 -0.5131884382418689 native-country=Honduras -0.7912443144303984 -0.9718235911428194 native-country=Philippines -1.1352140742933094 -1.0002249984406781 native-country=Italy 0.944735720609938 -0.847562880163477 native-country=Poland -2.28708409147783 -0.30902100036314933 native-country=Jamaica 1.3516348945367787 2.7703233176496873 native-country=Vietnam 1.3419607930273583 1.388726715080532 native-country=Mexico -1.5177044026787212 -0.6032248886645526 native-country=Portugal -1.4449420424429944 1.9812803745516767 native-country=Ireland -0.8187161166731367 -0.7741548310566961 native-country=France -0.3144232743532278 1.977424119974473 native-country=Dominican-Republic 1.274078355834612 -0.6513017633226673 native-country=Laos 0.7167026718147675 -0.9172652860674685 native-country=Ecuador 0.1959665218945396 0.4876927225069878 native-country=Taiwan 2.4678952422424376 0.30272263561299306 native-country=Haiti 3.6458031388333296 -1.0602233940298185 native-country=Columbia 0.0037815185018601543 0.9092725077895515 native-country=Hungary -1.4261699002271142 0.6059368660239519 native-country=Guatemala 1.9933516430008433 0.42617025808802056 native-country=Nicaragua 0.5161967181834736 0.6735724132390358 native-country=Scotland 1.7157884803667673 0.6627720693518673 native-country=Thailand 1.2035452463397243 0.8953526924710372 native-country=Yugoslavia 0.14902516979005878 -0.5468003688071315 native-country=El-Salvador 0.9692527537615613 -0.5659834625622215 native-country=Trinadad&Tobago -0.0062268211379688495 -1.9291993825657903 native-country=Peru 0.37291885844614187 0.4221560694089706 native-country=Hong 1.179443129740704 0.0031537989376803125 native-country=Holand-Netherlands Hidden Weights: -4.270707319095843 4.27070731909584 4.828002113089164 -4.828002113089158 >50K <=50K Error sum for iteration 6300 = 715.8134623026349 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.49217366286740327 11.577178301476694 age 0.5651453049544576 0.04875048707102658 workclass=Private 1.4588286870312994 1.1078274116649611 workclass=Self-emp-not-inc 0.1823036768175975 2.0666664185047723 workclass=Self-emp-inc -0.10316119503632912 -0.42803585974299474 workclass=Federal-gov 0.9622863013106148 -0.35487877736324547 workclass=Local-gov 0.5358638970748406 -1.0388564242468563 workclass=State-gov 0.3091774101539574 -0.29075056814932365 workclass=Without-pay -0.5965522585780704 -0.6509839043164741 workclass=Never-worked -3.6772730250964313E-4 0.514308131424656 fnlwgt 0.3109725604593414 0.22837870347619837 education=Bachelors 0.4379983990869289 -0.23365506559765414 education=Some-college 1.2720977812049075 1.6265481239136326 education=11th 0.23264861840005993 -0.015756157743777158 education=HS-grad -0.3703239425566309 -1.0293589448669753 education=Prof-school 0.10000265296655701 -0.23555926767117558 education=Assoc-acdm 0.26303111637775056 -0.4805506139025138 education=Assoc-voc 0.3934946066704294 0.36962305127041667 education=9th 0.13761318554063814 0.9646254034362691 education=7th-8th 2.852614084853696 1.7302810599435374 education=12th 0.1610619469211854 -0.27831495041728554 education=Masters 3.333677024250886 -0.04554211215336081 education=1st-4th 0.6602643029245069 0.7091091057490175 education=10th -1.5089943493949483 -2.688247774093284 education=Doctorate -1.8286051910032979 -1.4588559438221584 education=5th-6th 0.7936147194002355 0.613358093406916 education=Preschool -3.180965729141613 -0.5115912182558142 education-num -2.049987620048738 1.7839745763794905 marital-status=Married-civ-spouse 1.180970853269005 0.8768656313376723 marital-status=Divorced 1.3187563928850468 1.4218515763044937 marital-status=Never-married 0.2626814696790994 -0.11885099097342507 marital-status=Separated 0.3904672719101328 -0.8259308818851036 marital-status=Widowed 1.500247167173989 -0.709413440121559 marital-status=Married-spouse-absent -0.282987354511918 -0.2860706894025372 marital-status=Married-AF-spouse -0.3332611078883013 0.6617578491273456 occupation=Tech-support -0.38804833518294873 -1.6761966182044408 occupation=Craft-repair 0.8923646195523087 0.69733000866226 occupation=Other-service -0.1414474343659657 -0.4148013195421041 occupation=Sales -0.8108840853394287 -0.44436045728145285 occupation=Exec-managerial 0.05857824578031219 1.026347713070343 occupation=Prof-specialty 0.9959599661333417 0.9063956794487382 occupation=Handlers-cleaners 0.1542819916853572 -1.3495310740836426 occupation=Machine-op-inspct 0.2826069561186175 -0.4940791821960248 occupation=Adm-clerical 1.6697828048689067 0.9882360983305449 occupation=Farming-fishing 0.3451115844237276 -0.39481534584100125 occupation=Transport-moving 1.4760154636658946 0.2426180868073977 occupation=Priv-house-serv -0.19482715420816954 0.7402118428357555 occupation=Protective-serv -0.10912453775028945 -0.7728584581158033 occupation=Armed-Forces -0.966755338748689 -1.714367700276016 relationship=Wife 1.514023274698777 2.2161304047470503 relationship=Own-child 0.37907744104111385 -1.308422877982888 relationship=Husband -0.7315414764943888 -0.36520696736666536 relationship=Not-in-family 0.46816044881797214 0.9674062808946224 relationship=Other-relative 0.11374490093071822 1.565434710275292 relationship=Unmarried -0.6035988184456269 -0.6460197613732358 race=White -1.0564217191189806 -0.7658208210945432 race=Asian-Pac-Islander 0.7744409222557387 2.0504903018158753 race=Amer-Indian-Eskimo 3.820806819793214 1.1825824021735758 race=Other -0.5886968000694002 -1.2705341011796347 race=Black -0.05518808039754712 1.0131683888776675 sex -5.78065815872213 -0.2047086002903348 capital-gain -2.762890497101839 -1.92404437130406 capital-loss -3.0187248634530883 -1.7656868151305216 hours-per-week -0.11243416718172558 0.6885815544735089 native-country=United-States -4.089056797069026 -0.7548702521445421 native-country=Cambodia 0.6218521149976168 -1.5428810985828432 native-country=England 0.07145588877781811 -0.5277178810497608 native-country=Puerto-Rico -2.072719403256285 -2.111109889801489 native-country=Canada -0.8260707682433412 -0.27262143003261463 native-country=Germany 0.7519611736018394 -0.09404550419994678 native-country=Outlying-US(Guam-USVI-etc) 3.007444911543167 1.0788646865155693 native-country=India 3.001578246889322 1.1655788065409267 native-country=Japan 1.9403232491647986 0.4602989552149361 native-country=Greece -2.340282363409226 -4.312929275888367 native-country=South 1.5874299551967364 1.7594154706169487 native-country=China 1.1541562594972161 -0.40015499212399835 native-country=Cuba -2.476912936335702 -0.7068961241601891 native-country=Iran 1.0075615503771354 -0.5085646387243973 native-country=Honduras -0.7912494910911791 -0.9815089061188788 native-country=Philippines -1.1197603304500168 -0.963387430612745 native-country=Italy 0.9492334956555363 -0.8486294220885576 native-country=Poland -2.338559815959455 -0.3695405535069002 native-country=Jamaica 1.3524461244367472 2.800243493206286 native-country=Vietnam 1.3538221571972044 1.4149795674855412 native-country=Mexico -1.541340141545892 -0.6000106640352538 native-country=Portugal -1.4347031890349893 2.0030803158725443 native-country=Ireland -0.8239904995033377 -0.7742232522372806 native-country=France -0.3065292505388606 1.985001245092379 native-country=Dominican-Republic 1.2674212545379995 -0.6448456454047374 native-country=Laos 0.7250260604031992 -0.9150375404400086 native-country=Ecuador 0.2013929101557094 0.48403714961210653 native-country=Taiwan 2.4819932633997275 0.29731893921114116 native-country=Haiti 3.6442550611130393 -1.0565585742599708 native-country=Columbia 0.0037966007225107555 0.908695897972689 native-country=Hungary -1.4269647315633673 0.6003566968739323 native-country=Guatemala 2.0046258540418616 0.42304123390030224 native-country=Nicaragua 0.5196661246371238 0.6729267832190708 native-country=Scotland 1.7131729689749131 0.6680028071501809 native-country=Thailand 1.2104501913365546 0.8945636583782949 native-country=Yugoslavia 0.13024304267617348 -0.5821873328735703 native-country=El-Salvador 0.9699054257550142 -0.5646672399152924 native-country=Trinadad&Tobago -0.0090070577755559 -1.9366850938296418 native-country=Peru 0.3729284863470587 0.42158800626258597 native-country=Hong 1.1794582119612749 0.002577189120817242 native-country=Holand-Netherlands Hidden Weights: -4.2708295256809325 4.270829525680935 4.85522619450041 -4.85522619450041 >50K <=50K Error sum for iteration 6400 = 715.3416463121237 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4895727409222576 11.638078299698128 age 0.5660676374084083 0.04988570925898669 workclass=Private 1.459657616855274 1.1195216342683922 workclass=Self-emp-not-inc 0.1804398154500825 2.059579620940975 workclass=Self-emp-inc -0.10343425672790588 -0.4340746556647446 workclass=Federal-gov 0.9638573035528216 -0.35521029039143215 workclass=Local-gov 0.5349428095364841 -1.0453854297121072 workclass=State-gov 0.309564560350877 -0.2912656043929137 workclass=Without-pay -0.5965088316367192 -0.6514953512118699 workclass=Never-worked 0.004398223876280987 0.5224346930147811 fnlwgt 0.31220631770567486 0.2368483998954894 education=Bachelors 0.4382316019206677 -0.22799188751866117 education=Some-college 1.2649873344464577 1.6215665114451139 education=11th 0.2322447362971685 -0.008764659134162155 education=HS-grad -0.3668637416216536 -1.0323096619816226 education=Prof-school 0.09203435772832701 -0.24912482166703132 education=Assoc-acdm 0.25975689841914795 -0.4882278000664621 education=Assoc-voc 0.3863217620597496 0.34809124725307594 education=9th 0.13732053466765123 0.9958330966961859 education=7th-8th 2.8637084279159604 1.744621623813965 education=12th 0.16237547314646128 -0.2722353164123625 education=Masters 3.3507496549509392 -0.04623453468070479 education=1st-4th 0.6554899733399147 0.7172716347774291 education=10th -1.509667388014983 -2.700695419442141 education=Doctorate -1.8359844670446834 -1.4875069812136203 education=5th-6th 0.7992982867764065 0.6126665536734985 education=Preschool -3.1862242974581862 -0.513810327621715 education-num -2.0530551783632944 1.7920845191374464 marital-status=Married-civ-spouse 1.1796131976277853 0.8753671881120594 marital-status=Divorced 1.3177912275131505 1.4245928764668945 marital-status=Never-married 0.2602320919444157 -0.13015684246168677 marital-status=Separated 0.3878720431641003 -0.8476057476461959 marital-status=Widowed 1.5204911340872012 -0.7050999219396064 marital-status=Married-spouse-absent -0.29214493149729853 -0.27442799346091784 marital-status=Married-AF-spouse -0.3314439706299482 0.6685083087597813 occupation=Tech-support -0.3858995024942688 -1.6767954487740813 occupation=Craft-repair 0.8973252297995162 0.7161710964436439 occupation=Other-service -0.14012207737036764 -0.4113848282690607 occupation=Sales -0.8086233546332071 -0.4379450349022382 occupation=Exec-managerial 0.059468761405523145 1.0333098618193368 occupation=Prof-specialty 0.9800471164432969 0.863098663250286 occupation=Handlers-cleaners 0.15661353644400536 -1.3465569385920952 occupation=Machine-op-inspct 0.2861495137606821 -0.48367123494454506 occupation=Adm-clerical 1.6676805833367658 0.9872463347442468 occupation=Farming-fishing 0.3452015431472756 -0.39537211242013703 occupation=Transport-moving 1.483155040533398 0.24977144813432275 occupation=Priv-house-serv -0.20240533565259092 0.7119756379425968 occupation=Protective-serv -0.10908271388801857 -0.7733527618728476 occupation=Armed-Forces -0.9632569785588203 -1.7185382311128439 relationship=Wife 1.515968874567808 2.227262225420071 relationship=Own-child 0.37828148058057315 -1.3206188387207454 relationship=Husband -0.7336552446620711 -0.37042512394258686 relationship=Not-in-family 0.4686721862450925 0.9652117631153224 relationship=Other-relative 0.11130690925121584 1.5709217989964919 relationship=Unmarried -0.6060656607170068 -0.6541599205435228 race=White -1.0526089902917508 -0.7552412788083551 race=Asian-Pac-Islander 0.7707756586974562 2.0622767572599283 race=Amer-Indian-Eskimo 3.830401069882717 1.1868169703327347 race=Other -0.5954071229195776 -1.2956433175391582 race=Black -0.056542215893689136 1.0126482198115623 sex -5.79117615151665 -0.2107021997521576 capital-gain -2.763128579917568 -1.9351714270017446 capital-loss -3.0105683952892335 -1.739809052640271 hours-per-week -0.10532711005592536 0.6985771617025055 native-country=United-States -4.104414920594496 -0.7707223587189621 native-country=Cambodia 0.6079370976688407 -1.5957192033007583 native-country=England 0.07460848775858062 -0.5392887372978753 native-country=Puerto-Rico -2.062354700626519 -2.102474091470425 native-country=Canada -0.8125159282076644 -0.2515744112420162 native-country=Germany 0.7577958536895102 -0.09676681536317161 native-country=Outlying-US(Guam-USVI-etc) 3.01743310704059 1.1122267731410622 native-country=India 3.01445790784314 1.1737730413111482 native-country=Japan 1.9475190772956943 0.4603037892969469 native-country=Greece -2.3784620658312545 -4.371177823690561 native-country=South 1.592674557581717 1.7922974235250635 native-country=China 1.1578202479749584 -0.40025237634915684 native-country=Cuba -2.481361231892748 -0.7239924307653715 native-country=Iran 1.0142863403003954 -0.5042850792827569 native-country=Honduras -0.7908235484694258 -0.9906695222419585 native-country=Philippines -1.1048429638231345 -0.92697342112193 native-country=Italy 0.9544146428307837 -0.8478186033015533 native-country=Poland -2.3914229124483897 -0.4254577424133661 native-country=Jamaica 1.3530525422951927 2.829516360605671 native-country=Vietnam 1.365405865867663 1.4405725992353455 native-country=Mexico -1.5635221891881053 -0.5964922561448947 native-country=Portugal -1.4246545272396267 2.024287995563533 native-country=Ireland -0.8290392652136493 -0.774267944287804 native-country=France -0.2989148616609718 1.9923965205757068 native-country=Dominican-Republic 1.2607961457866257 -0.6382615066621221 native-country=Laos 0.733364999656298 -0.9126972576650991 native-country=Ecuador 0.20676484651582916 0.4801875941550821 native-country=Taiwan 2.4958366876249647 0.2920269837093094 native-country=Haiti 3.642816495671046 -1.0528453926498977 native-country=Columbia 0.0038400276638075556 0.9081844510772933 native-country=Hungary -1.427752932581364 0.5946995580912721 native-country=Guatemala 2.0157798595553045 0.42006052770496133 native-country=Nicaragua 0.5231671800969456 0.6723479731599389 native-country=Scotland 1.7104547605770573 0.6731428506845435 native-country=Thailand 1.2173319998868073 0.8938412237688397 native-country=Yugoslavia 0.11200181367519157 -0.6171851244354636 native-country=El-Salvador 0.9706271304799704 -0.5633116712104159 native-country=Trinadad&Tobago -0.011124727381550386 -1.94430132015649 native-country=Peru 0.3729921315378301 0.4210453370521957 native-country=Hong 1.1795016389026105 0.0020657422254158433 native-country=Holand-Netherlands Hidden Weights: -4.270840013288379 4.27084001328838 4.8819309195458285 -4.881930919545828 >50K <=50K Error sum for iteration 6500 = 714.8519733938446 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.48654213799527135 11.696788081497928 age 0.5671125589242703 0.05185365466844637 workclass=Private 1.4605066025014948 1.1302484102905197 workclass=Self-emp-not-inc 0.17874297163850603 2.0524951546328123 workclass=Self-emp-inc -0.10377794849862806 -0.439767619395924 workclass=Federal-gov 0.9653896805769948 -0.35548673741214587 workclass=Local-gov 0.5342689803892501 -1.0512125932801857 workclass=State-gov 0.30998296349643584 -0.291711154246342 workclass=Without-pay -0.5964334767965818 -0.6519374758151968 workclass=Never-worked 0.008939865346625926 0.5310167899216351 fnlwgt 0.3133487275243116 0.24540161172810537 education=Bachelors 0.4383469370098311 -0.22269485510552448 education=Some-college 1.2579633193089033 1.6171994338385853 education=11th 0.23173778486064367 -0.0020936111720211872 education=HS-grad 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0.38531088707811556 -0.8687872510251098 marital-status=Widowed 1.5415641906067687 -0.6994216044216153 marital-status=Married-spouse-absent -0.3012821340955077 -0.2626145243311408 marital-status=Married-AF-spouse -0.3298456617013104 0.6747811486177144 occupation=Tech-support -0.3840273226399856 -1.6785564652414555 occupation=Craft-repair 0.9020685558231863 0.7341115297983307 occupation=Other-service -0.13899084306014392 -0.40900201043527956 occupation=Sales -0.8066431572724126 -0.4327941085088638 occupation=Exec-managerial 0.06021765536164498 1.0394805689660753 occupation=Prof-specialty 0.9655619457780538 0.8250170509132765 occupation=Handlers-cleaners 0.15877529881255 -1.3446399102644284 occupation=Machine-op-inspct 0.2894550819471084 -0.47447240002622304 occupation=Adm-clerical 1.6657708514086202 0.9857855707611344 occupation=Farming-fishing 0.3453521103421066 -0.39588239269561293 occupation=Transport-moving 1.4902766518280772 0.25698420294063756 occupation=Priv-house-serv 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-0.09907325674236962 0.706865039302924 native-country=United-States -4.119374843859902 -0.786305176162981 native-country=Cambodia 0.5937516005332889 -1.6476676180683196 native-country=England 0.07763908676491962 -0.5509647711120557 native-country=Puerto-Rico -2.0517671232458747 -2.0950533328706764 native-country=Canada -0.7992269951073222 -0.2315219090667654 native-country=Germany 0.7636553435363491 -0.09926344192102601 native-country=Outlying-US(Guam-USVI-etc) 3.0269568515253376 1.1448324292090908 native-country=India 3.0271876850098405 1.1817082459606565 native-country=Japan 1.954683711234908 0.4604229488043816 native-country=Greece -2.41498775787902 -4.426946593240154 native-country=South 1.5974999036089654 1.823666628528099 native-country=China 1.1619199000120437 -0.4003557348153141 native-country=Cuba -2.486463386147415 -0.7408843833702123 native-country=Iran 1.0210608376817332 -0.5003228257800599 native-country=Honduras -0.7900478941642489 -0.9993658733763034 native-country=Philippines -1.0906161148567242 -0.8910884243026093 native-country=Italy 0.9602515686669849 -0.8453247492904353 native-country=Poland -2.4440752977736486 -0.475732442476492 native-country=Jamaica 1.3534891299288938 2.8581936870145306 native-country=Vietnam 1.3766203157585724 1.4655004932997269 native-country=Mexico -1.584196088926308 -0.5930044321802268 native-country=Portugal -1.4148714437348537 2.0449382279425596 native-country=Ireland -0.8338762460124166 -0.7742814970875926 native-country=France -0.29174315426154496 1.9996425560976305 native-country=Dominican-Republic 1.2542088157546882 -0.6315508726700546 native-country=Laos 0.7417123317033835 -0.9102412082846286 native-country=Ecuador 0.212033318948047 0.4761817662046965 native-country=Taiwan 2.5094309341547842 0.2868666690507882 native-country=Haiti 3.6414901787646903 -1.0490782543887052 native-country=Columbia 0.0039153825039664825 0.9077423264739664 native-country=Hungary -1.4285673088743165 0.5889920099208791 native-country=Guatemala 2.0268157054102716 0.41723432727256976 native-country=Nicaragua 0.5267013167958512 0.6718401279266483 native-country=Scotland 1.7076572940942583 0.6782083714726407 native-country=Thailand 1.2241888986348395 0.8931894440546099 native-country=Yugoslavia 0.09433186490803107 -0.6517825190781313 native-country=El-Salvador 0.9714368495272128 -0.5619254128111995 native-country=Trinadad&Tobago -0.012602504249838883 -1.952165488713693 native-country=Peru 0.37311354436254185 0.4205327561591914 native-country=Hong 1.179576993742805 0.0016236176220919332 native-country=Holand-Netherlands Hidden Weights: -4.270692242438445 4.2706922424384475 4.9080528855813945 -4.908052885581388 >50K <=50K Error sum for iteration 6600 = 714.3455352315192 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.48323691300290095 11.753260792735858 age 0.5682743105010428 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2.2485881996247357 relationship=Own-child 0.3777604724788907 -1.3429752785420792 relationship=Husband -0.7377450305361617 -0.37984878766075303 relationship=Not-in-family 0.47054380445849053 0.9622320498777023 relationship=Other-relative 0.10628638772977415 1.5820406240797216 relationship=Unmarried -0.6108964414193034 -0.6709450144953223 race=White -1.0466788414547228 -0.7386306724215799 race=Asian-Pac-Islander 0.7634455801894551 2.0852603926230584 race=Amer-Indian-Eskimo 3.8489524386750387 1.194892070537955 race=Other -0.6053495552281614 -1.3371605163100353 race=Black -0.05859048348641349 1.0125482999676503 sex -5.810780239401916 -0.22087062488645015 capital-gain -2.7637404970311583 -1.9553867832719185 capital-loss -2.9967066157251114 -1.694163122665062 hours-per-week -0.09365645512125602 0.7136230207998604 native-country=United-States -4.1340131369879805 -0.8016080136107986 native-country=Cambodia 0.5795026343161079 -1.698465345473395 native-country=England 0.08049946445646315 -0.5627079208074515 native-country=Puerto-Rico -2.041311845848379 -2.089004560297652 native-country=Canada -0.7864467624743998 -0.21264985008476753 native-country=Germany 0.7695447594018656 -0.10156214863623335 native-country=Outlying-US(Guam-USVI-etc) 3.0360445891136 1.176669531931919 native-country=India 3.039767509413032 1.1893846890139763 native-country=Japan 1.9617522795877906 0.46064925552238134 native-country=Greece -2.4500378949062815 -4.480153274367824 native-country=South 1.6019296243421108 1.853554157998891 native-country=China 1.1663978823939276 -0.40059780190830035 native-country=Cuba -2.4922746882083375 -0.7575874856600046 native-country=Iran 1.0278860363627516 -0.49665830052367743 native-country=Honduras -0.7890189762643408 -1.0076407178121467 native-country=Philippines -1.0772007942092376 -0.8558154816730554 native-country=Italy 0.966667434174178 -0.8414010488430946 native-country=Poland -2.4950381257310648 -0.5200749973673787 native-country=Jamaica 1.3538032312607664 2.886326105797243 native-country=Vietnam 1.3874013599596735 1.489764938183215 native-country=Mexico -1.6033817277275864 -0.5897836667622076 native-country=Portugal -1.4054335409517436 2.0650638479930694 native-country=Ireland -0.8385187038911757 -0.7742634264542866 native-country=France -0.2851402973548979 2.0067638194307693 native-country=Dominican-Republic 1.2476621725685293 -0.6247233469443975 native-country=Laos 0.7500584363449 -0.9076738819367257 native-country=Ecuador 0.21712769878640442 0.47206481951965673 native-country=Taiwan 2.522778761404356 0.28184848130897083 native-country=Haiti 3.640274480909634 -1.0452588109413248 native-country=Columbia 0.0040229681338364185 0.9073665317874686 native-country=Hungary -1.4294356107239974 0.5832525258179999 native-country=Guatemala 2.0377323019799314 0.41456097188934427 native-country=Nicaragua 0.5302664404406836 0.6714002258963928 native-country=Scotland 1.70482103390686 0.683208804577875 native-country=Thailand 1.231016307500449 0.8926052380383491 native-country=Yugoslavia 0.0772382770132062 -0.6859644963837151 native-country=El-Salvador 0.9723473660648007 -0.560522267107552 native-country=Trinadad&Tobago -0.013499993596843627 -1.9603459227807767 native-country=Peru 0.37329256838372815 0.4200487495464594 native-country=Hong 1.1796845793726571 0.0012478229356208714 native-country=Holand-Netherlands Hidden Weights: -4.270357934434432 4.27035793443443 4.933528285336803 -4.933528285336796 >50K <=50K Error sum for iteration 6700 = 713.8263739712098 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.47979168077210804 11.807555853615018 age 0.569533530203105 0.05784322119100093 workclass=Private 1.4623997988130943 1.1494518154772775 workclass=Self-emp-not-inc 0.17590522286386925 2.038877483815787 workclass=Self-emp-inc -0.10473300519908836 -0.4505085106117983 workclass=Federal-gov 0.9682617015197685 -0.3563957533201577 workclass=Local-gov 0.5336230199039832 -1.0608234348698395 workclass=State-gov 0.3109126418112457 -0.29240984331252035 workclass=Without-pay -0.5961883367373851 -0.652629751607698 workclass=Never-worked 0.016880759640992594 0.5487476309765827 fnlwgt 0.3153276106048124 0.26235571871559105 education=Bachelors 0.4381630261053867 -0.21346877778587986 education=Some-college 1.2446031695770994 1.6102959152754024 education=11th 0.23051055991489872 0.010488243092954272 education=HS-grad -0.35889019697365515 -1.0423778706651183 education=Prof-school 0.07370747329914339 -0.27593378970291915 education=Assoc-acdm 0.2508223332017674 -0.5076548767942695 education=Assoc-voc 0.3651836575394501 0.28399356879534626 education=9th 0.1362755817331473 1.0872913780573472 education=7th-8th 2.9005047433677795 1.7871392087103157 education=12th 0.1648211489386681 -0.2578147849259093 education=Masters 3.400084589654198 -0.047808607946036044 education=1st-4th 0.6434249477828599 0.7404567208969105 education=10th -1.5117845367488159 -2.738602353252036 education=Doctorate -1.8596708632521401 -1.5730804992377931 education=5th-6th 0.8168183955330413 0.6113031827042287 education=Preschool -3.2008988219201444 -0.5170028929548053 education-num -2.0643474385211182 1.8136386938437281 marital-status=Married-civ-spouse 1.1756594601460146 0.8688496872017141 marital-status=Divorced 1.3155503303504066 1.4310362884640402 marital-status=Never-married 0.25274139480274754 -0.163091813255035 marital-status=Separated 0.38046415413006685 -0.9095828507628742 marital-status=Widowed 1.5849891315027727 -0.6845267762761467 marital-status=Married-spouse-absent -0.31945002444493065 -0.23858515694441998 marital-status=Married-AF-spouse -0.32741515053665354 0.6856719741861148 occupation=Tech-support -0.3811769266749949 -1.6849255951968198 occupation=Craft-repair 0.9105184674150563 0.7662436388080965 occupation=Other-service -0.13736949010203078 -0.4069239228499165 occupation=Sales -0.8036735223765977 -0.4261638576821908 occupation=Exec-managerial 0.061231718088840106 1.0495614083920282 occupation=Prof-specialty 0.9423371943201873 0.7658492038808751 occupation=Handlers-cleaners 0.16228490110669766 -1.3442639400643732 occupation=Machine-op-inspct 0.29520474532196994 -0.45964047779504463 occupation=Adm-clerical 1.6624780832977992 0.9815699491320826 occupation=Farming-fishing 0.3456515177918497 -0.3971877764495092 occupation=Transport-moving 1.5044472354222935 0.2715518892281593 occupation=Priv-house-serv -0.2200282635287937 0.6523981331394346 occupation=Protective-serv -0.10937525155817603 -0.7736944441176029 occupation=Armed-Forces -0.9530762868525051 -1.7325868400190794 relationship=Wife 1.5211040205200719 2.258707751483904 relationship=Own-child 0.37803534205441874 -1.3531791752324347 relationship=Husband -0.7398047563490029 -0.38408261985489345 relationship=Not-in-family 0.47181347660474665 0.9613356375906464 relationship=Other-relative 0.10373236003656695 1.5877372342461264 relationship=Unmarried -0.613157097521459 -0.6791615576020662 race=White -1.0444986840878139 -0.7324138884310003 race=Asian-Pac-Islander 0.7599264736154204 2.096462892628404 race=Amer-Indian-Eskimo 3.8579189029414267 1.198750634136922 race=Other -0.6089282066041435 -1.3543360751764526 race=Black -0.0594394140681449 1.0125794681807208 sex -5.819903495965331 -0.2251487346464976 capital-gain -2.7642813246372984 -1.9646189751957541 capital-loss -2.9910196303465235 -1.6743681286756595 hours-per-week -0.08899021299585813 0.7191042346838682 native-country=United-States -4.148404605590371 -0.8166152919450459 native-country=Cambodia 0.5653591284577136 -1.7479347813818862 native-country=England 0.08314936338461508 -0.5744909265358676 native-country=Puerto-Rico -2.0312898545964253 -2.084349431817177 native-country=Canada -0.7743635587955559 -0.19507077347420532 native-country=Germany 0.7754644609562631 -0.10369070802297652 native-country=Outlying-US(Guam-USVI-etc) 3.0447294651802426 1.207734300173468 