Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6826666355522275 -0.06981821235373165 age 0.42049110765850606 -0.4555620118007213 workclass=Private -0.1506853402550452 0.9557247982659063 workclass=Self-emp-not-inc 0.5480060506666911 0.45295506240719785 workclass=Self-emp-inc -0.4132263126624822 -0.12535182209567375 workclass=Federal-gov 0.9735455686949264 0.5168596666032232 workclass=Local-gov 0.28637389307025374 0.6076404802085325 workclass=State-gov -0.18103021086285875 0.5927992043490469 workclass=Without-pay 0.9526107472575105 0.4694953163607096 workclass=Never-worked 0.5377166875735322 0.5342374298498833 fnlwgt 0.7919445086209878 0.12025428203320443 education=Bachelors -0.7157235444125449 0.23445203161964412 education=Some-college 0.8686805170085108 0.7244094429294028 education=11th -0.13017592686030333 0.7205046152833785 education=HS-grad 0.8926613332873206 0.8266018628385161 education=Prof-school 0.7756985789904645 -0.6563878125732463 education=Assoc-acdm 0.36333055734518727 -0.6056293607323935 education=Assoc-voc -0.031758258782021764 0.5321623324194169 education=9th -0.3424420844844913 0.423428644951896 education=7th-8th -0.14068095501192923 0.7247779691118375 education=12th 0.4585915867636856 0.08343844088717933 education=Masters -0.02235294181387104 -0.4610165953350156 education=1st-4th -0.8564889015256045 -0.2941524548152903 education=10th 0.016613288155816308 0.2315519179542478 education=Doctorate 0.5582384838855585 0.052282124592665236 education=5th-6th 0.6331163202213776 -0.43634143162443473 education=Preschool 0.9129148182496716 0.7933077273133975 education-num 0.38633289440283813 0.5104175220395812 marital-status=Married-civ-spouse 0.4454034554922097 0.4828127653572949 marital-status=Divorced 0.6912598684411237 -0.7181142992587322 marital-status=Never-married -0.13526650579944155 -0.48863403655016757 marital-status=Separated 0.7541398000390263 0.0015599254010263408 marital-status=Widowed 0.45608718315459673 -0.49008491018762435 marital-status=Married-spouse-absent -0.24101975041037105 0.487920101439854 marital-status=Married-AF-spouse -0.12015019869477972 0.8691396432786747 occupation=Tech-support -0.34141652605560635 0.9925675190590553 occupation=Craft-repair -0.8765717102002892 0.8244161969360466 occupation=Other-service -0.16917251545893075 0.7716177043199333 occupation=Sales -0.5211111811265918 -0.21478680074087086 occupation=Exec-managerial -0.39884775367203984 0.030618308803817662 occupation=Prof-specialty 0.7536074814116316 0.08307133074887219 occupation=Handlers-cleaners -0.3161834310584708 -0.6684797200936645 occupation=Machine-op-inspct 0.8254647249646943 -0.6348410390695995 occupation=Adm-clerical -0.5952280390383271 0.9460186759703446 occupation=Farming-fishing 0.9977788474739098 0.7304850447525648 occupation=Transport-moving -0.9460381843643757 -0.9354540810380978 occupation=Priv-house-serv -0.019937433375414093 0.12172550071427746 occupation=Protective-serv -0.2407354041314671 -0.8752702763934186 occupation=Armed-Forces 0.5254360632450226 0.14452835339022352 relationship=Wife -0.7683249725342165 0.9263649049275988 relationship=Own-child 0.3195334706275028 -0.44586445418047305 relationship=Husband -0.0760789604069021 -0.5102193808337288 relationship=Not-in-family -0.6168637764338729 0.260952414462563 relationship=Other-relative -0.6364369737310624 -0.1524440113547385 relationship=Unmarried 0.4844464909578581 0.4658270790553749 race=White -0.5735175710778333 -0.0887656976300153 race=Asian-Pac-Islander -0.46147886418390605 0.014540295867097486 race=Amer-Indian-Eskimo -0.6639471939464849 -0.7808462752488416 race=Other -0.8986937066621106 0.3003625043347049 race=Black 0.40446472016053026 0.4616374906798426 sex 0.46308974443480033 0.05327797664340106 capital-gain 0.6416615085944919 -0.8727861440907927 capital-loss 0.8489126364908737 0.6131194454151967 hours-per-week -0.021097208896605935 -0.9313493125380119 native-country=United-States 0.3981928354683899 -0.7613316135442709 native-country=Cambodia 0.09161985612813295 0.11953817563042946 native-country=England 0.19790047534868238 -0.4282304154890004 native-country=Puerto-Rico -0.26777016199060943 -0.3111784449141817 native-country=Canada 0.1772350646876235 -0.560549659872398 native-country=Germany -0.3610514809805061 -0.6712828456655369 native-country=Outlying-US(Guam-USVI-etc) 0.3497683774442941 -0.9085591158183608 native-country=India 0.9811493134911382 0.13622919575678627 native-country=Japan -0.856913776496508 0.057627360416214524 native-country=Greece 0.9139764905635788 -0.7458367428102657 native-country=South -0.4635339318421252 -0.1391498721203721 native-country=China 0.09199674983932549 -0.8530071381887461 native-country=Cuba -0.19678123541632075 0.5948498575183039 native-country=Iran -0.650317328639719 -0.5781758393792351 native-country=Honduras 0.9138790784710924 0.1035830278071157 native-country=Philippines -0.4197699985259471 0.14540466598276636 native-country=Italy -0.5938957514619341 0.3738364414952742 native-country=Poland -0.012869190072092529 -0.5062196056079331 native-country=Jamaica -0.2076869258847749 -0.5559106842168475 native-country=Vietnam 0.16732633578785805 0.49971147413968997 native-country=Mexico 0.6009169482448065 -0.7263405110355692 native-country=Portugal -0.7983399775173956 -0.8090523908297189 native-country=Ireland 0.8943469380203595 -0.2891477495876915 native-country=France 0.3375058473989312 -0.18466443666590915 native-country=Dominican-Republic -0.24139134364616743 0.019361743036187207 native-country=Laos -0.321616862492778 -0.37938078140746057 native-country=Ecuador 0.7151883930999234 -0.09041952244548268 native-country=Taiwan -0.7566584147293793 -0.9894088917746124 native-country=Haiti 0.3859346352202955 -0.8144893873340981 native-country=Columbia -0.009065012788254556 0.266601186175883 native-country=Hungary -0.11706726586345328 0.9371631579474327 native-country=Guatemala 0.05345664140244111 -0.4452819606240157 native-country=Nicaragua 0.3550252262773288 0.6299377855542057 native-country=Scotland -0.8996945811240489 0.0032055817622433924 native-country=Thailand -0.32411062289516934 0.8825176957226781 native-country=Yugoslavia 0.017150085079070898 -0.6796797685337161 native-country=El-Salvador -0.6003855260657207 -0.4319478318541059 native-country=Trinadad&Tobago -0.009020196414839532 -0.9646139491733858 native-country=Peru -0.448591727070744 -0.02664809284042935 native-country=Hong 0.6399327464428113 0.012061745375744115 native-country=Holand-Netherlands Hidden Weights: -0.500497225630351 -0.3541866361635895 0.6754020649086019 -0.621748300839374 >50K <=50K Error sum for iteration 100 = 68.79754107722015 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.705682642454158 0.0465544371694322 age 0.7126059045852103 -0.9482022120749819 workclass=Private -0.11690352109065041 0.8481883568634638 workclass=Self-emp-not-inc 0.5350103371481806 0.4971189768307462 workclass=Self-emp-inc -0.39491760464791986 -0.04265754388870547 workclass=Federal-gov 1.0152702699977616 0.3538997639570409 workclass=Local-gov 0.31588868633365275 0.6016171752405983 workclass=State-gov -0.1522838462090468 0.5469205145876066 workclass=Without-pay 0.9813571119113264 0.4236166265992579 workclass=Never-worked 0.5803415416163006 0.44618079499090857 fnlwgt 0.7847418245873965 0.351270374370545 education=Bachelors -0.5982378883627726 -0.022193105924672926 education=Some-college 0.9209328086587062 0.4998260286002191 education=11th 0.043370291465639726 0.06753675432607455 education=HS-grad 0.9139225122502964 0.8893308123873871 education=Prof-school 0.8069476946705945 -0.6464717000900743 education=Assoc-acdm 0.3791350839306329 -0.549700841318367 education=Assoc-voc 0.022635079734048706 0.41402524920837624 education=9th -0.3125345556743169 0.38294608533652436 education=7th-8th -0.11299173426095711 0.7024620251625655 education=12th 0.46154023263390426 0.21054179950192664 education=Masters 0.013622625338743585 -0.5472711954204643 education=1st-4th -0.8016276116657273 -0.4105703999426415 education=10th 0.025586147911772012 0.31607936976738193 education=Doctorate 0.599807449570221 -0.05467413602410444 education=5th-6th 0.6623153522915037 -0.48388966467443734 education=Preschool 1.0062901961023862 0.9627106638749084 education-num 0.2594750915450482 1.458901215573266 marital-status=Married-civ-spouse 0.5538565404464196 0.13726349731470222 marital-status=Divorced 0.9521565593626427 -1.5829181671480703 marital-status=Never-married -0.07496197394342681 -0.621718247013802 marital-status=Separated 0.8049394380932657 -0.12235798303072057 marital-status=Widowed 0.5040826609951368 -0.605786622887382 marital-status=Married-spouse-absent -0.21141590137188213 0.4343130290114619 marital-status=Married-AF-spouse -0.08136978724876635 0.8381380241026403 occupation=Tech-support -0.23184889335490994 0.6993910372923731 occupation=Craft-repair -0.7149644217778706 0.45494296078230995 occupation=Other-service -0.08913501931932598 0.5244375286818183 occupation=Sales -0.5698736289837888 0.3153781642242884 occupation=Exec-managerial -0.4280889210254435 0.28091511437065775 occupation=Prof-specialty 0.7990268016379739 -0.12394262743125586 occupation=Handlers-cleaners -0.27306729836485216 -0.7285130044424423 occupation=Machine-op-inspct 0.8772033637099603 -0.717302513428776 occupation=Adm-clerical -0.5546613574161496 0.8406014266613091 occupation=Farming-fishing 1.0445879798601867 0.4836875286743738 occupation=Transport-moving -0.9172918197105598 -0.9813327707995381 occupation=Priv-house-serv 0.012757068763164436 0.07316847680908879 occupation=Protective-serv -0.2093953677117801 -0.9280725130007696 occupation=Armed-Forces 0.5344846422175845 0.2883110181415103 relationship=Wife -0.5728358994158951 0.3246627245081811 relationship=Own-child 0.20679359086304003 0.32312936276256593 relationship=Husband 0.05048845526294791 -0.970253656017345 relationship=Not-in-family -0.5600683649163917 0.11541353565295169 relationship=Other-relative -0.5091484680914132 -0.5002468152967361 relationship=Unmarried 0.6474261349276778 0.24832436923240886 race=White -0.5836594320441058 -0.04582958186103586 race=Asian-Pac-Islander -0.4221172930535959 -0.059273252244975705 race=Amer-Indian-Eskimo -0.6225379466052227 -0.8631733153450961 race=Other -0.7585995676376497 0.03464671969817112 race=Black 0.47398668348107537 0.4748870215057964 sex 0.49092340388965755 0.015310285230528525 capital-gain 0.6650320836783316 -0.8399283459535325 capital-loss 0.8975844848212118 0.6287300972185708 hours-per-week 0.2253218184580757 -1.1637211116816122 native-country=United-States 0.4155737407427937 -0.7999423123140288 native-country=Cambodia 0.12405676146401305 0.059424033176374 native-country=England 0.22992755340371593 -0.5008228616688709 native-country=Puerto-Rico -0.24222260747699495 -0.361124631019752 native-country=Canada 0.2086483854733724 -0.6198689645141358 native-country=Germany -0.33230511632669185 -0.7171615354269771 native-country=Outlying-US(Guam-USVI-etc) 0.37385380376124805 -0.939134738040786 native-country=India 1.009895678144962 0.09035050599533509 native-country=Japan -0.8281674118426922 0.0117486706547634 native-country=Greece 0.9374706153145514 -0.7682998851540646 native-country=South -0.43478756718831096 -0.18502856188182457 native-country=China 0.12359016411060746 -0.9204516377801106 native-country=Cuba -0.1747299122178561 0.5579938112104574 native-country=Iran -0.6235125223369671 -0.6045016410457078 native-country=Honduras 0.9463303938404596 0.04015376199904755 native-country=Philippines -0.38805939211093654 0.08956267537593098 native-country=Italy -0.5623282764521549 0.31307112881975246 native-country=Poland 0.0205856102774062 -0.5593122343141056 native-country=Jamaica -0.17894056123096294 -0.6017893739782878 native-country=Vietnam 0.21558489720093538 0.365687437694054 native-country=Mexico 0.6328164600485774 -0.7874137471122998 native-country=Portugal -0.7695936128635797 -0.8549310805911592 native-country=Ireland 0.925660695777108 -0.3455637214705114 native-country=France 0.36650487560283457 -0.236305323689082 native-country=Dominican-Republic -0.20992710426398847 -0.039053797156845 native-country=Laos -0.2898620318836659 -0.4342784923016628 native-country=Ecuador 0.740042676802536 -0.11356515279703865 native-country=Taiwan -0.7233647034207519 -1.0422993446944162 native-country=Haiti 0.41481903313583174 -0.8627125939491253 native-country=Columbia 0.0196813518655591 0.22072249641443328 native-country=Hungary -0.0883209012096392 0.8912844681859924 native-country=Guatemala 0.08220300605625444 -0.4911606503854674 native-country=Nicaragua 0.38377159093114305 0.5840590957927654 native-country=Scotland -0.8862437658873331 -0.03268889744218385 native-country=Thailand -0.2953642582413551 0.8366390059612379 native-country=Yugoslavia 0.047915262673014866 -0.7331851815933975 native-country=El-Salvador -0.5716391614119049 -0.4778265216155576 native-country=Trinadad&Tobago 0.019726168238974138 -1.010492638934826 native-country=Peru -0.41984536241692977 -0.07252678260187961 native-country=Hong 0.6686791110966271 -0.033816944385707 native-country=Holand-Netherlands Hidden Weights: -0.5368046123972788 0.3139324248336243 1.6006253796928451 -1.4225603971223253 >50K <=50K Error sum for iteration 200 = 66.6795326039972 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.7155062913985143 0.10504646014782225 age 0.7675986255999572 -0.8755419413990346 workclass=Private -0.08214510672921956 0.4319414813454575 workclass=Self-emp-not-inc 0.5201362492156613 0.5939700632077775 workclass=Self-emp-inc -0.3869977412159066 0.24314178865595934 workclass=Federal-gov 1.0274643522179538 -0.009829290348602311 workclass=Local-gov 0.3354914353498638 0.4791156376432153 workclass=State-gov -0.1440985789153221 0.5149800304573665 workclass=Without-pay 0.9895423792050526 0.3916761424690109 workclass=Never-worked 0.5916274248346431 0.37097988426057066 fnlwgt 0.7768546510295748 0.5744853965856724 education=Bachelors -0.565673543174912 -0.18567133149087978 education=Some-college 0.9355996620026368 0.11197821111815755 education=11th 0.09530193698134597 -0.6571544950650732 education=HS-grad 0.9182223792285283 1.0389033986839027 education=Prof-school 0.8136113059061805 -0.4295997862146351 education=Assoc-acdm 0.37613195563663454 -0.27098533824743853 education=Assoc-voc 0.05379750047606305 0.20571406571146988 education=9th -0.3010485895260366 0.34419358707154674 education=7th-8th -0.10633789968292533 0.7415751876837167 education=12th 0.46181446568982415 0.31442435798177143 education=Masters 0.024568036947706078 -0.6474690215070807 education=1st-4th -0.7836840082555616 -0.558751026856923 education=10th 0.022514171294465132 0.5059436314083149 education=Doctorate 0.6133686414618295 -0.21881235557187756 education=5th-6th 0.6705710621136876 -0.5160986451502492 education=Preschool 1.0172125890589991 1.4795876199758908 education-num 0.26686441963527296 1.6651921804410703 marital-status=Married-civ-spouse 0.5762455127138745 0.011469965103571173 marital-status=Divorced 0.9914763091536902 -1.8108348342825618 marital-status=Never-married -0.05675965158712273 -0.7228137381782029 marital-status=Separated 0.8191113667071156 -0.2276974863430004 marital-status=Widowed 0.5170135209053568 -0.6935563256132398 marital-status=Married-spouse-absent -0.20304005299511588 0.39682969873821533 marital-status=Married-AF-spouse -0.06985556525604132 0.9043854043002871 occupation=Tech-support -0.19483149546847633 0.3918102636100444 occupation=Craft-repair -0.6578444921044605 0.13172135033118937 occupation=Other-service -0.06330993676079834 0.2735702461238858 occupation=Sales -0.6030867589829054 1.1530404127649156 occupation=Exec-managerial -0.45334092533452436 0.6381790021812106 occupation=Prof-specialty 0.8134237734592307 -0.42996138411029355 occupation=Handlers-cleaners -0.26665282708620947 -0.6516910298681654 occupation=Machine-op-inspct 0.8916864042606861 -0.5977146341451968 occupation=Adm-clerical -0.5289468229235321 0.649250502188928 occupation=Farming-fishing 1.064874062992372 -0.24122068280430792 occupation=Transport-moving -0.9091065524168336 -1.0132732549297903 occupation=Priv-house-serv 0.021761224532112218 0.08241958665617212 occupation=Protective-serv -0.20081550939088186 -0.961709600668132 occupation=Armed-Forces 0.5442217455675337 0.5450254650431565 relationship=Wife -0.5303622153012003 -0.08542943638520778 relationship=Own-child 0.2060680400207118 0.3410570244730226 relationship=Husband 0.06216835510436403 -0.8368116288396822 relationship=Not-in-family -0.541914844757705 -0.05190338030307053 relationship=Other-relative -0.4758733826017053 -0.7780886520604781 relationship=Unmarried 0.6963260893931125 0.11729785353473819 race=White -0.6035275319449838 0.103182843989958 race=Asian-Pac-Islander -0.40798428535550013 -0.18467686749802262 race=Amer-Indian-Eskimo -0.6063232654927718 -0.9619956151338194 race=Other -0.7115706361943568 -0.17433956910652718 race=Black 0.5078248620644588 0.16064512631177275 sex 0.4980763371591231 -4.7474293281696213E-4 capital-gain 0.6680474600187427 -0.6586857672677333 capital-loss 0.8974652778542627 0.7546187001563572 hours-per-week 0.30058301080760974 -0.9985653932554522 native-country=United-States 0.41546376633259835 -0.7994054463064446 native-country=Cambodia 0.1334462598848693 0.005604640717337923 native-country=England 0.24063878463282357 -0.6057719475232463 native-country=Puerto-Rico -0.23735111294567338 -0.36607317641661086 native-country=Canada 0.2176786195238505 -0.6656537666396284 native-country=Germany -0.3241198490329676 -0.7491020195572172 native-country=Outlying-US(Guam-USVI-etc) 0.3788740784253275 -0.9536076581763583 native-country=India 1.0180809454386803 0.05841002186509525 native-country=Japan -0.8199821445489659 -0.020191813475478985 native-country=Greece 0.9420500667021678 -0.7299318580910426 native-country=South -0.4266022998945867 -0.21696904601206532 native-country=China 0.13585627695344293 -1.050366341718252 native-country=Cuba -0.17078159907135484 0.5359251525444639 native-country=Iran -0.6164166543996535 -0.6046111483064254 native-country=Honduras 0.9557357262956574 -0.016190695697547542 native-country=Philippines -0.37926051791049936 0.04871870750035862 native-country=Italy -0.5522508272453988 0.24299289784083855 native-country=Poland 0.030172767582507688 -0.5937215295286241 native-country=Jamaica -0.17075529393723823 -0.6337298581085279 native-country=Vietnam 0.23238046516543306 0.1373373098149397 native-country=Mexico 0.6454466219441919 -0.903788972465077 native-country=Portugal -0.7614083455698535 -0.8868715647213993 native-country=Ireland 0.9346050696409657 -0.3895563368351411 native-country=France 0.37471839493544973 -0.26939177224611155 native-country=Dominican-Republic -0.19860392237447794 -0.11970464853095146 native-country=Laos -0.2778910951485225 -0.5168972980920302 native-country=Ecuador 0.745726853459011 -0.11876314634958685 native-country=Taiwan -0.7143112422958872 -1.075274317143583 native-country=Haiti 0.4230315627877242 -0.8956806514934239 native-country=Columbia 0.02786661915928165 0.18878201228419253 native-country=Hungary -0.08013563391591563 0.8593439840557523 native-country=Guatemala 0.09038827334997801 -0.5231011345157094 native-country=Nicaragua 0.3919568582248673 0.5521186116625253 native-country=Scotland -0.8891648459944453 -0.054756566182404556 native-country=Thailand -0.28717899094763083 0.8046985218309978 native-country=Yugoslavia 0.05637501233533781 -0.7671959193123842 native-country=El-Salvador -0.5634538941181786 -0.5097670057458047 native-country=Trinadad&Tobago 0.027911435532696687 -1.0424331230650903 native-country=Peru -0.4116600951232055 -0.10446726673211945 native-country=Hong 0.6768643783903534 -0.06575742851594935 native-country=Holand-Netherlands Hidden Weights: -0.6070577874388073 0.4277486515428099 2.5058511590628227 -2.4713013908407286 >50K <=50K Error sum for iteration 300 = 66.13354966709049 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.718456445081006 0.17983636896243554 age 0.7950976179017952 -0.5504041814943269 workclass=Private -0.06446227206543333 -0.2744696853468461 workclass=Self-emp-not-inc 0.5146703622805919 0.7103114539744013 workclass=Self-emp-inc -0.37946009128851704 0.6460456235064198 workclass=Federal-gov 1.0312966723470733 -0.1981739527943355 workclass=Local-gov 0.35079907308763814 0.2686369776454384 workclass=State-gov -0.13935618264212168 0.49634778019922726 workclass=Without-pay 0.9942847754782529 0.3730438922108635 workclass=Never-worked 0.5961420438526522 0.34545786161915926 fnlwgt 0.7797514739162319 0.32150985361941875 education=Bachelors -0.5440243994014416 -0.3202303513188875 education=Some-college 0.9432582700142723 -0.24177762754832904 education=11th 0.10983537633866976 -0.6824721776008613 education=HS-grad 0.920761039546419 1.201375673710481 education=Prof-school 0.8181407059424557 -0.26164142029034515 education=Assoc-acdm 0.3723961981097571 0.03599903174269093 education=Assoc-voc 0.07678515797766781 -0.055138229803739676 education=9th -0.295870359684616 0.34492973874346444 education=7th-8th -0.10306844978461983 0.8099312926763768 education=12th 0.4693921564081872 0.2394510043248855 education=Masters 0.030507087548516155 -0.7067392862753473 education=1st-4th -0.7741028419616856 -0.6659148515166823 education=10th 0.019667601064050945 0.7510779777430966 education=Doctorate 0.6206605377392775 -0.33002097420689197 education=5th-6th 0.6753396849127294 -0.5348378240543787 education=Preschool 1.0286106886435016 1.7947867516255331 education-num 0.28510972135802537 1.5649772316782837 marital-status=Married-civ-spouse 0.5892265674640139 -0.12895982234705505 marital-status=Divorced 1.0031189948477608 -1.6115196246587316 marital-status=Never-married -0.048119015184356906 -0.7725814834267265 marital-status=Separated 0.826784778207351 -0.32580596128238776 marital-status=Widowed 0.5241087844210968 -0.7599683815953051 marital-status=Married-spouse-absent -0.1981824624827875 0.372963747625652 marital-status=Married-AF-spouse -0.06141021611385651 0.9051765695124225 occupation=Tech-support -0.18127798850473512 0.21488645305133644 occupation=Craft-repair -0.6291137952725673 -0.061350023336976214 occupation=Other-service -0.050081610783611855 0.06282774455830711 occupation=Sales -0.6057686209042378 1.5819693792459177 occupation=Exec-managerial -0.4664298703704429 0.7898766062621404 occupation=Prof-specialty 0.8207995773631648 -0.6478367403820332 occupation=Handlers-cleaners -0.2680009116694536 -0.35173483052150867 occupation=Machine-op-inspct 0.9010092261012398 -0.3643783380291684 occupation=Adm-clerical -0.51174435216118 0.3765775706791015 occupation=Farming-fishing 1.0745454075237424 -0.7915069018792237 occupation=Transport-moving -0.9043641561436333 -1.031905505187924 occupation=Priv-house-serv 0.02606610828211687 0.21703544635086558 occupation=Protective-serv -0.1959414998163997 -0.9807407543716442 occupation=Armed-Forces 0.5607708635514344 0.6331027638573627 relationship=Wife -0.5106505814315789 -0.39114298196871483 relationship=Own-child 0.20739671591515077 0.24421371062041464 relationship=Husband 0.062128654446622626 -0.4359969042230906 relationship=Not-in-family -0.5311338146506288 -0.1928028803580871 relationship=Other-relative -0.45781059197419305 -0.9843758196141652 relationship=Unmarried 0.7211849620661609 -0.007487602994706041 race=White -0.6139782244749238 0.30321670586924043 race=Asian-Pac-Islander -0.40008271334315065 -0.30269081959872085 race=Amer-Indian-Eskimo -0.5921166609832763 -1.0815931537337882 race=Other -0.6864358413076955 -0.2541957371115553 race=Black 0.5219869474790966 -0.0025192260011247807 sex 0.5020126964748873 0.00856776655253209 capital-gain 0.6678356508970532 -0.3659423524286005 capital-loss 0.8966810300313606 0.9172243375645954 hours-per-week 0.3465099767752032 -0.7297004933277195 native-country=United-States 0.41177704274015353 -0.7078868892465924 native-country=Cambodia 0.13947815663012608 -0.058336705732307606 native-country=England 0.24705119785536886 -0.7163934609803908 native-country=Puerto-Rico -0.2363428581988398 -0.2658619849664452 native-country=Canada 0.22307423758782247 -0.7010524963734448 native-country=Germany -0.31937745275976154 -0.7677342698153574 native-country=Outlying-US(Guam-USVI-etc) 0.3816672487284716 -0.9509585582140507 native-country=India 1.0228233417118677 0.03977777160695203 native-country=Japan -0.8152397482757656 -0.03882406373362191 native-country=Greece 0.9437887739175174 -0.6375425224473501 native-country=South -0.42185990362138065 -0.23560129627020807 native-country=China 0.14505447445995637 -1.2474490700038359 native-country=Cuba -0.1682195010947011 0.524451394239487 native-country=Iran -0.6122313736884948 -0.6066249017439286 native-country=Honduras 0.9618268912285984 -0.0884249065272823 native-country=Philippines -0.3743675037366117 0.028694578716622524 native-country=Italy -0.5460627664887352 0.15914752845185162 native-country=Poland 0.035559485364944535 -0.6132820231381055 native-country=Jamaica -0.16601289766403782 -0.6523621083666681 native-country=Vietnam 0.23917614585269062 0.06223130780726161 native-country=Mexico 0.6530533551333868 -1.0772701126314483 native-country=Portugal -0.7566659492966532 -0.9055038149795395 native-country=Ireland 0.9396375240412332 -0.4129478257437641 native-country=France 0.37947034031458526 -0.28831533788091196 native-country=Dominican-Republic -0.1898393938843536 -0.228723746597574 native-country=Laos -0.27033806179208086 -0.6176256908324803 native-country=Ecuador 0.7491102688214747 -0.12157229310665911 native-country=Taiwan -0.7092516167320624 -1.0940643809878552 native-country=Haiti 0.4277916907517251 -0.915841279169391 native-country=Columbia 0.03260901543248428 0.17014976202604978 native-country=Hungary -0.0753932376427149 0.8407117337976121 native-country=Guatemala 0.09513066962317875 -0.5417333847738496 native-country=Nicaragua 0.39669925449807336 0.5334863614043851 native-country=Scotland -0.8905757282372508 -0.06636920966490323 native-country=Thailand -0.2824365946744248 0.7860662715728576 native-country=Yugoslavia 0.061194986961792784 -0.7861073105679955 native-country=El-Salvador -0.5587114978449783 -0.5283992560039449 native-country=Trinadad&Tobago 0.03265383180589937 -1.061065373323224 native-country=Peru -0.40691769884999945 -0.12309951699026361 native-country=Hong 0.6816067746635537 -0.08438967877409351 native-country=Holand-Netherlands Hidden Weights: -0.6695119116669687 0.4988517896918805 3.094286007454257 -3.084337478811324 >50K <=50K Error sum for iteration 400 = 66.61406698527706 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.7172515434589463 0.28519982729633525 age 0.8180701213550682 -0.4534172648300898 workclass=Private -0.06422923925601737 -0.686861071247509 workclass=Self-emp-not-inc 0.5132453631696098 0.7454903242213577 workclass=Self-emp-inc -0.3710594449698665 0.9136910465668754 workclass=Federal-gov 1.0312310006285654 -0.19986695122961587 workclass=Local-gov 0.3614575670417397 0.07380383481425512 workclass=State-gov -0.1364437536631249 0.4814116146852666 workclass=Without-pay 0.9971972044572431 0.35810772669690283 workclass=Never-worked 0.5973313728070718 0.3588979696352264 fnlwgt 0.7817350139050037 -0.03464882563898426 education=Bachelors -0.5302203273989301 -0.3459533388247627 education=Some-college 0.9477099666769312 -0.48848418726383125 education=11th 0.11394975403398647 -0.5444763346329425 education=HS-grad 0.9221835219990703 1.4002885692194518 education=Prof-school 0.8219741705497453 -0.223388771981986 education=Assoc-acdm 0.369416000772989 0.18652384065567196 education=Assoc-voc 0.09410476884454982 -0.2679517427561271 education=9th -0.29431423251914385 0.4151247710162364 education=7th-8th -0.10164887364103221 0.913464023003314 education=12th 0.478194172642217 0.022764066737642464 education=Masters 0.034159305087647765 -0.7526363605091918 education=1st-4th -0.7683447991398332 -0.7506440177422719 education=10th 0.01702584170625951 0.9764694213172721 education=Doctorate 0.6251437005775599 -0.40958042009983103 education=5th-6th 0.678259550084717 -0.5498368348898246 education=Preschool 1.0368514102576012 1.9014714140062972 education-num 0.2997151741637706 1.456269496193712 marital-status=Married-civ-spouse 0.5971200439045319 -0.2859613222353619 marital-status=Divorced 1.007496336199719 -1.327523419654021 marital-status=Never-married -0.04356547669871199 -0.8023115725841309 marital-status=Separated 0.8318940391041679 -0.4660064374951088 marital-status=Widowed 0.5282286137514838 -0.8093425424738812 marital-status=Married-spouse-absent -0.19515492710895338 0.3499390215330791 marital-status=Married-AF-spouse -0.054596238064304 0.804591492131795 occupation=Tech-support -0.1776791687480101 0.22028652104313118 occupation=Craft-repair -0.6141993129221213 -0.09137400996037405 occupation=Other-service -0.04388586023661067 -0.00874081788807711 occupation=Sales -0.5963159782204974 1.5822590193246813 occupation=Exec-managerial -0.47618609092450426 0.742358174582866 occupation=Prof-specialty 0.8250757830357369 -0.7908521589942173 occupation=Handlers-cleaners -0.2707118499936534 -0.07551510352699267 occupation=Machine-op-inspct 0.9092716219187505 -0.22496397098873333 occupation=Adm-clerical -0.5018025043319277 0.14524566638633463 occupation=Farming-fishing 1.0796981716386342 -1.0870064725252007 occupation=Transport-moving -0.9014517271646431 -1.0468416707018882 occupation=Priv-house-serv 0.028120274044472583 0.4167724979940353 occupation=Protective-serv -0.19297638496332595 -0.9959181322329261 occupation=Armed-Forces 0.5785506132567079 0.5973224421920095 relationship=Wife -0.4994044821435495 -0.6478923712914555 relationship=Own-child 0.20259722088259857 0.25379126410846276 relationship=Husband 0.06047267782118824 -0.11137291692239452 relationship=Not-in-family -0.5238763904625184 -0.3082600435937176 relationship=Other-relative -0.4468643877916627 -1.1196968033746546 relationship=Unmarried 0.7327154975168515 -0.03247426401762659 race=White -0.6198402741773004 0.41731720672038664 race=Asian-Pac-Islander -0.39511303488034644 -0.394758110180163 race=Amer-Indian-Eskimo -0.5795595909053822 -1.2224752747065628 race=Other -0.6717694988697598 -0.30453031706707184 race=Black 0.5249192599881991 -0.031123800195897614 sex 0.5043482963835801 0.02368379964870919 capital-gain 0.6662775136653615 -0.027730901031109607 capital-loss 0.8951347706939994 1.0179318089193243 hours-per-week 0.37943858983391227 -0.5481238028260342 native-country=United-States 0.4050071109587542 -0.5582950822119311 native-country=Cambodia 0.14396067826495496 -0.12761943947057863 native-country=England 0.25128465954983303 -0.8317784965381004 native-country=Puerto-Rico -0.2375906394690575 -0.11438964317894128 native-country=Canada 0.22639799007066078 -0.7282312332948616 native-country=Germany -0.31646502378075975 -0.7826704353293222 native-country=Outlying-US(Guam-USVI-etc) 0.3828634621936239 -0.9310737204753671 native-country=India 1.0257357706908523 0.024841606092989976 native-country=Japan -0.8123273192967754 -0.05376022924758406 native-country=Greece 0.9439970136194288 -0.5288320000726989 native-country=South -0.41894747464237886 -0.25053746178417224 native-country=China 0.1518324249858623 -1.4713830448396388 native-country=Cuba -0.1666215093127104 0.5143976445926632 native-country=Iran -0.609639753041611 -0.612388376919218 native-country=Honduras 0.966123454941642 -0.17346991833941458 native-country=Philippines -0.3713891900461738 0.013109601613427242 native-country=Italy -0.5418432442106503 0.030191256281406 native-country=Poland 0.03877004258666436 -0.6286566193778264 native-country=Jamaica -0.16310046868504102 -0.6672982738806329 native-country=Vietnam 0.24182973922190013 0.08641612011890423 native-country=Mexico 0.6570256062059507 -1.2013263184639036 native-country=Portugal -0.753753520317663 -0.9204399804935043 native-country=Ireland 0.9426625800732897 -0.42948118066039387 native-country=France 0.3823864890949573 -0.30344297354796834 native-country=Dominican-Republic -0.18251056474028574 -0.3642495262760464 native-country=Laos -0.26525092140687606 -0.7126308032858562 native-country=Ecuador 0.7511591247384503 -0.12452872761322646 native-country=Taiwan -0.706241827243465 -1.1090499078481684 native-country=Haiti 0.430721113607424 -0.9334631933333846 native-country=Columbia 0.035521444411480384 0.15521359651208516 native-country=Hungary -0.07248080866371995 0.8257755682836473 native-country=Guatemala 0.0980430986021737 -0.5566695502878144 native-country=Nicaragua 0.39961168347707515 0.5185501958904203 native-country=Scotland -0.8914803519142782 -0.0762662366034577 native-country=Thailand -0.279524165695423 0.7711301060588928 native-country=Yugoslavia 0.06412350003556842 -0.8010903955733326 native-country=El-Salvador -0.5557990688659881 -0.5433354215179097 native-country=Trinadad&Tobago 0.03556626078489548 -1.0760015388371882 native-country=Peru -0.40400526987099766 -0.13803568250422782 native-country=Hong 0.6845192036425439 -0.09932584428805621 native-country=Holand-Netherlands Hidden Weights: -0.7199421071748021 0.55195757694601 3.5551605087293234 -3.5509164931097192 >50K <=50K Error sum for iteration 500 = 67.71364682133877 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.7142723365321215 0.4391223360669611 age 0.835815812900587 -0.40321136882865527 workclass=Private -0.07211445162082346 -0.8997301545989841 workclass=Self-emp-not-inc 0.5133452306677361 0.718101476159458 workclass=Self-emp-inc -0.3631594645292264 1.0044925695883598 workclass=Federal-gov 1.0297390953211545 -0.15042282669656057 workclass=Local-gov 0.3690388634049182 -0.06517051336653044 workclass=State-gov -0.13473305950774947 0.46792727639682097 workclass=Without-pay 0.9989078986126204 0.3446233884084572 workclass=Never-worked 0.5972609272398397 0.37966007482921643 fnlwgt 0.7798725976544796 -0.18868464018971118 education=Bachelors -0.5206273966853082 -0.30931612964635496 education=Some-college 0.950377557924888 -0.6812817924602484 education=11th 0.11517594001835374 -0.4807928370345173 education=HS-grad 0.9229035181880935 1.6000897557074767 education=Prof-school 0.8248575253599314 -0.24739907647042822 education=Assoc-acdm 0.3670452195048887 0.23059302521218694 education=Assoc-voc 0.10666571828940562 -0.44279000456325973 education=9th -0.29417750229170586 0.5121676452967255 education=7th-8th -0.10139817299116242 1.0471389686608976 education=12th 0.48481750444883537 -0.2916376672956998 education=Masters 0.03646909074408009 -0.7956038509857161 education=1st-4th -0.7647760148080287 -0.8218912816796342 education=10th 0.015179904952471943 1.13786278910811 education=Doctorate 0.6280252155759012 -0.4816721853104002 education=5th-6th 0.6799734880255963 -0.5633729796621995 education=Preschool 1.0405754019264823 1.9415795362117567 education-num 0.3088178515794832 1.370932932613097 marital-status=Married-civ-spouse 0.6005750954397212 -0.351035271735727 marital-status=Divorced 1.0104410542238433 -1.1395340008994044 marital-status=Never-married -0.04101635129948443 -0.8244260110993534 marital-status=Separated 0.8352885479872804 -0.6225466248865246 marital-status=Widowed 0.5306301529754686 -0.8484348602159909 marital-status=Married-spouse-absent -0.1933421352596998 0.3278419851815186 marital-status=Married-AF-spouse -0.04932781106377548 0.670927476562942 occupation=Tech-support -0.17635015710520932 0.24233767373483772 occupation=Craft-repair -0.6054977144984808 -0.004027206717948899 occupation=Other-service -0.04075489392308378 0.019548635220017218 occupation=Sales -0.5863043149005296 1.469576751693015 occupation=Exec-managerial -0.48595833563547136 0.576777051623523 occupation=Prof-specialty 0.827616033989747 -0.894059840786604 occupation=Handlers-cleaners -0.2726145343110847 0.09903430278155886 occupation=Machine-op-inspct 0.9161627410495639 -0.1543239649920886 occupation=Adm-clerical -0.4976933095607254 -0.02571642742059176 occupation=Farming-fishing 1.0826111773825386 -1.2573853905713257 occupation=Transport-moving -0.8997410330092658 -1.060326008990321 occupation=Priv-house-serv 0.029088607254647427 0.620831059313711 occupation=Protective-serv -0.19124044918261585 -1.0095485191520135 occupation=Armed-Forces 0.5920317346824613 0.5280973174955296 relationship=Wife -0.492488681541086 -0.8386199837585306 relationship=Own-child 0.19644373262060474 0.26656747507665285 relationship=Husband 0.05966245958420751 0.08154247772860002 relationship=Not-in-family -0.5194079229306766 -0.34500668781632815 relationship=Other-relative -0.4408163526774929 -1.2174697636458425 relationship=Unmarried 0.7392391277444215 -0.02019696470189481 race=White -0.624450027013768 0.44510142082486914 race=Asian-Pac-Islander -0.39182650965995947 -0.47427892484880013 race=Amer-Indian-Eskimo -0.5701836441079244 -1.3637594556498405 race=Other -0.6641068242588399 -0.2990832326251185 race=Black 0.5242226152208755 -0.008675486194017847 sex 0.5056391793222949 0.04165496558347135 capital-gain 0.6640820723275993 0.34990697579329333 capital-loss 0.8925248575499851 1.0255587770514492 hours-per-week 0.4033068572142217 -0.4827884247641104 native-country=United-States 0.39679779421871664 -0.39096587564376595 native-country=Cambodia 0.1472633733397402 -0.1869969312695973 native-country=England 0.2541136617651542 -0.950711591833063 native-country=Puerto-Rico -0.2400018431768813 0.05829719539789177 native-country=Canada 0.22832153848356956 -0.7479825981397998 native-country=Germany -0.3147543296253786 -0.7961547736177705 native-country=Outlying-US(Guam-USVI-etc) 0.38268657042266074 -0.8795316032072354 native-country=India 1.0274464648462185 0.011357267804549046 native-country=Japan -0.8106166251413981 -0.06724456753602509 native-country=Greece 0.9434008104138876 -0.41853517238190324 native-country=South -0.4172367804869977 -0.2640218000726182 native-country=China 0.1560818007605334 -1.6557166581086147 native-country=Cuba -0.1656644295137431 0.5052005612456898 native-country=Iran -0.6081033629413556 -0.6196425341580576 native-country=Honduras 0.9688676519820685 -0.24486823323469015 native-country=Philippines -0.36964192708813953 -7.649834186219783E-4 native-country=Italy -0.5389624442564225 -0.1372094588306415 native-country=Poland 0.04063565180124719 -0.6423660769212276 native-country=Jamaica -0.1613897745296656 -0.6807826121690812 native-country=Vietnam 0.242673791044894 0.14534769199395114 native-country=Mexico 0.6592333346654531 -1.2984701309541438 native-country=Portugal -0.7520428261622857 -0.9339243187819526 native-country=Ireland 0.9444300918478474 -0.4437167549932763 native-country=France 0.3840992223584449 -0.31707538908283656 