native-country=India 3.0521953822033603 1.1968032022106732 native-country=Japan 1.968668832475038 0.46097232809880895 native-country=Greece -2.483773296879003 -4.530736339481241 native-country=South 1.6060069220368476 1.8820072534692758 native-country=China 1.1711724033349444 -0.40107316429841167 native-country=Cuba -2.4988056303470496 -0.7741195328668875 native-country=Iran 1.0347596323549322 -0.4932753925049521 native-country=Honduras -0.7878352816851787 -1.0155215267741609 native-country=Philippines -1.06466892975723 -0.8212134777559266 native-country=Italy 0.9735566831279042 -0.8363187470582344 native-country=Poland -2.5431775509251695 -0.5587289414433956 native-country=Jamaica 1.3540469666006516 2.913963901992406 native-country=Vietnam 1.3977188489099115 1.5133731378658721 native-country=Mexico -1.6211564991489837 -0.586964573377822 native-country=Portugal -1.3964100599268345 2.084696004744188 native-country=Ireland -0.842985262611924 -0.7742173569816198 native-country=France -0.2791806088009414 2.01377794153939 native-country=Dominican-Republic 1.2411568139310878 -0.6177931634703514 native-country=Laos 0.7583927094373328 -0.9050042357312023 native-country=Ecuador 0.22197538150344395 0.4678814794343548 native-country=Taiwan 2.5358818163685224 0.2769755338654156 native-country=Haiti 3.639164637828577 -1.041393045708885 native-country=Columbia 0.004160522563146992 0.9070500506814652 native-country=Hungary -1.4303798792455176 0.577492549234337 native-country=Guatemala 2.0485268922947215 0.4120340334610511 native-country=Nicaragua 0.5338579136863003 0.6710212066808215 native-country=Scotland 1.701997136766976 0.688149181044815 native-country=Thailand 1.2378083202487216 0.8920815006166962 native-country=Yugoslavia 0.060711710591979134 -0.7197107174839216 native-country=El-Salvador 0.9733651625666455 -0.5591172152774492 native-country=Trinadad&Tobago -0.013902169553021182 -1.9688651164148454 native-country=Peru 0.37352597087833195 0.4195884755977513 native-country=Hong 1.1798221338019286 9.313418296087875E-4 native-country=Holand-Netherlands Hidden Weights: -4.269827303633985 4.269827303633984 4.958305163992496 -4.95830516399249 >50K <=50K Error sum for iteration 6800 = 713.2997000386824 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.47630734588810936 11.859793577914214 age 0.570866206357228 0.06156534891684587 workclass=Private 1.4634667184836292 1.1582137042148428 workclass=Self-emp-not-inc 0.17474655641513656 2.0325322956825174 workclass=Self-emp-inc -0.10532469208223845 -0.4556563994637026 workclass=Federal-gov 0.9695872586039254 -0.3571618762266088 workclass=Local-gov 0.5335989185279649 -1.0647616522293648 workclass=State-gov 0.3114180627530522 -0.29267831306842584 workclass=Without-pay -0.596024595461226 -0.6528952096439341 workclass=Never-worked 0.020207084171721887 0.5576009145909304 fnlwgt 0.31615738182656805 0.270603350754795 education=Bachelors 0.43786243135970365 -0.20957171316345535 education=Some-college 1.2384217086510034 1.607736052586992 education=11th 0.22982045913625393 0.016448661177389797 education=HS-grad -0.3569816376023649 -1.0460374946430167 education=Prof-school 0.06908894785039349 -0.2815975330723403 education=Assoc-acdm 0.24815407341887905 -0.5129468615458598 education=Assoc-voc 0.3583221219299198 0.26309858979965256 education=9th 0.13571915937256418 1.1168238033576512 education=7th-8th 2.913894271916321 1.8011583153459947 education=12th 0.1652611528798438 -0.25381086731420843 education=Masters 3.4158930784122385 -0.04818105012684344 education=1st-4th 0.6400535349361817 0.7477973250794112 education=10th -1.5126209475258927 -2.7509675285145416 education=Doctorate -1.8680128865034002 -1.6014101465545338 education=5th-6th 0.8227985808480879 0.6110684799012189 education=Preschool -3.205523450368316 -0.5170562248760828 education-num -2.0687221179368187 1.819877130709615 marital-status=Married-civ-spouse 1.1746283277552108 0.8661270652657963 marital-status=Divorced 1.3151047130221445 1.4324597550911422 marital-status=Never-married 0.25047589833497447 -0.17345021687909767 marital-status=Separated 0.37824885607694747 -0.929193350599078 marital-status=Widowed 1.6067943943857639 -0.6756389808130977 marital-status=Married-spouse-absent -0.32846694452953673 -0.22642520104779504 marital-status=Married-AF-spouse -0.32657793303050475 0.6902348169949062 occupation=Tech-support -0.3801458559280239 -1.689096536603556 occupation=Craft-repair 0.9141422125445425 0.7801858601784035 occupation=Other-service -0.13684269221191925 -0.4069061881974382 occupation=Sales -0.8026591852334501 -0.42438710478964436 occupation=Exec-managerial 0.06151838925161565 1.0536389868767506 occupation=Prof-specialty 0.9336415542844478 0.7440937685941237 occupation=Handlers-cleaners 0.1635923565354466 -1.3456753728915924 occupation=Machine-op-inspct 0.29765206682728707 -0.45379056616581265 occupation=Adm-clerical 1.6610636870120814 0.9788743542213456 occupation=Farming-fishing 0.3457597480044262 -0.3980645098213694 occupation=Transport-moving 1.511483736085853 0.27888194446995224 occupation=Priv-house-serv -0.22433999928954615 0.6397189198048069 occupation=Protective-serv -0.10957051878875164 -0.773502266856799 occupation=Armed-Forces -0.9498508400701632 -1.7376877995863058 relationship=Wife 1.522827989569354 2.2684421005187607 relationship=Own-child 0.378636575501225 -1.3627946253378316 relationship=Husband -0.741926628624036 -0.3880625110623222 relationship=Not-in-family 0.47324596285218573 0.9607862628102106 relationship=Other-relative 0.10116347465225435 1.593532148364352 relationship=Unmarried -0.6152794417709812 -0.6870507464185368 race=White -1.042747883048521 -0.727367798943565 race=Asian-Pac-Islander 0.7565865822574029 2.107470329544104 race=Amer-Indian-Eskimo 3.8666875016593387 1.202497126898457 race=Other -0.6118567341633043 -1.3696978599958063 race=Black -0.060249597649638616 1.0124946290456125 sex -5.82861323826227 -0.22894644458814914 capital-gain -2.7650108474319106 -1.9733130446040166 capital-loss -2.986097650800549 -1.6564468017463212 hours-per-week -0.08496066205452617 0.7235601552622173 native-country=United-States -4.16261466658082 -0.8313107881746761 native-country=Cambodia 0.5514515916983891 -1.7959657751684803 native-country=England 0.08556078750436091 -0.5862966622254381 native-country=Puerto-Rico -2.0219123111670436 -2.081018233735033 native-country=Canada -0.7630954620543994 -0.17883564438830335 native-country=Germany 0.7814115615455763 -0.10567431161459513 native-country=Outlying-US(Guam-USVI-etc) 3.0530459379776262 1.238031778304157 native-country=India 3.0644686253606412 1.2039668355102005 native-country=Japan 1.9753906226748668 0.4613810296521275 native-country=Greece -2.516329264045558 -4.5786801393363445 native-country=South 1.6097827420997157 1.9090840174876296 native-country=China 1.1761534808662284 -0.4018417261325718 native-country=Cuba -2.506025847048798 -0.7904978482190371 native-country=Iran 1.0416766896506648 -0.4901589683722151 native-country=Honduras -0.7865852533241833 -1.0230253817700994 native-country=Philippines -1.0530431998928265 -0.787319490226447 native-country=Italy 0.9808048515511636 -0.8303368667588976 native-country=Poland -2.5877796630731327 -0.5922148525973109 native-country=Jamaica 1.3542689896751956 2.941156428032376 native-country=Vietnam 1.4075708468946948 1.5363364060826155 native-country=Mexico -1.637631625282569 -0.5846007078308693 native-country=Portugal -1.3878509129063792 2.1038635676335744 native-country=Ireland -0.8472941724154999 -0.7741484632858167 native-country=France -0.27388732088094764 2.020697504710335 native-country=Dominican-Republic 1.2346919523901687 -0.6107761052679327 native-country=Laos 0.7667048197192863 -0.9022427504568054 native-country=Ecuador 0.22651622209495725 0.4636695316924032 native-country=Taiwan 2.5487420018729874 0.27224622985127506 native-country=Haiti 3.6381541927195964 -1.0374885469426707 native-country=Columbia 0.004324263839327555 0.906784592645229 native-country=Hungary -1.4314165883491539 0.5717184852688373 native-country=Guatemala 2.059196352813312 0.4096451055506039 native-country=Nicaragua 0.5374697835843252 0.6706947244350367 native-country=Scotland 1.6992389294598849 0.6930323580697236 native-country=Thailand 1.2445589803830546 0.8916098456423501 native-country=Yugoslavia 0.04473680722445833 -0.7529961240386135 native-country=El-Salvador 0.9744917779534704 -0.5577237856885044 native-country=Trinadad&Tobago -0.013905286870518233 -1.9777117329818803 native-country=Peru 0.37380868247959953 0.41914617923012587 native-country=Hong 1.1799858750781338 6.658837933727698E-4 native-country=Holand-Netherlands Hidden Weights: -4.269105915248954 4.2691059152489546 4.982348766056805 -4.982348766056801 >50K <=50K Error sum for iteration 6900 = 712.7682634092688 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4728519656838933 11.910117650926995 age 0.5722489385968454 0.06558926074672017 workclass=Private 1.4646081286012662 1.1665506917497075 workclass=Self-emp-not-inc 0.17373592222521425 2.026570477248928 workclass=Self-emp-inc -0.10596644075466877 -0.4606790418224217 workclass=Federal-gov 0.9708401210165838 -0.3581584670959094 workclass=Local-gov 0.5337304095846875 -1.0682519867903828 workclass=State-gov 0.31194497583788294 -0.29290359267326316 workclass=Without-pay -0.5958390603912851 -0.6531175940747567 workclass=Never-worked 0.02313341560784356 0.566316807726218 fnlwgt 0.31688069433491983 0.278631499729586 education=Bachelors 0.4374318531944109 -0.2061319228283535 education=Some-college 1.2326213518346472 1.6057483586479389 education=11th 0.22908843370191737 0.02219684904669544 education=HS-grad -0.35538514700190643 -1.0497912301969212 education=Prof-school 0.06498889340315718 -0.28625031009241625 education=Assoc-acdm 0.2456283329362551 -0.5177354269859281 education=Assoc-voc 0.3515681928637995 0.24255907966498713 education=9th 0.1350207003547706 1.1458234791232917 education=7th-8th 2.9277534525034663 1.8151049748789352 education=12th 0.16556761484729837 -0.25005177624509034 education=Masters 3.431375159541056 -0.048481599334816945 education=1st-4th 0.6369151711661646 0.7549647831473747 education=10th -1.5135177411417364 -2.7630135356913152 education=Doctorate -1.8764928793194688 -1.6296303550504245 education=5th-6th 0.8288401893661106 0.6109312889146463 education=Preschool -3.2100611014852505 -0.5167205432544316 education-num -2.07333405345219 1.8256729143165304 marital-status=Married-civ-spouse 1.1737980367158578 0.86316106957292 marital-status=Divorced 1.3148298304929382 1.4335460886216875 marital-status=Never-married 0.2484101413692192 -0.1834497216587222 marital-status=Separated 0.37620413814460496 -0.9482918544851027 marital-status=Widowed 1.6283718612975395 -0.6660155674680823 marital-status=Married-spouse-absent -0.3374338014101952 -0.2142024936342824 marital-status=Married-AF-spouse -0.3259661405229444 0.6942080467782616 occupation=Tech-support -0.37931990455473247 -1.6936517835609597 occupation=Craft-repair 0.9173657241976475 0.7927006044748325 occupation=Other-service -0.1364622500281983 -0.407352387003266 occupation=Sales -0.8019072932275658 -0.4233890189537766 occupation=Exec-managerial 0.06168781300314763 1.0572082550280915 occupation=Prof-specialty 0.9266486465924445 0.7266939255559883 occupation=Handlers-cleaners 0.16462660305827462 -1.3479634179060962 occupation=Machine-op-inspct 0.29984703214359126 -0.44879017074587224 occupation=Adm-clerical 1.6597823880821951 0.975829204866035 occupation=Farming-fishing 0.34583665987844747 -0.39908173395942764 occupation=Transport-moving 1.5184796539432186 0.2862263736897884 occupation=Priv-house-serv -0.22801137929952073 0.6298608364322826 occupation=Protective-serv -0.10980821566389186 -0.7731850863602524 occupation=Armed-Forces -0.9467204376076697 -1.7429473368498742 relationship=Wife 1.524630263122741 2.2777953885532045 relationship=Own-child 0.37952773436667697 -1.3718770234196398 relationship=Husband -0.7441346780193675 -0.39184430829980327 relationship=Not-in-family 0.4748034920762366 0.9605640921516843 relationship=Other-relative 0.09858765092134976 1.5994113815396196 relationship=Unmarried -0.6172596283843822 -0.6945300135874513 race=White -1.0413522526727654 -0.7233218840266206 race=Asian-Pac-Islander 0.7534619651557295 2.118281543234378 race=Amer-Indian-Eskimo 3.875265517216312 1.2061359725023508 race=Other -0.6143136204716309 -1.383605564638887 race=Black -0.061054902553489825 1.0122319774317268 sex -5.8369432584634575 -0.23229713018825124 capital-gain -2.765912607755719 -1.9814844978105248 capital-loss -2.9818613988617324 -1.6402409593629161 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native-country=Philippines -1.042306772258009 -0.7541529253086573 native-country=Italy 0.9883022589864603 -0.8236850111413516 native-country=Poland -2.6285129186307943 -0.6211436872195165 native-country=Jamaica 1.3545092763336617 2.967950847484561 native-country=Vietnam 1.4169732467697354 1.5586687609433727 native-country=Mexico -1.6529313213139145 -0.5826922341014293 native-country=Portugal -1.3797840776730073 2.122592368683636 native-country=Ireland -0.8514622489407639 -0.7740619280299279 native-country=France -0.26924310026119813 2.0275315954986155 native-country=Dominican-Republic 1.2282662398555373 -0.6036876319910253 native-country=Laos 0.7749854564080746 -0.8993996364843504 native-country=Ecuador 0.23070916814543618 0.45945696887640836 native-country=Taiwan 2.561362214783246 0.2676563784835845 native-country=Haiti 3.637236125697182 -1.0335528098695073 native-country=Columbia 0.00450979890927381 0.9065622082144065 native-country=Hungary -1.4325574281200384 0.5659335325227829 native-country=Guatemala 2.0697380123595743 0.40738551138565066 native-country=Nicaragua 0.5410957778949662 0.6704127677138888 native-country=Scotland 1.6965950720193346 0.6978604115339083 native-country=Thailand 1.2512630489207501 0.8911822209898093 native-country=Yugoslavia 0.029297039108813934 -0.785792776284502 native-country=El-Salvador 0.9757255076090788 -0.5563530043530198 native-country=Trinadad&Tobago -0.013605231138034026 -1.9868544038529994 native-country=Peru 0.3741348886185055 0.41871652382708313 native-country=Hong 1.1801714101479908 4.4349936253128193E-4 native-country=Holand-Netherlands Hidden Weights: -4.268210269693064 4.268210269693066 5.0056417527660075 -5.005641752766009 >50K <=50K Error sum for iteration 7000 = 712.2366366207576 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4694674361044248 11.958671925519287 age 0.5736612660423159 0.06980803491191377 workclass=Private 1.4658112987481193 1.174522047058698 workclass=Self-emp-not-inc 0.17285247613461688 2.021018105291302 workclass=Self-emp-inc -0.10663853653065067 -0.46557691574652615 workclass=Federal-gov 0.9720247916722058 -0.35937173979184533 workclass=Local-gov 0.5339859037303503 -1.071383357933166 workclass=State-gov 0.3124890425312092 -0.2930926331973244 workclass=Without-pay -0.5956361145765837 -0.6533038474594717 workclass=Never-worked 0.025709349838560047 0.5748397109892155 fnlwgt 0.3175010846276867 0.2864148004506859 education=Bachelors 0.4368816929520085 -0.2031183724640663 education=Some-college 1.2272033822363466 1.6043122325715558 education=11th 0.22831687168280224 0.027731176922614603 education=HS-grad -0.3540585007607757 -1.0536083157689076 education=Prof-school 0.06129930123728599 -0.2901509992966176 education=Assoc-acdm 0.24323006768006727 -0.5220937554632246 education=Assoc-voc 0.3449252402773099 0.22242636893326512 education=9th 0.1341774345392653 1.174279724573072 education=7th-8th 2.9420010049672816 1.8289818851954351 education=12th 0.16576397877857124 -0.24649271554016638 education=Masters 3.44652872207869 -0.048711961900550146 education=1st-4th 0.6339568437582923 0.761968087109511 education=10th -1.5144546873941145 -2.7746810269070648 education=Doctorate -1.8850561430072184 -1.657738014159327 education=5th-6th 0.8349386784841882 0.6108849612396797 education=Preschool -3.214529198582772 -0.516067699793563 education-num -2.0781327501732023 1.8310593551106435 marital-status=Married-civ-spouse 1.173173228637221 0.8599702233127857 marital-status=Divorced 1.3147254108520905 1.434336966297234 marital-status=Never-married 0.2465637830935645 -0.19309262944462985 marital-status=Separated 0.37434214411296424 -0.966892617771259 marital-status=Widowed 1.6495664978624383 -0.6558152694391429 marital-status=Married-spouse-absent -0.3463479740068359 -0.2019393935710453 marital-status=Married-AF-spouse -0.3255530886251748 0.6976119535387767 occupation=Tech-support -0.3786557533584169 -1.6984305288329062 occupation=Craft-repair 0.920213874521929 0.8038574337205568 occupation=Other-service -0.13619537967325582 -0.4081262077926105 occupation=Sales -0.8013728990007393 -0.4229992245205991 occupation=Exec-managerial 0.06176369715447756 1.0603632593263737 occupation=Prof-specialty 0.9211023985121904 0.7129367898402499 occupation=Handlers-cleaners 0.16542485270020804 -1.3509614255358668 occupation=Machine-op-inspct 0.30182181809129494 -0.4444957045304813 occupation=Adm-clerical 1.6586186512557946 0.9724683801791866 occupation=Farming-fishing 0.34588825877436224 -0.40020649911157974 occupation=Transport-moving 1.5254300220241135 0.2935745671641381 occupation=Priv-house-serv -0.2311335471668286 0.6223775491749631 occupation=Protective-serv -0.11008875968471678 -0.7727542687477117 occupation=Armed-Forces -0.9436839438397746 -1.748339077823471 relationship=Wife 1.526522869939603 2.2867842709636226 relationship=Own-child 0.38066801498965747 -1.3804836244263314 relationship=Husband -0.7464390695341412 -0.3954771540541481 relationship=Not-in-family 0.4764557480701856 0.9606573714788407 relationship=Other-relative 0.09601164664011735 1.6053528601511078 relationship=Unmarried -0.6191037926940223 -0.7015625401122723 race=White -1.040248051155966 -0.7201272352275341 race=Asian-Pac-Islander 0.7505679405678077 2.128897268287632 race=Amer-Indian-Eskimo 3.883660548055314 1.2096716468366966 race=Other -0.6164363683387074 -1.3963403803016434 race=Black -0.06187315629028543 1.0117682377567878 sex -5.844926721051965 -0.23522875729987974 capital-gain -2.766954302916959 -1.9891439133164905 capital-loss -2.9782248110344876 -1.6255817876421854 hours-per-week -0.07837542353956739 0.7302028708255371 native-country=United-States -4.190683698964384 -0.859717804313657 native-country=Cambodia 0.5246984174662287 -1.8875078616761312 native-country=England 0.08961652802086882 -0.6099465895312237 native-country=Puerto-Rico -2.005479833854598 -2.0778265950424957 native-country=Canada -0.7431664301762301 -0.15038395973245192 native-country=Germany 0.7933686593938392 -0.109287295118129 native-country=Outlying-US(Guam-USVI-etc) 3.0687000494020547 1.2963806050475193 native-country=India 3.088541244138731 1.2175542020440997 native-country=Japan 1.9881445196493472 0.4624144455186806 native-country=Greece -2.5783162714728856 -4.6668349853880535 native-country=South 1.6166204704826181 1.9593675099504513 native-country=China 1.1863994173486954 -0.40437170692885227 native-country=Cuba -2.5222743662161617 -0.8228497184142862 native-country=Iran 1.0556136703541719 -0.4846648408707506 native-country=Honduras -0.7841512203249347 -1.036947174386313 native-country=Philippines -1.0324160270546496 -0.7217197238874403 native-country=Italy 0.9959512733650067 -0.8165565993565689 native-country=Poland -2.6653391556886374 -0.646114144143977 native-country=Jamaica 1.3547973864449856 2.994390959698609 native-country=Vietnam 1.4259504697767458 1.580385668536873 native-country=Mexico -1.6671786121160417 -0.5812096873949044 native-country=Portugal -1.3722174818468749 2.1409048157070405 native-country=Ireland -0.8555043989380017 -0.7739622753726259 native-country=France -0.26520352654878604 2.03428697046067 native-country=Dominican-Republic 1.2218783352240534 -0.5965420477086881 native-country=Laos 0.7832266345063348 -0.8964840427294466 native-country=Ecuador 0.23453277391763191 0.4552622657765341 native-country=Taiwan 2.5737465283108074 0.2632005520100547 native-country=Haiti 3.636403560195503 -1.0295924645685433 native-country=Columbia 0.004712744723965694 0.9063759548296915 native-country=Hungary -1.4338103344965973 0.5601390375180533 native-country=Guatemala 2.080150036096743 0.40524708257600917 native-country=Nicaragua 0.5447299439769868 0.6701683294272838 native-country=Scotland 1.6941056647589203 0.7026352839925714 native-country=Thailand 1.2579163236527728 0.8907915779836362 native-country=Yugoslavia 0.014376883840442877 -0.8180719499306588 native-country=El-Salvador 0.9770628308298406 -0.555013347679891 native-country=Trinadad&Tobago -0.01309002476869831 -1.9962531378334758 native-country=Peru 0.37449878067940073 0.4182950748088527 native-country=Hong 1.1803743559626452 2.5724597784289045E-4 native-country=Holand-Netherlands Hidden Weights: -4.267163349145084 4.267163349145087 5.028181742853746 -5.028181742853746 >50K <=50K Error sum for iteration 7100 = 711.7076404911942 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4661768551451736 12.005589096958847 age 0.5750863375775425 0.07413917222834103 workclass=Private 1.4670611238586817 1.1821617795229955 workclass=Self-emp-not-inc 0.17207715832397297 2.0158845810255186 workclass=Self-emp-inc -0.10732438295893726 -0.47034534293593855 workclass=Federal-gov 0.9731468198735675 -0.3607756736848338 workclass=Local-gov 0.5343380058723504 -1.0742286557776044 workclass=State-gov 0.31304627534682006 -0.29325124837786154 workclass=Without-pay -0.5954197748721691 -0.6534597760323234 workclass=Never-worked 0.02798820429951905 0.5831382007084084 fnlwgt 0.31802479674874906 0.29394349708093814 education=Bachelors 0.4362236547688462 -0.2004947172490965 education=Some-college 1.2221508377188666 1.6034042718059267 education=11th 0.22750720283707776 0.03304970773197126 education=HS-grad -0.3529623551832735 -1.0574634835058216 education=Prof-school 0.05793677051206454 -0.2934887170556422 education=Assoc-acdm 0.24094359610248767 -0.5260931007253754 education=Assoc-voc 0.33839489723991967 0.20273915298008616 education=9th 0.1331948698116414 1.2021898795207284 education=7th-8th 2.9565496285451545 1.8427918041471203 education=12th 0.16586888583175832 -0.2431090198018885 education=Masters 3.4613546564367192 -0.0488741454794708 education=1st-4th 0.6311349676419625 0.7688136830602956 education=10th -1.5154102936733813 -2.7859413360978302 education=Doctorate -1.8936550391846823 -1.6857295766232279 education=5th-6th 0.8410900488887944 0.6109238899593037 education=Preschool -3.218938973399395 -0.5151631563604173 education-num -2.0830672325388244 1.8360732969163027 marital-status=Married-civ-spouse 1.1727473306977811 0.8565768820063144 marital-status=Divorced 1.3147853334288524 1.4348767967126481 marital-status=Never-married 0.24494214263640018 -0.20239005935995805 marital-status=Separated 0.3726669093713579 -0.9850104880391437 marital-status=Widowed 1.670268150889047 -0.6451828103561328 marital-status=Married-spouse-absent -0.35520719854070976 -0.18965591197802772 marital-status=Married-AF-spouse -0.3253118443121559 0.7004780819828558 occupation=Tech-support -0.37811575788753893 -1.7033100540189028 occupation=Craft-repair 0.9227201449597242 0.8137595842389121 occupation=Other-service -0.13601361772802426 -0.40911844690466936 occupation=Sales -0.8010142797485834 -0.42307549944098166 occupation=Exec-managerial 0.06176711579834369 1.0631857762070238 occupation=Prof-specialty 0.9167489049706337 0.7021595034439985 occupation=Handlers-cleaners 0.16602723562142666 -1.3545105610222263 occupation=Machine-op-inspct 0.30360765210584645 -0.44078078483224925 occupation=Adm-clerical 1.6575579616731142 0.968826572636653 occupation=Farming-fishing 0.3459227675275529 -0.40139840874290245 occupation=Transport-moving 1.5323309269153944 0.30091756730599706 occupation=Priv-house-serv -0.23379015408014556 0.6168709188639286 occupation=Protective-serv -0.11041343679392046 -0.7722186044474946 occupation=Armed-Forces -0.9407385742709727 -1.7538402669212105 relationship=Wife 1.528504107311901 2.295432967225748 relationship=Own-child 0.38201607280094996 -1.3886708121989166 relationship=Husband -0.7488387256824331 -0.3990000964115971 relationship=Not-in-family 0.4781794695421119 0.9610585221983569 relationship=Other-relative 0.09344167242546907 1.6113313323774545 relationship=Unmarried -0.6208226397327614 -0.7081418122563209 race=White -1.039384003078353 -0.7176600033764429 race=Asian-Pac-Islander 0.7479036311778979 2.1393201799744266 race=Amer-Indian-Eskimo 3.8918801679114083 1.2131088183131362 race=Other -0.6183244636866796 -1.4081154946186276 race=Black -0.06271107786737114 1.0111058169156577 sex -5.852594036288977 -0.2377658100145247 capital-gain -2.7680977081024527 -1.996300968329948 capital-loss -2.975104300614386 -1.6123042937056278 hours-per-week -0.07564146923465352 0.7326827700300187 native-country=United-States -4.204604342160918 -0.8734176253153525 native-country=Cambodia 0.5119621984336626 -1.9309947852672047 native-country=England 0.09125820827321732 -0.6217889312234731 native-country=Puerto-Rico -1.998444528794336 -2.0776814859837356 native-country=Canada -0.7344780398215659 -0.13808983732624103 native-country=Germany 0.799368018392425 -0.11094731723583189 native-country=Outlying-US(Guam-USVI-etc) 3.0760908232519943 1.3244714551328118 native-country=India 3.1003369280109694 1.2239951438418808 native-country=Japan 1.9941503960571143 0.46302169170409374 native-country=Greece -2.607902163483901 -4.707234117299814 native-country=South 1.6197591213037357 1.982707939402739 native-country=China 1.1915239473936698 -0.40614900633110423 native-country=Cuba -2.5311383667542926 -0.8388427590679347 native-country=Iran 1.062618198192379 -0.48225672027330124 native-country=Honduras -0.7830524957095476 -1.0433853509613844 native-country=Philippines -1.023312019279023 -0.6900159026662052 native-country=Italy 1.0036690049945531 -0.8091087129535709 native-country=Poland -2.698417575557979 -0.6676691206118257 native-country=Jamaica 1.3551530452237313 3.0205164647229363 native-country=Vietnam 1.4345292265006415 1.6015030951109628 native-country=Mexico -1.6804874967424803 -0.5801104772814584 native-country=Portugal -1.3651430729265137 2.15881999497287 native-country=Ireland -0.8594335258036373 -0.7738532073642002 native-country=France -0.2617092784297342 2.0409688905619165 native-country=Dominican-Republic 1.2155272305014961 -0.5893522784093362 native-country=Laos 0.7914217246792713 -0.893503857397983 native-country=Ecuador 0.2379823668516436 0.45109627517682943 native-country=Taiwan 2.585900054421182 0.25887286580292534 native-country=Haiti 3.635650130639609 -1.0256130585919048 native-country=Columbia 0.004929084428351849 0.9062200262568397 native-country=Hungary -1.4351804715809073 0.5543354133283778 native-country=Guatemala 2.090431526841609 0.4032224001560146 native-country=Nicaragua 0.5483669837102434 0.6699555392129273 native-country=Scotland 1.6918008732291352 0.7073590000205671 native-country=Thailand 1.2645156775318684 0.8904320054902118 native-country=Yugoslavia -3.751480041304877E-5 -0.8498059057677305 native-country=El-Salvador 0.9784993952675752 -0.5537111079125611 native-country=Trinadad&Tobago -0.012436145228303485 -2.005867058754254 native-country=Peru 0.37489498853790537 0.4178783362787222 native-country=Hong 1.1805906956669594 1.0131740500828725E-4 native-country=Holand-Netherlands Hidden Weights: -4.265990817342001 4.265990817342 5.0499779622527505 -5.049977962252751 >50K <=50K Error sum for iteration 7200 = 711.1832548988576 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.46299060978609646 12.050986779501246 age 0.5765107992781101 0.07852060182118453 workclass=Private 1.4683424017864797 1.1894870324797056 workclass=Self-emp-not-inc 0.17139350052509514 2.0111673246064306 workclass=Self-emp-inc -0.10801096444354494 -0.4749780201704355 workclass=Federal-gov 0.9742119811824627 -0.3623387991771113 workclass=Local-gov 0.5347641264573392 -1.0768449104106623 workclass=State-gov 0.31361320596380365 -0.29338421425130085 workclass=Without-pay -0.5951935273484551 -0.6535901491724955 workclass=Never-worked 0.030019267657491012 0.5911983059479817 fnlwgt 0.3184601544507722 0.301219414666711 education=Bachelors 0.435469998961157 -0.1982229361990898 education=Some-college 1.217436439132241 1.6029984286448404 education=11th 0.22666094782467933 0.03815218219866049 education=HS-grad -0.35206162213621744 -1.061337191572086 education=Prof-school 0.05483837068301277 -0.29639993826408667 education=Assoc-acdm 0.2387545080844168 -0.5297974033176788 education=Assoc-voc 0.3319780617713485 0.18352515608073416 education=9th 0.1320833793902023 1.2295561478183359 education=7th-8th 2.971312431837809 1.856537224420308 education=12th 0.16589749209562188 -0.23988757845237738 education=Masters 3.475856640600889 -0.04897068075628036 education=1st-4th 0.6284158075797514 0.7755058672451438 education=10th -1.5163657918880664 -2.7967888382624073 education=Doctorate -1.9022505083621568 -1.7136004433673242 education=5th-6th 0.8472907555864228 0.6110434235003376 education=Preschool -3.2232973745439573 -0.5140641200277987 education-num -2.0880894380319845 1.8407524910818112 marital-status=Married-civ-spouse 1.1725072499334819 0.8530063955654574 marital-status=Divorced 1.314999573025737 1.4352073090277082 marital-status=Never-married 0.24354065944165884 -0.21135756936687466 marital-status=Separated 0.37117618510519274 -1.0026598228286443 marital-status=Widowed 1.6904041257219962 -0.6342465876873771 marital-status=Married-spouse-absent -0.3640092063965848 -0.17737010699269684 marital-status=Married-AF-spouse -0.325217231982046 0.7028447509923733 occupation=Tech-support -0.3776689631052408 -1.7082005196865273 occupation=Craft-repair 0.9249209638852943 0.8225260494488902 occupation=Other-service -0.1358937769715004 -0.41024529796151504 occupation=Sales -0.8007954825024594 -0.42350485429473916 occupation=Exec-managerial 0.061715666729895265 1.0657443148965138 occupation=Prof-specialty 0.9133591309620221 0.6937813404537556 occupation=Handlers-cleaners 0.16647154633413871 -1.3584706737796521 occupation=Machine-op-inspct 0.3052324482980421 -0.4375395061550375 occupation=Adm-clerical 1.656587150299583 0.9649383440745143 occupation=Farming-fishing 0.3459485461106758 -0.40261681830859597 occupation=Transport-moving 1.5391794479807528 0.30824794341345074 occupation=Priv-house-serv -0.23605472441061995 0.6129974369150679 occupation=Protective-serv -0.11078365708502778 -0.7715850738224925 occupation=Armed-Forces -0.9378813021889815 -1.7594317781593314 relationship=Wife 1.5305640703197505 2.303769093893325 relationship=Own-child 0.38353260958690527 -1.3964922215556883 relationship=Husband -0.7513248830860902 -0.40244205080192014 relationship=Not-in-family 0.47995736010618845 0.9617614900129705 relationship=Other-relative 0.09088363272138336 1.6173218889180994 relationship=Unmarried -0.622428211412744 -0.7142797081289909 race=White -1.0387199717394877 -0.7158187131176407 race=Asian-Pac-Islander 0.7454573573276182 2.149554525139347 race=Amer-Indian-Eskimo 3.899931720141799 1.2164523003239083 race=Other -0.6200469839173327 -1.4190915670027582 race=Black -0.06356854965873597 1.0102625073451774 sex -5.859971865373587 -0.2399307336360396 capital-gain -2.7693048632671684 -2.002966328106177 capital-loss -2.972423771222829 -1.600255228104013 hours-per-week -0.07319001947685015 0.7347381358039272 native-country=United-States -4.21847038068459 -0.8867824034642316 native-country=Cambodia 0.49969193630155007 -1.9729765053693258 native-country=England 0.09265072848629642 -0.6336467941688414 native-country=Puerto-Rico -1.99213646013436 -2.078319086719477 native-country=Canada -0.7265802668057044 -0.12700266141082353 native-country=Germany 0.8053745608452518 -0.112524857660397 native-country=Outlying-US(Guam-USVI-etc) 3.0832192506145577 1.3518703468881197 native-country=India 3.1119708037000806 1.2302143490500488 native-country=Japan 1.999904032221024 0.46367957831756446 native-country=Greece -2.6366280193167237 -4.745345259514355 native-country=South 1.622748457463543 2.0049358828265076 native-country=China 1.196577149949984 -0.40826234584254995 native-country=Cuba -2.540380991007936 -0.8547208151112844 native-country=Iran 1.0696364091912913 -0.4800547633455411 native-country=Honduras -0.782062645644504 -1.0494900877613453 native-country=Philippines -1.0149291241830625 -0.6590303086955545 native-country=Italy 1.0113873745059963 -0.8014654230973697 native-country=Poland -2.728023420367755 -0.6862841741827049 native-country=Jamaica 1.3555877929062286 3.046362696272266 native-country=Vietnam 1.4427351156244939 1.6220368966445804 native-country=Mexico -1.6929596480188804 -0.5793487965580392 native-country=Portugal -1.3585413859074311 2.1763541239798396 native-country=Ireland -0.8632606413130258 -0.77373765979066 native-country=France -0.25869537483028504 2.0475817030544534 native-country=Dominican-Republic 1.2092124016776749 -0.5821299281127008 native-country=Laos 0.7995653449810767 -0.8904657789792366 native-country=Ecuador 0.24106603552509695 0.4469645078272709 native-country=Taiwan 2.5978286819235237 0.25466740226675033 native-country=Haiti 3.634970128938327 -1.0216190972935753 native-country=Columbia 0.005155331952070633 0.9060896531166677 native-country=Hungary -1.4366710401244565 0.5485227404908013 native-country=Guatemala 2.100582473507236 0.40130479513076867 native-country=Nicaragua 0.552002380380977 0.6697695658060263 native-country=Scotland 1.689701174310184 0.7120336882614053 native-country=Thailand 1.271058956759488 0.8900986346296986 native-country=Yugoslavia -0.013958393110000276 -0.8809691382233464 native-country=El-Salvador 0.9800306079124306 -0.5524508331562975 native-country=Trinadad&Tobago -0.011707572988266867 -2.015658828314035 native-country=Peru 0.3753187817336803 0.41746361888357486 native-country=Hong 1.180816943190685 -2.9055735166796433E-5 native-country=Holand-Netherlands Hidden Weights: -4.26471820018104 4.264718200181037 5.07104798846133 -5.07104798846133 >50K <=50K Error sum for iteration 7300 = 710.6654746612758 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4599108644116572 12.094967413361735 age 0.5779243663155123 0.08290632932678489 workclass=Private 1.4696411611803037 1.1965051450563602 workclass=Self-emp-not-inc 0.17078768230174982 2.0068553856152005 workclass=Self-emp-inc -0.10868849304009894 -0.4794687377945386 workclass=Federal-gov 0.9752258806508118 -0.36402847370188074 workclass=Local-gov 0.5352461662745771 -1.0792759329568673 workclass=State-gov 0.3141869311809404 -0.2934954346580213 workclass=Without-pay -0.5949602844075089 -0.6536988647732259 workclass=Never-worked 0.03184466059470645 0.5990179940042618 fnlwgt 0.31881673489490214 0.3082521759307805 education=Bachelors 0.4346329908485397 -0.1962655574257874 education=Some-college 1.2130285052174983 1.603066363470121 education=11th 0.22578009304152272 0.043040554467158716 education=HS-grad -0.351325803200082 -1.0652150558722517 education=Prof-school 0.05195690294003304 -0.29898321834293945 education=Assoc-acdm 0.23665049588353657 -0.5332611548988705 education=Assoc-voc 0.3256754049239079 0.16480298216594308 education=9th 0.13085564892588772 1.2563835920230755 education=7th-8th 2.986207522890452 1.8702201112984886 education=12th 0.16586242234960227 -0.23682107439491207 education=Masters 3.4900406268700217 -0.04900460551924283 education=1st-4th 0.6257742976573335 0.7820473168021373 education=10th -1.5173068173726487 -2.8072335293043658 education=Doctorate -1.9108117215085276 -1.7413449411110424 education=5th-6th 0.8535375918324449 0.6112397006783324 education=Preschool -3.227608707670036 -0.5128191029408901 education-num -2.0931563756924643 1.8451340632832431 marital-status=Married-civ-spouse 1.172436645858685 0.8492854559013341 marital-status=Divorced 1.3153558809600476 1.43536516684304 marital-status=Never-married 0.2423484847443806 -0.22001276498335556 marital-status=Separated 0.36986331695848007 -1.0198541064512916 marital-status=Widowed 1.7099313693015614 -0.6231179862945837 marital-status=Married-spouse-absent -0.3727515292170029 -0.16509845350983712 marital-status=Married-AF-spouse -0.3252467038567538 0.7047534313459712 occupation=Tech-support -0.37729073441121247 -1.7130384193116983 occupation=Craft-repair 0.9268523329178691 0.8302793478869879 occupation=Other-service -0.13581770967977996 -0.4114446186434684 occupation=Sales -0.8006868061266403 -0.4242000946412455 occupation=Exec-managerial 0.06162355300831653 1.0680950730014216 occupation=Prof-specialty 0.9107371161968828 0.6873117424208245 occupation=Handlers-cleaners 0.16679081670668786 -1.3627242763814622 occupation=Machine-op-inspct 0.30672012174070484 -0.43468568841793775 occupation=Adm-clerical 1.6556946115293605 0.9608373155604554 occupation=Farming-fishing 0.3459730721034894 -0.4038250225349845 occupation=Transport-moving 1.5459735238207097 0.31555958622782104 occupation=Priv-house-serv -0.2379902303974469 0.6104667487860135 occupation=Protective-serv -0.11120055430813795 -0.7708594323286226 occupation=Armed-Forces -0.9351094906860604 -1.7650979549867771 relationship=Wife 1.5326888545557515 2.311820715923553 relationship=Own-child 0.38518193738599044 -1.4039975325531653 relationship=Husband -0.753884360528905 -0.4058232337524449 relationship=Not-in-family 0.48177682533595273 0.9627602368239013 relationship=Other-relative 0.08834312256948947 1.6233021724422398 relationship=Unmarried -0.6239322637743904 -0.7199984505927546 race=White -1.0382246709435818 -0.714519930799724 race=Asian-Pac-Islander 0.7432113490966461 2.1596056507404966 race=Amer-Indian-Eskimo 3.9078222170332753 1.219706951508411 race=Other -0.6216505627798163 -1.4293906864519255 race=Black -0.06444174132314281 1.0092641409785374 sex -5.867082925054136 -0.24174485259157652 capital-gain -2.770541442651534 -2.0091524023833776 capital-loss -2.97011673014111 -1.5892966609133785 hours-per-week -0.07097185755352212 0.736440267919866 native-country=United-States -4.232286603898686 -0.8998180307571688 native-country=Cambodia 0.487898889509738 -2.0134823665711616 native-country=England 0.09380445383158789 -0.6455251068304569 native-country=Puerto-Rico -1.9864833185041828 -2.079615004985491 native-country=Canada -0.7194135488298804 -0.11704939273998247 native-country=Germany 0.8113839143401117 -0.1140282925048468 native-country=Outlying-US(Guam-USVI-etc) 3.0901024223336773 1.3786011606157151 native-country=India 3.1234426249604628 1.236222535506473 native-country=Japan 2.0054080243566745 0.46438203462201977 native-country=Greece -2.6645401080001565 -4.781304795366404 native-country=South 1.6256077772519049 2.0261154781974815 native-country=China 1.2015196614369548 -0.41070099049414666 native-country=Cuba -2.5499212235367574 -0.8704849411272687 native-country=Iran 1.0766609252171258 -0.47804481147546374 native-country=Honduras -0.7811893299704638 -1.0552744603215802 native-country=Philippines -1.0072008418956646 -0.6287467027944088 native-country=Italy 1.0190519080487657 -0.7937225359717223 native-country=Poland -2.7544876457893204 -0.7023701181340453 native-country=Jamaica 1.356106884303803 3.071960705378757 native-country=Vietnam 1.4505911694382017 1.6420024760752894 native-country=Mexico -1.7046838285737245 -0.578880829194929 native-country=Portugal -1.3523856775369345 2.19352115623619 native-country=Ireland -0.8669950712362505 -0.7736179254708196 native-country=France -0.2560973700725357 2.0541292324787723 native-country=Dominican-Republic 1.202933848480573 -0.5748854316644973 native-country=Laos 0.8076531990183059 -0.8873754786981803 native-country=Ecuador 0.2438006850238772 0.4428691381152207 native-country=Taiwan 2.609538803344279 0.25057843228307675 native-country=Haiti 3.634358522999502 -1.0176141750631218 native-country=Columbia 0.005388574893010014 0.9059809375159372 native-country=Hungary -1.4382838919674157 0.5427011500965597 native-country=Guatemala 2.1106036301504862 0.39948826774202656 native-country=Nicaragua 0.5556324005513231 0.6696064526628244 native-country=Scotland 1.6878184520501498 0.7166615381664849 native-country=Thailand 1.2775448256768633 0.8897874764155635 native-country=Yugoslavia -0.027396681357692892 -0.911539132906471 native-country=El-Salvador 0.981651945224173 -0.5512357089476159 native-country=Trinadad&Tobago -0.010956478999807286 -2.025596660241792 native-country=Peru 0.37576612394486103 0.41704887587735234 native-country=Hong 1.1810501861315705 -1.3777133590036066E-4 native-country=Holand-Netherlands Hidden Weights: -4.263369082238819 4.263369082238819 5.091415008173585 -5.091415008173587 >50K <=50K Error sum for iteration 7400 = 710.1559622887025 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4569346919275552 12.137619813078357 age 0.5793193066091277 0.08726261962655979 workclass=Private 1.4709453062166333 1.203218781262894 workclass=Self-emp-not-inc 0.17024826074447474 2.0029321632425274 workclass=Self-emp-inc -0.10934979390854924 -0.4838121012462887 workclass=Federal-gov 0.9761937784269453 -0.36581339860345524 workclass=Local-gov 0.5357698459030551 -1.0815553876883819 workclass=State-gov 0.3147650889757663 -0.29358810411143643 workclass=Without-pay -0.5947224112005725 -0.6537891120002131 workclass=Never-worked 0.03349884984179366 0.606602920584189 fnlwgt 0.31910457912954926 0.3150560579411429 education=Bachelors 0.43372449029516835 -0.1945869493288028 education=Some-college 1.208894798726587 1.6035779708024405 education=11th 0.2248671083106644 0.04771885493551309 education=HS-grad -0.3507288124196244 -1.0690869499638749 education=Prof-school 0.04925684232055247 -0.3013102239032507 education=Assoc-acdm 0.23462149226771722 -0.5365292302848154 education=Assoc-voc 0.3194875500483879 0.14658390587044345 education=9th 0.12952496419697512 1.2826789074618397 education=7th-8th 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-1.4112318357250668 relationship=Husband -0.7565020740547875 -0.4091569958264675 relationship=Not-in-family 0.4836288029630491 0.9640480446334099 relationship=Other-relative 0.0858253208443906 1.6292535319133055 relationship=Unmarried -0.6253455900575098 -0.7253254851152171 race=White -1.0378734807010637 -0.7136942291218156 race=Asian-Pac-Islander 0.741145254257013 2.169479573868991 race=Amer-Indian-Eskimo 3.9155583064323762 1.222877580005702 race=Other -0.6231660696087544 -1.4391071191838152 race=Black -0.06532516572021688 1.008139737299061 sex -5.873946266312572 -0.24322887825084727 capital-gain -2.771778259681267 -2.0148735263002986 capital-loss -2.968126634876236 -1.579306928205002 hours-per-week -0.06894876529591344 0.7378440826416007 native-country=United-States -4.24605172901476 -0.9125334775386019 native-country=Cambodia 0.47658464565342973 -2.0525499677722348 native-country=England 0.09473112862835137 -0.6574293833345408 native-country=Puerto-Rico -1.9814063125905372 -2.0814589194556214 native-country=Canada -0.712915295348392 -0.10815236524349783 native-country=Germany 0.8173922862466517 -0.11546423171011888 native-country=Outlying-US(Guam-USVI-etc) 3.0967549490136292 1.404687623262893 native-country=India 3.1347527178000156 1.2420304757500946 native-country=Japan 2.0106680395091794 0.46512377339657796 native-country=Greece -2.69167821802142 -4.815250820286953 native-country=South 1.6283510653891589 2.0463083298483684 native-country=China 1.2063222427632374 -0.41345159233329926 native-country=Cuba -2.559685629879065 -0.8861333918208335 native-country=Iran 1.0836848387597764 -0.4762134027334104 native-country=Honduras -0.7804324459641858 -1.0607528177778724 native-country=Philippines -1.0000633230062448 -0.5991453286894558 native-country=Italy 1.0266200414122773 -0.7859525700167848 native-country=Poland -2.778156218100216 -0.7162803888326371 native-country=Jamaica 1.356711032639723 3.097337556188355 native-country=Vietnam 1.4581175183714805 1.6614146141964528 native-country=Mexico -1.7157366987272153 -0.5786670432823775 native-country=Portugal -1.3466452519482863 2.2103333848054705 native-country=Ireland -0.8706446900428652 -0.7734957803257229 native-country=France -0.2538550494468665 2.0606150284810374 native-country=Dominican-Republic 1.196692071028344 -0.5676282227591043 native-country=Laos 0.8156819055530684 -0.8842377736625063 native-country=Ecuador 0.24620870838492406 0.4388105137920174 native-country=Taiwan 2.621037080916456 0.2466005237710706 native-country=Haiti 3.6338109091674644 -1.0136011216411558 native-country=Columbia 0.005626448099920733 0.9058906902889501 native-country=Hungary -1.4400199744133246 0.5368710586159332 native-country=Guatemala 2.12049637328795 0.3977673936300099 native-country=Nicaragua 0.5592540296202706 0.6694629556306779 native-country=Scotland 1.6861574308925027 0.7212447462342606 native-country=Thailand 1.283972604633008 0.889495260733368 native-country=Yugoslavia -0.04036237645377523 -0.9414967448157213 native-country=El-Salvador 0.9833590875853047 -0.5500678539289942 native-country=Trinadad&Tobago -0.010224718660307393 -2.0356548149950093 native-country=Peru 0.376233644152923 0.41663255843784447 native-country=Hong 1.181288059338483 -2.2801856287063047E-4 native-country=Holand-Netherlands Hidden Weights: -4.261964162684227 4.261964162684223 5.111105685327093 -5.1111056853271 >50K <=50K Error sum for iteration 7500 = 709.6560790685579 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4540561898471417 12.17902120546102 age 0.5806899413706829 0.09156493078527407 workclass=Private 1.4722448147092992 1.2096292559668884 workclass=Self-emp-not-inc 0.16976579821054746 1.9993774435979754 workclass=Self-emp-inc -0.10998969213455743 -0.4880037607704818 workclass=Federal-gov 0.9771205206157637 -0.3676649806560088 workclass=Local-gov 0.5363239859387097 -1.0837094373000622 workclass=State-gov 0.3153457998736476 -0.29366484641367024 workclass=Without-pay -0.5944817861594827 -0.6538635098184001 workclass=Never-worked 0.03500941103105942 0.6139633115069658 fnlwgt 0.3193335661321565 0.321647615305114 education=Bachelors 0.4327556653996018 -0.1931540035440187 education=Some-college 1.2050047311481764 1.6045019926828643 education=11th 0.22392482033991704 0.052192816142259964 education=HS-grad -0.3502485725610087 -1.0729460661490124 education=Prof-school 0.04671120989062653 -0.3034335530465954 education=Assoc-acdm 0.23265945644224229 -0.5396377214343483 education=Assoc-voc 0.3134150816583205 0.1288734653615453 education=9th 0.12810416982942097 1.308449695217689 education=7th-8th 3.016107624491131 1.8974027426061875 education=12th 0.16564250051087545 -0.2311339863760673 education=Masters 3.517486276375414 -0.04889841011555545 education=1st-4th 0.6206572515111807 0.7946836690233271 education=10th -1.5191104661400652 -2.826997779381935 education=Doctorate -1.927742335032953 -1.7964283066979623 education=5th-6th 0.8661578741520977 0.6118500092895353 education=Preschool -3.236100679375876 -0.5100444913363188 education-num -2.103283399164084 1.8531448368696617 marital-status=Married-civ-spouse 1.1727342497591844 0.8414965607184416 marital-status=Divorced 1.3164419604229929 1.4352817279347514 marital-status=Never-married 0.24053246029413694 -0.23645979388031996 marital-status=Separated 0.3677319473884251 -1.0529270486670168 marital-status=Widowed 1.7470938417692345 -0.6006472960695484 marital-status=Married-spouse-absent -0.3900457938359393 -0.1406572877945233 marital-status=Married-AF-spouse -0.3256019533201074 0.7073633473340196 occupation=Tech-support -0.3766676404950719 -1.7223985100817354 occupation=Craft-repair 0.9300385724191309 0.8432117609083759 occupation=Other-service -0.13574513103028318 -0.41389564332456286 occupation=Sales -0.8007089476667202 -0.4261395582227175 occupation=Exec-managerial 0.06135993420376852 1.0723468372467626 occupation=Prof-specialty 0.907177539758945 0.6785564176765316 occupation=Handlers-cleaners 0.16715924171990015 -1.3717525349216004 occupation=Machine-op-inspct 0.3093608173671196 -0.4298792493423611 occupation=Adm-clerical 1.6541061028979136 0.9521233003070495 occupation=Farming-fishing 0.3460417757329906 -0.40609446514998543 occupation=Transport-moving 1.5593934833332823 0.3301076199077704 occupation=Priv-house-serv -0.24107784525446607 0.608505232733507 occupation=Protective-serv -0.11217657896584815 -0.7691510530943471 occupation=Armed-Forces -0.9298142551625757 -1.776607271901931 relationship=Wife 1.5370728837773922 2.327174907820445 relationship=Own-child 0.38875832573991503 -1.4182354428005055 relationship=Husband -0.7591627552716991 -0.41245155220477187 relationship=Not-in-family 0.4855067920067558 0.9656173137942987 relationship=Other-relative 0.08333487301458795 1.6351614185578618 relationship=Unmarried -0.6266778257900297 -0.7302903094521306 race=White -1.037646700378373 -0.7132830087103014 race=Asian-Pac-Islander 0.7392384628362905 2.1791826410104123 race=Amer-Indian-Eskimo 3.9231462758605127 1.2259688689294725 race=Other -0.6246136666720153 -1.4483150429599996 race=Black -0.06621292129586379 1.006918501258124 sex -5.8805777797772 -0.24440314182476944 capital-gain -2.7729916370062195 -2.020145847361165 capital-loss -2.966406272819089 -1.5701801071633275 hours-per-week -0.06709089799133475 0.7389929286728383 native-country=United-States -4.259760418041813 -0.9249398408932039 native-country=Cambodia 0.46574406191024925 -2.0902225778767223 native-country=England 0.09544286190182112 -0.6693652280954344 native-country=Puerto-Rico -1.9768278006548772 -2.0837548452634045 native-country=Canada -0.7070238351162015 -0.10023235684766822 native-country=Germany 0.823396429731958 -0.11683791903394479 native-country=Outlying-US(Guam-USVI-etc) 3.103189672010294 1.4301528394178977 native-country=India 3.145901905322071 1.2476487482250451 native-country=Japan 2.0156917190866785 0.4659001589120681 native-country=Greece -2.718077579798238 -4.847318610204875 native-country=South 1.6309883903801736 2.065573083324406 native-country=China 1.2109640758973814 -0.41649949861818614 native-country=Cuba -2.5696095156260874 -0.9016621357599104 native-country=Iran 1.0907017617093469 -0.4745478118671425 native-country=Honduras -0.7797869045425027 -1.0659404423001497 native-country=Philippines -0.9934572674847277 -0.5702040994249115 native-country=Italy 1.034059335253915 -0.7782093650722984 native-country=Poland -2.799364931739231 -0.7283190677646638 native-country=Jamaica 1.3573978497300854 3.122516723887166 native-country=Vietnam 1.4653316021967497 1.6802873985834306 native-country=Mexico -1.7261841980846042 -0.5786728590813425 native-country=Portugal -1.3412879247947616 2.2268019592085064 native-country=Ireland -0.8742161501188678 -0.7733725912398065 native-country=France -0.251914310602108 2.067042509538869 native-country=Dominican-Republic 1.1904880153942758 -0.5603668872252997 native-country=Laos 0.8236488407678885 -0.8810567811345233 native-country=Ecuador 0.2483154180906316 0.43478817820485166 native-country=Taiwan 2.6323302660741237 0.24272858663220281 native-country=Haiti 3.6333234362566005 -1.009582135439428 native-country=Columbia 0.00586707314103153 0.905816292470763 native-country=Hungary -1.441879639489086 0.5310333013582389 native-country=Guatemala 2.1302625626042486 0.39613723983306376 native-country=Nicaragua 0.5628648786096615 0.6693364045070463 native-country=Scotland 1.6847171500773337 0.7257854703923798 native-country=Thailand 1.290342122294179 0.8892192984748484 native-country=Yugoslavia -0.05286488447084645 -0.9708263145595768 native-country=El-Salvador 0.985147955345608 -0.5489485413406918 native-country=Trinadad&Tobago -0.009545587390400151 -2.045813252757853 native-country=Peru 0.37671856672818743 0.41621350163307586 native-country=Hong 1.181528684379606 -3.0241638104779267E-4 native-country=Holand-Netherlands Hidden Weights: -4.26052093691154 4.260520936911538 5.130148586773043 -5.130148586773052 >50K <=50K Error sum for iteration 7600 = 709.1674697513624 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.45126787810068864 12.21923922489015 age 0.5820322065426349 0.09579555644135848 workclass=Private 1.4735316719920704 1.2157384551712473 workclass=Self-emp-not-inc 0.16933249476221846 1.996168922065294 workclass=Self-emp-inc -0.1106044982486536 -0.4920404221441614 workclass=Federal-gov 0.9780105177793113 -0.36955795977177436 workclass=Local-gov 0.536899865329067 -1.0857587549752377 workclass=State-gov 0.31592759553499683 -0.29372782655210705 workclass=Without-pay -0.5942398738189539 -0.6539242188167261 workclass=Never-worked 0.036398213760801275 0.6211117708285506 fnlwgt 0.3195129840457028 0.3280440244389645 education=Bachelors 0.43173681451031204 -0.19193643222307505 education=Some-college 1.2013304353686967 1.6058066366148043 education=11th 0.2229562549443699 0.05646946078608564 education=HS-grad -0.349866531384397 -1.076788080371963 education=Prof-school 0.044299265429267515 -0.3053921846872099 education=Assoc-acdm 0.23075802894238756 -0.5426151704529321 education=Assoc-voc 0.30745849034914813 0.1116728021862621 education=9th 0.12660510702122535 1.333704044249753 education=7th-8th 3.0309926710687756 1.9109029774003388 education=12th 0.16547463247000666 -0.22850486379186283 education=Masters 3.53076613491515 -0.04876545468334327 education=1st-4th 0.618160189187077 0.800780102540858 education=10th -1.5199648657999751 -2.836368604787041 education=Doctorate -1.936080564945781 -1.8237529742181897 education=5th-6th 0.8725257041972062 0.6122588799210371 education=Preschool -3.2402850472821334 -0.5085738920550772 education-num -2.1082886174715343 1.856839032570777 marital-status=Married-civ-spouse 1.1730688754795995 0.8374764723371281 marital-status=Divorced 1.3171458594169587 1.4350873082557516 marital-status=Never-married 0.23987572385086275 -0.24428818396134094 marital-status=Separated 0.3668910152618695 -1.068828665393362 marital-status=Widowed 1.7647324162182914 -0.589449786002644 marital-status=Married-spouse-absent -0.3985913210144856 -0.12851511367021853 marital-status=Married-AF-spouse -0.325896462738113 0.7081434411351907 occupation=Tech-support -0.37639684377536425 -1.7268754884453923 occupation=Craft-repair 0.9313512767816046 0.8486005738282996 occupation=Other-service -0.13573075478084906 -0.41509551671683953 occupation=Sales -0.8008057010303375 -0.4272961188637168 occupation=Exec-managerial 0.06120417488679861 1.0743143644045015 occupation=Prof-specialty 0.9060027942901255 0.6756797735589574 occupation=Handlers-cleaners 0.16724838565526062 -1.3763953416411787 occupation=Machine-op-inspct 0.3105441279758073 -0.42782929721153307 occupation=Adm-clerical 1.6533948672994623 0.9475685632455347 occupation=Farming-fishing 0.346094345840563 -0.4071138228554499 occupation=Transport-moving 1.5660182178812752 0.33733665537250307 occupation=Priv-house-serv -0.24231142856645219 0.6087068957229053 occupation=Protective-serv -0.11273555752814492 -0.7681767775206166 occupation=Armed-Forces -0.927287715514021 -1.7824335548647436 relationship=Wife 1.5393040936266775 2.3345235242884375 relationship=Own-child 0.3906363568945437 -1.425044006147551 relationship=Husband -0.761852005384327 -0.41571142906715414 relationship=Not-in-family 0.4874060992383285 0.9674596239034948 relationship=Other-relative 0.08087580801022257 1.6410152891759657 relationship=Unmarried -0.627937470589047 -0.7349225490885013 race=White -1.0375282576115852 -0.7132361592898635 race=Asian-Pac-Islander 