native-country=Dominican-Republic -0.17684701838697053 -0.5128283671437911 native-country=Laos -0.26164047109285715 -0.8061623351308683 native-country=Ecuador 0.7522656568355763 -0.12349165296752185 native-country=Taiwan -0.7045114264822461 -1.1225448364960424 native-country=Haiti 0.4324486019226423 -0.9503446949318439 native-country=Columbia 0.037232138566854166 0.14172925822364668 native-country=Hungary -0.07077011450834755 0.812291229995199 native-country=Guatemala 0.09975379275754609 -0.5701538885762627 native-country=Nicaragua 0.4013223776324563 0.505065857601972 native-country=Scotland -0.8919048763756693 -0.08568945852460955 native-country=Thailand -0.2778134715400418 0.7576457677704445 native-country=Yugoslavia 0.0658305701181941 -0.8145652064522693 native-country=El-Salvador -0.5540883747106108 -0.556819759806358 native-country=Trinadad&Tobago 0.03727695494026926 -1.089485877125621 native-country=Peru -0.4022945757156165 -0.1515200207926663 native-country=Hong 0.6862298977979212 -0.11281018257649711 native-country=Holand-Netherlands Hidden Weights: -0.7380578109957695 0.5713476238843359 3.9670338102723672 -3.9645296209231766 >50K <=50K Error sum for iteration 600 = 68.49250491004963 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.7109602279559492 0.6054141280797803 age 0.8501310821843969 -0.3800918960173586 workclass=Private -0.08366722315151512 -0.9760503250835761 workclass=Self-emp-not-inc 0.5132873026949989 0.6842994560103949 workclass=Self-emp-inc -0.35668333505499805 1.0302316925364132 workclass=Federal-gov 1.0280344764732168 -0.129866504786625 workclass=Local-gov 0.3752397495512537 -0.16046512822876136 workclass=State-gov -0.13375613332538938 0.45821285583777605 workclass=Without-pay 0.9998848247949689 0.33490896784941226 workclass=Never-worked 0.5969009236398503 0.3891783273584437 fnlwgt 0.7760477382674646 -0.2329938661486817 education=Bachelors -0.5123802767498484 -0.2835989842418408 education=Some-college 0.952009161628301 -0.8430379947321295 education=11th 0.11487349746626763 -0.46716973773690273 education=HS-grad 0.9232346942680006 1.7805137965220172 education=Prof-school 0.8270096523238988 -0.28810831193498165 education=Assoc-acdm 0.3648878530368829 0.23504640674243601 education=Assoc-voc 0.11578146500479924 -0.5804391818737004 education=9th -0.29436714708060474 0.6061410720708291 education=7th-8th -0.10181767544012532 1.2110895320942143 education=12th 0.48811148551366124 -0.5597698013059951 education=Masters 0.037996535737624 -0.8355400613490163 education=1st-4th -0.762423536587424 -0.8832101625145803 education=10th 0.013901676192627214 1.2557363523291036 education=Doctorate 0.6300125271205326 -0.5512553916501298 education=5th-6th 0.6809527715852108 -0.5731400210004192 education=Preschool 1.0407801947097293 1.992479055383021 education-num 0.314404737316597 1.3336257738528245 marital-status=Married-civ-spouse 0.6010743218040375 -0.35509569688938 marital-status=Divorced 1.0126952391330282 -1.0256856589248293 marital-status=Never-married -0.03947922161107107 -0.8413869894930692 marital-status=Separated 0.8375336924902441 -0.7703719646528073 marital-status=Widowed 0.5321022993258359 -0.884750128051992 marital-status=Married-spouse-absent -0.19228296007667128 0.31074650473123 marital-status=Married-AF-spouse -0.04522359411430324 0.5469204391530008 occupation=Tech-support -0.17546903278546977 0.24441476465883255 occupation=Craft-repair -0.5983960893369685 0.10083299016410241 occupation=Other-service -0.03863854415057474 0.032092641149666847 occupation=Sales -0.5785903706763906 1.3712464384966048 occupation=Exec-managerial -0.496736027300028 0.45423280776214714 occupation=Prof-specialty 0.8291600936067786 -0.9715037337898685 occupation=Handlers-cleaners -0.2735686750499729 0.19089557542443084 occupation=Machine-op-inspct 0.9218371430697592 -0.09990940169015826 occupation=Adm-clerical -0.4978163330533662 -0.10760697236283687 occupation=Farming-fishing 1.0843517635620392 -1.366625446981418 occupation=Transport-moving -0.8987641068269173 -1.0700404295493575 occupation=Priv-house-serv 0.02959783486594095 0.7742886034336676 occupation=Protective-serv -0.19025567931242346 -1.0193099358690232 occupation=Armed-Forces 0.6013171572443696 0.48027711899481346 relationship=Wife -0.48792691286287754 -0.9919371978236411 relationship=Own-child 0.19098530718115872 0.2601294500964212 relationship=Husband 0.05936405539124992 0.1974494599888724 relationship=Not-in-family -0.5164110690485882 -0.321800400725763 relationship=Other-relative -0.43822660161428106 -1.2850094832772496 relationship=Unmarried 0.7439940793312856 -0.018227151759958066 race=White -0.6298246204191101 0.45458359909960516 race=Asian-Pac-Islander -0.38954742745328247 -0.5428970676657859 race=Amer-Indian-Eskimo -0.5636622070766522 -1.4793522811887936 race=Other -0.6595876613076433 -0.25261172275342636 race=Black 0.5231872280719022 0.011903710890628106 sex 0.5062770627692721 0.06333473721307548 capital-gain 0.6616811111731327 0.7529180111154606 capital-loss 0.8887235291033867 0.9919935295560445 hours-per-week 0.4211656077393937 -0.4726865101542995 native-country=United-States 0.38774059415060097 -0.2138667329947838 native-country=Cambodia 0.14973106881174242 -0.23534139786600983 native-country=England 0.2561196385711866 -1.0716920381576076 native-country=Puerto-Rico -0.24295538619237017 0.24655871778789076 native-country=Canada 0.22943498870043766 -0.7617672235034189 native-country=Germany -0.31377740344302446 -0.8058691941768069 native-country=Outlying-US(Guam-USVI-etc) 0.3815286715130621 -0.792950191513103 native-country=India 1.028423391028582 0.0016428472455042135 native-country=Japan -0.8096396989590496 -0.07695898809506993 native-country=Greece 0.9424747427127547 -0.3136207882052728 native-country=South -0.4162598543046436 -0.27373622063166314 native-country=China 0.1586793391941079 -1.788806576503066 native-country=Cuba -0.16509877539910034 0.49490024171259356 native-country=Iran -0.6072084660165838 -0.6258800436940024 native-country=Honduras 0.9706845621321036 -0.304006707496639 native-country=Philippines -0.36864550364805165 -0.010686257754952525 native-country=Italy -0.5369195591617054 -0.3206842356661747 native-country=Poland 0.041705684790924874 -0.6522235666286569 native-country=Jamaica -0.16041284834730551 -0.6904970327281176 native-country=Vietnam 0.2428342670766627 0.2093013075670257 native-country=Mexico 0.6605235107722851 -1.3779673104747163 native-country=Portugal -0.7510658999799372 -0.943638739340989 native-country=Ireland 0.9454472267591653 -0.45399627863113456 native-country=France 0.38507726057602804 -0.3268832648722361 native-country=Dominican-Republic -0.17248676137402416 -0.6565908490370497 native-country=Laos -0.2588598354355183 -0.8990979134883912 native-country=Ecuador 0.7527419160377083 -0.11362936032376318 native-country=Taiwan -0.7035513289532584 -1.1322487522921016 native-country=Haiti 0.4334419216944907 -0.9638226732016181 native-country=Columbia 0.03820906474921373 0.13201483766459932 native-country=Hungary -0.06979318832598784 0.8025768094361626 native-country=Guatemala 0.1007307189399058 -0.5798683091352991 native-country=Nicaragua 0.40229930381481044 0.495351437042932 native-country=Scotland -0.8920057276186182 -0.09247768313147911 native-country=Thailand -0.2768365453576877 0.7479313472114081 native-country=Yugoslavia 0.06679501264723303 -0.8242477304354714 native-country=El-Salvador -0.5531114485282623 -0.5665341803653944 native-country=Trinadad&Tobago 0.03825388112262882 -1.0992002976846575 native-country=Peru -0.4013176495332624 -0.16123444135171366 native-country=Hong 0.6872068239802697 -0.12252460313554195 native-country=Holand-Netherlands Hidden Weights: -0.7583001708857922 0.5923652614593932 4.340091848449468 -4.3381667721207045 >50K <=50K Error sum for iteration 700 = 68.86848996198064 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.7081488922890493 0.7263546904584726 age 0.8621002423307212 -0.36202517869132117 workclass=Private -0.0968848918008966 -0.9912018421458691 workclass=Self-emp-not-inc 0.5129055485496798 0.6542226651431804 workclass=Self-emp-inc -0.3512464463388513 1.0273328416271539 workclass=Federal-gov 1.0262693009164439 -0.1334976455903436 workclass=Local-gov 0.380723816694754 -0.22608553981594534 workclass=State-gov -0.1332185963500677 0.45111914198751824 workclass=Without-pay 1.0004223617702674 0.32781525399915445 workclass=Never-worked 0.596377792245568 0.3841917433596945 fnlwgt 0.7714653216388498 -0.2632980004288432 education=Bachelors -0.5050545753761352 -0.2812968832229148 education=Some-college 0.952988261446238 -0.9860452935255367 education=11th 0.1135290109457982 -0.47254335547848436 education=HS-grad 0.9233483319082557 1.9319566804396908 education=Prof-school 0.828706482088414 -0.3335520446449086 education=Assoc-acdm 0.36277263185691705 0.23176875974662206 education=Assoc-voc 0.12287547723077459 -0.6901656038930214 education=9th -0.2945335877835212 0.6840305925772948 education=7th-8th -0.10258628548002961 1.4000954684399185 education=12th 0.4890638616069101 -0.7288870469924075 education=Masters 0.03904025181790909 -0.8725648160599454 education=1st-4th -0.7608401500142266 -0.9368557545963587 education=10th 0.013005753097890892 1.3363645732044094 education=Doctorate 0.6314597675584221 -0.6187473832672343 education=5th-6th 0.6814907571525537 -0.5802453794343244 education=Preschool 1.0387889389404783 2.0551199722027365 education-num 0.3185859165770538 1.3271252906266702 marital-status=Married-civ-spouse 0.5997269478887088 -0.3290382900285491 marital-status=Divorced 1.0140499471412354 -0.9580219785939827 marital-status=Never-married -0.03857701801244621 -0.854814144280566 marital-status=Separated 0.8390031086949706 -0.9013893203766006 marital-status=Widowed 0.5330016290100338 -0.9208102443414129 marital-status=Married-spouse-absent -0.19167936828771936 0.2976248198125417 marital-status=Married-AF-spouse -0.04196488820647671 0.44997063235237283 occupation=Tech-support -0.17486055606582987 0.2363735298682266 occupation=Craft-repair -0.5913331334280909 0.16674820980319408 occupation=Other-service -0.03716058968955986 0.02099218425556721 occupation=Sales -0.5727572112705339 1.29898756624484 occupation=Exec-managerial -0.5080501263137274 0.38568878073635265 occupation=Prof-specialty 0.8300915974598674 -1.031078137045146 occupation=Handlers-cleaners -0.27398409525946565 0.23386377887113635 occupation=Machine-op-inspct 0.9266730673694525 -0.05678839497708095 occupation=Adm-clerical -0.5006195789251849 -0.11058154286735022 occupation=Farming-fishing 1.0853982424281015 -1.4399098607937413 occupation=Transport-moving -0.898226569851593 -1.0771341433996353 occupation=Priv-house-serv 0.029835210759740476 0.873087716310064 occupation=Protective-serv -0.189727173051505 -1.02635368406474 occupation=Armed-Forces 0.6081797498214491 0.4466639277317144 relationship=Wife -0.4850845793987447 -1.1192990694711256 relationship=Own-child 0.1864583282509793 0.2548148889341324 relationship=Husband 0.05900298452506402 0.26273605863938904 relationship=Not-in-family -0.5139967894510294 -0.2847536200240333 relationship=Other-relative -0.4379322398021612 -1.3203652324602337 relationship=Unmarried 0.7478956056791876 -0.015593831569886231 race=White -0.6360717297326268 0.46434904690252815 race=Asian-Pac-Islander -0.3879142113023935 -0.6022693967484603 race=Amer-Indian-Eskimo -0.5590342942170502 -1.5682708070889406 race=Other -0.6565152266733225 -0.20893791581698082 race=Black 0.5224655986276453 0.005800909415001062 sex 0.5065065524817975 0.08668890067214555 capital-gain 0.659505669844137 1.1402988766132744 capital-loss 0.8839983616259947 0.9520507347722822 hours-per-week 0.4352311729025163 -0.4753860050218955 native-country=United-States 0.3778053508613287 -0.019296243523844573 native-country=Cambodia 0.15165392250606596 -0.2766471968371512 native-country=England 0.2576259443441034 -1.192234127130962 native-country=Puerto-Rico -0.24583277836457373 0.42203128119032624 native-country=Canada 0.23006769724566173 -0.7718278555410276 native-country=Germany -0.3132398664677003 -0.812962908027064 native-country=Outlying-US(Guam-USVI-etc) 0.3798123516761532 -0.6866956793010048 native-country=India 1.028960928003893 -0.005450866604754402 native-country=Japan -0.8091021619837253 -0.08405270194533004 native-country=Greece 0.9414437176706864 -0.21971602570920787 native-country=South -0.4157223173293194 -0.28082993448192095 native-country=China 0.1604406251212277 -1.8957605517313445 native-country=Cuba -0.1647854451139432 0.4814544412471773 native-country=Iran -0.6067008160888315 -0.6316945119359039 native-country=Honduras 0.9719833841951203 -0.3574401574371694 native-country=Philippines -0.36810408763324765 -0.017819003412233653 native-country=Italy -0.5354161093888495 -0.5038743270315101 native-country=Poland 0.042286914742638806 -0.6593874540147865 native-country=Jamaica -0.15987531137198382 -0.6975907465783746 native-country=Vietnam 0.24270483611345967 0.2683183278344077 native-country=Mexico 0.6612847040378077 -1.4434050907407523 native-country=Portugal -0.7505283630046129 -0.950732453191246 native-country=Ireland 0.9460160986498518 -0.46157185157625225 native-country=France 0.38561473630652804 -0.333972028176246 native-country=Dominican-Republic -0.16896850977982877 -0.790341852548823 native-country=Laos -0.2565815185424958 -0.9905058975859482 native-country=Ecuador 0.7528143064875196 -0.09664604269454571 native-country=Taiwan -0.7030628777596872 -1.139312073118808 native-country=Haiti 0.43399502483401964 -0.9747491672240675 native-country=Columbia 0.038746601724536464 0.12492112381434181 native-country=Hungary -0.069255651350667 0.7954830955859056 native-country=Guatemala 0.10126825591522665 -0.5869620229855561 native-country=Nicaragua 0.4028368407901346 0.48825772319267424 native-country=Scotland -0.8919699606504313 -0.09782746309669077 native-country=Thailand -0.27629900838236354 0.740837633361151 native-country=Yugoslavia 0.06731224286884656 -0.8312935347490336 native-country=El-Salvador -0.552573911552938 -0.5736278942156514 native-country=Trinadad&Tobago 0.03879141809795156 -1.1062940115349353 native-country=Peru -0.4007801125579382 -0.16832815520197117 native-country=Hong 0.687744360955594 -0.1296183169857987 native-country=Holand-Netherlands Hidden Weights: -0.7791343175694868 0.6137658538565962 4.660522008545186 -4.6588017050614035 >50K <=50K Error sum for iteration 800 = 68.95073037520018 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.7058925458757364 0.7892013677570769 age 0.8722670220495822 -0.3462286685457471 workclass=Private -0.11096676851285588 -0.9967632456186829 workclass=Self-emp-not-inc 0.5123133657876434 0.6264298861828783 workclass=Self-emp-inc -0.34662476571755163 1.0150077750262185 workclass=Federal-gov 1.0243667904642357 -0.13884842802171352 workclass=Local-gov 0.3855804934678616 -0.26670050662514294 workclass=State-gov -0.13299941297956322 0.4457013928354529 workclass=Without-pay 1.000641545140772 0.3223975048470891 workclass=Never-worked 0.595617526416536 0.3716574074112288 fnlwgt 0.76638301546033 -0.29436625338615463 education=Bachelors -0.4989757544456687 -0.29145222160097456 education=Some-college 0.953498552023741 -1.118128219394272 education=11th 0.11142620605753617 -0.4790992597059236 education=HS-grad 0.9232881808134022 2.0545064888446594 education=Prof-school 0.8300375074507053 -0.37591539588138706 education=Assoc-acdm 0.3606213004885762 0.23034868169267778 education=Assoc-voc 0.12871554172909877 -0.781098749545021 education=9th -0.2946169894218862 0.7433648951841925 education=7th-8th -0.10351716455026469 1.6047693371758849 education=12th 0.4887066527802105 -0.8328187859076339 education=Masters 0.039720846196554874 -0.9065890482157555 education=1st-4th -0.7598346004363761 -0.9834364531924992 education=10th 0.012315785750023048 1.3890407891985217 education=Doctorate 0.6325143888638135 -0.6835225544583517 education=5th-6th 0.6817082418273264 -0.5856147175937824 education=Preschool 1.0351826315157722 2.1200315891972945 education-num 0.32179836319365235 1.336386387794624 marital-status=Married-civ-spouse 0.5972563404260258 -0.2952201593237934 marital-status=Divorced 1.0145433826474797 -0.9142036435054096 marital-status=Never-married -0.03815371459324489 -0.8654358086938749 marital-status=Separated 0.8398952839389894 -1.0145391985430066 marital-status=Widowed 0.5334645702173673 -0.9547679276669477 marital-status=Married-spouse-absent -0.19140531226087182 0.2871902454754312 marital-status=Married-AF-spouse -0.03934643897552444 0.379982884212505 occupation=Tech-support -0.17452707469689302 0.2262292934029099 occupation=Craft-repair -0.5841980296716491 0.1914104600456122 occupation=Other-service -0.036257200340376765 0.007854006569382496 occupation=Sales -0.5683229566427253 1.248267780302619 occupation=Exec-managerial -0.5196392950064944 0.3426856395470319 occupation=Prof-specialty 0.8305832721660511 -1.0781036434874696 occupation=Handlers-cleaners -0.2741538862105505 0.2519756759042856 occupation=Machine-op-inspct 0.9308082060987746 -0.02683566171418397 occupation=Adm-clerical -0.5050671748939153 -0.0684729824070639 occupation=Farming-fishing 1.0859568801687691 -1.4893971255948588 occupation=Transport-moving -0.8980073864810904 -1.0825518925517297 occupation=Priv-house-serv 0.029837455828958893 0.9332920108718725 occupation=Protective-serv -0.18953014123704906 -1.0316602911525483 occupation=Armed-Forces 0.613570487783289 0.4111553751294431 relationship=Wife -0.483592222837809 -1.2239616090162166 relationship=Own-child 0.18236832641024614 0.2598156618149932 relationship=Husband 0.05825389320933476 0.3041548231334137 relationship=Not-in-family -0.5118485103207503 -0.25095857281286826 relationship=Other-relative -0.43905595311165824 -1.3362572130279482 relationship=Unmarried 0.75119593487718 -0.006376210925754378 race=White -0.6429155299539941 0.4705853415414058 race=Asian-Pac-Islander -0.38676494872342787 -0.653649790223245 race=Amer-Indian-Eskimo -0.5556797420652079 -1.6370878123346644 race=Other -0.6546261865641961 -0.1746251713564349 race=Black 0.5216692300490916 -0.01845288895492323 sex 0.5064192596944657 0.11198867338210293 capital-gain 0.6577827820783696 1.478018014469592 capital-loss 0.8785442663247107 0.9103676793127532 hours-per-week 0.44643444414788924 -0.4850983849665203 native-country=United-States 0.3670486123931888 0.19636370330857308 native-country=Cambodia 0.15316914693503156 -0.31315832172984076 native-country=England 0.2587438261029584 -1.307617486515084 native-country=Puerto-Rico -0.24829484350826853 0.5619469359147057 native-country=Canada 0.23035402640997202 -0.7795144293877918 native-country=Germany -0.3130206830971954 -0.8183806571791402 native-country=Outlying-US(Guam-USVI-etc) 0.37778302144500797 -0.5737559287816462 native-country=India 1.0291801113743975 -0.010868615756826645 native-country=Japan -0.8088829786132227 -0.08947045109740236 native-country=Greece 0.9403481141844936 -0.13672969077302718 native-country=South -0.4155031339588145 -0.2862476836339863 native-country=China 0.16166433173408357 -1.9854737373327997 native-country=Cuba -0.1646858501667592 0.46653612812599143 native-country=Iran -0.6064839418045032 -0.6370156085533344 native-country=Honduras 0.9729145712890952 -0.4070010951059087 native-country=Philippines -0.3678928546333755 -0.023166504861743174 native-country=Italy -0.5343423371019103 -0.6734160484570759 native-country=Poland 0.04250867890389767 -0.6648080651330902 native-country=Jamaica -0.15965612800147935 -0.7030084957304509 native-country=Vietnam 0.24241159141297958 0.32015693495405323 native-country=Mexico 0.6616736101256576 -1.4983657551034626 native-country=Portugal -0.7503091796341103 -0.9561502023433223 native-country=Ireland 0.9462604726168908 -0.4674031878393903 native-country=France 0.3858328286045575 -0.33929659438498255 native-country=Dominican-Republic -0.16610541188407235 -0.91142957918925 native-country=Laos -0.254702964109119 -1.0780790136111074 native-country=Ecuador 0.7525992579184722 -0.0758309350375467 native-country=Taiwan -0.702917468893682 -1.1446847488932517 native-country=Haiti 0.43422860875168684 -0.9838159130206942 native-country=Columbia 0.038965785095043004 0.11950337466226922 native-country=Hungary -0.06903646798016158 0.7900653464338293 native-country=Guatemala 0.10148743928573206 -0.5923797721376324 native-country=Nicaragua 0.4030560241606395 0.4828399740406089 native-country=Scotland -0.8919314897997288 -0.10248965588715392 native-country=Thailand -0.2760798250118586 0.7354198842090748 native-country=Yugoslavia 0.0675051807643683 -0.8366565787764821 native-country=El-Salvador -0.5523547281824354 -0.5790456433677277 native-country=Trinadad&Tobago 0.0390106014684581 -1.1117117606870297 native-country=Peru -0.4005609291874333 -0.1737459043540434 native-country=Hong 0.6879635443260966 -0.13503606613787095 native-country=Holand-Netherlands Hidden Weights: -0.7952822676572967 0.6303776040086306 4.929717600256814 -4.928076014384027 >50K <=50K Error sum for iteration 900 = 68.85023051857982 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.7040250042448047 0.8118015204089692 age 0.880957131835883 -0.3343711021522213 workclass=Private -0.1254260592200548 -1.0067646908786254 workclass=Self-emp-not-inc 0.5115584625089725 0.602857578002084 workclass=Self-emp-inc -0.3426222961074259 1.0030406088554114 workclass=Federal-gov 1.0223777995255456 -0.13964574495986842 workclass=Local-gov 0.38996253471999026 -0.2921383866084981 workclass=State-gov -0.13300859614213406 0.44142149639691003 workclass=Without-pay 1.0006323619782058 0.31811760840854625 workclass=Never-worked 0.5946437931907337 0.3569983503588278 fnlwgt 0.7608974086645882 -0.32399157382238947 education=Bachelors -0.4942595784249283 -0.30397425403727446 education=Some-college 0.9536738417639082 -1.2417741028196219 education=11th 0.10900386530538721 -0.48073433292215334 education=HS-grad 0.9230926949691514 2.1534744395981127 education=Prof-school 0.8310769720042726 -0.41046900488948135 education=Assoc-acdm 0.3584178779443658 0.23221772077746422 education=Assoc-voc 0.13374721469510778 -0.8593397672424397 education=9th -0.2946047773474119 0.7860911168376473 education=7th-8th -0.10443191533312421 1.8112893638598397 education=12th 0.4875693058783143 -0.9015112798063694 education=Masters 0.040133278976215166 -0.9377470039265515 education=1st-4th -0.7592617236318875 -1.0235949622705651 education=10th 0.01173268892511836 1.422496959859103 education=Doctorate 0.6332885316579512 -0.7453675224021324 education=5th-6th 0.6816956286383471 -0.5897947781039165 education=Preschool 1.0303464084200253 2.1843800921586367 education-num 0.32425973280977777 1.3560558138271952 marital-status=Married-civ-spouse 0.594047179402032 -0.26471972837016106 marital-status=Divorced 1.0144328635722946 -0.8839903147151426 marital-status=Never-married -0.03808272618381081 -0.87375515158732 marital-status=Separated 0.8403708380942256 -1.1119378068166685 marital-status=Widowed 0.5336007112875042 -0.9850881671335961 marital-status=Married-spouse-absent -0.19136743285122348 0.2786468037546133 marital-status=Married-AF-spouse -0.03718779168390641 0.33067194794152505 occupation=Tech-support -0.17444034594201002 0.21631629927773102 occupation=Craft-repair -0.57716189458472 0.19542620307580819 occupation=Other-service -0.03581068401137595 -7.689807205409924E-4 occupation=Sales -0.5649652838937304 1.214157527997472 occupation=Exec-managerial -0.5314630107806626 0.31188721493501703 occupation=Prof-specialty 0.8307633200277388 -1.1164648061667104 occupation=Handlers-cleaners -0.2742013282556808 0.2580283705442786 occupation=Machine-op-inspct 0.9343503364645394 -0.00757538451569333 occupation=Adm-clerical -0.5102059046736143 -0.012048195044480195 occupation=Farming-fishing 1.086174702392513 -1.5230165197119974 occupation=Transport-moving -0.8980165696436655 -1.0868317889902708 occupation=Priv-house-serv 0.029669002875482672 0.9665371711944021 occupation=Protective-serv -0.18957034776123238 -1.0358006275160414 occupation=Armed-Forces 0.617885780501131 0.36984170638434244 relationship=Wife -0.483092511921792 -1.3093926480146618 relationship=Own-child 0.17861481159510226 0.27271410360242654 relationship=Husband 0.05707619261613904 0.33531169049331694 relationship=Not-in-family -0.5098310543606411 -0.22322558566357223 relationship=Other-relative -0.441085761573308 -1.3412193517205742 relationship=Unmarried 0.7539964703907078 0.009591319513293074 race=White -0.6499732445810649 0.4701378453167469 race=Asian-Pac-Islander -0.385973863942642 -0.698222682661339 race=Amer-Indian-Eskimo -0.5532099539445231 -1.6911769657236966 race=Other -0.6537492614655749 -0.14712181344469027 race=Black 0.5208103850583224 -0.05404037647004089 sex 0.506089096978691 0.13963674524317254 capital-gain 0.6565321868539957 1.756653076426217 capital-loss 0.8725628141693812 0.8669632730557943 hours-per-week 0.4552963366090052 -0.5026680442751802 native-country=United-States 0.35589699367433003 0.4257707907384342 native-country=Cambodia 0.15439641586681047 -0.3464274176736162 native-country=England 0.2595613792658959 -1.4152216587403523 native-country=Puerto-Rico -0.250317611255815 0.6658859585376351 native-country=Canada 0.23039401699569342 -0.7856764647201593 native-country=Germany -0.31302986625976775 -0.8226605536176747 native-country=Outlying-US(Guam-USVI-etc) 0.3756200288392416 -0.46265689468744686 native-country=India 1.0291709282118313 -0.01514851219536456 native-country=Japan -0.8088921617757978 -0.09375034753594232 native-country=Greece 0.9392110736252818 -0.06276789575399361 native-country=South -0.41551231712138686 -0.29052758007252916 native-country=China 0.16250917204035295 -2.061300895102763 native-country=Cuba -0.16474983183412412 0.4516343064153444 native-country=Iran -0.6064815232642203 -0.6417178222076378 native-country=Honduras 0.9735780491320395 -0.453145132815075 native-country=Philippines -0.3679178498206371 -0.02731822687504893 native-country=Italy -0.5336016033589546 -0.8237059672216911 native-country=Poland 0.042471683856129434 -0.6690424925058714 native-country=Jamaica -0.1596653111640502 -0.7072883921689853 native-country=Vietnam 0.24204258064724432 0.3645358458015673 native-country=Mexico 0.661800798117877 -1.5462444186600537 native-country=Portugal -0.7503183627966854 -0.9604300987818567 native-country=Ireland 0.9462723268544496 -0.4720411415334728 native-country=France 0.3858218258621563 -0.34342556130235047 native-country=Dominican-Republic -0.16378735955355966 -1.0178657885909612 native-country=Laos -0.25315139230667777 -1.1599650761133982 native-country=Ecuador 0.752193645114868 -0.05389257288966561 native-country=Taiwan -0.7030168110356437 -1.1489105094433414 native-country=Haiti 0.43423264277210655 -0.9914499722832977 native-country=Columbia 0.03895660193246942 0.11522347822372926 native-country=Hungary -0.06904565114273584 0.7857854499952949 native-country=Guatemala 0.1014782561231578 -0.5966596685761668 native-country=Nicaragua 0.40304684099806715 0.47856007760206604 native-country=Scotland -0.891929889976555 -0.10682090706093568 native-country=Thailand -0.276089008174431 0.7311399877705403 native-country=Yugoslavia 0.06746583744404117 -0.8408820809847952 native-country=El-Salvador -0.5523639113450105 -0.5833255398062621 native-country=Trinadad&Tobago 0.039001418305884515 -1.1159916571255708 native-country=Peru -0.40057011235000567 -0.17802580079257832 native-country=Hong 0.6879543611635215 -0.13931596257640586 native-country=Holand-Netherlands Hidden Weights: -0.8062121353825841 0.6417187223981073 5.156341366730178 -5.1547370875082645 >50K <=50K Error sum for iteration 1000 = 68.58738628509465 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.7024535163485879 0.8146439655722382 age 0.8884068613575489 -0.32636318887044524 workclass=Private -0.13971898434157223 -1.0255939278721367 workclass=Self-emp-not-inc 0.5106823932150212 0.5854606099323719 workclass=Self-emp-inc -0.33909540300032537 0.9953529405099691 workclass=Federal-gov 1.0204030818075593 -0.136535409975188 workclass=Local-gov 0.39404571491164336 -0.3104378329125323 workclass=State-gov -0.13315744680735328 0.4377718484364664 workclass=Without-pay 1.000483511312976 0.3144679604481026 workclass=Never-worked 0.5935746213453955 0.34148054420959867 fnlwgt 0.7550959958750447 -0.3499862058444465 education=Bachelors -0.49078730658393904 -0.3144830004508076 education=Some-college 0.9536312029809706 -1.357044174796417 education=11th 0.10684938563930638 -0.4786252092771883 education=HS-grad 0.922817239654105 2.23469694334536 education=Prof-school 0.8319183247050009 -0.4362238294588879 education=Assoc-acdm 0.35617711665471175 0.23699048594569008 education=Assoc-voc 0.13820333688119826 -0.9280561871846273 education=9th -0.2945009437873747 0.8168389743035293 education=7th-8th -0.10517041965129723 2.005321634234082 education=12th 0.4859151996374931 -0.9495126189630351 education=Masters 0.04037241058046458 -0.9665105010808115 education=1st-4th -0.7589813537590446 -1.0585521042931916 education=10th 0.011230621513698445 1.4425079536274539 education=Doctorate 0.6338859393572028 -0.8043726431386509 education=5th-6th 0.6815421490226551 -0.5933100493294827 education=Preschool 1.0247035370961952 2.2471416362834646 education-num 0.32633339994196414 1.3836065798986135 marital-status=Married-civ-spouse 0.5903301225213005 -0.24216796754547337 marital-status=Divorced 1.013983004036355 -0.8631293061059262 marital-status=Never-married -0.038240996107662094 -0.8804424312428315 marital-status=Separated 0.8405759186010855 -1.196970292471442 marital-status=Widowed 0.5335219465509571 -1.0117559888519867 marital-status=Married-spouse-absent -0.19147498939144644 0.27132613587124016 marital-status=Married-AF-spouse -0.03533075779369657 0.2954198283709524 occupation=Tech-support -0.17458504151558182 0.20817769508210818 occupation=Craft-repair -0.5702766915846889 0.193915133855267 occupation=Other-service -0.03569884398514957 -0.006243914999550678 occupation=Sales -0.5624395998714075 1.1923960200743808 occupation=Exec-managerial -0.5435016259113461 0.28883789265432464 occupation=Prof-specialty 0.8307463065144638 -1.1489738625513004 occupation=Handlers-cleaners -0.2741704174538886 0.2596986002971667 occupation=Machine-op-inspct 0.9374305306709734 0.004584610293190916 occupation=Adm-clerical -0.5151705373428969 0.03625570395655506 occupation=Farming-fishing 1.0861771739652069 -1.5462170077809352 occupation=Transport-moving -0.8981654203088787 -1.0904814369507039 occupation=Priv-house-serv 0.029400335846124205 0.982158787389135 occupation=Protective-serv -0.18975592533432087 -1.039301872519905 occupation=Armed-Forces 0.6213681067960867 0.3236572338031453 relationship=Wife -0.48327020325964026 -1.3797457615495607 relationship=Own-child 0.1753862320565497 0.2895294467209903 relationship=Husband 0.0555466497037623 0.361317362038177 relationship=Not-in-family -0.5078454795657555 -0.20179272326000242 relationship=Other-relative -0.44370175818740626 -1.3400307141177679 relationship=Unmarried 0.7563842150670835 0.030599777194389163 race=White -0.6567519289505434 0.4613496201204528 race=Asian-Pac-Islander -0.38542520145860215 -0.7371775715612972 race=Amer-Indian-Eskimo -0.5513411281929427 -1.7347422545445688 race=Other -0.6537108686558999 -0.12426729169447742 race=Black 0.5201894561802463 -0.09762797528167774 sex 0.5055993862135538 0.16921248129230285 capital-gain 0.6557009515148815 1.9814436421288149 capital-loss 0.8662719342230519 0.8233808021420722 hours-per-week 0.4621426622981417 -0.5230105828139944 native-country=United-States 0.34505462776046464 0.6521320998802737 native-country=Cambodia 0.15544141243602608 -0.3774789605519584 native-country=England 0.2601753383534899 -1.5150048651981545 native-country=Puerto-Rico -0.25197585747896434 0.7422115987704135 native-country=Canada 0.23028353914691113 -0.791044398986321 native-country=Germany -0.31317871692498056 -0.8263102015781207 native-country=Outlying-US(Guam-USVI-etc) 0.37345375675333353 -0.35773374616734765 native-country=India 1.0290220775466015 -0.018798160155813398 native-country=Japan -0.809041012441011 -0.09739999549639256 native-country=Greece 0.9380702001303965 0.004129336230271813 native-country=South -0.4156611677865997 -0.2941772280329728 native-country=China 0.16310556878721194 -2.1263975173477627 native-country=Cuba -0.164905873719107 0.43687723831972053 native-country=Iran -0.6066119379470909 -0.6459936667522569 native-country=Honduras 0.974063767107814 -0.49596449339088566 native-country=Philippines -0.36808754825309403 -0.030812658432532468 native-country=Italy -0.5330898750777161 -0.9549655501379125 native-country=Poland 0.04227467474838134 -0.6726183955294511 native-country=Jamaica -0.1598141618292694 -0.7109380401294314 native-country=Vietnam 0.2416743442808428 0.40224187482673296 native-country=Mexico 0.6617673227034325 -1.5896460965029178 native-country=Portugal -0.7504672134618986 -0.9640797467423028 native-country=Ireland 0.9461422830430057 -0.4760167282142206 native-country=France 0.38567067245872105 -0.346891531617646 native-country=Dominican-Republic -0.16190604899043914 -1.1093302608159554 native-country=Laos -0.2518477963558232 -1.2352939827468108 native-country=Ecuador 0.7516872829437508 -0.03246268794043763 native-country=Taiwan -0.7032658111148924 -1.15250131767909 native-country=Haiti 0.4340960385619121 -0.9981673605749438 native-country=Columbia 0.03880775126725232 0.11157383026327902 native-country=Hungary -0.06919450180795249 0.7821358020348488 native-country=Guatemala 0.10132940545794115 -0.6003093165366129 native-country=Nicaragua 0.40289799033285434 0.4749104296416224 native-country=Scotland -0.8919471898532252 -0.11118416683185006 native-country=Thailand -0.2762378588396438 0.7274903398100943 native-country=Yugoslavia 0.06728445897052983 -0.8444812503982233 native-country=El-Salvador -0.5525127620102237 -0.5869751877667082 native-country=Trinadad&Tobago 0.03885256764066741 -1.119641305086004 native-country=Peru -0.4007189630152185 -0.18167544875302824 native-country=Hong 0.6878055104983083 -0.14296561053685578 native-country=Holand-Netherlands Hidden Weights: -0.8124239317527014 0.6483206542047669 5.3487793236739885 -5.3472083081573905 >50K <=50K Error sum for iteration 1100 = 68.20081593696848 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.7011125504600538 0.8113254780429159 age 0.8947984309616318 -0.3218993492017356 workclass=Private -0.1535067780843294 -1.0523799343154814 workclass=Self-emp-not-inc 0.5097255591367844 0.5742027514071655 workclass=Self-emp-inc -0.33596692517693627 0.992731806400284 workclass=Federal-gov 1.018518098210053 -0.1316144936479795 workclass=Local-gov 0.39794446772148784 -0.3258767510460261 workclass=State-gov -0.1333867904631512 0.43443476549248267 workclass=Without-pay 1.0002541676571763 0.3111308775041189 workclass=Never-worked 0.5925141101559994 0.32425696290637496 fnlwgt 0.7490350262003015 -0.3715435612256443 education=Bachelors -0.488363449254585 -0.32218589675305415 education=Some-college 0.9534505485147763 -1.4637182536942668 education=11th 0.10535428851279605 -0.47439969949122074 education=HS-grad 0.922499680776299 2.303104418685677 education=Prof-school 0.8326344108261824 -0.453975651815442 education=Assoc-acdm 0.35391325530951656 0.2436803199983144 education=Assoc-voc 0.14217832002264136 -0.9886375086209569 education=9th -0.2943324492999265 0.8407727077756589 education=7th-8th -0.1056515333830256 2.1777305170906134 education=12th 0.48388205754020147 -0.9841708000751657 education=Masters 0.04050331364231317 -0.9933206643645223 education=1st-4th -0.7588884834661935 -1.0895584856349818 education=10th 0.010798664502565593 1.4528106435507666 education=Doctorate 0.6343734969853939 -0.860503130941063 education=5th-6th 0.6813075035517269 -0.5964954775018361 education=Preschool 1.0185656936072591 2.307267927041355 education-num 0.3282453971125763 1.4172255986113147 marital-status=Married-civ-spouse 0.5862462375372681 -0.22784426575162045 marital-status=Divorced 1.0133780385625888 -0.8496660829814459 marital-status=Never-married -0.03853766488747316 -0.8860734238936683 marital-status=Separated 0.8406141230681584 -1.2727285231634022 marital-status=Widowed 0.5333097200990624 -1.0353153102490262 marital-status=Married-spouse-absent -0.19166760017662668 0.26481249282022334 marital-status=Married-AF-spouse -0.03366993674151693 0.26939921154280083 occupation=Tech-support -0.1749607575312192 0.20237815270096998 occupation=Craft-repair -0.5635077928571669 0.1933669755223156 occupation=Other-service -0.035845871542938765 -0.010854722236253668 occupation=Sales -0.5605802234356253 1.1790825733766168 occupation=Exec-managerial -0.5557375802177875 0.2710586237231684 occupation=Prof-specialty 0.8306093429309164 -1.177497956730003 occupation=Handlers-cleaners -0.274076984903948 0.260992209753451 occupation=Machine-op-inspct 0.940161998487677 0.012205438107383912 occupation=Adm-clerical -0.5194795447171224 0.06799532846197454 occupation=Farming-fishing 1.0860480989002768 -1.5627583229357027 occupation=Transport-moving -0.8983947639646819 -1.0938185198946748 occupation=Priv-house-serv 0.02907331382207921 0.9877541741936295 occupation=Protective-serv -0.19002537276163248 -1.0424928131826234 occupation=Armed-Forces 0.6241796985824838 0.2747391802022896 relationship=Wife -0.48388810146095085 -1.4387873954153363 relationship=Own-child 0.1727730115798675 0.30725845703418164 relationship=Husband 0.053744607750671004 0.38471379387411 relationship=Not-in-family -0.5058414596453088 -0.18606577675881564 relationship=Other-relative -0.4466950204443754 -1.3356425765172435 relationship=Unmarried 0.7584109738403063 0.05325785817706112 race=White -0.6629444162612198 0.4469320735436749 race=Asian-Pac-Islander -0.3850377070920153 -0.7715799649753196 race=Amer-Indian-Eskimo -0.5498806089779182 -1.770833831910327 race=Other -0.6543746212254616 -0.10539593359240865 race=Black 0.5199769774749124 -0.14574016830449585 sex 0.5050121177621475 0.19982433263550822 capital-gain 0.6552104188194906 2.1623034291610854 capital-loss 0.8597938119704259 0.7826417236712703 hours-per-week 0.467188727955389 -0.5415424948326972 native-country=United-States 0.33505880897969137 0.8610294568245112 native-country=Cambodia 0.15636368372034098 -0.40666773899571135 native-country=England 0.26065329959789557 -1.6076044875804085 native-country=Puerto-Rico -0.2533590329941151 0.7993275883302421 native-country=Canada 0.2300865625680983 -0.7960749612163363 native-country=Germany -0.3134080605807824 -0.829647284522113 native-country=Outlying-US(Guam-USVI-etc) 