0.7374714835377816 2.188721279197495 race=Amer-Indian-Eskimo 3.9305920744183522 1.2289853244821822 race=Other -0.6260064234725965 -1.4570739634625312 race=Black -0.06709937785279152 1.0056280966310378 sex -5.886990766364284 -0.24528766104551292 capital-gain -2.774163140252299 -2.0249870613706737 capital-loss -2.9649166898491437 -1.561824744097231 hours-per-week -0.06537469597898174 0.7399218987096983 native-country=United-States -4.273404878970939 -0.9370495394006347 native-country=Cambodia 0.45536744591106837 -2.126547252017656 native-country=England 0.09595149647405636 -0.6813380386485356 native-country=Puerto-Rico -1.9726756640976677 -2.086420480920054 native-country=Canada -0.7016805961105083 -0.0932108322903095 native-country=Germany 0.8293935808186003 -0.11815354131052282 native-country=Outlying-US(Guam-USVI-etc) 3.1094182164247277 1.455019032697539 native-country=India 3.156891429478861 1.253087576477123 native-country=Japan 2.0204879119768213 0.46670710059039466 native-country=Greece -2.7437701533453063 -4.8776378675586205 native-country=South 1.6335270696566107 2.083965160908498 native-country=China 1.2154311600692858 -0.4198295730695917 native-country=Cuba -2.5796370733787652 -0.9170653805292813 native-country=Iran 1.0977058327681564 -0.4730360502720997 native-country=Honduras -0.779244739546359 -1.070853191111732 native-country=Philippines -0.987328749394058 -0.5418994975427464 native-country=Italy 1.0413457889835078 -0.7705320744110704 native-country=Poland -2.818425369392571 -0.7387480936287494 native-country=Jamaica 1.3581629642978204 3.1475185219154773 native-country=Vietnam 1.472248588594589 1.6986342026771766 native-country=Mexico -1.7360830535821394 -0.5788685043941428 native-country=Portugal -1.336281726201224 2.2429372845958646 native-country=Ireland -0.8777150888987478 -0.7732494027061387 native-country=France -0.25022783738817067 2.0734150347619034 native-country=Dominican-Republic 1.1843230077451687 -0.5531092938448402 native-country=Laos 0.8315520014248794 -0.8778360469343167 native-country=Ecuador 0.25014718735131497 0.4308015007292739 native-country=Taiwan 2.6434250698050517 0.23895788140614668 native-country=Haiti 3.632892722612644 -1.0055588967796423 native-country=Columbia 0.0061089854815390586 0.905755583472437 native-country=Hungary -1.4438628511049192 0.5251891967709152 native-country=Guatemala 2.1399044169060417 0.39459329509617047 native-country=Nicaragua 0.5664630843641125 0.6692245911081998 native-country=Scotland 1.6834923265467252 0.7302857963317402 native-country=Thailand 1.2966535904261507 0.8889573695890411 native-country=Yugoslavia -0.06491330121764376 -0.9995156172789748 native-country=El-Salvador 0.987014696369689 -0.547878366016874 native-country=Trinadad&Tobago -0.008945525392403774 -2.0560568956612353 native-country=Peru 0.3772186264257005 0.41579083804484307 native-country=Hong 1.181770596720057 -3.631253794055019E-4 native-country=Holand-Netherlands Hidden Weights: -4.259053776455712 4.2590537764557155 5.148573061432577 -5.148573061432578 >50K <=50K Error sum for iteration 7700 = 708.6925453697598 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4485616027842796 12.258333660100007 age 0.5833432881532971 0.09994185492925824 workclass=Private 1.4747996680992894 1.2215497748538997 workclass=Self-emp-not-inc 0.1689418681554099 1.9932833356360058 workclass=Self-emp-inc -0.11119161076966105 -0.49591977233737994 workclass=Federal-gov 0.9788677461146561 -0.37147058253935406 workclass=Local-gov 0.5374906920440063 -1.0877199687595085 workclass=State-gov 0.31650934712202494 -0.2937788395669257 workclass=Without-pay -0.59399779747047 -0.6539730300179968 workclass=Never-worked 0.03768261394609893 0.6280618038628728 fnlwgt 0.3196512792574704 0.3342620219974666 education=Bachelors 0.4306772761101425 -0.19090682837991282 education=Some-college 1.1978471328275198 1.607460140424892 education=11th 0.2219644969839274 0.060556726763667884 education=HS-grad -0.3495671721890161 -1.0806104689861336 education=Prof-school 0.04200483456904567 -0.3072152816057393 education=Assoc-acdm 0.22891217460056607 -0.5454838701082126 education=Assoc-voc 0.30161811068800426 0.0949797461072143 education=9th 0.12503836739829177 1.3584503003428723 education=7th-8th 3.045770119957637 1.9243417842722095 education=12th 0.1652774739979806 -0.2260125454328259 education=Masters 3.5437635568139543 -0.0485838987615465 education=1st-4th 0.6156952312184841 0.8067294571268754 education=10th -1.520786628810372 -2.845434077212005 education=Doctorate -1.9443199871159726 -1.8509234761234001 education=5th-6th 0.8789283163752787 0.6127339636673691 education=Preschool -3.244430395626199 -0.5070773172906411 education-num -2.1132279484548913 1.8603652186506845 marital-status=Married-civ-spouse 1.1735069198876724 0.8334005887750421 marital-status=Divorced 1.3179409658726735 1.4348154772891173 marital-status=Never-married 0.2393645847994393 -0.25187668747279957 marital-status=Separated 0.3661846024860076 -1.0843214698938224 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occupation=Protective-serv -0.11334099053233854 -0.7671276137485105 occupation=Armed-Forces -0.9248400382947405 -1.7882999591610271 relationship=Wife 1.5415452589238077 2.3416793368544484 relationship=Own-child 0.39254856288386347 -1.431688825680803 relationship=Husband -0.7645568599841956 -0.4189385971331852 relationship=Not-in-family 0.48932328064166003 0.9695659111130348 relationship=Other-relative 0.07845150157982461 1.6468082244785271 relationship=Unmarried -0.6291319921639282 -0.7392508206378675 race=White -1.037504788620304 -0.7135103736439693 race=Asian-Pac-Islander 0.7358266446686592 2.198101824776135 race=Amer-Indian-Eskimo 3.937901340928681 1.2319312430272666 race=Other -0.6273528059998738 -1.4654324872988829 race=Black -0.0679795088610817 1.0042937556610179 sex -5.893196481056812 -0.24590211581331298 capital-gain -2.7752789962499422 -2.02941607590788 capital-loss -2.963625978013009 -1.5541622680597669 hours-per-week -0.06378129679984644 0.7406600690938189 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0.39313141295154147 native-country=Nicaragua 0.5700472151328954 0.6691256802544652 native-country=Scotland 1.682474539653161 0.7347477146198717 native-country=Thailand 1.3029075023484276 0.8887076336439731 native-country=Yugoslavia -0.07651662495476431 -1.0275557118331469 native-country=El-Salvador 0.9889556543854287 -0.5468573736292448 native-country=Trinadad&Tobago -0.008445619564618617 -2.0663747701981583 native-country=Peru 0.37773198307195455 0.41536393270681127 native-country=Hong 1.182012673068541 -4.119365806480584E-4 native-country=Holand-Netherlands Hidden Weights: -4.257574226408779 4.257574226408775 5.166408465509876 -5.166408465509872 >50K <=50K Error sum for iteration 7800 = 708.2286595420671 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4459291060148383 12.296357902653245 age 0.5846213293531146 0.10399493572282427 workclass=Private 1.4760441402117834 1.22706843199603 workclass=Self-emp-not-inc 0.1685884922348378 1.9906972967109713 workclass=Self-emp-inc -0.11174922261570105 -0.4996403803156196 workclass=Federal-gov 0.9796957611870671 -0.37338450467228873 workclass=Local-gov 0.538091181128718 -1.0896066764790582 workclass=State-gov 0.3170901998794238 -0.29381938109430594 workclass=Without-pay -0.593756405306465 -0.6540114353744624 workclass=Never-worked 0.03887648314351288 0.634826868171687 fnlwgt 0.31975594335467605 0.3403172906274012 education=Bachelors 0.4295854047492764 -0.1900405859616396 education=Some-college 1.194533100869064 1.6094312528186498 education=11th 0.22095258321712113 0.06446314970873819 education=HS-grad -0.34933755531340155 -1.0844119769356295 education=Prof-school 0.03981510210170199 -0.3089248702701535 education=Assoc-acdm 0.22711786684823615 -0.5482610705391531 education=Assoc-voc 0.295894075653865 0.07878967032866996 education=9th 0.12341324157247979 1.3826969449421354 education=7th-8th 3.060402662132992 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relationship=Husband -0.7672660230233823 -0.42213332588758423 relationship=Not-in-family 0.4912557412602063 0.9719266788087498 relationship=Other-relative 0.07606468184601918 1.652536410274742 relationship=Unmarried -0.6302679508309971 -0.7433020956975531 race=White -1.0375649919673333 -0.7140679225644394 race=Asian-Pac-Islander 0.7342883544230493 2.207330411902342 race=Amer-Indian-Eskimo 3.945079432245839 1.234810692599252 race=Other -0.6286583469252733 -1.4734309696510648 race=Black -0.06884901330410118 1.0029379141090937 sex -5.899204605779196 -0.24626578054848547 capital-gain -2.7763293922901977 -2.0334526491801856 capital-loss -2.9625080944514877 -1.547125338973602 hours-per-week -0.0622953570367521 0.7412320148466743 native-country=United-States -4.300464578492145 -0.96043157204529 native-country=Cambodia 0.4359535529923041 -2.1953518076069622 native-country=England 0.09640354058682266 -0.7054142310225061 native-country=Puerto-Rico -1.9654009607104144 -2.09259309129507 native-country=Canada -0.692425658105981 -0.08156160173437213 native-country=Germany 0.8413578430964023 -0.12062342888482662 native-country=Outlying-US(Guam-USVI-etc) 3.1212994026279395 1.5030382013602575 native-country=India 3.178398109767576 1.2634654791747437 native-country=Japan 2.0294362854744956 0.4683985225505991 native-country=Greece -2.7931511844064727 -4.933513394391374 native-country=South 1.6383291870038477 2.118336177040242 native-country=China 1.223810906813894 -0.4272760993278826 native-country=Cuba -2.5998213172527036 -0.9474663849848818 native-country=Iran 1.111654512223918 -0.4704296084514329 native-country=Honduras -0.7784328540050789 -1.0799185108563905 native-country=Philippines -0.9763160763225656 -0.48710288050065204 native-country=Italy 1.055397498138415 -0.7554776921210714 native-country=Poland -2.851191893097107 -0.7556497287641487 native-country=Jamaica 1.3599054451690162 3.1970579048193706 native-country=Vietnam 1.4852432175953088 1.7337998251411721 native-country=Mexico -1.754424021000016 -0.5797311747702558 native-country=Portugal -1.32720202060938 2.2742476898286608 native-country=Ireland -0.8845139213717061 -0.7730059883643573 native-country=France -0.24746152727874757 2.0860084815097175 native-country=Dominican-Republic 1.1721169494916333 -0.5386338568746297 native-country=Laos 0.8471614235894 -0.8712872829739915 native-country=Ecuador 0.2530895221125758 0.422933628026233 native-country=Taiwan 2.6650456800301807 0.2317028802259886 native-country=Haiti 3.6321899313215904 -0.9975043393856043 native-country=Columbia 0.006592453994036216 0.9056683669147008 native-country=Hungary -1.4481985715233507 0.5134897111373369 native-country=Guatemala 2.1588251840939194 0.3917477648889608 native-country=Nicaragua 0.5736161870957248 0.6690381390266038 native-country=Scotland 1.6816532192391678 0.739173106313528 native-country=Thailand 1.3091045530757066 0.8884685584236991 native-country=Yugoslavia -0.0876839064991593 -1.0549407350887154 native-country=El-Salvador 0.990967333776051 -0.5458851638749346 native-country=Trinadad&Tobago -0.008062849572452412 -2.0767591766796096 native-country=Peru 0.37825714348659234 0.4149323335549554 native-country=Hong 1.182254065232553 -4.5034193713312847E-4 native-country=Holand-Netherlands Hidden Weights: -4.256091394929136 4.256091394929135 5.18368364197289 -5.1836836419728956 >50K <=50K Error sum for iteration 7900 = 707.7751831145973 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4433623731450373 12.333360114131294 age 0.5858652002312483 0.10794869080037583 workclass=Private 1.4772617087233788 1.2323014081830659 workclass=Self-emp-not-inc 0.1682677901614857 1.9883878963083903 workclass=Self-emp-inc -0.11227610947746103 -0.5032015971434876 workclass=Federal-gov 0.9804977197449214 -0.3752845419676527 workclass=Local-gov 0.5386972229985852 -1.0914301604351375 workclass=State-gov 0.3176695165956575 -0.293850703664269 workclass=Without-pay -0.5935163274665749 -0.6540406840269497 workclass=Never-worked 0.03999103164148824 0.6414198007765948 fnlwgt 0.31983349612267425 0.3462241582787635 education=Bachelors 0.42846859316336705 -0.18931574095549542 education=Some-college 1.1913694390941099 1.611689618603901 education=11th 0.2199234281057724 0.06819760330377377 education=HS-grad -0.3491669071127246 -1.0881922169754117 education=Prof-school 0.03771974137168427 -0.3105377509419902 education=Assoc-acdm 0.2253718302968857 -0.5509600271175307 education=Assoc-voc 0.2902862929533917 0.06309615316937156 education=9th 0.12173777857277704 1.4064525362261269 education=7th-8th 3.074860611201969 1.9510301187046062 education=12th 0.16481726062396027 -0.22141759985451262 education=Masters 3.5689499709122625 -0.04808747437055126 education=1st-4th 0.6108473449781209 0.8181897610847191 education=10th -1.5223387559039485 -2.8627488787807245 education=Doctorate -1.9604770866505161 -1.9047754419922642 education=5th-6th 0.8918268250471628 0.6138751794949276 education=Preschool -3.2526095312340795 -0.5040676702202009 education-num -2.122856433558929 1.867017646574936 marital-status=Married-civ-spouse 1.1746403409083341 0.8251499844579022 marital-status=Divorced 1.3197625747238666 1.434094127388071 marital-status=Never-married 0.238717948654705 -0.2663998504260085 marital-status=Separated 0.3651316426229182 -1.1141219160072056 marital-status=Widowed 1.814068783272237 -0.5566165969575888 marital-status=Married-spouse-absent -0.4237777095956196 -0.09254930904737865 marital-status=Married-AF-spouse -0.3271069136712312 0.708796135753777 occupation=Tech-support -0.37565127981099933 -1.7393964313181098 occupation=Craft-repair 0.9344451632416246 0.8614901468464728 occupation=Other-service -0.13571318591516168 -0.41844529727674634 occupation=Sales -0.8013024237388794 -0.43118456554572016 occupation=Exec-managerial 0.06070317294600648 1.079861172741537 occupation=Prof-specialty 0.9039383694287456 0.6706573274031653 occupation=Handlers-cleaners 0.16729370827419576 -1.3903480533604442 occupation=Machine-op-inspct 0.31367643335964873 -0.42270602697047127 occupation=Adm-clerical 1.6515283764298547 0.9334179052020295 occupation=Farming-fishing 0.34635198912184023 -0.4095786810985458 occupation=Transport-moving 1.5855516620099528 0.3588134383787895 occupation=Priv-house-serv -0.24512914397138233 0.6124477203764421 occupation=Protective-serv -0.11468646575981291 -0.7648191217440247 occupation=Armed-Forces -0.920175310263335 -1.8001398798292931 relationship=Wife 1.5460190205581392 2.3554759582702287 relationship=Own-child 0.39641954625143533 -1.444593111831936 relationship=Husband -0.7699698931497311 -0.4252948101547973 relationship=Not-in-family 0.4932014560125861 0.974532199141554 relationship=Other-relative 0.0737174663958697 1.6581985787493245 relationship=Unmarried -0.631351119386867 -0.7471013838047476 race=White -1.0376991738625767 -0.7148757423158668 race=Asian-Pac-Islander 0.7328430968393418 2.216412904628958 race=Amer-Indian-Eskimo 3.952131448978396 1.2376275048968943 race=Other -0.6299267437042249 -1.481103399298843 race=Black -0.06970432060072461 1.0015801618004878 sex -5.905023637083647 -0.2463974417169156 capital-gain -2.7773077699710678 -2.0371170352542824 capital-loss -2.961541796298292 -1.5406562665217343 hours-per-week -0.060904189003039615 0.7416588471731952 native-country=United-States -4.313861192275838 -0.9717304107109319 native-country=Cambodia 0.42688607392288774 -2.227933595453876 native-country=England 0.09636692109184429 -0.717526325558941 native-country=Puerto-Rico -1.9621742569769174 -2.0959927769598763 native-country=Canada -0.6884187461619976 -0.07679220704939226 native-country=Germany 0.8473212248905456 -0.12178266938718031 native-country=Outlying-US(Guam-USVI-etc) 3.12697208721749 1.5262305267381342 native-country=India 3.188919210716923 1.2684225555776552 native-country=Japan 2.033608264434544 0.4692768619470137 native-country=Greece -2.8168934104414625 -4.959291248469128 native-country=South 1.6406004779708692 2.1344091674120995 native-country=China 1.2277180211867527 -0.4313634807980613 native-country=Cuba -2.6099052435688597 -0.9624480738559943 native-country=Iran 1.1185898589648946 -0.46931440528384905 native-country=Honduras -0.7781440738432381 -1.084103091705372 native-country=Philippines -0.9713506674679937 -0.46056201633927646 native-country=Italy 1.0621443280675036 -0.7481322471939382 native-country=Poland -2.8653623847189134 -0.7624853610535959 native-country=Jamaica 1.3608705257048384 3.22162385553033 native-country=Vietnam 1.4913435894463836 1.7506419040057046 native-country=Mexico -1.7629454160337534 -0.5803578621632295 native-country=Portugal -1.3230733566598019 2.2894419419080414 native-country=Ireland -0.8878214819851371 -0.7728867846643696 native-country=France -0.24631851369761068 2.0922359275423195 native-country=Dominican-Republic 1.1660798840175455 -0.5314290513121531 native-country=Laos 0.854865853584382 -0.867964324710538 native-country=Ecuador 0.2542488315581759 0.41905256354357895 native-country=Taiwan 2.6755840669276973 0.22821070360258064 native-country=Haiti 3.6319127779482505 -0.9934745555241107 native-country=Columbia 0.0068325318339382685 0.9056391182622134 native-country=Hungary -1.4505500129642823 0.5076394013893697 native-country=Guatemala 2.168109486737631 0.3904388013012147 native-country=Nicaragua 0.5771691936145448 0.6689606802466619 native-country=Scotland 1.681016444090416 0.7435637349444668 native-country=Thailand 1.3152455779349286 0.8882388626444709 native-country=Yugoslavia -0.09842434622438931 -1.0816676696410032 native-country=El-Salvador 0.9930463681655162 -0.5449609750997721 native-country=Trinadad&Tobago -0.007811079955258999 -2.08720495440529 native-country=Peru 0.37879289377864717 0.41449573303656356 native-country=Hong 1.182494143072528 -4.7959058963169206E-4 native-country=Holand-Netherlands Hidden Weights: -4.254612357276891 4.254612357276891 5.200426582518892 -5.200426582518892 >50K <=50K Error sum for iteration 8000 = 707.3322722890204 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.44085383331693967 12.369384152469257 age 0.5870743195127531 0.11179908129620005 workclass=Private 1.4784500325398156 1.237257202378079 workclass=Self-emp-not-inc 0.16797587363665087 1.9863331283189112 workclass=Self-emp-inc -0.11277147897337686 -0.5066034632245175 workclass=Federal-gov 0.9812764069387312 -0.3771583473404514 workclass=Local-gov 0.5393056238485199 -1.0931998993202614 workclass=State-gov 0.3182468304557712 -0.29387386191476583 workclass=Without-pay -0.5932780235344703 -0.6540618274861733 workclass=Never-worked 0.041035439174712765 0.6478525049731519 fnlwgt 0.319889529217014 0.35199550340392366 education=Bachelors 0.42733332429060106 -0.18871277178340687 education=Some-college 1.188339754456052 1.6142060705501449 education=11th 0.21887977711121812 0.07176909158669036 education=HS-grad -0.34904626180420273 -1.0919513745551355 education=Prof-school 0.03571028476462348 -0.3120668729404414 education=Assoc-acdm 0.22367134099331729 -0.553590874804524 education=Assoc-voc 0.2847944403943098 0.04789148331234919 education=9th 0.12001890143862788 1.4297256834139471 education=7th-8th 3.089120899153286 1.964276331976957 education=12th 0.16456314123370647 -0.2193039369120601 education=Masters 3.5811578709194127 -0.04777804208285838 education=1st-4th 0.608460349529368 0.8237027227873169 education=10th -1.5230743226713213 -2.8710432504715415 education=Doctorate -1.9683870031062034 -1.9314450402912935 education=5th-6th 0.8983171312263745 0.6145378316667002 education=Preschool -3.256645840466185 -0.5025767824209456 education-num -2.1275286338993475 1.8701901733966306 marital-status=Married-civ-spouse 1.1753127449465248 0.8210034915183007 marital-status=Divorced 1.3207704915086809 1.433666197412667 marital-status=Never-married 0.23855465588301758 -0.27336497290619544 marital-status=Separated 0.3647648794995316 -1.1284497247497547 marital-status=Widowed 1.8293974737654264 -0.546037148879913 marital-status=Married-spouse-absent -0.432009905695558 -0.08075108169707365 marital-status=Married-AF-spouse -0.3275906209658675 0.7085467500340138 occupation=Tech-support -0.3754093182756754 -1.7432675716443917 occupation=Craft-repair 0.9352548500885062 0.86492147007815 occupation=Other-service -0.13570660163831913 -0.4194649334448006 occupation=Sales -0.8015119500132647 -0.4325633281296442 occupation=Exec-managerial 0.06053606003837455 1.0816449411590203 occupation=Prof-specialty 0.9035627785834779 0.6697513567504025 occupation=Handlers-cleaners 0.16726239959367029 -1.3949292049810833 occupation=Machine-op-inspct 0.3146072223449973 -0.42127053918354956 occupation=Adm-clerical 1.6509829047169324 0.9286112610569419 occupation=Farming-fishing 0.34647383813222477 -0.41019148922546517 occupation=Transport-moving 1.5919505336413018 0.3658966790783955 occupation=Priv-house-serv -0.2458464903111343 0.6144218980256189 occupation=Protective-serv -0.11542345748535926 -0.7635667762879583 occupation=Armed-Forces -0.917954856142427 -1.806109559477044 relationship=Wife 1.5482362656629345 2.3621430976695086 relationship=Own-child 0.3983574029194262 -1.4508971477682848 relationship=Husband -0.7726604701112789 -0.42842161992781896 relationship=Not-in-family 0.4951587790645826 0.9773726866471051 relationship=Other-relative 0.07141141946060257 1.6637954687728262 relationship=Unmarried -0.6323865899914999 -0.7506716179592937 race=White -1.037898924445142 -0.7159047323502377 race=Asian-Pac-Islander 0.731479284733603 2.2253548597143746 race=Amer-Indian-Eskimo 3.959062257713947 1.240385274660446 race=Other -0.6311605680301763 -1.4884787649286684 race=Black -0.07054253647472046 1.0002373717372253 sex -5.910661190791453 -0.2463153164936035 capital-gain -2.778210173660996 -2.040429655650956 capital-loss -2.960709723858264 -1.5347055680674675 hours-per-week -0.059597131279173966 0.7419589387800919 native-country=United-States -4.327157305863134 -0.9827850259853809 native-country=Cambodia 0.4182234533668997 -2.259369769488774 native-country=England 0.09616709008461752 -0.7296928046097138 native-country=Puerto-Rico -1.959164832404282 -2.0995448185753967 native-country=Canada -0.6847694276856491 -0.07263900484156421 native-country=Germany 0.8532700457215334 -0.12289404888288445 native-country=Outlying-US(Guam-USVI-etc) 3.1324789056068463 1.5489025897253785 native-country=India 3.199288429207929 1.273236165653853 native-country=Japan 2.037591953509351 0.47017337473486936 native-country=Greece -2.8400369620056987 -4.983763664986971 native-country=South 1.642789604180055 2.1497977599442435 native-country=China 1.2314375091049523 -0.4356751592802792 native-country=Cuba -2.619945472946102 -0.9772728722313132 native-country=Iran 1.1254937729249939 -0.46831191908624586 native-country=Honduras -0.7779215835944461 -1.0880764615652128 native-country=Philippines -0.966699374952322 -0.43456074428079056 native-country=Italy 1.0686994043126645 -0.7409198039262377 native-country=Poland -2.8783166327398932 -0.768445204188496 native-country=Jamaica 1.3618900256376893 3.2460697988398994 native-country=Vietnam 1.4971928871534277 1.7670045712136906 native-country=Mexico -1.7710786679372397 -0.5810926011941824 native-country=Portugal -1.31918592449393 2.3043414554389874 native-country=Ireland -0.891072078494234 -0.7727697022007395 native-country=France -0.24530198758266133 2.0984214280837024 native-country=Dominican-Republic 1.1600897373090973 -0.5242541968023674 native-country=Laos 0.8625027099353548 -0.8646118882223586 native-country=Ecuador 0.2552299468839727 0.4152074354234718 native-country=Taiwan 2.6859491833873834 0.22480394090365266 native-country=Haiti 3.6316821260276773 -0.989443705187863 native-country=Columbia 0.007070835765999747 0.9056179748029899 native-country=Hungary -1.4530229294620607 0.5017928119685879 native-country=Guatemala 2.177280115631303 0.3892012185115476 native-country=Nicaragua 0.5807056469362512 0.6688922170413261 native-country=Scotland 1.680551569888597 0.7479212431900634 native-country=Thailand 1.3213315062260516 0.8880174697367517 native-country=Yugoslavia -0.10874734845500338 -1.1077361021848524 native-country=El-Salvador 0.9951894954868289 -0.5440837550007667 native-country=Trinadad&Tobago -0.0077018264747014675 -2.097708865699071 native-country=Peru 0.3793382426475877 0.4140539378518473 native-country=Hong 1.182732447004628 -5.007340488360659E-4 native-country=Holand-Netherlands Hidden Weights: -4.253142531998421 4.25314253199842 5.21666421851879 -5.21666421851879 >50K <=50K Error sum for iteration 8100 = 706.899716741918 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4383964646184697 12.404470301739705 age 0.5882485175995561 0.11554361112970618 workclass=Private 1.479607594930168 1.2419455048690298 workclass=Self-emp-not-inc 0.1677094184653511 1.9845121749454935 workclass=Self-emp-inc -0.11323486325516822 -0.5098466238509605 workclass=Federal-gov 0.9820342668072826 -0.3789960631909797 workclass=Local-gov 0.5399139026722455 -1.0949239439320972 workclass=State-gov 0.3188218066783291 -0.2938897490939419 workclass=Without-pay -0.5930418211385438 -0.6540757561072619 workclass=Never-worked 0.042017327025562046 0.6541358105651737 fnlwgt 0.3199287838829693 0.3576427861224908 education=Bachelors 0.42618524075779807 -0.18821438262285303 education=Some-college 1.1854298319662617 1.6169528370231265 education=11th 0.2178241809540502 0.0751865863901027 education=HS-grad -0.34896815543258414 -1.0956899946002006 education=Prof-school 0.0337796672406794 -0.31352233229883364 education=Assoc-acdm 0.22201407662302655 -0.5561613385913086 education=Assoc-voc 0.2794179749816284 0.03316704216478004 education=9th 0.11826254501501533 1.4525250370794658 education=7th-8th 3.103166094970386 1.9774546870189593 education=12th 0.16429781887077477 -0.2173052330215391 education=Masters 3.593120942196147 -0.04743083680304583 education=1st-4th 0.6060965699281804 0.8290727141066555 education=10th -1.5237868767455132 -2.879121997209082 education=Doctorate -1.9761817188011024 -1.9579369711086179 education=5th-6th 0.904831038240483 0.6152596642997619 education=Preschool -3.2606481491673325 -0.5011055722895746 education-num -2.1320996782019077 1.8732874707192928 marital-status=Married-civ-spouse 1.176042421693474 0.8168580825959137 marital-status=Divorced 1.321832336767367 1.4332049330435963 marital-status=Never-married 0.23848150669205656 -0.28015098983932296 marital-status=Separated 0.3644923251362564 -1.142409192273873 marital-status=Widowed 1.8442094454368905 -0.5356774481710995 marital-status=Married-spouse-absent -0.4401536155772812 -0.0690648512965918 marital-status=Married-AF-spouse -0.3281034364526983 0.7081040108002737 occupation=Tech-support -0.3751658275803782 -1.7469943202731923 occupation=Craft-repair 0.9359774663760169 0.868011485947517 occupation=Other-service -0.13569713096526675 -0.42043577513756547 occupation=Sales -0.8017347568932006 -0.4339640341343984 occupation=Exec-managerial 0.06037268834279073 1.0834157174690018 occupation=Prof-specialty 0.9032840209518871 0.6690816991370151 occupation=Handlers-cleaners 0.16721692711232358 -1.399453137624606 occupation=Machine-op-inspct 0.31549113600002265 -0.4199468728956712 occupation=Adm-clerical 1.6504713113586194 0.9237911197808677 occupation=Farming-fishing 0.34661356552172135 -0.41070194649176145 occupation=Transport-moving 1.5982942429955884 0.37294020367152164 occupation=Priv-house-serv -0.24648068158258202 0.6166394841045388 occupation=Protective-serv -0.1162009240247389 -0.7622535507325366 occupation=Armed-Forces -0.9158064242588722 -1.8121111183963485 relationship=Wife 1.5504324165633114 2.368670683188383 relationship=Own-child 0.4002866465076027 -1.457127398123757 relationship=Husband -0.7753311998873409 -0.4315120168786776 relationship=Not-in-family 0.49712631603622576 0.980438438125054 relationship=Other-relative 0.06914761943579814 1.6693293373059657 relationship=Unmarried -0.6333788667186036 -0.7540336664091987 race=White -1.0381568828584002 -0.717129196813206 race=Asian-Pac-Islander 0.7301870475138714 2.2341615105248356 race=Amer-Indian-Eskimo 3.9658765097663844 1.2430873641169564 race=Other -0.6323617165755422 -1.495582064357277 race=Black -0.07136136380895375 0.9989239210804055 sex -5.916124233530528 -0.2460369808071223 capital-gain -2.7790346803867103 -2.043410809234734 capital-loss -2.959997635041753 -1.5292306934304372 hours-per-week -0.05836508965652013 0.7421484441298043 native-country=United-States -4.340345135808402 -0.9936077481659815 native-country=Cambodia 0.4099492400043368 -2.2897106130695044 native-country=England 0.09581193366576467 -0.741916925277075 native-country=Puerto-Rico -1.956338851193516 -2.1032160538419498 native-country=Canada -0.6814407421649695 -0.0690422683221819 native-country=Germany 0.8592030119484804 -0.12395913350995195 native-country=Outlying-US(Guam-USVI-etc) 3.13782901248667 1.5710716610433055 native-country=India 3.2095081414386244 1.27791399289209 native-country=Japan 2.0413970389912177 0.4710857026285385 native-country=Greece -2.8626054947114747 -5.007021973563523 native-country=South 1.644899511673621 2.1645410649400456 native-country=China 1.2349724309381807 -0.4401980866322247 native-country=Cuba -2.62991969202294 -0.991932744301863 native-country=Iran 1.1323626854823434 -0.46741342033337213 native-country=Honduras -0.7777575721881949 -1.091853691456626 native-country=Philippines -0.9623323143228196 -0.4090757715830009 native-country=Italy 1.0750620801561448 -0.7338444146706147 native-country=Poland -2.890215031008296 -0.773654114893381 native-country=Jamaica 1.3629581916422961 3.270405680663246 native-country=Vietnam 1.5028003776525778 1.7828978533797373 native-country=Mexico -1.7788521731199474 -0.5819215802312696 native-country=Portugal -1.315517971133706 2.318955534678658 native-country=Ireland -0.8942684176780366 -0.7726549524204449 native-country=France -0.24439202925324524 2.1045680465210967 native-country=Dominican-Republic 1.1541488696250302 -0.5171148659894474 native-country=Laos 0.8700717501769117 -0.8612318666873237 native-country=Ecuador 0.2560528416077356 0.41139913823042806 native-country=Taiwan 2.6961467370675094 0.22147928683151832 native-country=Haiti 3.631495960965437 -0.9854119961540337 native-country=Columbia 0.007307038161924738 0.9056040461819013 native-country=Hungary -1.4556165010006246 0.49595348428360925 native-country=Guatemala 2.1863398816030193 0.3880319306949663 native-country=Nicaragua 0.5842251310793908 0.6688318261253051 native-country=Scotland 1.680245710392665 0.7522471529449736 native-country=Thailand 1.3273633267616827 0.887803470384601 native-country=Yugoslavia -0.11866254319272405 -1.1331479826382036 native-country=El-Salvador 0.9973935398187227 -0.543252220323747 native-country=Trinadad&Tobago -0.0077448343299065395 -2.108269097652099 native-country=Peru 0.3798923750150622 0.41360684477509674 native-country=Hong 1.182968649400478 -5.146626699566159E-4 native-country=Holand-Netherlands Hidden Weights: -4.251686010069438 4.25168601006944 5.23242230214194 -5.232422302141944 >50K <=50K Error sum for iteration 8200 = 706.4774602632328 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.43598383810359564 12.438655845682037 age 0.5893879318054832 0.11918093692731964 workclass=Private 1.4807335229115108 1.2463768587862567 workclass=Self-emp-not-inc 0.167465567862605 1.9829055850219413 workclass=Self-emp-inc -0.11366604198768436 -0.5129322520264211 workclass=Federal-gov 0.9827734342004404 -0.3807899791388587 workclass=Local-gov 0.5405201325572802 -1.0966092000331142 workclass=State-gov 0.3193942118382619 -0.2938991266324627 workclass=Without-pay -0.5928079467858558 -0.6540832286386885 workclass=Never-worked 0.04294310760915911 0.6602794457364757 fnlwgt 0.3199552442373642 0.363176149566531 education=Bachelors 0.4250292228488023 -0.18780528417899806 education=Some-college 1.1826273248968946 1.61990367767404 education=11th 0.21675898497722454 0.07845890334897113 education=HS-grad -0.34892636799989313 -1.09940883029626 education=Prof-school 0.031921894336384565 -0.3149120991062207 education=Assoc-acdm 0.22039800705470317 -0.5586772997441963 education=Assoc-voc 0.27415615053150344 0.01891359153090906 education=9th 0.11647379600724352 1.4748592856232707 education=7th-8th 3.1169834956072773 1.9905631336834433 education=12th 0.1640241777615642 -0.21541578678347456 education=Masters 3.6048477109241515 -0.04704770250324101 education=1st-4th 0.6037555393941445 0.8343014761288908 education=10th -1.524479413803568 -2.887002230628988 education=Doctorate -1.983860468214958 -1.9842471623841473 education=5th-6th 0.9113657005535886 0.6160391052649026 education=Preschool -3.2646174325801023 -0.4996592943607836 education-num -2.136567471595944 1.8763274301781285 marital-status=Married-civ-spouse 1.1768208825529376 0.8127228243423953 marital-status=Divorced 1.3229410632278265 1.4327173091373149 marital-status=Never-married 0.23848756562526216 -0.2867704248147867 marital-status=Separated 0.3643056777383595 -1.1560102015147615 marital-status=Widowed 1.8585298156519179 -0.5255512373057046 marital-status=Married-spouse-absent -0.4482046759633269 -0.05749978321637969 marital-status=Married-AF-spouse -0.32864032991027614 0.7074878946830525 occupation=Tech-support -0.37491915579929613 -1.7505828677025128 occupation=Craft-repair 0.9366242031889227 0.8708036860541668 occupation=Other-service -0.13568406601305127 -0.4213598505929471 occupation=Sales -0.8019672133527901 -0.43537874522911213 occupation=Exec-managerial 0.06021457794391818 1.0851820871938147 occupation=Prof-specialty 0.9030782485818709 0.6685895834132765 occupation=Handlers-cleaners 0.16716072147135827 -1.4039131765829427 occupation=Machine-op-inspct 0.31633263452550997 -0.41872486550806426 occupation=Adm-clerical 1.6499916589188022 0.9189736926268393 occupation=Farming-fishing 0.3467705296193482 -0.4111143258877585 occupation=Transport-moving 1.6045834937718038 0.37994331377112645 occupation=Priv-house-serv -0.24704454016523297 0.6190460104118549 occupation=Protective-serv -0.11701692586198068 -0.7608827487212537 occupation=Armed-Forces -0.9137278635323539 -1.8181442349499228 relationship=Wife 1.5526028716260651 2.3750678002644907 relationship=Own-child 0.40220183379838276 -1.4632995590432802 relationship=Husband -0.7779767957115536 -0.43456417218120996 relationship=Not-in-family 0.49910283972243863 0.9837199394768567 relationship=Other-relative 0.06692672943124385 1.6748035362134068 relationship=Unmarried -0.6343319449382315 -0.7572064201461722 race=White -1.0384665626455731 -0.718526387743271 race=Asian-Pac-Islander 0.7289580007155277 2.2428377650694613 race=Amer-Indian-Eskimo 3.972578656864646 1.2457369107956993 race=Other -0.6335316922837961 -1.5024350638223543 race=Black -0.07215901742443384 0.9976519507571986 sex -5.921419253780151 -0.24557931041454326 capital-gain -2.779780918394444 -2.046080426270304 capital-loss -2.959393779181442 -1.5241949208960386 hours-per-week -0.057200201002306925 0.7422416830265871 native-country=United-States -4.353417837219231 -1.0042103221659302 native-country=Cambodia 0.40204701663218834 -2.3190053192768936 native-country=England 0.09530858733232597 -0.7542015606850402 native-country=Puerto-Rico -1.9536682208871525 -2.1069793226225926 native-country=Canada -0.6783994325894923 -0.0659468951151666 native-country=Germany 0.8651189904808773 -0.12497926233425115 native-country=Outlying-US(Guam-USVI-etc) 3.1430312484583873 1.5927541566997492 native-country=India 3.219580815289007 1.2824632184097053 native-country=Japan 2.0450329540830157 0.47201170916834245 native-country=Greece -2.8846216085350305 -5.029150338502081 native-country=South 1.6469330507366675 2.178675324605912 native-country=China 1.2383271403267506 -0.4449198644615139 native-country=Cuba -2.639809712188518 -1.0064201080800679 native-country=Iran 1.1391934022680492 -0.4666107356390466 native-country=Honduras -0.7776451812603199 -1.095449304703277 native-country=Philippines -0.9582230082614471 -0.38408456968315946 native-country=Italy 1.0812338338559213 -0.7269075141535413 native-country=Poland -2.9011947246303937 -0.7782195114287742 native-country=Jamaica 1.364069689864215 3.294640178147397 native-country=Vietnam 1.508174770737296 1.7983311896136653 native-country=Mexico -1.7862910371015839 -0.582832786604882 native-country=Portugal -1.3120499458493984 2.333293391189622 native-country=Ireland -0.8974128889525328 -0.7725426717980735 native-country=France -0.24357213591225346 2.1106787290531863 native-country=Dominican-Republic 1.1482597233051977 -0.5100163324502242 native-country=Laos 0.8775729208804122 -0.8578259677460374 native-country=Ecuador 0.25673563219428147 0.4076287835130701 native-country=Taiwan 2.706182196182307 0.21823364150616054 native-country=Haiti 3.631352414414226 -0.9813794849115554 native-country=Columbia 0.00754091251460459 0.9055965736504746 native-country=Hungary -1.4583297968707674 0.49012527320113286 native-country=Guatemala 2.1952915793818657 0.38692804584411356 native-country=Nicaragua 0.5877273642749589 0.6687787180274881 native-country=Scotland 1.6800860960681674 0.756542867825751 native-country=Thailand 1.3333420625786137 0.8875960920738233 native-country=Yugoslavia -0.1281797838579716 -1.1579073897406058 native-country=El-Salvador 0.9996553991901664 -0.5424649074826418 native-country=Trinadad&Tobago -0.007948506166733923 -2.1188848690216506 native-country=Peru 0.38045461473373643 0.4131544211529643 native-country=Hong 1.1832025237531092 -5.221352013898783E-4 native-country=Holand-Netherlands Hidden Weights: -4.250245831695168 4.250245831695169 5.247725349928436 -5.247725349928442 >50K <=50K Error sum for iteration 8300 = 706.0661633882881 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4336101233973864 12.471975518846435 age 0.5904929263044125 0.12271057723178662 workclass=Private 1.4818274387005461 1.2505623453315209 workclass=Self-emp-not-inc 0.16724185655123572 1.9814953704713498 workclass=Self-emp-inc -0.114064986296305 -0.5158619771898761 workclass=Federal-gov 0.9834957666454021 -0.3825342121899114 workclass=Local-gov 0.5411228166543497 -1.0982616461116719 workclass=State-gov 0.31996388964530825 -0.29390264814788886 workclass=Without-pay -0.5925765501846949 -0.6540848962060275 workclass=Never-worked 0.04381824293804581 0.666292077389903 fnlwgt 0.31997223414128984 0.3686045544904041 education=Bachelors 0.4238694687540049 -0.18747198075220986 education=Some-college 1.1799214790189696 1.6230339601104218 education=11th 0.21568632891085573 0.08159461045482892 education=HS-grad -0.34891570835457114 -1.103108738119753 education=Prof-school 0.03013179987696754 -0.31624254937151913 education=Assoc-acdm 0.21882131609237973 -0.5611432404178829 education=Assoc-voc 0.2690080396922378 0.0051214893018417754 education=9th 0.11465702444154671 1.4967371526184048 education=7th-8th 3.1305643132739123 2.0035995962939452 education=12th 0.16374462639199508 -0.21362998034274153 education=Masters 3.616346271178728 -0.04663015344901171 education=1st-4th 0.601437070798703 0.8393910330751682 education=10th -1.5251547540157613 -2.8946990795813567 education=Doctorate -1.9914232618321843 -2.010372381984456 education=5th-6th 0.9179182691709789 0.6168746132540845 education=Preschool -3.268554532215915 -0.4982416527250094 education-num -2.1409315379002876 1.8793260836060064 marital-status=Married-civ-spouse 1.1776406061237792 0.8086051984284632 marital-status=Divorced 1.3240903696383006 1.4322092918870974 marital-status=Never-married 0.2385629989468459 -0.2932347059838366 marital-status=Separated 0.3641973097958091 -1.1692626074621255 marital-status=Widowed 1.8723830106925565 -0.5156679201876506 marital-status=Married-spouse-absent -0.4561589510431327 -0.046064436991126764 marital-status=Married-AF-spouse -0.3291970763476624 0.706716039647646 occupation=Tech-support -0.37466819503025833 -1.7540400191913812 occupation=Craft-repair 0.9372046091834559 0.8733353574248266 occupation=Other-service -0.1356670317986475 -0.4222399395510518 occupation=Sales -0.8022064363888638 -0.4368011989313066 occupation=Exec-managerial 0.060062885685884616 1.0869510550158232 occupation=Prof-specialty 0.9029271417477787 0.6682302716045321 occupation=Handlers-cleaners 0.16709630444584156 -1.408305578299226 occupation=Machine-op-inspct 0.31713548417262044 -0.41759637453317916 occupation=Adm-clerical 1.649542357137958 0.9141736298975371 occupation=Farming-fishing 0.34694385211622775 -0.4114341152099483 occupation=Transport-moving 1.610819034633085 0.38690552838177067 occupation=Priv-house-serv -0.24754892848677407 0.6215959553751947 occupation=Protective-serv -0.11786943892668056 -0.7594576101821499 occupation=Armed-Forces -0.9117168932688166 -1.8242088812092772 relationship=Wife 1.5547439499557982 2.381342350982815 relationship=Own-child 0.40409886707504894 -1.4694272945859874 relationship=Husband -0.7805930572413842 -0.437576312268095 relationship=Not-in-family 0.5010872353526151 0.9872079431393963 relationship=Other-relative 0.06474906587696055 1.6802221577794796 relationship=Unmarried -0.6352493793191842 -0.7602069225630187 race=White -1.0388222185450044 -0.7200761233340752 race=Asian-Pac-Islander 0.7277850233039411 2.2513882132544785 race=Amer-Indian-Eskimo 3.97917296433181 1.2483368374831671 race=Other -0.6346717762439996 -1.5090568790619232 race=Black -0.07293414256848706 0.9964316321766657 sex -5.926552384915013 -0.24495843601999248 capital-gain -2.780449670909697 -2.0484578680896224 capital-loss -2.9588883921449933 -1.519566415876407 hours-per-week -0.056095585400068065 0.7422514311330615 native-country=United-States -4.36636953981519 -1.014603868402462 native-country=Cambodia 0.3945005745489066 -2.347301699637514 native-country=England 0.09466350308564533 -0.7665492374138605 native-country=Puerto-Rico -1.9511297156657579 -2.1108124521583393 native-country=Canada -0.6756156072556928 -0.06330229166565249 native-country=Germany 0.8710169823271108 -0.1259555998786971 native-country=Outlying-US(Guam-USVI-etc) 3.1480941255618218 1.6139657010747652 native-country=India 3.229508981828886 1.2868905450038528 native-country=Japan 2.0485088316608255 0.47294945346615 native-country=Greece -2.9061069201684386 -5.050226218465779 native-country=South 1.6488930377330973 2.192234105296257 native-country=China 1.2415068938984533 -0.44982873536661366 native-country=Cuba -2.6496007821446934 -1.0207279967064018 native-country=Iran 1.1459830767951995 -0.4658962183024051 native-country=Honduras -0.7775784970862565 -1.0988772253655024 native-country=Philippines -0.9543479454140298 -0.35956546157473057 native-country=Italy 1.0872177446320161 -0.72010866791929 native-country=Poland -2.9113727046690463 -0.7822336920448902 native-country=Jamaica 1.3652196567534067 3.3187808837281483 native-country=Vietnam 1.5133243065941389 1.8133134645065916 native-country=Mexico -1.7934175663080425 -0.5838156988777067 native-country=Portugal -1.3087643312981256 2.3473641281275124 native-country=Ireland -0.900507616451977 -0.7724329393098006 native-country=France -0.24282863395280888 2.116756288873699 native-country=Dominican-Republic 1.142424795288591 -0.5029636013396446 native-country=Laos 0.8850063261025173 -0.854395741761839 native-country=Ecuador 0.2572946524696421 0.40389762520506767 native-country=Taiwan 2.7160607945306303 0.21506408717078368 native-country=Haiti 3.631249740390663 -0.9773461064140374 native-country=Columbia 0.007772309115749866 0.9055949060831356 native-country=Hungary -1.4611617687061624 0.4843122963965915 native-country=Guatemala 2.2041379665960243 0.3858868451405918 native-country=Nicaragua 0.5912121693069516 0.6687322129008897 native-country=Scotland 1.680060332769021 0.7608096773743819 native-country=Thailand 1.3392687526121985 0.8873946743016382 native-country=Yugoslavia -0.1373091282418519 -1.182020306236917 native-country=El-Salvador 1.0019720381782429 -0.5417202154777994 native-country=Trinadad&Tobago -0.008320213802952621 -2.12955612568547 native-country=Peru 0.3810243949545724 0.41269668909426604 native-country=Hong 1.1834339203541604 -5.238027686823298E-4 native-country=Holand-Netherlands Hidden Weights: -4.248824212973301 4.248824212973301 5.26259662915354 -5.262596629153539 >50K <=50K Error sum for iteration 8400 = 705.664552274578 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4312700708561255 12.504461862643591 age 0.5915640309018929 0.1261326942332068 workclass=Private 1.4828893397081824 1.2545133097990222 workclass=Self-emp-not-inc 0.16703615033341074 1.98026504109568 workclass=Self-emp-inc -0.11443181712135223 -0.5186378187951315 workclass=Federal-gov 0.9842028750458943 -0.3842244178370118 workclass=Local-gov 0.5417207913571109 -1.0998865039551537 workclass=State-gov 0.3205307419994653 -0.2939008789434621 workclass=Without-pay -0.5923477232500352 -0.6540813217925299 workclass=Never-worked 0.04464743678177435 0.6721813904960572 fnlwgt 0.31998251046521115 0.373935923986705 education=Bachelors 0.42270957302271217 -0.18720256886289618 education=Some-college 1.177302894761709 1.6263206897324725 education=11th 0.2146081534802337 0.08460196366657771 education=HS-grad -0.3489318360317136 -1.106790606987024 education=Prof-school 0.028404868436888234 -0.317518854636808 education=Assoc-acdm 0.2172823466549658 -0.5635625884755837 education=Assoc-voc 0.2639725574992016 -0.00821914907737539 education=9th 0.11281600135302516 1.5181673925062527 education=7th-8th 3.1439029666298053 2.0165620257765986 education=12th 0.16346116895017493 -0.21194233803566756 education=Masters 3.6276242836816888 -0.046179399040994745 education=1st-4th 0.5991411520778589 0.8443436663158649 education=10th -1.525815464073647 -2.9022258769031386 education=Doctorate -1.9988707170832594 -2.036310255140778 education=5th-6th 0.9244859041463559 0.6177646666792781 education=Preschool -3.2724601538100377 -0.49685510800613547 education-num -2.1451926304995173 1.8822977402519427 marital-status=Married-civ-spouse 1.1784949176561035 0.8045113226098792 marital-status=Divorced 1.3252746181868216 1.431686035855049 marital-status=Never-married 0.2386989911833467 -0.29955419900849806 marital-status=Separated 0.36416021519590974 -1.1821762438192427 marital-status=Widowed 1.8857924714370495 -0.5060333703121427 marital-status=Married-spouse-absent -0.4640123728864998 -0.03476676607816247 marital-status=Married-AF-spouse -0.3297701191684979 0.7058040236927121 occupation=Tech-support -0.37441224407439755 -1.7573728540696045 occupation=Craft-repair 0.9377268291743671 0.8756384204793988 occupation=Other-service -0.13564588998291072 -0.42307925033770055 occupation=Sales -0.8024501358118569 -0.4382264456827772 occupation=Exec-managerial 0.059918477380973875 1.0887283225285067 occupation=Prof-specialty 0.9028166834802587 0.6679699486419882 occupation=Handlers-cleaners 0.16702550426787385 -1.4126287447816934 occupation=Machine-op-inspct 0.31790288637216396 -0.41655481386726056 occupation=Adm-clerical 1.649122085013903 0.9094041463387489 occupation=Farming-fishing 0.34713249836454874 -0.4116675768190666 occupation=Transport-moving 1.6170016430211145 0.3938265465245485 occupation=Priv-house-serv -0.2480030755637635 0.6242512280735855 occupation=Protective-serv -0.11875638776771728 -0.757981312175987 occupation=Armed-Forces -0.9097711439410818 -1.8303051927523533 relationship=Wife 1.5568527465403337 2.3875012508611193 relationship=Own-child 0.4059747148036465 -1.4755225065527129 relationship=Husband -0.7831767002522867 -0.44054681254903183 relationship=Not-in-family 0.5030784655562225 0.9908935207789948 relationship=Other-relative 0.06261466212841722 1.685589745841079 relationship=Unmarried -0.6361343421702826 -0.7630505192082481 race=White -1.0392187421737662 -0.7217604640666168 race=Asian-Pac-Islander 0.7266620556220622 2.2598171399185345 race=Amer-Indian-Eskimo 3.9856635222804973 1.250889863434656 race=Other -0.6357831298806353 -1.5154644269245676 race=Black -0.07368574156428931 0.995271423347351 sex -5.931529491350416 -0.24418971200425463 capital-gain -2.7810425564254917 -2.050561770768581 capital-loss -2.958473293282906 -1.515317437137024 hours-per-week -0.05504516165519967 0.74218914544536 native-country=United-States -4.379195331805649 -1.0247988745141814 native-country=Cambodia 0.3872940359331467 -2.3746459722275812 native-country=England 0.09388251550120845 -0.7789621713106161 native-country=Puerto-Rico -1.9487041772465663 -2.1146973797752877 native-country=Canada -0.6730624153774158 -0.061062180183900576 native-country=Germany 0.8768961015842297 -0.1268891769582319 native-country=Outlying-US(Guam-USVI-etc) 3.1530258074884037 1.6347211869893556 native-country=India 3.2392952120536593 1.2912022240014736 native-country=Japan 2.0518334736657367 0.4738971681042501 native-country=Greece -2.927082118171556 -5.070320842015039 native-country=South 1.6507822816980409 2.2052484922976663 native-country=China 1.2445175497591683 -0.454913562863816 native-country=Cuba -2.659281001884035 -1.0348501702618493 native-country=Iran 1.1527291853193522 -0.46526271997030616 native-country=Honduras -0.7775524948717569 -1.1021507467092242 native-country=Philippines -0.9506861895367378 -0.33549767189994095 native-country=Italy 1.0930180699108234 -0.7134461361597763 native-country=Poland -2.9208486590658094 -0.7857758598198931 native-country=Jamaica 1.3664037144431849 3.342834462002624 native-country=Vietnam 1.5182568155878209 1.827853042056399 native-country=Mexico -1.8002516747931636 -0.5848610343476595 native-country=Portugal -1.3056454553981351 2.3611767185261607 native-country=Ireland -0.9035545009234683 -0.7723257904074715 native-country=France -0.24215017449618073 2.12280339466336 native-country=Dominican-Republic 1.1366466137522209 -0.4959614333732566 native-country=Laos 0.8923722016866474 -0.8509426048097002 native-country=Ecuador 0.257744565288107 0.4002069910157939 native-country=Taiwan 2.7257875390876802 0.2119678677229335 native-country=Haiti 3.6311862966220403 -0.9733116986532439 native-country=Columbia 0.008001136050390996 0.9055984804966333 native-country=Hungary -1.4641112426228262 0.4785188855021909 native-country=Guatemala 2.2128817488186865 0.3849057652230981 native-country=Nicaragua 0.5946794502447014 0.6686917208544562 native-country=Scotland 1.680156580509853 0.7650487623991913 native-country=Thailand 1.3451444385895186 0.8871986483872805 native-country=Yugoslavia -0.14606080839118002 -1.20549440524909 native-country=El-Salvador 1.0043404841145227 -0.541016442185241 native-country=Trinadad&Tobago -0.00886652203731678 -2.1402833079061274 native-country=Peru 0.3816012347835581 0.4122337126317042 native-country=Hong 1.1836627472888108 -5.202283552134568E-4 native-country=Holand-Netherlands Hidden Weights: -4.247422728115749 4.24742272811575 5.277058173085852 -5.277058173085856 >50K <=50K Error sum for iteration 8500 = 705.2716603902975 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4289589800885346 12.536145507828223 age 0.5926018941021157 0.1294479287446768 workclass=Private 1.4839195028725811 1.2582411340645214 workclass=Self-emp-not-inc 0.1668465972019764 1.979199593807338 workclass=Self-emp-inc -0.11476677350214864 -0.5212621241504296 workclass=Federal-gov 0.9848961524723342 -0.38585753513691196 workclass=Local-gov 0.542313150852662 -1.1014883739090395 workclass=State-gov 0.3210947142815103 -0.2938943118448368 workclass=Without-pay -0.5921215148462742 -0.6540729960606544 workclass=Never-worked 0.045434779104576974 0.6779541868298448 fnlwgt 0.3199883488331816 0.37917728466741724 education=Bachelors 0.4215526006949515 -0.18698655039169415 education=Some-college 1.1747633257833556 1.6297425035039643 education=11th 0.21352621125742385 0.08748886460667357 education=HS-grad -0.3489711144252456 -1.11045531233219 education=Prof-school 0.02673710456719095 -0.3187452677536604 education=Assoc-acdm 0.21577956313579771 -0.5659379820531465 education=Assoc-voc 0.25904848464418667 -0.02111832974125667 education=9th 0.1109540009240372 1.5391587837278509 education=7th-8th 3.156996473704199 2.0294484400443293 education=12th 0.16317546712422515 -0.21034756916445452 education=Masters 3.6386889860215517 -0.04569637211462336 education=1st-4th 0.5968678754346342 0.8491618827785458 education=10th -1.5264638209377577 -2.909594357998055 education=Doctorate -2.0062039285628885 -2.062059265372574 education=5th-6th 0.9310657874627374 0.6187077566612709 education=Preschool -3.2763348704894093 -0.49550112216095615 education-num -2.149352415637572 1.8852551198369973 marital-status=Married-civ-spouse 1.1793778808034538 0.8004461489245112 marital-status=Divorced 1.3264887594594248 1.4311520397781448 marital-status=Never-married 0.23888765544475093 -0.3057382576129797 marital-status=Separated 0.3641879533738093 -1.194760919852008 marital-status=Widowed 1.8987804816898934 -0.49665060978749254 marital-status=Married-spouse-absent 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-0.9078881976184072 -1.836433369093436 relationship=Wife 1.5589270069674879 2.3935505928513687 relationship=Own-child 0.40782718238547105 -1.4815955660493838 relationship=Husband -0.7857252029541969 -0.44347425395067913 relationship=Not-in-family 0.5050755482647332 0.9947680959642842 relationship=Other-relative 0.06052332544282037 1.690911066151356 relationship=Unmarried -0.6369896735841455 -0.7657510134204022 race=White -1.0396515783108378 -0.7235634351716685 race=Asian-Pac-Islander 0.7255839229546698 2.268128541281438 race=Amer-Indian-Eskimo 3.9920542552872034 1.2533985162113335 race=Other -0.6368668534201875 -1.521672781232605 race=Black -0.07441311010973548 0.9941783052745854 sex -5.936356227046577 -0.24328769759480504 capital-gain -2.781561774922213 -2.0524099292730043 capital-loss -2.958141565847536 -1.511423672912434 hours-per-week -0.05404350839657911 0.7420651430541625 native-country=United-States -4.391891210723868 -1.0348052077056775 native-country=Cambodia 0.38041194028743464 -2.4010826147739057 native-country=England 0.09297090331967542 -0.791442300114968 native-country=Puerto-Rico -1.9463758123584864 -2.1186194063292016 native-country=Canada -0.6707157444402861 -0.05918435720681818 native-country=Germany 0.8827555587606795 -0.1277809223258848 native-country=Outlying-US(Guam-USVI-etc) 3.157834090295123 1.65503483130572 native-country=India 3.248942097977916 1.2954040833121991 native-country=Japan 2.0550153321108318 0.4748532404359811 native-country=Greece -2.947567008009579 -5.0894996787068205 native-country=South 1.652603589386511 2.2177472808505607 native-country=China 1.247365336851649 -0.4601638051805009 native-country=Cuba -2.6688408308227776 -1.0487811855254232 native-country=Iran 1.1594295029066408 -0.46470356327628176 native-country=Honduras -0.7775629571254719 -1.1052825151765993 native-country=Philippines -0.9472190391840603 -0.3118613488567485 native-country=Italy 1.098639907424586 -0.7069172950226161 native-country=Poland 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1.6803636694954385 0.7692612010237023 native-country=Thailand 1.3509701557905818 0.887007521034388 native-country=Yugoslavia -0.15444519382277352 -1.2283388486017952 native-country=El-Salvador 1.0067578258574252 -0.5403518149075905 native-country=Trinadad&Tobago -0.009593347260136156 -2.1510671743209047 native-country=Peru 0.3821847210092618 0.4117655873090215 native-country=Hong 1.1838889556925607 -5.119026233310109E-4 native-country=Holand-Netherlands