0.3713489126883308 -0.2601602147176925 native-country=India 1.0287927338908018 -0.022135243099799022 native-country=Japan -0.8092703560968142 -0.10073707844037823 native-country=Greece 0.936948001321196 0.06569514468983535 native-country=South -0.4158905114424015 -0.2975143109769565 native-country=China 0.1635398367502659 -2.183341468710619 native-country=Cuba -0.16510405327382802 0.4220483416493678 native-country=Iran -0.6068196874136087 -0.6500217366935391 native-country=Honduras 0.9744272584752184 -0.5352279996568108 native-country=Philippines -0.3683408264781669 -0.0339859595288194 native-country=Italy -0.5327344504879027 -1.0691399564974202 native-country=Poland 0.04198524583429495 -0.6758690832690045 native-country=Jamaica -0.16004350548506732 -0.7142751230734237 native-country=Vietnam 0.24134689692023692 0.43473310469255705 native-country=Mexico 0.6616395795080945 -1.6301031442148133 native-country=Portugal -0.7506965571177018 -0.967416829686295 native-country=Ireland 0.9459311882310952 -0.4796724191656539 native-country=France 0.38543872084298914 -0.350030381604998 native-country=Dominican-Republic -0.16037869163050475 -1.1866035957918408 native-country=Laos -0.2507355615180699 -1.3038659191332589 native-country=Ecuador 0.751134970777551 -0.012125205485484156 native-country=Taiwan -0.7036003685105686 -1.155778498380285 native-country=Haiti 0.4338782183042313 -1.0043317115724275 native-country=Columbia 0.038578407611453154 0.10823674731929335 native-country=Hungary -0.06942384546375098 0.7787987190908565 native-country=Guatemala 0.10110006180214266 -0.6036463994806052 native-country=Nicaragua 0.4026686466770525 0.4715733466976387 native-country=Scotland -0.8919663177162617 -0.11578219082163227 native-country=Thailand -0.27646720249544565 0.724153256866102 native-country=Yugoslavia 0.0670214049448969 -0.8477733590157711 native-country=El-Salvador -0.5527421056660269 -0.5903122707107005 native-country=Trinadad&Tobago 0.03862322398486825 -1.1229783880299748 native-country=Peru -0.4009483066710203 -0.1850125316970159 native-country=Hong 0.6875761668425051 -0.14630269348084343 native-country=Holand-Netherlands Hidden Weights: -0.8146213180996075 0.6509019461615752 5.512932281240854 -5.511402230763868 >50K <=50K Error sum for iteration 1200 = 67.75239955152529 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6999372741633985 0.8081955456955504 age 0.9003065869607102 -0.3204409197300981 workclass=Private -0.16674617331859656 -1.083304069369815 workclass=Self-emp-not-inc 0.5087242489530873 0.5672946359637209 workclass=Self-emp-inc -0.3331809950492812 0.994419173403954 workclass=Federal-gov 1.0167577545761957 -0.12663122904473217 workclass=Local-gov 0.40171534791066116 -0.3402622505626537 workclass=State-gov -0.13366793922999998 0.4312855734256404 workclass=Without-pay 0.9999730188903131 0.3079816854372766 workclass=Never-worked 0.5915038009844694 0.3047768194256541 fnlwgt 0.7427422082005314 -0.3887511209830298 education=Bachelors -0.48679274514657445 -0.3274553752464887 education=Some-college 0.9531765062872187 -1.5618386309907522 education=11th 0.10462820707664951 -0.46888817814308636 education=HS-grad 0.9221549601840858 2.362453287833909 education=Prof-school 0.8332702618696163 -0.46512097267339075 education=Assoc-acdm 0.35163356858292266 0.25116810170359294 education=Assoc-voc 0.1457239097126163 -1.0420120728987463 education=9th -0.2941292196074711 0.8615821608901407 education=7th-8th -0.10587533204404802 2.3261675932282855 education=12th 0.481547952211896 -1.010130041671608 education=Masters 0.04056011369907274 -1.018480537366618 education=1st-4th -0.7589179123530078 -1.1175552499906412 education=10th 0.010419908710194374 1.4560149457015956 education=Doctorate 0.6347838692707071 -0.9136552703879143 education=5th-6th 0.6810208239220391 -0.59948977162673 education=Preschool 1.012094704744938 2.3639645053855993 education-num 0.33004562740827786 1.4553832978488292 marital-status=Married-civ-spouse 0.5818772914196593 -0.21989298851030717 marital-status=Divorced 1.0127226355799503 -0.8424526844468169 marital-status=Never-married -0.03891679734013315 -0.8910333988656176 marital-status=Separated 0.8405462868119462 -1.3413954697312558 marital-status=Widowed 0.5330117911761192 -1.056351362539614 marital-status=Married-spouse-absent -0.19191581524307572 0.25891521063442585 marital-status=Married-AF-spouse -0.03214634326315033 0.2496600927971804 occupation=Tech-support -0.17555506665319148 0.1985059613396181 occupation=Craft-repair -0.5567944662102269 0.19513720945263924 occupation=Other-service -0.03621038040236074 -0.015989590469522197 occupation=Sales -0.5592740543192849 1.1707994313837484 occupation=Exec-managerial -0.568169813726937 0.2566502676620795 occupation=Prof-specialty 0.8303942466288878 -1.203215724779919 occupation=Handlers-cleaners -0.27392464001012273 0.2631679414802674 occupation=Machine-op-inspct 0.9426361332411988 0.016674657976322713 occupation=Adm-clerical -0.5230415851938721 0.08534055394551177 occupation=Farming-fishing 1.0858340670907929 -1.5752160042445646 occupation=Transport-moving -0.8986759127315539 -1.096967711961541 occupation=Priv-house-serv 0.028704768497682123 0.9884851852311112 occupation=Protective-serv -0.1903483003513845 -1.0455041428805967 occupation=Armed-Forces 0.6264413182075803 0.22546758074134723 relationship=Wife -0.48478404679500375 -1.4894596087507597 relationship=Own-child 0.1706989365893846 0.32360914090388404 relationship=Husband 0.051724509647959716 0.40730948273628487 relationship=Not-in-family -0.5038136754464595 -0.17480350974799358 relationship=Other-relative -0.4499303885770146 -1.329996092399422 relationship=Unmarried 0.7601099305430652 0.0746573397024747 race=White -0.6684841506915167 0.43107851489176036 race=Asian-Pac-Islander -0.38476267688614707 -0.8023677290929583 race=Amer-Indian-Eskimo -0.5487057215238332 -1.8015433282293878 race=Other -0.6556386951269744 -0.09038409289822436 race=Black 0.5201442706850345 -0.19475626291020873 sex 0.5043620710304614 0.23060626433703946 capital-gain 0.6549803040361816 2.309084430466265 capital-loss 0.8531587176873251 0.747149896854034 hours-per-week 0.47064173068085186 -0.5567098357454815 native-country=United-States 0.32608648961322195 1.0470173553289643 native-country=Cambodia 0.15718983756831786 -0.43408253014646436 native-country=England 0.2610303273459842 -1.6935267521811626 native-country=Puerto-Rico -0.2545445815942105 0.8432617287068094 native-country=Canada 0.22983492362402508 -0.8009682458022075 native-country=Germany -0.31368920934763184 -0.8327964765889652 native-country=Outlying-US(Guam-USVI-etc) 0.3693281370083583 -0.1699405740969869 native-country=India 1.0285115851239495 -0.025284435166644893 native-country=Japan -0.8095515048636862 -0.10388627050722485 native-country=Greece 0.935851239442396 0.12298722306907452 native-country=South -0.41617166020925095 -0.3006635030437988 native-country=China 0.16385938179763265 -2.2339876606396336 native-country=Cuba -0.16532287206358687 0.40703511210928905 native-country=Iran -0.6070780208982082 -0.6538661367965032 native-country=Honduras 0.9746954089283656 -0.5707913547798484 native-country=Philippines -0.3686476309282885 -0.03697410124494133 native-country=Italy -0.5324953179985715 -1.1684145291146042 native-country=Poland 0.04163859949130584 -0.6789297489039015 native-country=Jamaica -0.1603246542519161 -0.7174243151402758 native-country=Vietnam 0.24107062761744022 0.46336906591191945 native-country=Mexico 0.6614506727801037 -1.668378688841741 native-country=Portugal -0.7509777058845738 -0.9705660217531472 native-country=Ireland 0.9456689785321954 -0.48315209552590416 native-country=France 0.38515478963270355 -0.352979633281882 native-country=Dominican-Republic -0.15914062494965905 -1.251459124448931 native-country=Laos -0.24978057760841493 -1.3659747864056166 native-country=Ecuador 0.7505599647829562 0.0070375766850880725 native-country=Taiwan -0.7039880564369595 -1.15886958774181 native-country=Haiti 0.4336080675106781 -1.0101098255448921 native-country=Columbia 0.038297258844602736 0.10508755525244673 native-country=Hungary -0.06970499423060235 0.7756495270240044 native-country=Guatemala 0.1008189130352913 -0.6067955915474573 native-country=Nicaragua 0.40238749791020306 0.4684241546307964 native-country=Scotland -0.8919844710223145 -0.12065073473281876 native-country=Thailand -0.2767483512622951 0.7210040647992498 native-country=Yugoslavia 0.06670624646738565 -0.8508835368074602 native-country=El-Salvador -0.5530232544328989 -0.5934614627775526 native-country=Trinadad&Tobago 0.03834207521801783 -1.126127580096841 native-country=Peru -0.40122945543786975 -0.18816172376386242 native-country=Hong 0.6872950180756331 -0.14945188554768996 native-country=Holand-Netherlands Hidden Weights: -0.8138579887922504 0.650519571424736 5.653224817249967 -5.651739700632385 >50K <=50K Error sum for iteration 1300 = 67.28763371449739 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.698876147373711 0.8071826766379953 age 0.9050985242324389 -0.3212098073236554 workclass=Private -0.1795411374511331 -1.1152637754901784 workclass=Self-emp-not-inc 0.5077037094225586 0.5627832742244402 workclass=Self-emp-inc -0.3306789535005711 0.999220886586958 workclass=Federal-gov 1.0151289275417799 -0.12247103846872393 workclass=Local-gov 0.40538267827663654 -0.35406164549966274 workclass=State-gov -0.1339881550522216 0.4282800415234121 workclass=Without-pay 0.9996528030680837 0.3049761535350483 workclass=Never-worked 0.5905430045772762 0.28325747883852526 fnlwgt 0.7362278234497329 -0.4022025297432853 education=Bachelors -0.4859081235351191 -0.33089130648523657 education=Some-college 0.9528337982787334 -1.6517697089205727 education=11th 0.10463279689590606 -0.4627316152996817 education=HS-grad 0.9217870160938401 2.4153720714103835 education=Prof-school 0.8338546698883929 -0.47118107629951894 education=Assoc-acdm 0.34934031094817036 0.258626450145272 education=Assoc-voc 0.1488951768570138 -1.089184137033469 education=9th -0.2939098955613326 0.881160858182016 education=7th-8th -0.10588425718383634 2.452682272940941 education=12th 0.47895861954121377 -1.0304407035502419 education=Masters 0.040560221135245836 -1.042210342878914 education=1st-4th -0.7590303362669453 -1.1431938931079033 education=10th 0.01007619456028084 1.4539971144615855 education=Doctorate 0.6351327202091942 -0.9638106552026119 education=5th-6th 0.6806951655326086 -0.6023466968936525 education=Preschool 1.0053585657053676 2.41685011438514 education-num 0.33172365069261667 1.496725450028079 marital-status=Married-civ-spouse 0.577266450409858 -0.21635160604320475 marital-status=Divorced 1.0120659514821682 -0.8404721452189031 marital-status=Never-married -0.039344641068456344 -0.8955764235191562 marital-status=Separated 0.8404070380219063 -1.4043914766680468 marital-status=Widowed 0.5326556710612872 -1.0753799321614954 marital-status=Married-spouse-absent -0.1922063381199681 0.25353575943896905 marital-status=Married-AF-spouse -0.030725164431980423 0.23435393773521104 occupation=Tech-support -0.17634236677633575 0.19595496569782966 occupation=Craft-repair -0.5500813398612485 0.19872308728084545 occupation=Other-service -0.03676622782557691 -0.022082068610976138 occupation=Sales -0.5584446846683602 1.1652493406565483 occupation=Exec-managerial -0.5808153767037644 0.24428695245089002 occupation=Prof-specialty 0.8301232668299983 -1.226882200710563 occupation=Handlers-cleaners -0.2737122551525782 0.26623690293900987 occupation=Machine-op-inspct 0.9449270673645838 0.018817416916225134 occupation=Adm-clerical -0.5259340460037818 0.09312660909296008 occupation=Farming-fishing 1.0855607779424776 -1.5853121394400027 occupation=Transport-moving -0.8989961285537833 -1.0999732438637706 occupation=Priv-house-serv 0.028301187042394094 0.9872897147072962 occupation=Protective-serv -0.19071080469444904 -1.0483828497681442 occupation=Armed-Forces 0.6282550024316913 0.17765762566566404 relationship=Wife -0.4858506603562338 -1.5339609611817424 relationship=Own-child 0.16903263040115202 0.33708295875281835 relationship=Husband 0.04951886114005952 0.4300498597278593 relationship=Not-in-family -0.5017769562365365 -0.16649969323873132 relationship=Other-relative -0.4533252452647809 -1.3242802428737164 relationship=Unmarried 0.7615096976769115 0.0935381468047263 race=White -0.6734156296709095 0.4162108546856787 race=Asian-Pac-Islander -0.3845703660373754 -0.830323975378489 race=Amer-Indian-Eskimo -0.5477367065493646 -1.8283095373821234 race=Other -0.6574311147935705 -0.0787466990850771 race=Black 0.5205897928467343 -0.24188916016466788 sex 0.5036676813679059 0.260923150848096 capital-gain 0.6549441468094425 2.429898248577104 capital-loss 0.8463597498541423 0.7177242894464687 hours-per-week 0.47270790340452634 -0.5683894825234604 native-country=United-States 0.3180941301986475 1.210516937086967 native-country=Cambodia 0.15793331817804634 -0.4597970505327088 native-country=England 0.2613241354332934 -1.7731417548174213 native-country=Puerto-Rico -0.25559087808002245 0.8779408338571393 native-country=Canada 0.22954335549635893 -0.8057996772283648 native-country=Germany -0.3140094251698564 -0.8358020084911877 native-country=Outlying-US(Guam-USVI-etc) 0.3673959763690987 -0.08683096260938643 native-country=India 1.0281913693017501 -0.028289967068872254 native-country=Japan -0.8098717206859156 -0.10689180240945247 native-country=Greece 0.9347805311948651 0.17647389009429568 native-country=South -0.4164918760314755 -0.3036690349460271 native-country=China 0.1640908955662874 -2.279665442823729 native-country=Cuba -0.16555592569851366 0.39182481529364493 native-country=Iran -0.6073751966943811 -0.6575451538493537 native-country=Honduras 0.9748825804858418 -0.6027629040051844 native-country=Philippines -0.368994298187652 -0.03982769166922786 native-country=Italy -0.5323494801525053 -1.2549535124998137 native-country=Poland 0.04125204733437101 -0.6818508413329649 native-country=Jamaica -0.16064487007413775 -0.7204298470424984 native-country=Vietnam 0.2408432133752344 0.4891204578158093 native-country=Mexico 0.6612161922046487 -1.704854706669179 native-country=Portugal -0.7512979217068032 -0.9735715536553697 native-country=Ireland 0.9453691762600598 -0.48651123729451917 native-country=France 0.38483170966931135 -0.35579168341109196 native-country=Dominican-Republic -0.15813640267333748 -1.3061332765399731 native-country=Laos -0.24895925868503124 -1.422226942627786 native-country=Ecuador 0.7499701127849161 0.025090027759724062 native-country=Taiwan -0.7044135170796105 -1.1618207076906364 native-country=Haiti 0.43329845868836636 -1.0155746645977708 native-country=Columbia 0.03797704302238278 0.10208202335021911 native-country=Hungary -0.07002521005282242 0.7726439951217818 native-country=Guatemala 0.10049869721307123 -0.6098011234496798 native-country=Nicaragua 0.4020672820879785 0.4654186227285681 native-country=Scotland -0.8920051702120545 -0.1257629885873342 native-country=Thailand -0.27706856708451966 0.7179985328970273 native-country=Yugoslavia 0.06635232218732719 -0.8538557862450388 native-country=El-Salvador -0.5533434702551283 -0.5964669946797752 native-country=Trinadad&Tobago 0.03802185939579787 -1.1291331119990706 native-country=Peru -0.40154967126009433 -0.19116725566609316 native-country=Hong 0.6869748022534037 -0.1524574174499207 native-country=Holand-Netherlands Hidden Weights: -0.8112048746154966 0.6482444865214989 5.773506510246036 -5.7720631643376095 >50K <=50K Error sum for iteration 1400 = 66.83042309360549 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.69789063982196 0.8083340846330284 age 0.9093170346494844 -0.3234977465032001 workclass=Private -0.19203569911185783 -1.1466044925357668 workclass=Self-emp-not-inc 0.5066755224862757 0.5593718016485624 workclass=Self-emp-inc -0.32840319696186066 1.006040960825854 workclass=Federal-gov 1.0136238016169068 -0.11938341579970356 workclass=Local-gov 0.4089560882405857 -0.3672509652949574 workclass=State-gov -0.13434245488095084 0.425399916402799 workclass=Without-pay 0.9992985032393495 0.3020960284144352 workclass=Never-worked 0.5896136414695824 0.26031118175797174 fnlwgt 0.7294885432841752 -0.4126541500620201 education=Bachelors -0.48557925434102023 -0.33304903362289395 education=Some-college 0.9524362500595351 -1.7341110696173925 education=11th 0.10528079125243255 -0.4564129877040786 education=HS-grad 0.9213952788271754 2.4636095151839092 education=Prof-school 0.8344069444475792 -0.4735530102517884 education=Assoc-acdm 0.34703073671722534 0.2656108139893309 education=Assoc-voc 0.15175095043800904 -1.1311863045399144 education=9th -0.2936836446702189 0.9002234149153296 education=7th-8th -0.10573074063068397 2.560890616754524 education=12th 0.4761375690751757 -1.046963396854795 education=Masters 0.040512395521419324 -1.0646788493300996 education=1st-4th -0.7592022247200076 -1.1669279009079652 education=10th 0.009751415788713046 1.4481062937385802 education=Doctorate 0.6354279808118143 -1.011060717196364 education=5th-6th 0.680335713092298 -0.6050901356635354 education=Preschool 0.9983719335727167 2.4659264654133914 education-num 0.3332619903854294 1.5401241341321703 marital-status=Married-civ-spouse 0.5724292336562494 -0.21581840789548554 marital-status=Divorced 1.0114240410720805 -0.8426870270652466 marital-status=Never-married -0.039801159718908886 -0.8998695995114235 marital-status=Separated 0.8402159257188989 -1.4626537114885612 marital-status=Widowed 0.5322569751872579 -1.0928132358433127 marital-status=Married-spouse-absent -0.19253372125251636 0.24860559671911822 marital-status=Married-AF-spouse -0.029383882206081086 0.22225659171378043 occupation=Tech-support -0.17729515180792632 0.19426205349223327 occupation=Craft-repair -0.5433274636854475 0.20335978574775654 occupation=Other-service -0.03749574890390333 -0.0290104241524689 occupation=Sales -0.5580437310081459 1.1611687490072777 occupation=Exec-managerial -0.5937068762044113 0.23317990757982174 occupation=Prof-specialty 0.8298080908197057 -1.2489912688575862 occupation=Handlers-cleaners -0.2734394257615522 0.2698972454096285 occupation=Machine-op-inspct 0.9470915401201401 0.01925178676328924 occupation=Adm-clerical -0.5282677934483524 0.09524275377070766 occupation=Farming-fishing 1.085242205810374 -1.5941554695283935 occupation=Transport-moving -0.8993504283825174 -1.10285336898435 occupation=Priv-house-serv 0.027865126934190066 0.985583326752607 occupation=Protective-serv -0.19110715400054382 -1.0511479962840702 occupation=Armed-Forces 0.6297060146056457 0.13230421731562553 relationship=Wife -0.4870182505786776 -1.5739069528044827 relationship=Own-child 0.16764798835270342 0.34701992373722984 relationship=Husband 0.047141080630044255 0.4532103781320727 relationship=Not-in-family -0.4997484200858877 -0.15978461718596523 relationship=Other-relative -0.4568349784106628 -1.3191151540307062 relationship=Unmarried 0.7626344856547526 0.10974288310974921 race=White -0.6778177869003711 0.4031100369224745 race=Asian-Pac-Islander -0.3844425573512805 -0.856051909139184 race=Amer-Indian-Eskimo -0.5469206917479016 -1.8521306204771673 race=Other -0.6597034668029742 -0.06974322733894751 race=Black 0.5212125115975242 -0.2855266977193454 sex 0.5029378798429412 0.2903815803531718 capital-gain 0.6550509915975988 2.530912112489343 capital-loss 0.839376451356173 0.6940337065323523 hours-per-week 0.4735674279123412 -0.5769236538633423 native-country=United-States 0.3109581729423561 1.3540914741789187 native-country=Cambodia 0.15860147123132903 -0.48389400195579685 native-country=England 0.2615440723123773 -1.8467958064637446 native-country=Puerto-Rico -0.25654126948098943 0.9059476447780589 native-country=Canada 0.22921805795692818 -0.8105908355122667 native-country=Germany -0.3143637249985761 -0.8386821336117735 native-country=Outlying-US(Guam-USVI-etc) 0.3655474272511907 -0.01045969992646819 native-country=India 1.027837069472999 -0.03117009218947368 native-country=Japan -0.8102260205146498 -0.1097719275300547 native-country=Greece 0.9337329754425692 0.2263795303499429 native-country=South -0.41684617586019523 -0.3065491600666402 native-country=China 0.1642501242575769 -2.3213354968654807 native-country=Cuba -0.16580362171971846 0.376459723295136 native-country=Iran -0.6077067081091386 -0.661066772807757 native-country=Honduras 0.9749974322217022 -0.6314179415697413 native-country=Philippines -0.36937524197902577 -0.04256805138756333 native-country=Italy -0.5322826776910827 -1.3307650216452402 native-country=Poland 0.04083355814272273 -0.6846538651476185 native-country=Jamaica -0.16099916990286697 -0.7233099721630841 native-country=Vietnam 0.24065734025179936 0.5126505906240392 native-country=Mexico 0.6609430273450597 -1.7397397298348436 native-country=Portugal -0.7516522215355373 -0.9764516787759555 native-country=Ireland 0.9450371653280256 -0.4897722191653609 native-country=France 0.3844745264778134 -0.3584893209453199 native-country=Dominican-Republic -0.1573211800907626 -1.3527223776130792 native-country=Laos -0.24825393876415625 -1.4733312144742254 native-country=Ecuador 0.749366094107651 0.042143224023686025 native-country=Taiwan -0.7048700554131466 -1.1646511250661422 native-country=Haiti 0.43295445997452786 -1.0207621159815505 native-country=Columbia 0.03762274319365499 0.09920189822961688 native-country=Hungary -0.07037950988155098 0.7697638700011961 native-country=Guatemala 0.10014439738434266 -0.6126812485702656 native-country=Nicaragua 0.4017129822592588 0.462538497607955 native-country=Scotland -0.8920338921405048 -0.1310789120672955 native-country=Thailand -0.27742286691323936 0.7151184077764415 native-country=Yugoslavia 0.06596498942389546 -0.8567077847045574 native-country=El-Salvador -0.5536977700838625 -0.5993471198003609 native-country=Trinadad&Tobago 0.03766755956707008 -1.13201323711965 native-country=Peru -0.40190397108881404 -0.19404738078669434 native-country=Hong 0.6866205024246695 -0.15533754257052187 native-country=Holand-Netherlands Hidden Weights: -0.8075020553090644 0.6449170801403317 5.877164820849401 -5.875755058476066 >50K <=50K Error sum for iteration 1500 = 66.39489982323845 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6969501806269269 0.8111198878276749 age 0.9130746055535537 -0.3267807261939644 workclass=Private -0.20437463289370916 -1.1765957926470596 workclass=Self-emp-not-inc 0.505641097767034 0.5563915323850502 workclass=Self-emp-inc -0.32630413490079196 1.0140258054101572 workclass=Federal-gov 1.0122280909819972 -0.11730907573741974 workclass=Local-gov 0.41243920552497143 -0.3797396139160173 workclass=State-gov -0.13473026337284202 0.42263677261422344 workclass=Without-pay 0.9989106947474712 0.29933288462585966 workclass=Never-worked 0.5886929175188532 0.23662058028543664 fnlwgt 0.7225094000194869 -0.420791843095667 education=Bachelors -0.48571036658279804 -0.3343479690356714 education=Some-college 0.9519908958267566 -1.8095701411471778 education=11th 0.10647791755939892 -0.45020969318304005 education=HS-grad 0.9209768440719281 2.5083060274223112 education=Prof-school 0.8349398200307769 -0.4733776380835274 education=Assoc-acdm 0.34469758111368687 0.27195808102523117 education=Assoc-voc 0.15434542265463896 -1.168948614863994 education=9th -0.2934553926909109 0.9189173175499652 education=7th-8th -0.10546196140304293 2.6543767815132377 education=12th 0.4730926978347838 -1.060783608318787 education=Masters 0.040420196505393996 -1.0860170416650177 education=1st-4th -0.759420170112372 -1.1890808046456685 education=10th 0.009431813645533197 1.439312104749797 education=Doctorate 0.6356734434434613 -1.055573942998121 education=5th-6th 0.6799431592315965 -0.6077313673187881 education=Preschool 0.9911178049596746 2.511444790746212 education-num 0.3346446125478028 1.5847036290358214 marital-status=Married-civ-spouse 0.5673607423827635 -0.21738826235216868 marital-status=Divorced 1.0107961625616213 -0.8481242617181347 marital-status=Never-married -0.040275343588296736 -0.9040196032135457 marital-status=Separated 0.8399833381470134 -1.516839443101273 marital-status=Widowed 0.531823627502245 -1.1089608832548385 marital-status=Married-spouse-absent -0.19289698188298346 0.24406941682277528 marital-status=Married-AF-spouse -0.02810736259544928 0.21255209231909014 occupation=Tech-support -0.1783904337275234 0.19312329867066563 occupation=Craft-repair -0.5365040074093251 0.2084649915925339 occupation=Other-service -0.038387616110423115 -0.03646308968519051 occupation=Sales -0.5580421190529409 1.1579177928688669 occupation=Exec-managerial -0.6068893703542638 0.22290551901238082 occupation=Prof-specialty 0.8294539518645655 -1.2698711542655086 occupation=Handlers-cleaners -0.2731082695082459 0.27386637861224794 occupation=Machine-op-inspct 0.949170723216259 0.01848203867668318 occupation=Adm-clerical -0.5301450772971743 0.09419829328209896 occupation=Farming-fishing 1.084884930016893 -1.6024299633212287 occupation=Transport-moving -0.8997382368743958 -1.1056165127729103 occupation=Priv-house-serv 0.027396727417028012 0.9839325901336575 occupation=Protective-serv -0.19153631813103453 -1.0538077660417269 occupation=Armed-Forces 0.6308620965225787 0.08974779981066504 relationship=Wife -0.48824279482299976 -1.6104675956248382 relationship=Own-child 0.16643702405127014 0.3533792476468477 relationship=Husband 0.04458885746692928 0.4767706961476369 relationship=Not-in-family -0.4977401522355461 -0.15363410942905165 relationship=Other-relative -0.4604409153555481 -1.3147522564275056 relationship=Unmarried 0.7635025947147466 0.12356116143638804 race=White -0.6817766145856387 0.39181306790205495 race=Asian-Pac-Islander -0.38436881769221837 -0.8799933879430453 race=Amer-Indian-Eskimo -0.546222723893356 -1.8737020678855636 race=Other -0.6624259660858621 -0.06267247968438118 race=Black 0.5219296957403359 -0.3250299244679319 sex 0.5021753778354185 0.31877334675295965 capital-gain 0.6552622423642379 2.616681202793694 capital-loss 0.8321801718798182 0.675238610858814 hours-per-week 0.4733616760026952 -0.5828002735929 native-country=United-States 0.30454049855320026 1.4806909996293856 native-country=Cambodia 0.15919794322714484 -0.5064587481424442 native-country=England 0.2616948978787546 -1.9148694518901317 native-country=Puerto-Rico -0.25742885169580015 0.9290359695863651 native-country=Canada 0.2288603391588594 -0.8153386827125115 native-country=Germany -0.3147515334904681 -0.8414452774003525 native-country=Outlying-US(Guam-USVI-etc) 0.363771452648002 0.05965242523743752 native-country=India 1.0274492609810986 -0.03393323597804944 native-country=Japan -0.8106138290065281 -0.11253507131863084 native-country=Greece 0.9327026392220126 0.2728906163493941 native-country=South -0.4172339843520872 -0.30931230385521574 native-country=China 0.16434608801567682 -2.3596998241489633 native-country=Cuba -0.1660696825684088 0.3610060064916156 native-country=Iran -0.608072171727929 -0.6644364235857463 native-country=Honduras 0.9750450774466421 -0.6571035520802851 native-country=Philippines -0.36978950602266675 -0.0452046251364385 native-country=Italy -0.5322861999154131 -1.397612792348055 native-country=Poland 0.04038556978813497 -0.6873486821401261 native-country=Jamaica -0.16138697839475816 -0.7260731159516631 native-country=Vietnam 0.2405034670075721 0.5344336342872265 native-country=Mexico 0.6606330711038109 -1.7731598287092527 native-country=Portugal -0.7520400300274157 -0.9792148225645345 native-country=Ireland 0.9446736630851251 -0.49294261098806375 native-country=France 0.38408385544449625 -0.36108305738951707 native-country=Dominican-Republic -0.1566614181849658 -1.3929385883046694 native-country=Laos -0.24765177639064045 -1.5199654406303742 native-country=Ecuador 0.748744751409319 0.058320551843950685 native-country=Taiwan -0.705356032407027 -1.1673696396504554 native-country=Haiti 0.43257670283007604 -1.0256922026806787 native-country=Columbia 0.037234934701763374 0.09643875444104073 native-country=Hungary -0.07076731837344206 0.7670007262126171 native-country=Guatemala 0.09975658889245158 -0.6154443923588446 native-country=Nicaragua 0.4013251737673668 0.45977535381937945 native-country=Scotland -0.8920768416436133 -0.13655916464029072 native-country=Thailand -0.2778106754051313 0.7123552639878625 native-country=Yugoslavia 0.06554503620208933 -0.8594472632135582 native-country=El-Salvador -0.5540855785757408 -0.6021102635889399 native-country=Trinadad&Tobago 0.03727975107517847 -1.1347763809082103 native-country=Peru -0.402291779580706 -0.19681052457527037 native-country=Hong 0.6862326939327912 -0.1581006863590979 native-country=Holand-Netherlands Hidden Weights: -0.8033370303499647 0.6411259491205817 5.967061774440504 -5.965675159216815 >50K <=50K Error sum for iteration 1600 = 65.9842759038721 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6960288996769066 0.8149449343888762 age 0.9164559403185124 -0.33069742129448093 workclass=Private -0.2166926685994135 -1.204969864084766 workclass=Self-emp-not-inc 0.5045960800342894 0.5535554050568429 workclass=Self-emp-inc -0.3243426228336648 1.022561500106791 workclass=Federal-gov 1.0109253060630192 -0.11608254256270151 workclass=Local-gov 0.4158333014569035 -0.39148684051487237 workclass=State-gov -0.13515375591523499 0.41998592314322775 workclass=Without-pay 0.9984872022050774 0.29668203515486397 workclass=Never-worked 0.5877582614723413 0.21278590941582196 fnlwgt 0.715265597409307 -0.4271551676746549 education=Bachelors -0.4862340497248051 -0.33507269920071087 education=Some-college 0.9515002402910621 -1.8788659889727681 education=11th 0.1081389288256613 -0.4442382133547152 education=HS-grad 0.9205273510592575 2.550203618020646 education=Prof-school 0.8354613353539605 -0.4715083742016381 education=Assoc-acdm 0.3423301742743123 0.27766223789267436 education=Assoc-voc 0.15672387496440898 -1.2032421755415024 education=9th -0.29322905648720865 0.937184165875727 education=7th-8th -0.10511570504897132 2.736130944098638 education=12th 0.46982109231792707 -1.0725401194090929 education=Masters 0.040283828207903806 -1.1063290838250062 education=1st-4th -0.7596773976786436 -1.2098902217705303 education=10th 0.009105511838347619 1.4283148497239024 education=Doctorate 0.6358703644353542 -1.097560376398567 education=5th-6th 0.6795153900930895 -0.6102761346611572 education=Preschool 0.983559847053786 2.553765194081371 education-num 0.3358562647218545 1.6298211651783074 marital-status=Married-civ-spouse 0.5620410857399417 -0.22047669689750848 marital-status=Divorced 1.0101741139600684 -0.8559565686412949 marital-status=Never-married -0.0407621619880707 -0.9080929652822458 marital-status=Separated 0.8397139538595141 -1.5674471719268894 marital-status=Widowed 0.5313584487967055 -1.1240501559852045 marital-status=Married-spouse-absent -0.19329793555567082 0.23988024370856983 marital-status=Married-AF-spouse -0.026885177129304653 0.20468959348162144 occupation=Tech-support -0.17961136725104343 0.19234876306458396 occupation=Craft-repair -0.5295895689459422 0.21367057917103713 occupation=Other-service -0.03943570151505294 -0.04413141748805918 occupation=Sales -0.5584235924773512 1.1551750157368843 occupation=Exec-managerial -0.6204182941290283 0.21324263640775085 occupation=Prof-specialty 0.8290619023876568 -1.2897446174268987 occupation=Handlers-cleaners -0.27272301949015104 0.2779456952104561 occupation=Machine-op-inspct 0.951193851700322 0.01691038060416073 occupation=Adm-clerical -0.5316512040824475 0.09149431657870016 occupation=Farming-fishing 1.084490664275211 -1.6105365741411688 occupation=Transport-moving -0.9001617294167896 -1.108267362243895 occupation=Priv-house-serv 0.026894138941364807 0.982504907312808 occupation=Protective-serv -0.19200021734599448 -1.0563660955481589 occupation=Armed-Forces 0.63177500003095 0.04993692001945845 relationship=Wife -0.489497619869691 -1.6444822139131872 relationship=Own-child 0.16530930055806267 0.3564635607339642 relationship=Husband 0.04184799613182857 0.500632795300109 relationship=Not-in-family -0.4957581299461483 -0.1473829174932156 relationship=Other-relative -0.46414132687175336 -1.3112362551172783 relationship=Unmarried 0.7641261571054969 0.13539280167331458 race=White -0.6853741518030251 0.3821182915580408 race=Asian-Pac-Islander -0.38434401719286765 -0.902467252959202 race=Amer-Indian-Eskimo -0.5456199747459801 -1.8935128571521873 race=Other -0.6655849439570076 -0.05698573241742333 race=Black 0.5226763513473235 -0.360377679314332 sex 0.5013787115352717 0.34601255812543286 capital-gain 0.6555484300785968 2.690555517748463 capital-loss 0.8247353420852327 0.6603944950677203 hours-per-week 0.4721919992266671 -0.5865126893792897 native-country=United-States 0.29871282324116744 1.5930216744621 native-country=Cambodia 0.15972411099367234 -0.5275812256347919 native-country=England 0.2617785562046171 -1.9777826801718932 native-country=Puerto-Rico -0.25827971929617827 0.9484285240251845 native-country=Canada 0.22846847937278228 -0.8200306787054276 native-country=Germany -0.3151750260328518 -0.8440961268713466 native-country=Outlying-US(Guam-USVI-etc) 0.36205347890307005 0.12404353243433905 native-country=India 1.0270257684387305 -0.036584085449043874 native-country=Japan -0.8110373215489219 -0.11518592078962588 native-country=Greece 0.9316812754434445 0.3162188112188398 native-country=South -0.4176574768944709 -0.31196315332621144 native-country=China 0.1643833607477995 -2.3952815297917134 native-country=Cuba -0.16635952986387384 0.34553397560887716 native-country=Iran -0.6084738013377538 -0.6676591812203742 native-country=Honduras 0.9750280772772588 -0.6801806993483772 native-country=Philippines -0.37023903534113134 -0.047741947439281826 native-country=Italy -0.5323552583472714 -1.4569887850604668 native-country=Poland 0.03990702953683378 -0.6899403738655482 native-country=Jamaica -0.16181047093715112 -0.7287239654226573 native-country=Vietnam 0.24037116276950973 0.554825579043645 native-country=Mexico 0.660285097896904 -1.8052015401718289 native-country=Portugal -0.7524635225698095 -0.9818656720355287 native-country=Ireland 0.9442764872527335 -0.49602337535264324 native-country=France 0.38365754525679013 -0.36357815404527793 native-country=Dominican-Republic -0.15613331060372504 -1.4281044728343684 native-country=Laos -0.2471439890469137 -1.5627241176024091 native-country=Ecuador 0.7481007495172951 0.07373744936018131 native-country=Taiwan -0.7058729957537399 -1.1699809084614938 native-country=Haiti 0.432163054743375 -1.0303789240652617 native-country=Columbia 0.03681144215937566 0.0937879049700457 native-country=Hungary -0.07119081091583017 0.7643498767416229 native-country=Guatemala 0.09933309635006347 -0.6180952418298388 native-country=Nicaragua 0.4009016812249831 0.45712450434838375 native-country=Scotland -0.8921405362926408 -0.1421695702795519 native-country=Thailand -0.27823416794751504 0.7097044145168684 native-country=Yugoslavia 0.06509038952520613 -0.8620782232959706 native-country=El-Salvador -0.5545090711181346 -0.6047611130599341 native-country=Trinadad&Tobago 0.03685625853279075 -1.137427230379195 native-country=Peru -0.4027152721230897 -0.19946137404626468 native-country=Hong 0.6858092013903974 -0.16075153583009222 native-country=Holand-Netherlands Hidden Weights: -0.7991019075398489 0.6372648760622954 6.045540798239849 -6.044166633079038 >50K <=50K Error sum for iteration 1700 = 65.5980692748371 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6951038591124389 0.8193117348029608 age 0.9195230168433722 -0.33500257868527095 workclass=Private -0.2291139841020952 -1.2316758298636972 workclass=Self-emp-not-inc 0.5035332926511528 0.550765940614741 workclass=Self-emp-inc -0.32248922351402076 1.0312302795688217 workclass=Federal-gov 1.0096987523238656 -0.11552721893671918 workclass=Local-gov 0.41913863803516316 -0.40250324130302056 workclass=State-gov -0.13561695907253804 0.4174435741923745 workclass=Without-pay 0.9980239990477766 0.2941396862040107 workclass=Never-worked 0.5867886618810975 0.18927746461157172 fnlwgt 0.7077237050415451 -0.43214545284636724 education=Bachelors -0.48710497658676644 -0.3354079792012105 education=Some-college 0.9509636213279894 -1.9426761437024902 education=11th 0.11019273049717439 -0.4385207312900582 education=HS-grad 0.9200413873700657 2.589790133410599 education=Prof-school 0.8359763121555831 -0.4685452794095445 education=Assoc-acdm 0.33991537514332193 0.2827880932208082 education=Assoc-voc 0.1589222084489128 -1.234681020424289 education=9th -0.2930088838686195 0.9549264693186373 education=7th-8th -0.104720996831343 2.808486309158676 education=12th 0.46631185408807213 -1.0826289474355522 education=Masters 0.040101217054655115 -1.1257008542730198 education=1st-4th -0.7599715529969087 -1.2295359581579828 education=10th 0.008761947436725509 1.4156258120330585 education=Doctorate 0.6360182505285014 -1.1372453794604462 education=5th-6th 0.6790484055468025 -0.612728185160114 education=Preschool 0.9756488273401914 2.5932633264686915 education-num 0.33688149694201336 1.675024469504949 marital-status=Married-civ-spouse 0.5564389181453959 -0.22469297854936643 marital-status=Divorced 1.0095465367842706 -0.8655257632792026 marital-status=Never-married -0.04126054094488416 -0.9121308314789459 marital-status=Separated 0.8394087890050864 -1.6148811713467928 marital-status=Widowed 0.5308608157242204 -1.1382485244708787 marital-status=Married-spouse-absent -0.1937402934812674 0.23599741551118972 marital-status=Married-AF-spouse -0.025709912858607183 0.19828321386168718 occupation=Tech-support -0.18094690904325103 0.1918217245096605 occupation=Craft-repair -0.522566242997728 0.2187644134353581 occupation=Other-service -0.04063841973758212 -0.051775370357680504 occupation=Sales -0.5591810827212557 1.1527735746530263 occupation=Exec-managerial -0.6343588262549098 0.2040711580636445 occupation=Prof-specialty 0.8286301667572203 -1.3087671070201246 occupation=Handlers-cleaners -0.27228909333089457 0.2820073806823655 occupation=Machine-op-inspct 0.9531817869213075 0.014842863590230645 occupation=Adm-clerical -0.532855219999264 0.08800178962849754 occupation=Farming-fishing 1.0840578347079122 -1.6186931567114384 occupation=Transport-moving -0.9006249325740904 -1.1108097111947601 occupation=Priv-house-serv 0.02635382454329222 0.9813091937254175 occupation=Protective-serv -0.19250275735132172 -1.0588258230648362 occupation=Armed-Forces 0.632483176901549 0.012635129876512555 relationship=Wife -0.4907677806442203 -1.6765512240328229 relationship=Own-child 0.16418881634390015 0.35671417160932917 relationship=Husband 0.0388953385718298 