Hidden Weights: -4.246042454064751 4.246042454064753 5.291130815336523 -5.291130815336525 >50K <=50K Error sum for iteration 8600 = 704.8875059240096 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4266726612215646 12.567055400160417 age 0.5936072470392677 0.1326572745460598 workclass=Private 1.4849184091785788 1.261757054809522 workclass=Self-emp-not-inc 0.1666715871419691 1.9782854690887803 workclass=Self-emp-inc 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3.649547209986349 -0.04518175831486109 education=1st-4th 0.5946173901571532 0.8538483809441247 education=10th -1.5271018037626702 -2.916814856022299 education=Doctorate -2.013424367968665 -2.087618742372584 education=5th-6th 0.9376551355717645 0.6197023831817804 education=Preschool -3.2801791298680087 -0.4941803532741556 education-num -2.1534132180406638 1.8882094792033621 marital-status=Married-civ-spouse 1.1802842026167997 0.796413637703565 marital-status=Divorced 1.3277282659823613 1.4306112700119622 marital-status=Never-married 0.23912194388373578 -0.3117952865575348 marital-status=Separated 0.3642745950906898 -1.207026410010283 marital-status=Widowed 1.9113680826938622 -0.48752037584995633 marital-status=Married-spouse-absent -0.4794009455373806 -0.012613221003437642 marital-status=Married-AF-spouse -0.3309535458600648 0.7036130634707759 occupation=Tech-support -0.37388399818875756 -1.7636939135066632 occupation=Craft-repair 0.9386234903545199 0.8796639521846568 occupation=Other-service -0.135591506957167 -0.42464923244657804 occupation=Sales -0.8029440705605833 -0.4410705221691712 occupation=Exec-managerial 0.05965385006098289 1.0923253483066535 occupation=Prof-specialty 0.9026775658083607 0.6676513233755624 occupation=Handlers-cleaners 0.1668695654840176 -1.4210682276004662 occupation=Machine-op-inspct 0.31934192760522445 -0.41471187455289105 occupation=Adm-clerical 1.648364337882127 0.9000032941367535 occupation=Farming-fishing 0.34755120825953106 -0.41190243318352504 occupation=Transport-moving 1.629211246759987 0.40754450566077877 occupation=Priv-house-serv -0.248790943434672 0.6297553578626071 occupation=Protective-serv -0.12062518843050708 -0.7548876277948272 occupation=Armed-Forces -0.9060656248744128 -1.8425935990061688 relationship=Wife 1.5609650201945329 2.399495782080871 relationship=Own-child 0.4096547263635638 -1.4876555111993102 relationship=Husband -0.7882366711908999 -0.4463574532020544 relationship=Not-in-family 0.5070775429704142 0.9988234611397252 relationship=Other-relative 0.05847468669360011 1.6961909282131724 relationship=Unmarried -0.6378179245877648 -0.7683208189940534 race=White -1.040116656236307 -0.7254707872587915 race=Asian-Pac-Islander 0.7245461852241454 2.2763261431817243 race=Amer-Indian-Eskimo 3.998348930911596 1.2558651436974138 race=Other -0.6379240174068364 -1.5276954566736265 race=Black -0.07511578316078807 0.9931579947247378 sex -5.94103807376021 -0.2422661489803319 capital-gain -2.782009909324323 -2.0540192174730505 capital-loss -2.957887304722885 -1.5078636889477246 hours-per-week -0.053085758141460354 0.741888745450905 native-country=United-States -4.40445401494994 -1.0446321402286292 native-country=Cambodia 0.37383930548292144 -2.426654270656128 native-country=England 0.0919334450993194 -0.8039913122798502 native-country=Puerto-Rico -1.9441315902852223 -2.1225665692581517 native-country=Canada -0.6685539423032386 -0.057630425402348646 native-country=Germany 0.8885946475063297 -0.1286316870993658 native-country=Outlying-US(Guam-USVI-etc) 3.1625263869249443 1.6749202254825943 native-country=India 3.258452237324789 1.2995015556013927 native-country=Japan 2.0580624983694507 0.47581619667828545 native-country=Greece -2.9675805512026394 -5.107822893750968 native-country=South 1.6543597581950968 2.2297571592497194 native-country=China 1.2500566804035502 -0.4655694862163339 native-country=Cuba -2.678272679459501 -1.0625164310617925 native-country=Iran 1.1660820806946015 -0.4642125153740157 native-country=Honduras -0.7776063805557991 -1.1082845263378718 native-country=Philippines -0.9439297346532497 -0.28863756512442806 native-country=Italy 1.1040889277059462 -0.700518948649137 native-country=Poland -2.9380216804874024 -0.7917058838380843 native-country=Jamaica 1.368858955768448 3.390703039622614 native-country=Vietnam 1.5275002556019959 1.855635163074704 native-country=Mexico -1.8131122948347056 -0.5871068377493959 native-country=Portugal -1.2998533194916488 2.388062562464024 native-country=Ireland -0.9095114233729028 -0.7721192319841262 native-country=France -0.24095213601698198 2.13481615551893 native-country=Dominican-Republic 1.1252706411405624 -0.4821267137693195 native-country=Laos 0.9069028431536249 -0.8439727001087011 native-country=Ecuador 0.25836815341110264 0.3929526299533289 native-country=Taiwan 2.744804415236066 0.20598511350372095 native-country=Haiti 3.6311709652958655 -0.9652387804429118 native-country=Columbia 0.008450917144792647 0.9056194520965559 native-country=Hungary -1.4703573339194254 0.4670088841659399 native-country=Guatemala 2.230072001737003 0.38311440215004366 native-country=Nicaragua 0.6015613575120701 0.6686267732687914 native-country=Scotland 1.6806711677636166 0.7734479751188246 native-country=Thailand 1.3567469266541692 0.8868208609588745 native-country=Yugoslavia -0.1624727513415843 -1.2505640974119498 native-country=El-Salvador 1.0092212142851749 -0.5397245159551466 native-country=Trinadad&Tobago -0.010506068513519278 -2.1619086699083083 native-country=Peru 0.38277449386499013 0.4112924317625068 native-country=Hong 1.1841125283832659 -4.992567552896206E-4 native-country=Holand-Netherlands Hidden Weights: -4.244684084233162 4.244684084233164 5.304834236377571 -5.304834236377571 >50K <=50K Error sum for iteration 8700 = 704.5114693555307 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4244073930335182 12.597218982172148 age 0.5945808756939882 0.13576198208242687 workclass=Private 1.48588668460963 1.2650720234673936 workclass=Self-emp-not-inc 0.16650971857994848 1.9775104847486857 workclass=Self-emp-inc -0.11534246573100498 -0.5260668098783627 workclass=Federal-gov 0.986245853720405 -0.3889453830649296 workclass=Local-gov 0.543478351044123 -1.104639071844841 workclass=State-gov 0.3222139520611704 -0.2938684675802685 workclass=Without-pay -0.5916769993997875 -0.6540437663036291 workclass=Never-worked 0.046897836408383214 0.6891736515391932 fnlwgt 0.31999385697981275 0.3894143712356641 education=Bachelors 0.41925744278813326 -0.1866787190155862 education=Some-college 1.16989302897839 1.6369138707368276 education=11th 0.21135717651687952 0.09293101030374712 education=HS-grad -0.34910739420972015 -1.1177365121442255 education=Prof-school 0.02356514016124556 -0.3210620397104691 education=Assoc-acdm 0.21287687571579836 -0.5705646660249422 education=Assoc-voc 0.24952914782534194 -0.045632429501870284 education=9th 0.10717818674931763 1.579860195011235 education=7th-8th 3.182446124705039 2.054985802871698 education=12th 0.16260257479460918 -0.20741658112681483 education=Masters 3.660205402915932 -0.044636024940180145 education=1st-4th 0.5923898718007534 0.8584060166401678 education=10th -1.5277311039372898 -2.923896485003597 education=Doctorate -2.02053380653129 -2.112988839728585 education=5th-6th 0.9442512111245566 0.6207470536334007 education=Preschool -3.2839932637721763 -0.49289281052650236 education-num -2.15737781897786 1.8911707313984494 marital-status=Married-civ-spouse 1.181209151386902 0.792416908093292 marital-status=Divorced 1.328989074249444 1.4300672584843064 marital-status=Never-married 0.23939556204900161 -0.3177328124937925 marital-status=Separated 0.3644146722757151 -1.218982438470227 marital-status=Widowed 1.9235750472197002 -0.478641590832846 marital-status=Married-spouse-absent -0.48692862017558675 -0.0017702043473423552 marital-status=Married-AF-spouse -0.33155922837823637 0.7023572045827726 occupation=Tech-support -0.37361151327661246 -1.7666958884622557 occupation=Craft-repair 0.9390089333604295 0.8814296876316727 occupation=Other-service -0.13555862384427192 -0.4253867694085365 occupation=Sales -0.8031917312492288 -0.4424838846404032 occupation=Exec-managerial 0.05953436305129171 1.0941518084764292 occupation=Prof-specialty 0.9026346806547014 0.6675602723943252 occupation=Handlers-cleaners 0.16678594049366688 -1.4251873229344543 occupation=Machine-op-inspct 0.32001797294059126 -0.4139023106902068 occupation=Adm-clerical 1.6480250802625362 0.8953921909278004 occupation=Farming-fishing 0.3477789225018097 -0.41191748328633654 occupation=Transport-moving 1.6352398470555536 0.4143414855832347 occupation=Priv-house-serv -0.24913711888567233 0.6325551429588667 occupation=Protective-serv -0.12160284527494357 -0.7532762738324065 occupation=Armed-Forces -0.9043010165039618 -1.8487860057473844 relationship=Wife 1.5629655272457794 2.4053416454018537 relationship=Own-child 0.41145630541526157 -1.4937102155973765 relationship=Husband -0.7907097225508988 -0.4491954748359711 relationship=Not-in-family 0.509083542293784 1.0030517826376997 relationship=Other-relative 0.05646824283857962 1.7014340506124506 relationship=Unmarried -0.6386213942944889 -0.7707711046750376 race=White -1.040610332374 -0.7274697890169376 race=Asian-Pac-Islander 0.7235450110311622 2.2844134200001256 race=Amer-Indian-Eskimo 4.004551167352585 1.2582919259904557 race=Other -0.6389556779846862 -1.5335446377895194 race=Black -0.07579348959898422 0.9922151325014942 sex -5.945580364798304 -0.24113802078401414 capital-gain -2.7823897723256374 -2.055405538990083 capital-loss -2.957705417809722 -1.5046184714964979 hours-per-week -0.052167515346628134 0.7416683968025874 native-country=United-States -4.41688134555658 -1.0542883826143068 native-country=Cambodia 0.36756167032144244 -2.4514016975893336 native-country=England 0.09077446861349557 -0.8166106719121251 native-country=Puerto-Rico -1.9419607354365238 -2.1265291219766724 native-country=Canada -0.6665575644443306 -0.05636551431191165 native-country=Germany 0.8944127340011265 -0.12944226352340196 native-country=Outlying-US(Guam-USVI-etc) 3.1671097171328944 1.6943903810320196 native-country=India 3.2678282211763197 1.3034997058657467 native-country=Japan 2.0609826985128166 0.47678468829901754 native-country=Greece -2.9871409010322276 -5.125345779479128 native-country=South 1.6560535631829514 2.241302881484411 native-country=China 1.2525980714267557 -0.47112116574681295 native-country=Cuba -2.687570572874391 -1.076052134548746 native-country=Iran 1.172685224339335 -0.4637837623358271 native-country=Honduras -0.7776798807733747 -1.1111681300799998 native-country=Philippines -0.9408032072957224 -0.2658083034694732 native-country=Italy 1.1093711644391202 -0.6942475579472391 native-country=Poland -2.9458529338549684 -0.7942014954833766 native-country=Jamaica 1.3701236713664064 3.414527839874205 native-country=Vietnam 1.5318251027814853 1.8688921374022265 native-country=Mexico -1.8191694435366585 -0.5882932608542957 native-country=Portugal -1.2971562656176987 2.4011529086434087 native-country=Ireland -0.9124244197143007 -0.7720197647154662 native-country=France -0.2404180143821596 2.140786376265058 native-country=Dominican-Republic 1.1196778943589465 -0.4753026056657823 native-country=Laos 0.9140685668737542 -0.8404582457656229 native-country=Ecuador 0.25856399663939295 0.38939144706955986 native-country=Taiwan 2.7541035104013543 0.20309372757973704 native-country=Haiti 3.6312161961819442 -0.961199626090341 native-country=Columbia 0.008671859900634932 0.905636035985534 native-country=Hungary -1.4736509238297792 0.461301627950092 native-country=Guatemala 2.23852354675788 0.3822996424790555 native-country=Nicaragua 0.6049760540483727 0.6686014582418628 native-country=Scotland 1.6810694122152317 0.7776099768721785 native-country=Thailand 1.3624757564568368 0.8866382880192805 native-country=Yugoslavia -0.1701540038297416 -1.2721817350061102 native-country=El-Salvador 1.011727863854475 -0.5391327039370892 native-country=Trinadad&Tobago -0.011609604400739854 -2.17280882757732 native-country=Peru 0.3833702359717626 0.4108143809490284 native-country=Hong 1.184333471139152 -4.8267286634654617E-4 native-country=Holand-Netherlands Hidden Weights: -4.243348017402861 4.243348017402867 5.318187017355553 -5.318187017355559 >50K <=50K Error sum for iteration 8800 = 704.1434191384225 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.42215988058438664 12.626662340976274 age 0.5955235994623439 0.13876348425439808 workclass=Private 1.4868250543064812 1.268196602478029 workclass=Self-emp-not-inc 0.16635977002079602 1.9768637548186379 workclass=Self-emp-inc -0.11558407027003453 -0.5282530212719714 workclass=Federal-gov 0.9869041999788636 -0.3903985736638864 workclass=Local-gov 0.5440502038801949 -1.1061948646307225 workclass=State-gov 0.3227692361199209 -0.29384991767692875 workclass=Without-pay -0.591458664498407 -0.6540235858784891 workclass=Never-worked 0.047579537159454344 0.6946304452278791 fnlwgt 0.3199963116033576 0.3944207686614255 education=Bachelors 0.4181233230496491 -0.18657148028654483 education=Some-college 1.1675501896437532 1.6406284663222428 education=11th 0.2102727721923474 0.09550013019912675 education=HS-grad -0.34919966075166364 -1.1213544991131668 education=Prof-school 0.02205479113434902 -0.3221579384223458 education=Assoc-acdm 0.21147432108639333 -0.5728188558982308 education=Assoc-voc 0.24493096166894318 -0.05726726074941991 education=9th 0.10526914828503824 1.5995877965699807 education=7th-8th 3.194805095326527 2.0676333541909933 education=12th 0.16231743409873145 -0.20607092174130046 education=Masters 3.6706696509234487 -0.04405944823985859 education=1st-4th 0.5901855026084212 0.8628377701030068 education=10th -1.5283531459818465 -2.930847306451621 education=Doctorate -2.027534254489254 -2.1381705048460358 education=5th-6th 0.9508513336113947 0.6218402831415037 education=Preschool -3.2877774994734525 -0.4916379776510586 education-num -2.16124929770657 1.8941475567694364 marital-status=Married-civ-spouse 1.1821484862621718 0.7884583668504783 marital-status=Divorced 1.3302675345587858 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-0.4118731698277057 occupation=Transport-moving 1.6412187132491385 0.42109730589310024 occupation=Priv-house-serv -0.2494582904068803 0.6353605912998546 occupation=Protective-serv -0.12260657669166379 -0.7516258230080322 occupation=Armed-Forces -0.9025920094192521 -1.8550106079920716 relationship=Wife 1.564927643656061 2.411092519810258 relationship=Own-child 0.413231261920475 -1.4997665318751745 relationship=Husband -0.7931433882107247 -0.4519876306838261 relationship=Not-in-family 0.5110926668615121 1.0074455968488667 relationship=Other-relative 0.05450339254940311 1.7066449623152347 relationship=Unmarried -0.6394021618905497 -0.7731119277243761 race=White -1.0411293416460654 -0.7295490472012945 race=Asian-Pac-Islander 0.7225770732449744 2.292393613537782 race=Amer-Indian-Eskimo 4.010664440454052 1.2606808869547788 race=Other -0.6399628827142537 -1.539231365530978 race=Black -0.07644611459920511 0.9913534480919988 sex -5.949988298628039 -0.23991547534978183 capital-gain -2.7827042899367957 -2.0565838038381794 capital-loss -2.957591469842042 -1.5016710499414938 hours-per-week -0.05128479205231963 0.7414117621416462 native-country=United-States -4.4291714850262895 -1.0637821208739886 native-country=Cambodia 0.3615651232104134 -2.4753637503539037 native-country=England 0.08949789428982784 -0.8293016400443923 native-country=Puerto-Rico -1.9398543056917856 -2.130499105739 native-country=Canada -0.6647091454340025 -0.055358001111690036 native-country=Germany 0.9002092484098537 -0.1302133992973611 native-country=Outlying-US(Guam-USVI-etc) 3.171590703285535 1.7134577701142053 native-country=India 3.2770726240500117 1.3074032579477164 native-country=Japan 2.063783293159074 0.47775748029149284 native-country=Greece -3.0062654361773005 -5.1421191602428165 native-country=South 1.6576877421338079 2.2524074280696804 native-country=China 1.254995970567275 -0.47680991014176993 native-country=Cuba -2.6967298746925996 -1.0893853485471625 native-country=Iran 1.1792374736537625 -0.46341188442530323 native-country=Honduras -0.7777811004979663 -1.1139440428787253 native-country=Philippines -0.9378258658161011 -0.24335643144758246 native-country=Italy 1.114492851953116 -0.6880994062758686 native-country=Poland -2.9532540944657164 -0.7964431211500461 native-country=Jamaica 1.3714094743568628 3.43828529720719 native-country=Vietnam 1.5359607882939919 1.881735341164715 native-country=Mexico -1.8249958810777376 -0.5895137699151216 native-country=Portugal -1.2945780367821782 2.4140192576268413 native-country=Ireland -0.9152955305477405 -0.7719227778503546 native-country=France -0.23991932614128275 2.146735275229376 native-country=Dominican-Republic 1.1141519534703885 -0.46854596525192155 native-country=Laos 0.9211686495860697 -0.8369255304182704 native-country=Ecuador 0.2586953328782416 0.38587580937381083 native-country=Taiwan 2.7632686984625794 0.20026595026713642 native-country=Haiti 3.6312948783557393 -0.9571581795050337 native-country=Columbia 0.008890194801984774 0.9056562164106741 native-country=Hungary -1.477055958470297 0.45563253082337013 native-country=Guatemala 2.2468826288753814 0.38153602939225767 native-country=Nicaragua 0.6083733473263523 0.6685804182105729 native-country=Scotland 1.6815495125399131 0.7817480153149402 native-country=Thailand 1.3681576304946115 0.8864594643898047 native-country=Yugoslavia -0.1774994896671604 -1.293204302096495 native-country=El-Salvador 1.0142750547408237 -0.538574531363484 native-country=Trinadad&Tobago -0.01290846583388815 -2.1837686951877786 native-country=Peru 0.3839716637712322 0.4103315807339466 native-country=Hong 1.1845518060404834 -4.6249244119129406E-4 native-country=Holand-Netherlands Hidden Weights: -4.2420344269159145 4.242034426915913 5.331206697775843 -5.331206697775839 >50K <=50K Error sum for iteration 8900 = 703.7830597116366 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.41992721398776367 12.655410329744155 age 0.5964362546265487 0.14166333899529596 workclass=Private 1.4877343072432292 1.2711408921201472 workclass=Self-emp-not-inc 0.1662206758210426 1.9763355996256498 workclass=Self-emp-inc -0.1157955079081202 -0.5302992628444705 workclass=Federal-gov 0.9875526004920565 -0.39179129898712217 workclass=Local-gov 0.5446144032965302 -1.1077417257391362 workclass=State-gov 0.3233216654887967 -0.29382803969135907 workclass=Without-pay -0.5912429041276362 -0.6540001166003838 workclass=Never-worked 0.04823147965339021 0.6999911606376329 fnlwgt 0.3200000040235956 0.39935868754274334 education=Bachelors 0.417000362838009 -0.18648652207515717 education=Some-college 1.1652619268315578 1.6444080896583566 education=11th 0.20919000624100775 0.0979765548323974 education=HS-grad -0.3493054607597488 -1.1249583013187268 education=Prof-school 0.020591215697796643 -0.3232152239448536 education=Assoc-acdm 0.21010263374463312 -0.5750350865583149 education=Assoc-voc 0.2404383746614137 -0.06850036883979344 education=9th 0.10334879198851336 1.618911685103633 education=7th-8th 3.206923925069969 2.080198120116472 education=12th 0.16203421941811808 -0.20479927046059662 education=Masters 3.680945702547797 -0.04345213858090721 education=1st-4th 0.5880044595675139 0.8671467152309278 education=10th -1.5289691142170505 -2.937674477715416 education=Doctorate -2.0344279135038486 -2.1631654430248273 education=5th-6th 0.9574528887587781 0.6229805961484751 education=Preschool -3.2915319715506337 -0.49041491156411404 education-num -2.1650309083552246 1.8971475061168603 marital-status=Married-civ-spouse 1.1830983972836129 0.7845398176546449 marital-status=Divorced 1.3315603677431518 1.4289819164381794 marital-status=Never-married 0.24003890536907155 -0.3292755221241427 marital-status=Separated 0.3648353018496273 -1.2420046411466414 marital-status=Widowed 1.9469199284088765 -0.461627241645182 marital-status=Married-spouse-absent 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0.3558363200850571 -2.4985773903260924 native-country=England 0.08810727327774456 -0.8420652925833232 native-country=Puerto-Rico -1.9378048456531536 -2.1344700004979873 native-country=Canada -0.6629929931100285 -0.054579238952014164 native-country=Germany 0.9059836779389339 -0.1309458084418069 native-country=Outlying-US(Guam-USVI-etc) 3.1759755718176543 1.7321343616622884 native-country=India 3.2861879959685356 1.311216619707673 native-country=Japan 2.0664712807570513 0.47873344100242826 native-country=Greece -3.0249707930037157 -5.1581897694386605 native-country=South 1.6592649810103595 2.2630921545506357 native-country=China 1.257256738545443 -0.4826272643471965 native-country=Cuba -2.705747061133833 -1.1025139200974166 native-country=Iran 1.1857375834389114 -0.46309183227478085 native-country=Honduras -0.7779081245341313 -1.1166223654441323 native-country=Philippines -0.9349854143089864 -0.22126566861747224 native-country=Italy 1.1194603008097053 -0.6820707176034235 native-country=Poland -2.9602703990915025 -0.7984669051890126 native-country=Jamaica 1.372714079821183 3.461979100364528 native-country=Vietnam 1.5399135017980838 1.8941710357767434 native-country=Mexico -1.8306036512409933 -0.5907628498174192 native-country=Portugal -1.2921095371046396 2.42666962211326 native-country=Ireland -0.9181259377428573 -0.7718282157797252 native-country=France -0.23945128772451235 2.1526647509105152 native-country=Dominican-Republic 1.1086952463556996 -0.4618605291193859 native-country=Laos 0.9282037311381292 -0.8333755218039695 native-country=Ecuador 0.25877045376485347 0.38240673036060413 native-country=Taiwan 2.7723039941784755 0.19749961402348945 native-country=Haiti 3.631405723945035 -0.9531140342313416 native-country=Columbia 0.009105955172752216 0.9056796856887793 native-country=Hungary -1.4805705770683912 0.4500063696160778 native-country=Guatemala 2.2551515959798842 0.38082158571554703 native-country=Nicaragua 0.6117533435089402 0.6685633254285734 native-country=Scotland 1.6821033356045048 0.7858628226769745 native-country=Thailand 1.373793512344252 0.886284087398149 native-country=Yugoslavia -0.18451972390914695 -1.313645144058648 native-country=El-Salvador 1.0168601352123283 -0.5380481590895524 native-country=Trinadad&Tobago -0.0144067919503724 -2.194789281654332 native-country=Peru 0.38457852089844324 0.4098441836005967 native-country=Hong 1.18476756641126 -4.3902316309612284E-4 native-country=Holand-Netherlands Hidden Weights: -4.240743314377456 4.240743314377456 5.3439098346575244 -5.343909834657532 >50K <=50K Error sum for iteration 9000 = 703.4300159038193 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4177068293162781 12.683486668695718 age 0.5973196816361929 0.14446318472895103 workclass=Private 1.4886152692260703 1.2739144824562445 workclass=Self-emp-not-inc 0.1660915053348101 1.9759174516128595 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relationship=Not-in-family 0.5151168968629899 1.0167016341024495 relationship=Other-relative 0.05069574688040392 1.7169869276057963 relationship=Unmarried -0.640902969211193 -0.7775005740982062 race=White -1.0422319467949517 -0.7339085306120566 race=Asian-Pac-Islander 0.7207296196350748 2.308044664361709 race=Amer-Indian-Eskimo 4.022637326934454 1.2653527251145653 race=Other -0.641908072669096 -1.5501568006908704 race=Black -0.07767626162544537 0.9898848108553158 sex -5.958421250140277 -0.2372319198004442 capital-gain -2.783149060479215 -2.058370838354348 capital-loss -2.9575522230706315 -1.4966101150575453 hours-per-week -0.04961169179883031 0.740816881161586 native-country=United-States -4.453336250829177 -1.0823124375394122 native-country=Cambodia 0.3503624937970717 -2.5210777157623245 native-country=England 0.08660582083166259 -0.8549025353227429 native-country=Puerto-Rico -1.9358061038332612 -2.138436442272692 native-country=Canada -0.6613950036885282 -0.054003297794879966 native-country=Germany 0.9117355611371994 -0.1316401794727453 native-country=Outlying-US(Guam-USVI-etc) 3.18027015972843 1.7504316534931554 native-country=India 3.295176856160434 1.314943906699916 native-country=Japan 2.069053303512034 0.47971153324060206 native-country=Greece -3.043272896865105 -5.1736005986546605 native-country=South 1.660787901084407 2.2733769277307645 native-country=China 1.2593865870243615 -0.48856522553789133 native-country=Cuba -2.7146195360888905 -1.1154364486951556 native-country=Iran 1.1921845055059581 -0.46281890400648196 native-country=Honduras -0.7780594031562346 -1.1192126043692614 native-country=Philippines -0.9322706972214916 -0.19952054888501936 native-country=Italy 1.1242798039313664 -0.6761577390841939 native-country=Poland -2.966940680569773 -0.8003036214562455 native-country=Jamaica 1.3740355163925695 3.485612576933144 native-country=Vietnam 1.5436891433395563 1.9062051547245713 native-country=Mexico -1.836003771580139 -0.5920354401766836 native-country=Portugal -1.2897425542586645 2.4391117809648595 native-country=Ireland -0.9209167297635584 -0.7717360189432304 native-country=France -0.2390097970611014 2.1585765553673415 native-country=Dominican-Republic 1.1033101417146933 -0.45524984724566114 native-country=Laos 0.935174497904118 -0.8298091266822304 native-country=Ecuador 0.2587967429503674 0.3789850889558722 native-country=Taiwan 2.7812132421615554 0.19479263877033795 native-country=Haiti 3.6315474970701924 -0.9490667651099292 native-country=Columbia 0.009319181759383668 0.905706164413691 native-country=Hungary -1.4841927865167912 0.44442790962168827 native-country=Guatemala 2.2633327194381647 0.3801544241832082 native-country=Nicaragua 0.6151161662868283 0.6685498814516738 native-country=Scotland 1.6827234762494554 0.7899550604802711 native-country=Thailand 1.379384342894579 0.8861118837171025 native-country=Yugoslavia -0.19122516195136968 -1.3335182700888384 native-country=El-Salvador 1.0194805239974267 -0.5375517680708173 native-country=Trinadad&Tobago -0.016108374501128415 -2.205871517284306 native-country=Peru 0.3851905730602341 0.4093523452825023 native-country=Hong 1.1849807929978209 -4.125444381749384E-4 native-country=Holand-Netherlands Hidden Weights: -4.2394745512704874 4.239474551270493 5.356312061510211 -5.356312061510224 >50K <=50K Error sum for iteration 9100 = 703.0840603080807 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.41549647219910546 12.710914030076745 age 0.5981747153711368 0.14716470580215335 workclass=Private 1.4894687824447461 1.276526425469366 workclass=Self-emp-not-inc 0.1659714448626929 1.9756017603058842 workclass=Self-emp-inc -0.11613005965178927 -0.5339846666742077 workclass=Federal-gov 0.9888220712555594 -0.3943982153010493 workclass=Local-gov 0.5457188014843165 -1.110819437164343 workclass=State-gov 0.32441811365526524 -0.2937753994483208 workclass=Without-pay -0.5908189394368599 -0.6539444052997171 workclass=Never-worked 0.04945495005477683 0.7104395548014126 fnlwgt 0.3200142619249491 0.4090455928340731 education=Bachelors 0.41479296538599264 -0.1863612100304617 education=Some-college 1.1608315273879777 1.6521076298618584 education=11th 0.20703336778268824 0.10267491847482209 education=HS-grad -0.3495517110444715 -1.1321256717215222 education=Prof-school 0.0177947704975857 -0.32522132750637894 education=Assoc-acdm 0.20744723705285878 -0.5793570000938516 education=Assoc-voc 0.23176356607429946 -0.08979975535219997 education=9th 0.0994812947415399 1.6563831584954896 education=7th-8th 3.230457115408676 2.105074086675566 education=12th 0.16147585418754368 -0.2024618328608083 education=Masters 3.700954660753046 -0.042145066517895846 education=1st-4th 0.5837129960780698 0.8754087791621858 education=10th -1.530186539519596 -2.950982740894322 education=Doctorate -2.047904409636318 -2.21260550534457 education=5th-6th 0.9706502184125548 0.6253966321494446 education=Preschool -3.2989517702842357 -0.48805863275033556 education-num -2.172337872486862 1.9032418983579191 marital-status=Married-civ-spouse 1.1850165642811346 0.7768274331758537 marital-status=Divorced 1.3341776696952332 1.427918161579675 marital-status=Never-married 0.24077954243225208 -0.34041189377278863 marital-status=Separated 0.365413742437862 -1.263903564602514 marital-status=Widowed 1.9689490699271774 -0.44557575306308955 marital-status=Married-spouse-absent -0.5158507488160519 0.039921985215850976 marital-status=Married-AF-spouse -0.33403479678172815 0.6964806869939203 occupation=Tech-support -0.37246894302050193 -1.777793304674688 occupation=Craft-repair 0.9402263203992488 0.8872175838842428 occupation=Other-service -0.13539551516516135 -0.42809498386283606 occupation=Sales -0.8041682278991623 -0.4480410312166299 occupation=Exec-managerial 0.059144797833950415 1.1016936195276847 occupation=Prof-specialty 0.9025442669851237 0.6674409654055058 occupation=Handlers-cleaners 0.16642140522389653 -1.4410461692208807 occupation=Machine-op-inspct 0.3224717343198201 -0.411340568628421 occupation=Adm-clerical 1.6469156609349376 0.8777328351166506 occupation=Farming-fishing 0.3487857600842872 -0.41144553213643154 occupation=Transport-moving 1.658864775086457 0.44112021591475864 occupation=Priv-house-serv -0.2503111305968313 0.6436675280266333 occupation=Protective-serv -0.1257541088086334 -0.7464680437423715 occupation=Armed-Forces -0.8977760425188931 -1.8738757076016856 relationship=Wife 1.570579108437565 2.4278126274912815 relationship=Own-child 0.418393752768251 -1.5180008191561534 relationship=Husband -0.8002029569485755 -0.46008551002187 relationship=Not-in-family 0.5171303611820175 1.0215506689450413 relationship=Other-relative 0.048851495299043673 1.7221255768697812 relationship=Unmarried -0.6416262967902682 -0.7795639869276633 race=White -1.042810556054897 -0.7361713480348584 race=Asian-Pac-Islander 0.7198452724228273 2.3157210032084476 race=Amer-Indian-Eskimo 4.028503237021074 1.2676389657664515 race=Other -0.6428481033503063 -1.5554131264520048 race=Black -0.07825408261786564 0.9892819486250903 sex -5.962456030204627 -0.2357914381865352 capital-gain -2.783285059851229 -2.0590045189275967 capital-loss -2.957620357509604 -1.4944703385664497 hours-per-week -0.048814961201752556 0.7404907505185161 native-country=United-States -4.4652101492434895 -1.0913631096454617 native-country=Cambodia 0.3451314566163529 -2.5428980078241628 native-country=England 0.08499644569301748 -0.8678141164002383 native-country=Puerto-Rico -1.933852803497805 -2.1423939958319465 native-country=Canada -0.6599024960007253 -0.05360672072647389 native-country=Germany 0.9174644831627977 -0.13229718149115421 native-country=Outlying-US(Guam-USVI-etc) 3.184479925321183 1.7683607008735815 native-country=India 3.3040416881040855 1.3185889642866986 native-country=Japan 2.0715356553653943 0.4806908064427537 native-country=Greece -3.0611869925552857 -5.188391219715224 native-country=South 1.6622590483334017 2.2832802500509772 native-country=China 1.2613915450431321 -0.4946162186295221 native-country=Cuba -2.7233454795249403 -1.1281522364072314 native-country=Iran 1.1985773718779098 -0.4625887233359111 native-country=Honduras -0.7782336844928132 -1.1217236966751403 native-country=Philippines -0.9296715669984856 -0.17810637996683765 native-country=Italy 1.1289575670219412 -0.6703567971783956 native-country=Poland -2.9732983579709145 -0.8019794336410837 native-country=Jamaica 1.3753720914189036 3.509188747916615 native-country=Vietnam 1.547293331090693 1.91784333090129 native-country=Mexico -1.8412063552693334 -0.5933268772879072 native-country=Portugal -1.2874696520063245 2.451353272874541 native-country=Ireland -0.9236689123427893 -0.7716461262078514 native-country=France -0.23859131124480729 2.1644723000346686 native-country=Dominican-Republic 1.097998938763918 -0.44871728468065464 native-country=Laos 0.9420816749824914 -0.8262271969589391 native-country=Ecuador 0.2587807765942797 0.37561162205249427 native-country=Taiwan 2.79000012552258 0.1921430251258299 native-country=Haiti 3.6317190102290864 -0.9450159342640618 native-country=Columbia 0.009529919863544472 0.905735396989446 native-country=Hungary -1.4879204682413325 0.43890187903796246 native-country=Guatemala 2.2714281950276076 0.37953274091304223 native-country=Nicaragua 0.6184619528344382 0.6685398125840419 native-country=Scotland 1.683403219101952 0.7940253253132408 native-country=Thailand 1.3849310399229795 0.8859426046563001 native-country=Yugoslavia -0.19762616612751843 -1.3528382239603565 native-country=El-Salvador 1.0221337124896 -0.5370835688373296 native-country=Trinadad&Tobago -0.018016674492505637 -2.217016224682386 native-country=Peru 0.3858076040785456 0.4088562221511177 native-country=Hong 1.1851915311020345 -3.833118624034503E-4 native-country=Holand-Netherlands Hidden Weights: -4.238227911172944 4.238227911172946 5.368428145995211 -5.368428145995223 >50K <=50K Error sum for iteration 9200 = 702.74470374864 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4132941643836386 12.737714110558686 age 0.5990021777541491 0.149769605710042 workclass=Private 1.490295690164552 1.278985223121393 workclass=Self-emp-not-inc 0.16585978197072596 1.9753818988898162 workclass=Self-emp-inc -0.11625431029746854 -0.5356303158820788 workclass=Federal-gov 0.9894441682286446 -0.39561467521820753 workclass=Local-gov 0.5462586023858409 -1.1123551671528114 workclass=State-gov 0.3249622193923138 -0.2937451310425217 workclass=Without-pay -0.5906106420917513 -0.6539126542706833 workclass=Never-worked 0.05003039944677652 0.7155340541248721 fnlwgt 0.32002604399646906 0.4138020575400603 education=Bachelors 0.4137105471065654 -0.1863111929595203 education=Some-college 1.1586817209069904 1.6560031792298855 education=11th 0.205961231619016 0.1049077896810312 education=HS-grad -0.3496897423663227 -1.1356902752035345 education=Prof-school 0.016457558507433197 -0.32617326159590687 education=Assoc-acdm 0.20616135483961706 -0.5814640405902636 education=Assoc-voc 0.22757806101978956 -0.09988474260225638 education=9th 0.0975373726270953 1.674548013675472 education=7th-8th 3.2418807334835846 2.1173830563295377 education=12th 0.16120155869149846 -0.2013885696188885 education=Masters 3.710697579229043 -0.041444887944350056 education=1st-4th 0.5816028576552704 0.8793682766444656 education=10th -1.53078942398069 -2.95747471089421 education=Doctorate -2.054492303570792 -2.2370574545613033 education=5th-6th 0.9772411620057829 0.626669474899539 education=Preschool -3.3026170066419724 -0.4869220385794273 education-num -2.175869868631875 1.9063466199489014 marital-status=Married-civ-spouse 1.185978933223251 0.7730349478960272 marital-status=Divorced 1.3354971209528776 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-2.783367130048521 -2.059480028899319 capital-loss -2.957743160803178 -1.492575444832927 hours-per-week -0.04804098005054034 0.7401526762806319 native-country=United-States -4.476945265325871 -1.1002795364402893 native-country=Cambodia 0.34013159712773966 -2.564069788232626 native-country=England 0.08328177609865343 -0.8808006365438286 native-country=Puerto-Rico -1.9319404579635706 -2.1463389729155167 native-country=Canada -0.658504063093867 -0.05336829731657274 native-country=Germany 0.923170071803961 -0.13291746866582554 native-country=Outlying-US(Guam-USVI-etc) 3.188609962326289 1.7859321419926302 native-country=India 3.312784935674758 1.3221553881857875 native-country=Japan 2.073924291561871 0.4816703897159296 native-country=Greece -3.0787276739489595 -5.202598080849373 native-country=South 1.6636808852607496 2.2928193727652864 native-country=China 1.2632774371950781 -0.5007730736985829 native-country=Cuba -2.7319237228297952 -1.14066123316924 native-country=Iran 1.2049154791468217 -0.4623972186877727 native-country=Honduras -0.7784299558380775 -1.1241640363520715 native-country=Philippines -0.9271787707585821 -0.15700920146598069 native-country=Italy 1.1334996581560934 -0.6646643342619565 native-country=Poland -2.979372269142804 -0.8035165516053095 native-country=Jamaica 1.3767223586036734 3.532710375119921 native-country=Vietnam 1.5507314086997672 1.9290909223214048 native-country=Mexico -1.846220715387085 -0.5946328476091 native-country=Portugal -1.2852840765627875 2.4634013927614653 native-country=Ireland -0.9263834175228295 -0.7715584766199998 native-country=France -0.23819274873348983 2.1703534621510774 native-country=Dominican-Republic 1.0927638578020222 -0.44226602223001354 native-country=Laos 0.9489260194292378 -0.8226305348679246 native-country=Ecuador 0.258728413843274 0.37228692165957766 native-country=Taiwan 2.798668174080922 0.18954884861109414 native-country=Haiti 3.6319191213119035 -0.9409610959222766 native-country=Columbia 0.009738217208669624 0.9057671480184798 native-country=Hungary -1.491751386701951 0.4334329465524965 native-country=Guatemala 2.2794401444110965 0.37895480965335476 native-country=Nicaragua 0.621790850651206 0.668532866188907 native-country=Scotland 1.6841364949260091 0.7980741542511652 native-country=Thailand 1.390434498051259 0.8857760223454666 native-country=Yugoslavia -0.20373297548092076 -1.37161996604013 native-country=El-Salvador 1.0248172666900444 -0.5366418090427348 native-country=Trinadad&Tobago -0.02013483373838183 -2.228224097486434 native-country=Peru 0.3864294128335861 0.40835596922045525 native-country=Hong 1.1853998284471863 -3.5156083332400594E-4 native-country=Holand-Netherlands Hidden Weights: -4.23700309469041 4.237003094690412 5.380272045529508 -5.380272045529522 >50K <=50K Error sum for iteration 9300 = 702.4116792228035 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.41109817334467286 12.763907693698647 age 0.5998028722256864 0.15227958645852036 workclass=Private 1.4910968254372454 1.2812988277215638 workclass=Self-emp-not-inc 0.16575589184058365 1.97525207412698 workclass=Self-emp-inc -0.11635065190530529 -0.5371489081539682 workclass=Federal-gov 0.9900583967121016 -0.3967750632381141 workclass=Local-gov 0.5467899321351614 -1.113891779255358 workclass=State-gov 0.3255036405719787 -0.2937125288047486 workclass=Without-pay -0.5904047369304964 -0.653878602908701 workclass=Never-worked 0.05058398978511514 0.720546228375338 fnlwgt 0.32004154911659316 0.4185050918820796 education=Bachelors 0.41264338660654803 -0.18626397519672994 education=Some-college 1.1565710430110505 1.659914858932776 education=11th 0.2048942284845624 0.10706986760618159 education=HS-grad -0.34983640148898304 -1.1392427793079922 education=Prof-school 0.015158397133909237 -0.32709288107976103 education=Assoc-acdm 0.20490199200023457 -0.5835358916262466 education=Assoc-voc 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-1.8866072330511352 relationship=Wife 1.574150121381488 2.4385474269530882 relationship=Own-child 0.42170035126763133 -1.530254746111042 relationship=Husband -0.8047067273536478 -0.46525215294891753 relationship=Not-in-family 0.521156044571491 1.0316601490564223 relationship=Other-relative 0.045278387067891224 1.7323546261025682 relationship=Unmarried -0.6430260098476489 -0.783462598824645 race=White -1.0440117753772546 -0.7408259474803769 race=Asian-Pac-Islander 0.718145162903308 2.330787751772754 race=Amer-Indian-Eskimo 4.040008836859079 1.2721196187101411 race=Other -0.6446680287059613 -1.5655518855338746 race=Black -0.07933645777994952 0.9883458393816231 sex -5.970185642602747 -0.23275907226965795 capital-gain -2.7833978542389874 -2.0598075558976556 capital-loss -2.957918083731737 -1.4909149659449645 hours-per-week -0.047287191344552504 0.7398074455967484 native-country=United-States -4.488542183621244 -1.109067838848701 native-country=Cambodia 0.33535187256231014 -2.584622885196538 native-country=England 0.08146418296540144 -0.8938625574110649 native-country=Puerto-Rico -1.930065222357573 -2.1502682876052184 native-country=Canada -0.6571894395294271 -0.053268854603021644 native-country=Germany 0.9288519940902943 -0.13350168348527877 native-country=Outlying-US(Guam-USVI-etc) 3.1926650165748516 1.8031562207573006 native-country=India 3.321409000200435 1.3256465434873552 native-country=Japan 2.0762248394338982 0.48264948560822263 native-country=Greece -3.0959089128111104 -5.216254778447711 native-country=South 1.6650557850477175 2.3020103986907423 native-country=China 1.2650498705753528 -0.507029005274202 native-country=Cuba -2.7403536458636064 -1.1529639796731188 native-country=Iran 1.211198273956357 -0.462240603346035 native-country=Honduras -0.7786473934246562 -1.1265415021648741 native-country=Philippines -0.9247838529093326 -0.13621574266586553 native-country=Italy 1.137911972374166 -0.6590769309909297 native-country=Poland -2.9851873701401956 -0.8049337972621752 native-country=Jamaica 1.3780850884748412 3.5561800023446195 native-country=Vietnam 1.5540084525829934 1.9399530362828297 native-country=Mexico -1.851055454493695 -0.595949350570891 native-country=Portugal -1.2831796753419702 2.475263190500475 native-country=Ireland -0.9290611113691499 -0.7714730106639375 native-country=France -0.23781141124917862 2.1762213915346598 native-country=Dominican-Republic 1.0876070315756265 -0.43589905645470906 native-country=Laos 0.9557083143652317 -0.8190198973836217 native-country=Ecuador 0.2586448778246709 0.3690114356328966 native-country=Taiwan 2.807220772143358 0.1870082546609774 native-country=Haiti 3.632146731095287 -0.9369018002840264 native-country=Columbia 0.009944122369920217 0.9058011993804621 native-country=Hungary -1.4956831991776476 0.42802570189413774 native-country=Guatemala 2.2873706169891124 0.37841897667847996 native-country=Nicaragua 0.6251030150892273 0.6685288076982971 native-country=Scotland 1.6849178341613384 0.8021020299068824 native-country=Thailand 1.3958955889644102 0.8856119266396298 native-country=Yugoslavia -0.20955567880864126 -1.3898787661721521 native-country=El-Salvador 1.0275288288368836 -0.5362247793948833 native-country=Trinadad&Tobago -0.02246568315759462 -2.2394956849015726 native-country=Peru 0.38705581090027813 0.40785173865191304 native-country=Hong 1.1856057336083705 -3.1750947136818537E-4 native-country=Holand-Netherlands Hidden Weights: -4.235799748753796 4.235799748753797 5.391856960355034 -5.391856960355044 >50K <=50K Error sum for iteration 9400 = 702.0850588455784 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4089069848991645 12.789514704482167 age 0.6005775797015387 0.1546963327946793 workclass=Private 1.4918730029448957 1.2834746516055107 workclass=Self-emp-not-inc 0.16565922537634534 1.9752072407726011 workclass=Self-emp-inc -0.11641966849121294 -0.5385436286896095 workclass=Federal-gov 0.9906650941574009 -0.397881048597318 workclass=Local-gov 0.5473126690366032 -1.1154313145499573 workclass=State-gov 0.3260424232792669 -0.29367779718021414 workclass=Without-pay -0.5902011756646659 -0.6538424544219896 workclass=Never-worked 0.051117292206376244 0.7254789465493447 fnlwgt 0.32006113164787703 0.42315785350138974 education=Bachelors 0.4115921185260856 -0.18621585033142138 education=Some-college 1.1544965609279587 1.6638331507022777 education=11th 0.2038330213029862 0.10916583608306933 education=HS-grad -0.34999089254298327 -1.1427836101597872 education=Prof-school 0.013895499404329673 -0.32798131175166606 education=Assoc-acdm 0.2036681968176479 -0.5855730337899927 education=Assoc-voc 0.2195025438688137 -0.1189705493249735 education=9th 0.0936363686327359 1.7097785542081732 education=7th-8th 3.2640675531135988 2.1417384862691287 education=12th 0.16066419970071735 -0.19941598381635148 education=Masters 3.7296834009089914 -0.03994950961775951 education=1st-4th 0.5774543481206041 0.886960176005334 education=10th -1.5319860970325545 -2.970157764253975 education=Doctorate -2.067380652246467 -2.285446698931724 education=5th-6th 0.9903962048699047 0.6293377636063819 education=Preschool -3.309857543868366 -0.4847219927913707 education-num -2.182706942819479 1.9126907821343575 marital-status=Married-civ-spouse 1.1878975881938598 0.7655783163306291 marital-status=Divorced 1.3381469806059898 1.4264033730893404 marital-status=Never-married 0.24200797714924135 -0.35643168536089953 marital-status=Separated 0.3665105088455895 -1.2948067834593744 marital-status=Widowed 1.9997765461231982 -0.4232098940223879 marital-status=Married-spouse-absent -0.5362182340450965 0.06932342134562705 marital-status=Married-AF-spouse -0.3359135661892603 0.6913788483154762 occupation=Tech-support -0.3715642593046727 -1.7853116671634777 occupation=Craft-repair 0.9408771179007529 0.8905231476478501 occupation=Other-service -0.13524857443447114 -0.42994859364461596 occupation=Sales -0.8048741873065518 -0.45208679339722535 occupation=Exec-managerial 0.0589434099835753 1.107628154274145 occupation=Prof-specialty 0.9025042223833306 0.6674974518597953 occupation=Handlers-cleaners 0.16611812357431974 -1.4523633372638096 occupation=Machine-op-inspct 0.3240838456297944 -0.4100702580244924 occupation=Adm-clerical 1.6463274513995363 0.8654816755065585 occupation=Farming-fishing 0.349613633085632 -0.410688523133176 occupation=Transport-moving 1.676091059360219 0.46078303786842995 occupation=Priv-house-serv -0.251059667539595 0.6516005204770932 occupation=Protective-serv -0.1290658069584269 -0.7410569426250186 occupation=Armed-Forces -0.8933831002893957 -1.8930171977459098 relationship=Wife 1.5758771434134449 2.443799408486889 relationship=Own-child 0.42331373098220954 -1.5364209376533902 relationship=Husband -0.806898147947656 -0.46776687650529775 relationship=Not-in-family 0.5231667470272757 1.0369092036625958 relationship=Other-relative 0.04354803784419801 1.7374505485702147 relationship=Unmarried -0.6437049393187879 -0.7853094158031569 race=White -1.0446307787642548 -0.7432050037367365 race=Asian-Pac-Islander 0.7173259296058762 2.3381826952239204 race=Amer-Indian-Eskimo 4.045654129253883 1.2743167267963051 race=Other -0.6455498584893993 -1.5704481335090243 race=Black -0.0798416440550117 0.9880141873992657 sex -5.973889455990065 -0.23118358745079468 capital-gain -2.783379669550543 -2.0599964625243654 capital-loss -2.958142791728473 -1.4894792565794457 hours-per-week -0.046551245072002125 0.7394594131646508 native-country=United-States -4.500001768537664 -1.117733823257517 native-country=Cambodia 0.33078179743505537 -2.6045855049062268 native-country=England 0.07954580071894134 -0.9070002082785574 native-country=Puerto-Rico -1.9282237750409765 -2.1541793417701913 native-country=Canada -0.6559493828270604 -0.05329106559305308 native-country=Germany 0.9345099533689295 -0.13405045907301957 native-country=Outlying-US(Guam-USVI-etc) 3.1966495044602325 1.8200428072862334 native-country=India 3.329916238266858 1.329065582202547 native-country=Japan 2.078442610096524 0.4836273644886671 native-country=Greece -3.112744086736724 -5.229392305986631 native-country=South 1.6663860278062388 2.3108683753622525 native-country=China 1.2667142281860961 -0.5133775934149838 native-country=Cuba -2.748635091490216 -1.16506154971184 native-country=Iran 1.2174253395667656 -0.46211535664760256 native-country=Honduras -0.7788853199755754 -1.1288634861251539 native-country=Philippines -0.9224790711146399 -0.11571338084772141 native-country=Italy 1.1422002079179487 -0.6535913183951234 native-country=Poland -2.990765322740319 -0.8062470919923115 native-country=Jamaica 1.3794592417888933 3.5795999912238634 native-country=Vietnam 1.5571292793415894 1.950434552088009 native-country=Mexico -1.8557185418544757 -0.5972726688827661 native-country=Portugal -1.2811508266315725 2.486945471597345 native-country=Ireland -0.9317028006007859 -0.7713896711350272 native-country=France -0.23744492140787507 2.1820773174996138 native-country=Dominican-Republic 1.0825304974020449 -0.4296191992538861 native-country=Laos 0.9624293638281215 -0.8153960000054641 native-country=Ecuador 0.258534827853659 0.3657854711046066 native-country=Taiwan 2.8156611658627564 0.18451945429741262 native-country=Haiti 3.632400781100577 -0.932837596600821 native-country=Columbia 0.010147683635745648 0.9058373478671735 native-country=Hungary -1.4997134665030285 0.4226846391643453 native-country=Guatemala 2.2952215920051784 0.37792365623058033 native-country=Nicaragua 0.6283986074133795 0.6685274181862446 native-country=Scotland 1.6857423196062122 0.8061093851083203 native-country=Thailand 1.4013151618054251 0.8854501226071319 native-country=Yugoslavia -0.2151041909767173 -1.4076301069826727 native-country=El-Salvador 1.0302661186970585 -0.5358308182324107 native-country=Trinadad&Tobago -0.02501174905815892 -2.2508313805404807 native-country=Peru 0.38768662071845106 0.4073436786631424 native-country=Hong 1.185809294874223 -2.8136098464879504E-4 native-country=Holand-Netherlands Hidden Weights: -4.234617481552571 4.234617481552572 5.403195383793215 -5.403195383793224 >50K <=50K Error sum for iteration 9500 = 701.7649484811533 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.4067192787066239 12.814554257508636 age 0.6013270557159387 0.1570215003231798 workclass=Private 1.4926250132772836 1.285519583674594 workclass=Self-emp-not-inc 0.16556929884262825 1.975243021206634 workclass=Self-emp-inc -0.11646194050899504 -0.5398175983728669 workclass=Federal-gov 0.9912645439393752 -0.3989344246406529 workclass=Local-gov 0.5478267103920377 -1.1169756875008743 workclass=State-gov 0.32657861280203637 -0.29364112755242133 workclass=Without-pay -0.5899999111009088 -0.6538043990232109 workclass=Never-worked 0.05163175878450123 0.7303349334800091 fnlwgt 0.32008507668271274 0.42776332331883954 education=Bachelors 0.4105572679634268 -0.18616345697366005 education=Some-college 1.1524556308552634 1.667749464788633 education=11th 0.20277820700750374 0.11120010090497812 education=HS-grad -0.350152542328481 -1.146313169896784 education=Prof-school 0.012667207095139785 -0.32883954560722745 education=Assoc-acdm 0.20245907024642162 -0.5875758937094978 education=Assoc-voc 0.21560920603658462 -0.12798881705942808 education=9th 0.0916818881410759 1.726860992925812 education=7th-8th 3.2748414944630353 2.153783572991447 education=12th 0.16040150623146993 -0.19851051946820272 education=Masters 3.738934851134065 -0.03915339428976426 education=1st-4th 0.5754161629384981 0.8905989088966301 education=10th -1.5325806029864062 -2.97635701168307 education=Doctorate -2.0736865954727044 -2.309394183408427 education=5th-6th 0.9969560275413522 0.6307304662391213 education=Preschool -3.313432484278196 -0.483654112327668 education-num -2.186018103846858 1.9159359742505966 marital-status=Married-civ-spouse 1.1888495239388923 0.7619137507262959 marital-status=Divorced 1.3394737998392074 1.4259280234886473 marital-status=Never-married 0.24243691893937822 -0.3616031047426641 marital-status=Separated 0.3669240206576349 -1.3046245467654927 marital-status=Widowed 2.009511245880211 -0.4161870168733095 marital-status=Married-spouse-absent -0.5427440128997985 0.07875528095530512 marital-status=Married-AF-spouse -0.33653943403672354 0.6895770956857009 occupation=Tech-support -0.37125526587689905 -1.787689144831666 occupation=Craft-repair 0.9410547560013769 0.8914682463458357 occupation=Other-service -0.13519648425668973 -0.4305448693751022 occupation=Sales -0.8051034892353526 -0.45341097061954594 occupation=Exec-managerial 0.058892601462516354 1.10966175525434 occupation=Prof-specialty 0.9024905911145198 0.6675351025539478 occupation=Handlers-cleaners 0.16601111993131054 -1.4560384225407235 occupation=Machine-op-inspct 0.32458282206883715 -0.4097621446626343 occupation=Adm-clerical 1.6461750936716013 0.861611051011126 occupation=Farming-fishing 0.34989887371134715 -0.4103841800426423 occupation=Transport-moving 1.6817433041598011 0.4672590241135068 occupation=Priv-house-serv -0.2512961913429945 0.6541302546598835 occupation=Protective-serv -0.13019767538721114 -0.7392088580811824 occupation=Armed-Forces -0.8920040300475179 -1.899455266640372 relationship=Wife 1.5775656328236196 2.4489775541180956 relationship=Own-child 0.4249008939490281 -1.5426165469125557 relationship=Husband -0.8090496125234911 -0.47023664134055054 relationship=Not-in-family 0.5251750449902883 1.0422806389601313 relationship=Other-relative 0.04185418573012079 1.7425371862136991 relationship=Unmarried -0.6443714535682586 -0.787094789417458 race=White -1.0452599461061438 -0.7456110955835235 race=Asian-Pac-Islander 0.7165251933693819 2.345488157300002 race=Amer-Indian-Eskimo 4.051231310484122 1.2764866628581304 race=Other -0.6464141825636636 -1.575237346001548 race=Black -0.0803233016523938 0.9877740748598818 sex -5.9774917011973825 -0.22957846145864905 capital-gain -2.783314861796908 -2.0600553375154913 capital-loss -2.9584151342241776 -1.4882593930500283 hours-per-week -0.04583098025409077 0.7391125352603634 native-country=United-States -4.511325118642234 -1.1262830085016398 native-country=Cambodia 0.3264114292319003 -2.623984306426701 native-country=England 0.07752854615822678 -0.9202137912961961 native-country=Puerto-Rico -1.9264132230091222 -2.158069934688948 native-country=Canada -0.654775567622443 -0.05341927471634519 native-country=Germany 0.940143686749881 -0.13456442079574638 native-country=Outlying-US(Guam-USVI-etc) 3.200567532519934 1.8366014164314277 native-country=India 3.3383089601414295 1.3324154594215827 native-country=Japan 2.080582610797583 0.4846033594391314 native-country=Greece -3.129246006179334 -5.242039281715621 native-country=South 1.6676737986433334 2.319407379429614 native-country=China 1.2682756670188935 -0.5198127664558574 native-country=Cuba -2.756768294198028 -1.1769554933930664 native-country=Iran 1.2235963834536818 -0.4620182062188262 native-country=Honduras -0.7791431692535704 -1.1311369221468441 native-country=Philippines -0.9202573234638727 -0.09549010070452346 native-country=Italy 1.1463698514117795 -0.648204382685324 native-country=Poland -2.9961249881499774 -0.8074698761679712 native-country=Jamaica 1.380843945821787 3.602972552389632 native-country=Vietnam 1.560098453392802 1.9605401424645164 native-country=Mexico -1.8602173802480255 -0.5985993448241123 native-country=Portugal -1.2791923788143396 2.498454799447837 native-country=Ireland -0.9343092383288576 -0.7713084037136735 native-country=France -0.23709117285144812 2.1879223557568914 native-country=Dominican-Republic 1.0775361900249263 -0.4234290772541343 native-country=Laos 0.9690899882646512 -0.8117595200254633 native-country=Ecuador 0.2584024236233234 0.3626091998758046 native-country=Taiwan 2.82399247019435 0.1820807203482534 native-country=Haiti 3.632680251730566 -0.9287680356142952 native-country=Columbia 0.010348948199441797 0.9058754032659523 native-country=Hungary -1.5038396644475684 0.417414142758426 native-country=Guatemala 2.3029949808120525 0.37746732642188013 native-country=Nicaragua 0.6316777932758094 0.6685284923971617 native-country=Scotland 1.68660553965574 0.810096607210978 native-country=Thailand 1.4066940436845217 0.8852904284892394 native-country=Yugoslavia -0.22038823243590117 -1.4248895971175957 native-country=El-Salvador 1.033026934519222 -0.5354583149718717 native-country=Trinadad&Tobago -0.02777525822766917 -2.262231414483633 native-country=Peru 0.3883216741726608 0.40683193276080976 native-country=Hong 1.186010559437844 -2.433055858591587E-4 native-country=Holand-Netherlands Hidden Weights: -4.233455874097397 4.233455874097399 5.41429914954832 -5.414299149548337 >50K <=50K Error sum for iteration 9600 = 701.4511625506299 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.40453390648614596 12.839044700030044 age 0.6020520285139237 0.15925670674238965 workclass=Private 1.4933536190929084 1.287440010819189 workclass=Self-emp-not-inc 0.1654856848417991 1.9753556306668079 workclass=Self-emp-inc -0.11647804077622462 -0.5409738565790913 workclass=Federal-gov 0.9918569825386313 -0.3999370725845836 workclass=Local-gov 0.5483319682330018 -1.1185266990717024 workclass=State-gov 0.3271122530543323 -0.29360269980483195 workclass=Without-pay -0.5898008976984233 -0.6537646154864978 workclass=Never-worked 0.05212873838642694 0.7351167993919419 fnlwgt 0.32011361307645175 0.43232432761310435 education=Bachelors 0.40953926787664546 -0.1861037329608998 education=Some-college 1.1504458665023216 1.6716560688956739 education=11th 0.20173032398076252 0.11317680836361113 education=HS-grad -0.3503207824102762 -1.1498318425254257 education=Prof-school 0.011471979725835968 -0.3296684569400022 education=Assoc-acdm 0.2012737651476508 -0.5895448518946632 education=Assoc-voc 0.211809945773299 -0.13666858592609685 education=9th 0.08972636653668634 1.7435991970166889 education=7th-8th 3.2854097308348806 2.1657395445198335 education=12th 0.1601429579020823 -0.19765517953227577 education=Masters 3.7480306759002255 -0.03832428772069065 education=1st-4th 0.5734021255674155 0.8941369883373648 education=10th -1.5331729082804848 -2.982466305397026 education=Doctorate -2.079904113499835 -2.3331844765286327 education=5th-6th 1.0035013625760638 0.6321604275298385 education=Preschool -3.316976918209423 -0.48260452205144894 education-num -2.1892615099114985 1.9192327148387462 marital-status=Married-civ-spouse 1.1897939745830497 0.7582910500826966 marital-status=Divorced 1.3407998133587986 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-0.4100600699791294 occupation=Transport-moving 1.6873518018126166 0.473696531867505 occupation=Priv-house-serv -0.2515289085714723 0.6565954532964852 occupation=Protective-serv -0.13134065037189302 -0.7373426286365612 occupation=Armed-Forces -0.8906647796571585 -1.9059202298781635 relationship=Wife 1.5792160116748692 2.4540839570220796 relationship=Own-child 0.42646217149867827 -1.54884351568758 relationship=Husband -0.811161455016806 -0.4726621685751097 relationship=Not-in-family 0.5271802286478201 1.047769378573581 relationship=Other-relative 0.040196125410039016 1.7476164724574617 relationship=Unmarried -0.6450266001573962 -0.7888233165320786 race=White -1.0458979062498945 -0.7480392863608062 race=Asian-Pac-Islander 0.7157415797747547 2.3527060970451115 race=Amer-Indian-Eskimo 4.056742927335568 1.2786305500088364 race=Other -0.647261904854782 -1.5799252690283205 race=Black -0.08078181050700842 0.9876256846852383 sex -5.980996524521423 -0.22795038263001155 capital-gain -2.78320556500158 -2.0599920481583593 capital-loss -2.958733119888485 -1.4872470884886795 hours-per-week -0.04512440923195806 0.7387703997016194 native-country=United-States -4.522513526583644 -1.1347206503332465 native-country=Cambodia 0.32223135178807966 -2.642844478273788 native-country=England 0.07541413567828897 -0.9335033854852215 native-country=Puerto-Rico -1.9246310265593636 -2.1619381919873772 native-country=Canada -0.6536604912290953 -0.053639339374332864 native-country=Germany 0.9457529628457111 -0.13504418734304802 native-country=Outlying-US(Guam-USVI-etc) 3.2044229175708154 1.8528412246161128 native-country=India 3.3465894287075875 1.3356989481691932 native-country=Japan 2.0826495577070174 0.48557686158047203 native-country=Greece -3.1454269405333286 -5.254222156683371 native-country=South 1.668921187235849 2.327640593112054 native-country=China 1.269739119453864 -0.5263287852992399 native-country=Cuba -2.7647538201115633 -1.1886477822570853 native-country=Iran 1.2297112258893002 -0.46194611124323953 native-country=Honduras -0.7794204568021964 -1.133368314493842 native-country=Philippines -0.9181120850655177 -0.0755344552466602 native-country=Italy 1.1504261698434868 -0.6429131650055555 native-country=Poland -3.0012828422248155 -0.8086134700545704 native-country=Jamaica 1.3822384734028286 3.6262997725556394 native-country=Vietnam 1.562920294847497 1.9702742938463704 native-country=Mexico -1.8645588639634496 -0.5999261612801763 native-country=Portugal -1.2772995978598873 2.509797498857276 native-country=Ireland -0.9368811290569992 -0.771229157310636 native-country=France -0.23674829028113256 2.1937575151835116 native-country=Dominican-Republic 1.0726259351942486 -0.41733113118868753 native-country=Laos 0.9756910205765307 -0.80811109937114 native-country=Ecuador 0.2582513821558772 0.35948266517119193 native-country=Taiwan 2.83221767546954 0.1796903841153555 native-country=Haiti 3.63298416062022 -0.9246926714704411 native-country=Columbia 0.010547961601979459 0.9059151868026654 native-country=Hungary -1.5080591954567324 0.41221847568621856 native-country=Guatemala 2.3106926292300165 0.3770485255269753 native-country=Nicaragua 0.6349407415124165 0.6685318371395095 native-country=Scotland 1.6875035430850287 0.8140640420580023 native-country=Thailand 1.4120330402610717 0.8851326740389138 native-country=Yugoslavia -0.22541731182067112 -1.441672893883304 native-country=El-Salvador 1.0358091536624385 -0.5351057126189702 native-country=Trinadad&Tobago -0.03075814235285817 -2.273695847775731 native-country=Peru 0.3889608114865072 0.406316639232014 native-country=Hong 1.1862095728403848 -2.0352204915662474E-4 native-country=Holand-Netherlands Hidden Weights: -4.232314489170084 4.232314489170087 5.425179476018637 -5.425179476018644 >50K <=50K Error sum for iteration 9700 = 701.1437828383091 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.40234987275414513 12.863003650769475 age 0.6027531979053422 0.16140352559721202 workclass=Private 1.4940595527307001 1.2892418426504002 workclass=Self-emp-not-inc 0.1654080044662607 1.9755418082183833 workclass=Self-emp-inc -0.11646853115904399 -0.5420153471673198 workclass=Federal-gov 0.9924426057414035 -0.4008909320548884 workclass=Local-gov 0.5488283660792209 -1.1200860473941192 workclass=State-gov 0.32764338619146055 -0.2935626835932109 workclass=Without-pay -0.5896040919345943 -0.6537232724152943 workclass=Never-worked 0.05260949024510536 0.7398270638095055 fnlwgt 0.3201469240697475 0.4368435557105833 education=Bachelors 0.4085384738437406 -0.18603387624993756 education=Some-college 1.1484651118220803 1.6755460210977173 education=11th 0.2006898586274689 0.11509986280982337 education=HS-grad -0.3504951339994327 -1.1533399988017028 education=Prof-school 0.01030838481528054 -0.3304688161358732 education=Assoc-acdm 0.2001114853520705 -0.5914802482695365 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0.09705968593877808 marital-status=Married-AF-spouse -0.3377869604395156 0.6858503153759056 occupation=Tech-support -0.3706280305117916 -1.7922740481482362 occupation=Craft-repair 0.941359308647623 0.893153456209893 occupation=Other-service -0.13508924475760534 -0.4317160509206868 occupation=Sales -0.8055529450020033 -0.456023728638565 occupation=Exec-managerial 0.05881391909189935 1.1138120415326866 occupation=Prof-specialty 0.9024600499437857 0.6676355210133863 occupation=Handlers-cleaners 0.16578786146239968 -1.4632541951762836 occupation=Machine-op-inspct 0.32552746435358093 -0.40931136778993515 occupation=Adm-clerical 1.6459330825761014 0.8542076886597184 occupation=Farming-fishing 0.35047908544044365 -0.4097193864320974 occupation=Transport-moving 1.6929172368046996 0.48009596934104803 occupation=Priv-house-serv -0.25175910889960235 0.6589931053843643 occupation=Protective-serv -0.1324930750652079 -0.7354605955659522 occupation=Armed-Forces -0.8893638069363987 -1.9124107373288208 relationship=Wife 1.5808287449771252 2.4591205373607523 relationship=Own-child 0.4279979089666466 -1.555103430851855 relationship=Husband -0.8132340454179663 -0.47504427069814265 relationship=Not-in-family 0.5291816068754859 1.0533705609575337 relationship=Other-relative 0.038573174785708514 1.752690037470092 relationship=Unmarried -0.6456713533616509 -0.7904991983618409 race=White -1.0465434316010018 -0.7504851050647074 race=Asian-Pac-Islander 0.7149738235416591 2.359838369572091 race=Amer-Indian-Eskimo 4.062191433342252 1.2807494334899159 race=Other -0.648093901143606 -1.5845172645769399 race=Black -0.08121756346943242 0.9875690318153889 sex -5.984407930884642 -0.22630549227110705 capital-gain -2.7830537644487996 -2.0598137928049653 capital-loss -2.9590948964801838 -1.4864346211677901 hours-per-week -0.04442970380286196 0.7384362523383017 native-country=United-States -4.533568444146998 -1.1430517635134871 native-country=Cambodia 0.31823265691151387 -2.661189815330142 native-country=England 0.07320410111713992 -0.9468689496268341 native-country=Puerto-Rico -1.9228749393767897 -2.165782509918894 native-country=Canada -0.6525973894083668 -0.053938486561279274 native-country=Germany 0.9513375797501908 -0.13549037141695627 native-country=Outlying-US(Guam-USVI-etc) 3.208219206932177 1.8687710852351027 native-country=India 3.3547598588207617 1.3389186530478512 native-country=Japan 2.0846478889616695 0.48654731576902416 native-country=Greece -3.1612986432446193 -5.265965404618136 native-country=South 1.6701301886230164 2.335580373485819 native-country=China 1.2711092969377578 -0.5329202291206719 native-country=Cuba -2.7725925162522223 -1.200140757030848 native-country=Iran 1.2357697894468276 -0.46189624674128604 native-country=Honduras -0.7797167560925921 -1.1355637657076505 native-country=Philippines -0.9160373525970192 -0.05583552845857917 native-country=Italy 1.1543742076443273 -0.6377148577849405 native-country=Poland -3.006253325084754 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0.8180119976068578 native-country=Thailand 1.4173329363646214 0.8849766991656894 native-country=Yugoslavia -0.23020071148078222 -1.4579956347361198 native-country=El-Salvador 1.0386107329199734 -0.5347715095067082 native-country=Trinadad&Tobago -0.03396204208666428 -2.2852245687979527 native-country=Peru 0.38960388035736404 0.40579793083990867 native-country=Hong 1.1864063786041679 -1.6217897792995795E-4 native-country=Holand-Netherlands Hidden Weights: -4.231192878252786 4.231192878252789 5.435847007649847 -5.435847007649852 >50K <=50K Error sum for iteration 9800 = 700.8418744666416 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.40016631787383833 12.886448035245206 age 0.6034312347288893 0.1634634820711591 workclass=Private 1.494743514933577 1.2909305383026939 workclass=Self-emp-not-inc 0.16533592048192192 1.9757987534169097 workclass=Self-emp-inc -0.1164339599309442 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relationship=Other-relative 0.03698467663377202 1.757759226752935 relationship=Unmarried -0.6463066214713394 -0.7921262809741082 race=White -1.0471954245514967 -0.7529444988393612 race=Asian-Pac-Islander 0.7142207541056699 2.3668867352904086 race=Amer-Indian-Eskimo 4.067579193284921 1.2828442865694252 race=Other -0.6489110183009072 -1.5890183461996634 race=Black -0.08163096129561301 0.9876039958776612 sex -5.987729782764688 -0.22464941611222738 capital-gain -2.782861302263736 -2.059527152589272 capital-loss -2.959498734306677 -1.4858147735401066 hours-per-week -0.04374518290291758 0.7381130205570912 native-country=United-States -4.544491451938504 -1.151281141692473 native-country=Cambodia 0.31440692472835274 -2.6790427950653912 native-country=England 0.07089980444409051 -0.9603103241622332 native-country=Puerto-Rico -1.9211429609036406 -2.169601511768869 native-country=Canada -0.6515801612666542 -0.05430518344854367 native-country=Germany 0.9568973632097902 -0.13590358013751005 native-country=Outlying-US(Guam-USVI-etc) 3.211959698363574 1.8843995428284142 native-country=India 3.3628224170106464 1.3420770227600183 native-country=Japan 2.0865817778093834 0.48751421661272476 native-country=Greece -3.176872375936305 -5.277291695104807 native-country=South 1.6713027049555031 2.343238315325354 native-country=China 1.2723906951640802 -0.5395819823619212 native-country=Cuba -2.780285467355853 -1.2114370785047774 native-country=Iran 1.2417720893723252 -0.4618659888346137 native-country=Honduras -0.780031679341602 -1.1377290037689833 native-country=Philippines -0.9140275956041505 -0.0363828998635969 native-country=Italy 1.1582187875344627 -0.632606798907049 native-country=Poland -3.01104913591011 -0.8106995861551038 native-country=Jamaica 1.3850547100347161 3.672826054940808 native-country=Vietnam 1.5681380878206825 1.9886454089636871 native-country=Mexico -1.8727950988410385 -0.602568461820612 native-country=Portugal -1.2736939221868062 2.53200714635061 native-country=Ireland -0.9419238702743608 -0.7710765402545421 native-country=France -0.2360885904836662 2.2054017379580917 native-country=Dominican-Republic 1.0630643077206399 -0.4054205977100256 native-country=Laos 0.988717682307074 -0.8007808415815303 native-country=Ecuador 0.25790633923064227 0.3533783816601792 native-country=Taiwan 2.8483611639868824 0.17504850491632082 native-country=Haiti 3.633661541109061 -0.916522775894488 native-country=Columbia 0.01093940677262383 0.9059992730114399 native-country=Hungary -1.5167675708926085 0.40206801985328583 native-country=Guatemala 2.325867774906339 0.3763179444112137 native-country=Nicaragua 0.6414186108613398 0.6685446181372701 native-country=Scotland 1.6893901416199644 0.8219407472442432 native-country=Thailand 1.4225944966354656 0.8848223528273828 native-country=Yugoslavia -0.2347474757742933 -1.4738733770448484 native-country=El-Salvador 1.041429708567348 -0.534454260398477 native-country=Trinadad&Tobago -0.03738831094427563 -2.2968172911238334 native-country=Peru 0.3902507352751271 0.40527593467998213 native-country=Hong 1.1866010180109392 -1.1943584036880582E-4 native-country=Holand-Netherlands Hidden Weights: -4.23009058688893 4.230090586888931 5.446311853406916 -5.446311853406923 >50K <=50K Error sum for iteration 9900 = 700.545060223652 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.3979825032051404 12.909394118170027 age 0.6040867808040402 0.16543805043702595 workclass=Private 1.4954061744160518 1.2925111343449907 workclass=Self-emp-not-inc 0.16526913141683652 1.9761240684896362 workclass=Self-emp-inc -0.11637485972808087 -0.5437652592033759 workclass=Federal-gov 0.9935940169634115 -0.4026601980314154 workclass=Local-gov 0.5497943192217951 -1.1232360830763584 workclass=State-gov 0.3286982896209918 -0.2934785193135228 workclass=Without-pay -0.5892169405506276 -0.6536365372558819 workclass=Never-worked 0.05352696763339264 0.7490425227786972 fnlwgt 0.3202284248682727 0.44576683734087463 education=Bachelors 0.40658961225966717 -0.1858536625440169 education=Some-college 1.1445830190616961 1.6832517802151352 education=11th 0.19863290067067463 0.11879951773847772 education=HS-grad -0.35086062960326403 -1.1603262012336115 education=Prof-school 0.008070850915632246 -0.3319865111011616 education=Assoc-acdm 0.1978530648427885 -0.5952515353608698 education=Assoc-voc 0.20096040958885714 -0.16075734064851482 education=9th 0.08386458528966324 1.7918286422584133 education=7th-8th 3.3159345268385856 2.2010696608241824 education=12th 0.15939261261062526 -0.19536487524417578 education=Masters 3.774421214565114 -0.03563294581980216 education=1st-4th 0.5675054673316539 0.904177561629717 education=10th -1.534938379463884 -3.0002866474251713 education=Doctorate -2.0980545357119165 -2.4036758533216025 education=5th-6th 1.0230320046914672 0.6366610930766083 education=Preschool -3.3274246935135117 -0.47954059150183737 education-num -2.1986113546806894 1.9294440899391008 marital-status=Married-civ-spouse 1.1925663361599332 0.7476663772724673 marital-status=Divorced 1.344760525057849 1.4242204900522772 marital-status=Never-married 0.24418992333206382 -0.38151901305816144 marital-status=Separated 0.3687445592825686 -1.3417009880599085 marital-status=Widowed 2.0460256794970175 -0.3900923993825431 marital-status=Married-spouse-absent -0.5674977178856848 0.11461773078561904 marital-status=Married-AF-spouse -0.33902579656965676 0.681986523826984 occupation=Tech-support -0.36999047534699026 -1.7966539623594528 occupation=Craft-repair 0.9416030588013083 0.8945895123930436 occupation=Other-service -0.1349795313503523 -0.43286887773428234 occupation=Sales -0.80599061290852 -0.45859138741636796 occupation=Exec-managerial 0.05876387123920725 1.118071486140785 occupation=Prof-specialty 0.9024232551926897 0.6677679610831704 occupation=Handlers-cleaners 0.16555198608698365 -1.4703007855258814 occupation=Machine-op-inspct 0.32640483624429656 -0.40907419800792855 occupation=Adm-clerical 1.645771573437549 0.8472688789623788 occupation=Farming-fishing 0.35106836289965015 -0.40899943931338456 occupation=Transport-moving 1.7039215836009847 0.49278227117883233 occupation=Priv-house-serv -0.25221627342652386 0.6635771283762052 occupation=Protective-serv -0.1348198638084158 -0.7316582132525553 occupation=Armed-Forces -0.8868709507279644 -1.9254623356008462 relationship=Wife 1.5839432706973628 2.4689911224085543 relationship=Own-child 0.4309941718382723 -1.5677268931187063 relationship=Husband -0.8172630623021722 -0.47968180692053547 relationship=Not-in-family 0.5331702738231965 1.064891781934611 relationship=Other-relative 0.035429999297650054 1.7628251204378962 relationship=Unmarried -0.6469332531406133 -0.7937080909906503 race=White -1.047852905364975 -0.755413791138639 race=Asian-Pac-Islander 0.713481283650147 2.373852868306314 race=Amer-Indian-Eskimo 4.0729084875237795 1.2849160159788469 race=Other -0.6497140738985884 -1.593433210025512 race=Black -0.08202240861465233 0.9877303484189726 sex -5.99096579979375 -0.2229872950359947 capital-gain -2.7826298847492557 -2.0591381416815433 capital-loss -2.959943012516156 -1.4853807800434586 hours-per-week -0.0430693016022579 0.7378033342027052 native-country=United-States -4.555284233201212 -1.1594133752554496 native-country=Cambodia 0.31074620315778634 -2.6964246522766677 native-country=England 0.06850245146814922 -0.9738272322058761 native-country=Puerto-Rico -1.9194332984668219 -2.1733940137918117 native-country=Canada -0.6506033022985085 -0.054729020799858114 native-country=Germany 0.9624321649563433 -0.13628441524584295 native-country=Outlying-US(Guam-USVI-etc) 3.2156474594295337 1.899734846205813 native-country=India 3.370779221469098 1.3451763615980923 native-country=Japan 2.0884551457205496 0.4884771047652422 native-country=Greece -3.192158931544073 -5.288222051414851 native-country=South 1.672440547968552 2.350625308161094 native-country=China 1.2735876001720434 -0.5463092228920244 native-country=Cuba -2.7878339589052623 -1.2225396818270269 native-country=Iran 1.247718224764524 -0.4618529009623554 native-country=Honduras -0.7803648623246273 -1.1398694083025838 native-country=Philippines -0.9120777135504203 -0.01716661107712096 native-country=Italy 1.1619645140894634 -0.6275864645844046 native-country=Poland -3.0156814819198874 -0.8116567301560333 native-country=Jamaica 1.3864755379667948 3.69602886694473 native-country=Vietnam 1.570541532192221 1.99729058408255 native-country=Mexico -1.8767015199473844 -0.6038785914993353 native-country=Portugal -1.2719732686111511 2.5428855950569127 native-country=Ireland -0.9443959236799979 -0.7710030845047114 native-country=France -0.23576891814593612 2.2112123425272268 native-country=Dominican-Republic 1.0584159939165938 -0.39961195938332555 native-country=Laos 0.995145010628803 -0.7971001324851078 native-country=Ecuador 0.2577179843296562 0.3504001473494873 native-country=Taiwan 2.856284858990676 0.1727938917597756 native-country=Haiti 3.6340332214098976 -0.9124273814973944 native-country=Columbia 0.011131918749757126 0.9060432650332813 native-country=Hungary -1.5212509596680157 0.39712107487195586 native-country=Guatemala 2.333348657701541 0.3760035125357454 native-country=Nicaragua 0.6446338779452369 0.6685537176592748 native-country=Scotland 1.6903727623681872 0.8258505328115568 native-country=Thailand 1.4278184661684257 0.884669492120275 native-country=Yugoslavia -0.23906640193711026 -1.4893215455429891 native-country=El-Salvador 1.0442641961629964 -0.5341525770734192 native-country=Trinadad&Tobago -0.0410380191202954 -2.3084735525871323 native-country=Peru 0.3909012369806411 0.40475077216115696 native-country=Hong 1.1867935299880912 -7.544381855234438E-5 native-country=Holand-Netherlands Hidden Weights: -4.229007158828738 4.22900715882874 5.45658362247669 -5.456583622476692 >50K <=50K Options: -I 10000 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 10000 -E 0.01 -S 1720654284 -H 2 -M 0.01 Input Weights: 0.39581965143373954 12.93163523858259 age 0.6047142189371164 0.16731015792759776 workclass=Private 1.4960418484128812 1.293973999462413 workclass=Self-emp-not-inc 0.16520796004678098 1.9765114670677113 workclass=Self-emp-inc -0.11629269438618757 -0.5444723853894073 workclass=Federal-gov 0.994154408898369 -0.4034715960748926 workclass=Local-gov 0.5502591103935393 -1.1248137180004671 workclass=State-gov 0.329216907086338 -0.29343511153546203 workclass=Without-pay -0.5890284134390112 -0.6535918959351827 workclass=Never-worked 0.05396153160295514 0.7535076658875951 fnlwgt 0.3202763131865088 0.45013177137764937 education=Bachelors 0.4056513588873695 -0.1857399689452273 education=Some-college 1.142697255464128 1.6870192354808349 education=11th 0.19762728312120678 0.12056522934115045 education=HS-grad -0.3510492280272432 -1.1637702105556915 education=Prof-school 0.007005141356239168 -0.3326979163959472 education=Assoc-acdm 0.19676644877344157 -0.5970697319080179 education=Assoc-voc 0.19755532039323045 -0.1680898578020881 education=9th 0.0819351471496155 1.8071165922230603 education=7th-8th 3.3256368115894577 2.2125510884938975 education=12th 0.1591533151453768 -0.19469241576786034 education=Masters 3.7828461047118385 -0.03467548653198409 education=1st-4th 0.5656075929698217 0.9073117393636998 education=10th -1.5355176392613785 -3.0060098262246306 education=Doctorate -2.1038882856132983 -2.426671010817807 education=5th-6th 1.0294368595873475 0.6382116807504956 education=Preschool -3.3308105163577286 -0.47854898796539286 education-num -2.201579459080077 1.9329212704326801 marital-status=Married-civ-spouse 1.1934566109275133 0.744237132993952 marital-status=Divorced 1.3460584843990036 1.4238532424883044 marital-status=Never-married 0.24462436513572533 -0.3862689871512757 marital-status=Separated 0.3692248596717096 -1.350373765361712 marital-status=Widowed 2.0545091408206972 -0.3840971838847546 marital-status=Married-spouse-absent -0.5732881444377175 0.1230341978423515 marital-status=Married-AF-spouse -0.33963487368122397 0.6800324111906284 occupation=Tech-support -0.36967177248306554 -1.7987532929606616 occupation=Craft-repair 0.9417032518042783 0.8952151402411023 occupation=Other-service -0.13492485262174134 -0.4334359685179087 occupation=Sales -0.8062031532859157 -0.4598467846026127 occupation=Exec-managerial 0.058748934666931346 1.1202193931711513 occupation=Prof-specialty 0.902402204711632 0.6678449618003993 occupation=Handlers-cleaners 0.16543052327767957 -1.47372915036821 occupation=Machine-op-inspct 0.32681543644651945 -0.40903356127289375 occupation=Adm-clerical 1.6457202762913186 0.8440097683119925 occupation=Farming-fishing 0.35136214746466715 -0.4086287874481349 occupation=Transport-moving 1.7093075911848081 0.49900725418306563 occupation=Priv-house-serv -0.252442749436939 0.6657391049232887 occupation=Protective-serv -0.1359793937918305 -0.7297614812441674 occupation=Armed-Forces -0.8856881720688516 -1.9319544304894176 relationship=Wife 1.5854312465763387 2.473780158986796 relationship=Own-child 0.4324409080633773 -1.5740283239556445 relationship=Husband -0.8192009303699583 -0.4819168015108226 relationship=Not-in-family 0.5351364412063923 1.070743436222242 relationship=Other-relative 0.03392358878132146 1.7678379283777006 relationship=Unmarried -0.6475458913554882 -0.795232667412882 race=White -1.0485083601693008 -0.7578648640249077 race=Asian-Pac-Islander 0.7127616068805861 2.380669903202634 race=Amer-Indian-Eskimo 4.07812905735986 1.2869450800582576 race=Other -0.6504960214955466 -1.5977233225235246 race=Black -0.08238871701020273 0.9879451515907395 sex -5.994088417193924 -0.22134044208605247 capital-gain -2.782363958935898 -2.058657577127139 capital-loss -2.9604211878105184 -1.4851279585274662 hours-per-week -0.042407296455547604 0.7375123963967629 native-country=United-States -4.565842538052296 -1.1673729174359513 native-country=Cambodia 0.30727726296238 -2.713188313358883 native-country=England 0.0660384503900208 -0.9872829889226029 native-country=Puerto-Rico -1.9177611291920713 -2.1771214879432574 native-country=Canada -0.6496710991356892 -0.05519568438751283 native-country=Germany 0.9678868888327803 -0.13663013793913384 native-country=Outlying-US(Guam-USVI-etc) 3.219249205194653 1.914635845731349 native-country=India 3.3785543176183572 1.3481886898455862 native-country=Japan 2.0902537798794407 0.4894260020740035 native-country=Greece -3.2070198966090637 -5.298672257416278 native-country=South 1.6735345506859767 2.3576815837882608 native-country=China 1.274693315097657 -0.5530292418796694 native-country=Cuba -2.795166093193098 -1.2333435461680204 native-country=Iran 1.2535497454503906 -0.46185463604053506 native-country=Honduras -0.7807123541817563 -1.1419689114478686 native-country=Philippines -0.9102016864454114 0.0016340632947948932 native-country=Italy 1.1655797202394214 -0.6227003967687887 native-country=Poland -3.0201162311698226 -0.8125555072133716 native-country=Jamaica 1.387890073363496 3.7189624013634393 native-country=Vietnam 1.5727905800418058 2.0054996208424876 native-country=Mexico -1.8804369206353675 -0.6051651987858548 native-country=Portugal -1.2703191690968574 2.5535137737411033 native-country=Ireland -0.9468116005581411 -0.7709321864097353 native-country=France -0.2354574870533937 2.2169581558166267 native-country=Dominican-Republic 1.0539029736847076 -0.393959981025924 native-country=Laos 1.0014527037079641 -0.7934466926636562 native-country=Ecuador 0.25752434477199965 0.34749974979316617 native-country=Taiwan 2.8640354683791402 0.17060345049675954 native-country=Haiti 3.6344217291026544 -0.9083655273533203 native-country=Columbia 0.011320445861345802 0.9060879063539804 native-country=Hungary -1.5257707354833598 0.3923127417907739 native-country=Guatemala 2.340686792927478 0.3757239674006584 native-country=Nicaragua 0.6478016774507167 0.668564298275585 native-country=Scotland 1.6913679866640943 0.8297027492033768 native-country=Thailand 1.432953880239344 0.8845194903808865 native-country=Yugoslavia -0.24312609511178426 -1.5042070498444602 native-country=El-Salvador 1.0470838460810243 -0.5338679367458431 native-country=Trinadad&Tobago -0.044872106026685996 -2.320075214910485 native-country=Peru 0.3915486949136343 0.40422785594753685 native-country=Hong 1.1869820570996334 -3.0802497841865904E-5 native-country=Holand-Netherlands Hidden Weights: -4.227952699787667 4.227952699787668 5.466571460524535 -5.466571460524543 >50K <=50K === Error on training data === Correctly Classified Instances 4281 85.3639 % Incorrectly Classified Instances 734 14.6361 % Mean absolute error 0.2622 Root mean squared error 0.3289 Relative absolute error 71.0215 % Root relative squared error 76.5389 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 778 447 | a = >50K 287 3503 | b = <=50K === Error on test data === Correctly Classified Instances 4196 83.669 % Incorrectly Classified Instances 819 16.331 % Mean absolute error 0.2695 Root mean squared error 0.341 Relative absolute error 73.9379 % Root relative squared error 80.4139 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 706 472 | a = >50K 347 3490 | b = <=50K