0.5246997741045353 relationship=Not-in-family -0.4938035288136264 -0.14064830973035136 relationship=Other-relative -0.4679456465284223 -1.3085105376092725 relationship=Unmarried 0.7645115105512089 0.14561718887579933 race=White -0.6886841577972652 0.3737814394012678 race=Asian-Pac-Islander -0.38436664544194726 -0.92370545623106 race=Amer-Indian-Eskimo -0.5450978622551607 -1.9119121899506677 race=Other -0.6691814166951356 -0.052286267753880254 race=Black 0.5234008899259862 -0.39186791507031316 sex 0.5005435679937148 0.3720868695599891 capital-gain 0.655886701000307 2.755015260467753 capital-loss 0.8169997212686517 0.6486397066170866 hours-per-week 0.4701233884419031 -0.5884972386146041 native-country=United-States 0.29336369072239227 1.6933759138996973 native-country=Cambodia 0.16017991282655922 -0.5473572076978716 native-country=England 0.2617950411359582 -2.0359755765929797 native-country=Puerto-Rico -0.2591151814829026 0.9649954669250336 native-country=Canada 0.2280387630488221 -0.8246528418116218 native-country=Germany -0.3156382291901563 -0.8466384758221875 native-country=Outlying-US(Guam-USVI-etc) 0.36037709138769664 0.1832624828139142 native-country=India 1.0265625652814396 -0.03912643439989497 native-country=Japan -0.8115005247062227 -0.11772826974047669 native-country=Greece 0.9306590522497667 0.3566024269076841 native-country=South -0.41812068005177544 -0.3145055022770647 native-country=China 0.16436344155587834 -2.4284799758205304 native-country=Cuba -0.16667953943590916 0.33010812386570076 native-country=Iran -0.6089155794823118 -0.670740748648026 native-country=Honduras 0.9749469878567204 -0.7009921016617882 native-country=Philippines -0.37072772842816176 -0.050183045645474815 native-country=Italy -0.5324879927148146 -1.5101262511262092 native-country=Poland 0.039394565776095875 -0.6924325602910155 native-country=Jamaica -0.16227367409445417 -0.7312663143734982 native-country=Vietnam 0.24024981580631308 0.5741009485247299 native-country=Mexico 0.6598958039819518 -1.8359335074352108 native-country=Portugal -0.7529267257271103 -0.9844080209863696 native-country=Ireland 0.9438415338062427 -0.49901327963439307 native-country=France 0.3831915821616817 -0.3659781065687409 native-country=Dominican-Republic -0.15572064869575458 -1.4592240308576248 native-country=Laos -0.24672509143996563 -1.6021106153220097 native-country=Ecuador 0.7474274242281217 0.08849186826613929 native-country=Taiwan -0.7064246274186833 -1.172488468796914 native-country=Haiti 0.43170952767224036 -1.034834870996016 native-country=Columbia 0.03634823900207332 0.09124555601919489 native-country=Hungary -0.0716540140731317 0.761807527790782 native-country=Guatemala 0.09886989319276195 -0.6206375907806797 native-country=Nicaragua 0.40043847806767857 0.4545821553975305 native-country=Scotland -0.892231689810912 -0.14788235846184195 native-country=Thailand -0.27869737110481957 0.7071620655660275 native-country=Yugoslavia 0.06459705092868362 -0.864603840121833 native-country=El-Salvador -0.5549722742754354 -0.607303462010775 native-country=Trinadad&Tobago 0.03639305537548841 -1.1399695793300602 native-country=Peru -0.40317847528039424 -0.2020037229971148 native-country=Hong 0.6853459982330966 -0.16329388478094234 native-country=Holand-Netherlands Hidden Weights: -0.7950539024152572 0.6335931031728468 6.114492020783011 -6.113120464859273 >50K <=50K Error sum for iteration 1800 = 65.24143661471841 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6941539451725888 0.8238508975127157 age 0.9223199729872597 -0.3395292220995128 workclass=Private -0.24175546408967402 -1.2567627763723261 workclass=Self-emp-not-inc 0.5024442433185028 0.548007382600825 workclass=Self-emp-inc -0.3207223353995777 1.0397614260339745 workclass=Federal-gov 1.0085323404974822 -0.11549029455589786 workclass=Local-gov 0.4223548349033068 -0.4128304062496611 workclass=State-gov -0.13612530907397513 0.41500562833255533 workclass=Without-pay 0.9975156490463394 0.29170174034419155 workclass=Never-worked 0.5857644995395592 0.16643677200193954 fnlwgt 0.699842036375824 -0.4360569210486526 education=Bachelors -0.4882949391843619 -0.33547360632907386 education=Some-college 0.9503779989328984 -2.0016138516422934 education=11th 0.11258282515763779 -0.43303482286315853 education=HS-grad 0.9195126234054429 2.6273935773663846 education=Prof-school 0.8364874816349573 -0.4648933502286618 education=Assoc-acdm 0.33743804491646734 0.28742390543792884 education=Assoc-voc 0.16096813591868667 -1.263747126439806 education=9th -0.292799837132117 0.9720684141797132 education=7th-8th -0.10430008432082354 2.873223072213718 education=12th 0.4625473493876401 -1.0913159449110976 education=Masters 0.039868596223745736 -1.144205697932766 education=1st-4th -0.7603033432012555 -1.2481580380461474 education=10th 0.008391322157436128 1.4016242042233893 education=Doctorate 0.6361152195789554 -1.174852700217136 education=5th-6th 0.6785367744700446 -0.6150909286172621 education=Preschool 0.967325187874488 2.6302846607541754 education-num 0.33770401986165616 1.7200049120258938 marital-status=Married-civ-spouse 0.5505132381815548 -0.22976478537985695 marital-status=Divorced 1.0089004826188241 -0.8763280665571606 marital-status=Never-married -0.04177207838030665 -0.9161587723196826 marital-status=Separated 0.8390663650746625 -1.6594836878364192 marital-status=Widowed 0.5303276624891822 -1.151681677669297 marital-status=Married-spouse-absent -0.1942292176923209 0.23238550573021607 marital-status=Married-AF-spouse -0.024576113828249407 0.19304985333378838 occupation=Tech-support -0.18239097695288792 0.191469918794109 occupation=Craft-repair -0.5154168556120392 0.22363336753777066 occupation=Other-service -0.04199842042675987 -0.05923014800290427 occupation=Sales -0.5603151119575719 1.150621385339655 occupation=Exec-managerial -0.6487864969070265 0.19531922491177947 occupation=Prof-specialty 0.8281549034670329 -1.3270506215636506 occupation=Handlers-cleaners -0.27181232485733187 0.285970920242761 occupation=Machine-op-inspct 0.9551497995107213 0.012502771657757964 occupation=Adm-clerical -0.5338125653356265 0.08421697950519352 occupation=Farming-fishing 1.0835825130425802 -1.627001986349648 occupation=Transport-moving -0.9011332825755276 -1.1132476570545722 occupation=Priv-house-serv 0.02577079226109315 0.9803053733590642 occupation=Protective-serv -0.19304934379922065 -1.0611900468260524 occupation=Armed-Forces 0.6330144871632117 -0.02245291621895023 relationship=Wife -0.49204634523863194 -1.7071054784313606 relationship=Own-child 0.16301055175556414 0.3545929490842777 relationship=Husband 0.03570033713989552 0.5488933768345537 relationship=Not-in-family -0.4918743741867132 -0.13324239817615036 relationship=Other-relative -0.4718711808224588 -1.3064777709118567 relationship=Unmarried 0.7646596188710767 0.1545550973390659 race=White -0.6917713105950851 0.3665782207903592 race=Asian-Pac-Islander -0.3844377536740063 -0.9438803452514227 race=Amer-Indian-Eskimo -0.5446475064199549 -1.9291546158249053 race=Other -0.6732301698390243 -0.04829693888928022 race=Black 0.5240608528922058 -0.41992482511960927 sex 0.4996635500435736 0.3970248535205673 capital-gain 0.6562589475956753 2.8119174590904117 capital-loss 0.8089239755600942 0.6392595828574458 hours-per-week 0.46718900666494567 -0.589115183603356 native-country=United-States 0.28839852568736646 1.7836340095666732 native-country=Cambodia 0.16056420487027 -0.565886434308986 native-country=England 0.2617427769025044 -2.089885481430203 native-country=Puerto-Rico -0.2599533808244433 0.9793671542882707 native-country=Canada 0.22756600163824187 -0.8291934121215814 native-country=Germany -0.31614657919159495 -0.8490764216820076 native-country=Outlying-US(Guam-USVI-etc) 0.35872496862593073 0.23783622797768475 native-country=India 1.0260542152800072 -0.04156438025971359 native-country=Japan -0.8120088747076599 -0.12016621560029526 native-country=Greece 0.9296250286136094 0.39429179822002514 native-country=South -0.41862903005321406 -0.31694344813688385 native-country=China 0.1642855578391331 -2.459607679821888 native-country=Cuba -0.16703677444230292 0.3147835380181124 native-country=Iran -0.6094028536687233 -0.673687739229927 native-country=Honduras 0.9748006357399437 -0.7198465010619998 native-country=Philippines -0.3712609636062667 -0.052530972519354784 native-country=Italy -0.5326848693618311 -1.5580319041219421 native-country=Poland 0.038843114139114704 -0.6948288779093275 native-country=Jamaica -0.16278202409589126 -0.7337042602333183 native-country=Vietnam 0.24012892516286602 0.592472876624972 native-country=Mexico 0.6594603398126762 -1.8654171866014482 native-country=Portugal -0.7534350757285475 -0.9868459668461896 native-country=Ireland 0.9433632688168136 -0.5019110985791825 native-country=France 0.3826805347481249 -0.36828624738279025 native-country=Dominican-Republic -0.15541301476005068 -1.4870595503640724 native-country=Laos -0.2463922831342455 -1.6385467523963546 native-country=Ecuador 0.746717132981316 0.1026623945059332 native-country=Taiwan -0.7070161950922129 -1.1748960535059572 native-country=Haiti 0.4312107236925385 -1.0390729114790238 native-country=Columbia 0.03583988900063419 0.08880761015937631 native-country=Hungary -0.07216236407457106 0.7593695819309619 native-country=Guatemala 0.09836154319132258 -0.6230755366404997 native-country=Nicaragua 0.39993012806623995 0.45214420953771134 native-country=Scotland -0.8923572786655813 -0.1536758887146769 native-country=Thailand -0.2792057211062582 0.7047241197062074 native-country=Yugoslavia 0.06405956224898221 -0.8670276781852415 native-country=El-Salvador -0.5554806242768726 -0.609741407870595 native-country=Trinadad&Tobago 0.03588470537404928 -1.1424075251898722 native-country=Peru -0.40368682528183286 -0.20444166885693618 native-country=Hong 0.6848376482316594 -0.16573183064076372 native-country=Holand-Netherlands Hidden Weights: -0.7913621014949762 0.6302819744077605 6.175434127555423 -6.174056686869893 >50K <=50K Error sum for iteration 1900 = 64.91007252872613 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6931590231281759 0.8283074025956239 age 0.9248769942034177 -0.3441626649300543 workclass=Private -0.2547312577629259 -1.2803246266764385 workclass=Self-emp-not-inc 0.5013197257961031 0.545293325336328 workclass=Self-emp-inc -0.319026276459222 1.0479883162704218 workclass=Federal-gov 1.007410799846532 -0.11584995545081504 workclass=Local-gov 0.42548079307747805 -0.4225241632323978 workclass=State-gov -0.1366855100394019 0.4126673513296701 workclass=Without-pay 0.9969554480809122 0.2893634633413063 workclass=Never-worked 0.5846668061236717 0.1444961856816284 fnlwgt 0.6915702433969307 -0.4391064223396198 education=Bachelors -0.48978938412877293 -0.33534960316695195 education=Some-college 0.9497383527014368 -2.056222363068064 education=11th 0.11526599009146585 -0.42774229631396166 education=HS-grad 0.9189337653278163 2.663242130756112 education=Prof-school 0.8369962886189148 -0.46081888741603366 education=Assoc-acdm 0.3348810980015661 0.29165876459408047 education=Assoc-voc 0.16288273836573108 -1.2908190115158902 education=9th -0.2926076366490318 0.9885688957153468 education=7th-8th -0.10387042686358153 2.931698255976944 education=12th 0.45850335703293904 -1.0987957044047776 education=Masters 0.03958075659950346 -1.161907993374521 education=1st-4th -0.760675750981294 -1.265868433117636 education=10th 0.007984090915146725 1.386596872240802 education=Doctorate 0.6361581132910608 -1.2105946036492454 education=5th-6th 0.6779737854311758 -0.6173680638407026 education=Preschool 0.9585191807520662 2.665129033715576 education-num 0.3383060721398834 1.764556466728708 marital-status=Married-civ-spouse 0.544213789748331 -0.23549528009431497 marital-status=Divorced 1.0082216926054663 -0.8879852588495032 marital-status=Never-married -0.04230027343586969 -0.9201929476159615 marital-status=Separated 0.8386833281609821 -1.7015509704251375 marital-status=Widowed 0.5297540230455324 -1.1644463386848436 marital-status=Married-spouse-absent -0.19477117459245336 0.22901360189150444 marital-status=Married-AF-spouse -0.023479627545431425 0.18877326368331743 occupation=Tech-support -0.18394165529848217 0.19124720409021287 occupation=Craft-repair -0.5081230547567748 0.22822340961263862 occupation=Other-service -0.043522561613477 -0.06639303559782028 occupation=Sales -0.5618334251685572 1.1486628399477625 occupation=Exec-managerial -0.6637888411739795 0.18693777696632083 occupation=Prof-specialty 0.8276305711073775 -1.3446785440673075 occupation=Handlers-cleaners -0.2712984775155281 0.2897856563098441 occupation=Machine-op-inspct 0.957109567996932 0.010047877658121197 occupation=Adm-clerical -0.5345678139177396 0.08041633283791429 occupation=Farming-fishing 1.0830589005468683 -1.635494241772705 occupation=Transport-moving -0.9016934835409548 -1.1155859340574523 occupation=Priv-house-serv 0.025138707046233645 0.9794471743749666 occupation=Protective-serv -0.19364671137665987 -1.0634625391642314 occupation=Armed-Forces 0.6333884505569526 -0.05561655990862357 relationship=Wife -0.4933319902500332 -1.736456433388766 relationship=Own-child 0.16171711874307107 0.35052651031724946 relationship=Husband 0.03222545794641771 0.5731529230501033 relationship=Not-in-family -0.48996684436288096 -0.1251027283426156 relationship=Other-relative -0.475941530338585 -1.305031827587222 relationship=Unmarried 0.7645662678886769 0.16246607760179593 race=White -0.6946921390916506 0.3603186685300376 race=Asian-Pac-Islander -0.38456035700600544 -0.9631235200721899 race=Amer-Indian-Eskimo -0.544264109564969 -1.9454300490300884 race=Other -0.6777593964335425 -0.044827359903225616 race=Black 0.5246193885137328 -0.44499297160906354 sex 0.49873052079343083 0.42087580661505525 capital-gain 0.6566504152963871 2.862670746709951 capital-loss 0.80045060769024 0.6316915003302027 hours-per-week 0.4633938069010438 -0.5886558151597157 native-country=United-States 0.28373722720500094 1.8653203173389856 native-country=Cambodia 0.16087481624868039 -0.5832693018226733 native-country=England 0.2616187245779684 -2.1399295979238717 native-country=Puerto-Rico -0.2608105409153739 0.9920077484800345 native-country=Canada 0.227043725625221 -0.8336440180832215 native-country=Germany -0.3167067801570117 -0.8514146986848996 native-country=Outlying-US(Guam-USVI-etc) 0.35707923606176983 0.2882521200950857 native-country=India 1.02549401431457 -0.04390265726259728 native-country=Japan -0.8125690756730871 -0.12250449260317936 native-country=Greece 0.9285673372712071 0.42953512508296987 native-country=South -0.4191892310186308 -0.3192817251397691 native-country=China 0.16414708864737623 -2.4889148599159916 native-country=Cuba -0.16743899363112474 0.2996056000903964 native-country=Iran -0.6099422137805093 -0.6765075558643054 native-country=Honduras 0.9745862112802657 -0.7370132455546581 native-country=Philippines -0.371845435940645 -0.054789331951661385 native-country=Italy -0.5329483592737934 -1.6015233254320822 native-country=Poland 0.03824618397847516 -0.6971334775717513 native-country=Jamaica -0.16334222506131804 -0.7360425372362103 native-country=Vietnam 0.2399981065536799 0.610106033474421 native-country=Mexico 0.6589725117364886 -1.8937116247436079 native-country=Portugal -0.7539952766939747 -0.9891842438490817 native-country=Ireland 0.9428349008824396 -0.5047165216041156 native-country=France 0.38211769792669414 -0.3705063247096703 native-country=Dominican-Republic -0.15520449195580255 -1.5121945119353528 native-country=Laos -0.24614504852700736 -1.6723864760950622 native-country=Ecuador 0.7459612935956701 0.11631029738532636 native-country=Taiwan -0.7076543349082298 -1.1772079967572762 native-country=Haiti 0.4306599785092493 -1.0431064519069708 native-country=Columbia 0.03527968803520899 0.08646933315649222 native-country=Hungary -0.072722565039993 0.7570313049280699 native-country=Guatemala 0.09780134222590064 -0.6254138136433918 native-country=Nicaragua 0.3993699271008232 0.4498059325348261 native-country=Scotland -0.8925247295942772 -0.1595337531250253 native-country=Thailand -0.27976592207167494 0.7023858427033154 native-country=Yugoslavia 0.06347116332984133 -0.8693540240239281 native-country=El-Salvador -0.5560408252422998 -0.6120796848734871 native-country=Trinadad&Tobago 0.035324504408624086 -1.1447458021927523 native-country=Peru -0.4042470262472496 -0.20677994585981893 native-country=Hong 0.6842774472662322 -0.16807010764364647 native-country=Holand-Netherlands Hidden Weights: -0.7881407424627012 0.6274481871172897 6.229590492782589 -6.228200132316859 >50K <=50K Error sum for iteration 2000 = 64.60340406494556 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6920991939565162 0.8325163592080604 age 0.9272131044901419 -0.34882320119147303 workclass=Private -0.26815777362193166 -1.302473651937606 workclass=Self-emp-not-inc 0.5001499268533064 0.5426437475799618 workclass=Self-emp-inc -0.31738970741191974 1.0558148140092565 workclass=Federal-gov 1.0063196047784235 -0.1165121273562118 workclass=Local-gov 0.42851438674054954 -0.4316442763201549 workclass=State-gov -0.13730559838746345 0.4104234280058619 workclass=Without-pay 0.9963353597328665 0.2871195400174981 workclass=Never-worked 0.5834763160354816 0.12360270353029429 fnlwgt 0.6828481858861528 -0.4414560464491224 education=Bachelors -0.4915852521202865 -0.33509238298258615 education=Some-college 0.9490378021058951 -2.1069775380361437 education=11th 0.1182105588341933 -0.42260347648020313 education=HS-grad 0.918296374526776 2.697501649168125 education=Prof-school 0.837503445474582 -0.4564939287040963 education=Assoc-acdm 0.3322252194408907 0.29557308881449323 education=Assoc-voc 0.16468185528248858 -1.3161965718765956 education=9th -0.29243875541963654 1.0044168985444857 education=7th-8th -0.10344632722029179 2.9849562847478377 education=12th 0.4541484070276485 -1.1052217673581908 education=Masters 0.03923106692994109 -1.1788652960967252 education=1st-4th -0.7610936336036382 -1.282758829989961 education=10th 0.007530475218407697 1.3707657844157564 education=Doctorate 0.6361424504519323 -1.2446667862812746 education=5th-6th 0.6773513879826202 -0.6195637041312072 education=Preschool 0.949149380696551 2.6980503066943347 education-num 0.33866760802885154 1.8085437924187981 marital-status=Married-civ-spouse 0.5374803531401385 -0.2417382871339415 marital-status=Divorced 1.0074942901439214 -0.9002150445834611 marital-status=Never-married -0.042850104036298096 -0.9242438767943736 marital-status=Separated 0.8382547237436149 -1.7413419336461216 marital-status=Widowed 0.5291332552640624 -1.1766189578003088 marital-status=Married-spouse-absent -0.19537399383324303 0.22585473063281775 marital-status=Married-AF-spouse -0.022417193293192084 0.18528336321880692 occupation=Tech-support -0.18560060777265552 0.19112266510802406 occupation=Craft-repair -0.5006638758778713 0.23251432494710908 occupation=Other-service -0.04522214871449782 -0.07320697895170114 occupation=Sales -0.5637513964342655 1.1468602266442343 occupation=Exec-managerial -0.6794680571790603 0.1788885740303983 occupation=Prof-specialty 0.827050021297787 -1.3617148908331633 occupation=Handlers-cleaners -0.27075297625239886 0.29341999390956836 occupation=Machine-op-inspct 0.959070589028536 0.007587214391777711 occupation=Adm-clerical -0.5351570192115432 0.0767472254668103 occupation=Farming-fishing 1.0824794957179622 -1.644158775415955 occupation=Transport-moving -0.9023135718890005 -1.1178298573812473 occupation=Priv-house-serv 0.02444986104666787 0.9786955700543692 occupation=Protective-serv -0.1943029693338667 -1.0656477274910838 occupation=Armed-Forces 0.6336179383785768 -0.0871112321017141 relationship=Wife -0.49462748962988423 -1.7648314744843014 relationship=Own-child 0.1602556084143355 0.3448864059602653 relationship=Husband 0.028425683566181702 0.5974310277952303 relationship=Not-in-family -0.4880761367634498 -0.11624461168769717 relationship=Other-relative -0.4801861785436188 -1.3040731578749087 relationship=Unmarried 0.7642219256709867 0.1695573549751191 race=White -0.697496655059664 0.35484579431475105 race=Asian-Pac-Islander -0.3847391604175052 -0.9815384009663565 race=Amer-Indian-Eskimo -0.5439459643603267 -1.9608836756835832 race=Other -0.682811028565694 -0.041748258723054786 race=Black 0.5250423874394882 -0.46748716247092265 sex 0.4977346425607823 0.44369785464084577 capital-gain 0.6570486470777795 2.908358204835582 capital-loss 0.791512201230285 0.6255062619141105 hours-per-week 0.4587165980903237 -0.5873472345198126 native-country=United-States 0.27931115616615765 1.9396686907586775 native-country=Cambodia 0.16110843199083752 -0.5996037243096329 native-country=England 0.26141831857539966 -2.1864945832225935 native-country=Puerto-Rico -0.261701979789924 1.003264278846366 native-country=Canada 0.2264641535591274 -0.8379996302539507 native-country=Germany -0.31732686850506725 -0.8536586220087053 native-country=Outlying-US(Guam-USVI-etc) 0.3554214183605628 0.3349505844730936 native-country=India 1.0248739259664972 -0.0461465805864011 native-country=Japan -0.8131891640211328 -0.12474841592698162 native-country=Greece 0.9274731197691289 0.4625688093046426 native-country=South -0.41980931936668636 -0.3215256484635773 native-country=China 0.1639437274220509 -2.516605937477248 native-country=Cuba -0.1678948285748218 0.28461107836090904 native-country=Iran -0.6105415651997527 -0.6792081124260426 native-country=Honduras 0.974299227265505 -0.7527227803572156 native-country=Philippines -0.3724892077357963 -0.0569623275177507 native-country=Italy -0.53328282649596 -1.6412644003483248 native-country=Poland 0.037595880049998455 -0.6993510635340491 native-country=Jamaica -0.16396231340937958 -0.738286460560016 native-country=Vietnam 0.23984690830928798 0.6271264060969287 native-country=Mexico 0.6584247590691837 -1.920875127730759 native-country=Portugal -0.7546153650420204 -0.9914281671728874 native-country=Ireland 0.9422483351006283 -0.5074303799008393 native-country=France 0.3814950299381657 -0.3726425897547702 native-country=Dominican-Republic -0.15509283803919077 -1.535080703561385 native-country=Laos -0.24598496175705722 -1.7039286362096904 native-country=Ecuador 0.7451502207943218 0.1294829705842484 native-country=Taiwan -0.7083470609329058 -1.179429219739507 native-country=Haiti 0.4300492978874721 -1.0469491601184977 native-country=Columbia 0.03465959968715142 0.08422540983269014 native-country=Hungary -0.07334265338805278 0.7547873816042642 native-country=Guatemala 0.09718125387784086 -0.6276577369671975 native-country=Nicaragua 0.39874983875276765 0.4475620092110179 native-country=Scotland -0.8927421935228987 -0.16544375094522518 native-country=Thailand -0.2803860104197305 0.7001419193795096 native-country=Yugoslavia 0.06282373767060177 -0.8715878217406432 native-country=El-Salvador -0.5566609135903455 -0.6143236081972928 native-country=Trinadad&Tobago 0.03470441606056651 -1.1469897255165473 native-country=Peru -0.40486711459530517 -0.20902386918362303 native-country=Hong 0.6836573589181865 -0.17031403096745057 native-country=Holand-Netherlands Hidden Weights: -0.7854724257742538 0.6251770413470017 6.277952415312692 -6.27654347083996 >50K <=50K Error sum for iteration 2100 = 64.32074828757901 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6909540852916068 0.8363799806383823 age 0.9293379787515791 -0.35345445083973365 workclass=Private -0.2821589623408641 -1.3233276263784712 workclass=Self-emp-not-inc 0.4989242692996801 0.5400761331747467 workclass=Self-emp-inc -0.3158044475031618 1.0631906431850366 workclass=Federal-gov 1.0052447746623128 -0.11740448620120408 workclass=Local-gov 0.4314519929610776 -0.44024882795920317 workclass=State-gov -0.13799516524446204 0.40826814801996125 workclass=Without-pay 0.9956457928758684 0.28496426003159747 workclass=Never-worked 0.5821724188397771 0.10384002769904557 fnlwgt 0.6736040832691879 -0.4432290605499956 education=Bachelors -0.49368988864404506 -0.3347447486883646 education=Some-college 0.9482675147068553 -2.1542939519976785 education=11th 0.12139490892523525 -0.41758317335373013 education=HS-grad 0.9175905732753927 2.7302987745848073 education=Prof-school 0.8380093222573012 -0.45202783628121745 education=Assoc-acdm 0.3294483001793262 0.2992354895392787 education=Assoc-voc 0.16637716386257778 -1.340120610933858 education=9th -0.2923004752922042 1.0196225126720677 education=7th-8th -0.10304019894004209 3.0338124977594862 education=12th 0.44944240945910824 -1.110722166723492 education=Masters 0.03881132107140034 -1.195129640066174 education=1st-4th -0.761563589154582 -1.2989058795323272 education=10th 0.007019976880409191 1.3543070542635864 education=Doctorate 0.6360622605046543 -1.2772463034000006 education=5th-6th 0.6766599738691864 -0.6216822996493134 education=Preschool 0.939119929395375 2.7292620178877454 education-num 0.3387652322088629 1.8518790469989148 marital-status=Married-civ-spouse 0.5302410832424734 -0.24838335519321902 marital-status=Divorced 1.0067001591263074 -0.9128059183581781 marital-status=Never-married -0.043427840107651196 -0.9283187297720974 marital-status=Separated 0.8377740439769821 -1.7790836413274487 marital-status=Widowed 0.5284570361077935 -1.1882615331040125 marital-status=Married-spouse-absent -0.19604708495867465 0.22288535406095158 marital-status=Married-AF-spouse -0.021386162998994717 0.182443793410972 occupation=Tech-support -0.18737271884800957 0.19107443619083156 occupation=Craft-repair -0.49301447153147765 0.23650427729467702 occupation=Other-service -0.047113465553635034 -0.07964639977916907 occupation=Sales -0.5660930341646438 1.1451844543543914 occupation=Exec-managerial -0.6959447758389774 0.1711384731935224 occupation=Prof-specialty 0.8264043887741358 -1.3782101263448512 occupation=Handlers-cleaners -0.270180768705333 0.29685491671797587 occupation=Machine-op-inspct 0.9610412033955731 0.005195242992433494 occupation=Adm-clerical -0.5356095930143397 0.0732807776784529 occupation=Farming-fishing 1.0818350266906418 -1.6529603755189812 occupation=Transport-moving -0.9030031387459986 -1.119985137367137 occupation=Priv-house-serv 0.023695003022381873 0.9780209569690919 occupation=Protective-serv -0.1950278122026672 -1.0677505217840186 occupation=Armed-Forces 0.6337103489525348 -0.11715010727879868 relationship=Wife -0.4959388173205665 -1.7923984550815768 relationship=Own-child 0.15857460152314068 0.33798715544631774 relationship=Husband 0.024247289896778434 0.6216900939057558 relationship=Not-in-family -0.486196988355852 -0.10673041512307468 relationship=Other-relative -0.4846409452718377 -1.3035152340643839 relationship=Unmarried 0.76361121055936 0.17599502281670884 race=White -0.7002301782599873 0.35003004086605843 race=Asian-Pac-Islander -0.38498051631697544 -0.9992085171605322 race=Amer-Indian-Eskimo -0.5436938886211599 -1.975629255904535 race=Other -0.6884418792343958 -0.03897311651752046 race=Black 0.5252960271415523 -0.4877734264426923 sex 0.49666418236088594 0.46555121962970863 capital-gain 0.6574426625121337 2.9498239705685863 capital-loss 0.7820288777503148 0.6203830251324685 hours-per-week 0.45311038339171616 -0.5853684238653554 native-country=United-States 0.27506020860156105 2.0076813572866468 native-country=Cambodia 0.16126036948318118 -0.6149828632276634 native-country=England 0.2611352767834768 -2.229931804411769 native-country=Puerto-Rico -0.26264298973315875 1.0133998639150519 native-country=Canada 0.22581799562869986 -0.8422580432180524 native-country=Germany -0.31801643536205965 -0.8558139019946126 native-country=Outlying-US(Guam-USVI-etc) 0.35373211027642376 0.3783239783645663 native-country=India 1.0241843591094877 -0.04830186057230173 native-country=Japan -0.8138787308781309 -0.12690369591288259 native-country=Greece 0.926328260418727 0.4936121076750426 native-country=South -0.42049888622367876 -0.32368092844947793 native-country=China 0.16366945439071998 -2.5428508492528312 native-country=Cuba -0.1684140820925035 0.2698296187431369 native-country=Iran -0.611210353695188 -0.6817975447594822 native-country=Honduras 0.973933360359239 -0.7671700532893374 native-country=Philippines -0.37320192226657517 -0.0590546287536845 native-country=Italy -0.533694587314117 -1.6777958895031126 native-country=Poland 0.036882742728913384 -0.7014867612674067 native-country=Jamaica -0.16465188026637817 -0.7404417405459233 native-country=Vietnam 0.23966449780181506 0.6436293410989588 native-country=Mexico 0.6578079631345176 -1.9469654452316967 native-country=Portugal -0.7553049318990185 -0.9935834471587947 native-country=Ireland 0.94159396220725 -0.5100545633640826 native-country=France 0.38080293075642696 -0.37469968991104147 native-country=Dominican-Republic -0.15507902955212316 -1.5560724193774567 native-country=Laos -0.2459156709238061 -1.73342753719909 native-country=Ecuador 0.7442728135902337 0.14221745507261907 native-country=Taiwan -0.7091039450853945 -1.1815650669906632 native-country=Haiti 0.42936913595979403 -1.050614580790959 native-country=Columbia 0.033970032830155227 0.08207012984678992 native-country=Hungary -0.07403222024505217 0.7526321016183569 native-country=Guatemala 0.09649168702084147 -0.6298130169531048 native-country=Nicaragua 0.39806027189577525 0.44540672922511726 native-country=Scotland -0.8930188958450155 -0.17139696640736812 native-country=Thailand -0.2810755772767229 0.6979866393936024 native-country=Yugoslavia 0.06210759582774574 -0.8737344760985958 native-country=El-Salvador -0.5573504804473436 -0.6164788881832001 native-country=Trinadad&Tobago 0.03401484920357032 -1.149145005502437 native-country=Peru -0.40555668145229756 -0.2111791491695238 native-country=Hong 0.6829677920611884 -0.17246931095335133 native-country=Holand-Netherlands Hidden Weights: -0.7834245273848822 0.6235389404284551 6.321329103044307 -6.319897104029666 >50K <=50K Error sum for iteration 2200 = 64.06084555926128 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6897021485810674 0.839849023323717 age 0.931252917825857 -0.3580152752274679 workclass=Private -0.2968720704316863 -1.3430039003944418 workclass=Self-emp-not-inc 0.49763110445224723 0.5376028890401862 workclass=Self-emp-inc -0.3142646166684877 1.0700940624432527 workclass=Federal-gov 1.0041726319483462 -0.11847063617766507 workclass=Local-gov 0.4342878523841738 -0.44839145530743946 workclass=State-gov -0.13876572141019 0.40619559797676524 workclass=Without-pay 0.9948752367101421 0.28289170998840146 workclass=Never-worked 0.5807319995852448 0.08524688707929898 fnlwgt 0.6637518939651881 -0.44452086287596493 education=Bachelors -0.4961208682023662 -0.33434218225135914 education=Some-college 0.9474164306070634 -2.1985320495630547 education=11th 0.1248064026581714 -0.412652406663765 education=HS-grad 0.9168046344532799 2.7617350319663014 education=Prof-school 0.8385142563941569 -0.44748846108122137 education=Assoc-acdm 0.326524591236911 0.3027025672817472 education=Assoc-voc 0.16797695250976918 -1.3627876098687253 education=9th -0.29220103696638694 1.0342085414358286 education=7th-8th -0.10266356064906734 3.078913329831718 education=12th 0.4443345134032589 -1.1154075943495958 education=Masters 0.03831143635196893 -1.2107483686003275 education=1st-4th -0.7620940215847775 -1.3143748254965528 education=10th 0.006440861186807261 1.337364132483959 education=Doctorate 0.6359098085750977 -1.3084912794765022 education=5th-6th 0.6758880143132178 -0.6237285061660323 education=Preschool 0.9283165487276749 2.758944499548482 education-num 0.3385708271548128 1.8945057248768753 marital-status=Married-civ-spouse 0.5224099245516178 -0.25534635653557947 marital-status=Divorced 1.0058180666733159 -0.925597632663264 marital-status=Never-married -0.04404101984848778 -0.9324227365734565 marital-status=Separated 0.8372331093523081 -1.814975409288113 marital-status=Widowed 0.5277151759829831 -1.199425530952184 marital-status=Married-spouse-absent -0.19680179675634324 0.2200849137927368 marital-status=Married-AF-spouse -0.02038427979897203 0.180143938664788 occupation=Tech-support -0.18926593921974288 0.19108628784860215 occupation=Craft-repair -0.48514475896581594 0.24020047869912742 occupation=Other-service -0.04921866210919021 -0.08570640565598635 occupation=Sales -0.5688925928592297 1.1436101694052387 occupation=Exec-managerial -0.7133631889463243 0.1636564999247115 occupation=Prof-specialty 0.8256828099336396 -1.3942048556560442 occupation=Handlers-cleaners -0.26958624027574896 0.3000799065587891 occupation=Machine-op-inspct 0.9630294076184659 0.0029229916509885055 occupation=Adm-clerical -0.5359497549317982 0.07004271129282055 occupation=Farming-fishing 1.0811141882769648 -1.6618510560514623 occupation=Transport-moving -0.9037736949117249 -1.1220576874103183 occupation=Priv-house-serv 0.022863029084342255 0.9774018113545075 occupation=Protective-serv -0.19583287826217927 -1.0697761235678505 occupation=Armed-Forces 0.6336683468236392 -0.14590494705026003 relationship=Wife -0.4972746806101683 -1.819282684967562 relationship=Own-child 0.15662122089084385 0.3300917298376785 relationship=Husband 0.019625961792729785 0.6459000125007103 relationship=Not-in-family -0.48432395588260674 -0.09665027506195738 relationship=Other-relative -0.48934918991041587 -1.3032864980590693 relationship=Unmarried 0.7627119042018174 0.18191445357645755 race=White -0.70293515908792 0.3457633243277706 race=Asian-Pac-Islander -0.38529256051711336 -1.0162029982642145 race=Amer-Indian-Eskimo -0.5435109581905637 -1.98975815250304 race=Other -0.6947257084338456 -0.03644560359830763 race=Black 0.5253444684762911 -0.5061655477667268 sex 0.49550511485806537 0.4864945727072998 capital-gain 0.6578222956033617 2.9877347803631706 capital-loss 0.7719047753775689 0.6160852156019266 hours-per-week 0.4465008999792988 -0.5828600857040241 native-country=United-States 0.27093016395969094 2.0701772084447563 native-country=Cambodia 0.16132426881106904 -0.6294938097398906 native-country=England 0.26076129342261106 -2.2705564158577207 native-country=Puerto-Rico -0.26364966666705064 1.022616535649904 native-country=Canada 0.22509411357220593 -0.8464192586807431 native-country=Germany -0.3187869915277916 -0.8578864520378098 native-country=Outlying-US(Guam-USVI-etc) 0.35199042611956255 0.4187187501870005 native-country=India 1.0234138029437694 -0.05037441061549763 native-country=Japan -0.8146492870438572 -0.12897624595607898 native-country=Greece 0.9251169427582479 0.5228649347619999 native-country=South -0.4212694423894107 -0.32575347849267394 native-country=China 0.16331635396145563 -2.5677929861323485 native-country=Cuba -0.16900813597841643 0.2552851816924232 native-country=Iran -0.611959928719504 -0.6842839778737141 native-country=Honduras 0.9734801733644788 -0.7805190160337214 native-country=Philippines -0.37399516394841914 -0.061071200945801554 native-country=Italy -0.5341921236631082 -1.7115605430830896 native-country=Poland 0.036095433091186326 -0.7035459549323851 native-country=Jamaica -0.16542243643210613 -0.7425142905891204 native-country=Vietnam 0.23943924759280694 0.6596862689990883 native-country=Mexico 0.6571111096040129 -1.972039366014744 native-country=Portugal -0.7560754880647448 -0.9956559972019918 native-country=Ireland 0.9408603021321863 -0.5125918278240308 native-country=France 0.38002987743673794 -0.3766825164992673 native-country=Dominican-Republic -0.15516710257439117 -1.575451087602776 native-country=Laos -0.24594304287869312 -1.7611013048509194 native-country=Ecuador 0.74331610729846 0.15454350539501055 native-country=Taiwan -0.7099364455652036 -1.1836211249174142 native-country=Haiti 0.42860803122255803 -1.0541158126470083 native-country=Columbia 0.03319947666442851 0.07999757980359382 native-country=Hungary -0.07480277641077818 0.7505595515751597 native-country=Guatemala 0.09572113085511547 -0.6318855669963019 native-country=Nicaragua 0.3972897157300433 0.44333417918192125 native-country=Scotland -0.8933655721628024 -0.1773870326208649 native-country=Thailand -0.28184613344245485 0.6959140893504052 native-country=Yugoslavia 0.061311113028834956 -0.8757996494019449 native-country=El-Salvador -0.5581210366130699 -0.6185514382263972 native-country=Trinadad&Tobago 0.033244293037843604 -1.1512175555456183 native-country=Peru -0.4063272376180295 -0.21325169921271975 native-country=Hong 0.6821972358954621 -0.17454186099654728 native-country=Holand-Netherlands Hidden Weights: -0.7820614113001381 0.6226017384998066 6.360386334057423 -6.358927801850828 >50K <=50K Error sum for iteration 2300 = 63.82348760525532 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.688319961160379 0.8429088669608447 age 0.9329510824384636 -0.3624739019944117 workclass=Private -0.31245421516198535 -1.3616173015150774 workclass=Self-emp-not-inc 0.4962573044101925 0.5352313701844545 workclass=Self-emp-inc -0.312766007417377 1.0765199261910556 workclass=Federal-gov 1.0030895746932178 -0.11966523108348966 workclass=Local-gov 0.4370131976185525 -0.45612021115469337 workclass=State-gov -0.13963121304800266 0.4041998098518583 workclass=Without-pay 0.9940097450723349 0.28089592186349455 workclass=Never-worked 0.5791280925890155 0.06783144901106043 fnlwgt 0.6531878140107574 -0.4454064593960056 education=Bachelors -0.49890667628012886 -0.33391710870620567 education=Some-college 0.9464708038142137 -2.240005174996256 education=11th 0.12844089444171986 -0.4077881407277561 education=HS-grad 0.9159244363425155 2.791895355990479 education=Prof-school 0.8390188635856167 -0.4429157513367244 education=Assoc-acdm 0.3234235301818506 0.3060199643556356 education=Assoc-voc 0.16948663880133788 -1.3843607982333308 education=9th -0.29214988791378793 1.048204023953759 education=7th-8th -0.10232785502900009 3.1207789482928407 education=12th 0.43875998715990494 -1.1193758261903775 education=Masters 0.03771900258698546 -1.2257647088589454 education=1st-4th -0.7626953686452493 -1.3292220767655218 education=10th 0.005779574809856539 1.320056962275371 education=Doctorate 0.6356752054368995 -1.3385416012576112 education=5th-6th 0.6750215456413553 -0.6257070667904714 education=Preschool 0.9166011345387477 2.787251578541207 education-num 0.33804978619102727 1.9363876761724375 marital-status=Married-civ-spouse 0.5138830312825068 -0.2625633870982988 marital-status=Divorced 1.0048224781563329 -0.9384666605519364 marital-status=Never-married -0.044698541322268595 -0.9365600888087999 marital-status=Separated 0.8366218140899561 -1.8491922293415648 marital-status=Widowed 0.5268952717663985 -1.2101545754015024 marital-status=Married-spouse-absent -0.19765192762089173 0.21743541581318757 marital-status=Married-AF-spouse -0.019409452489662388 0.17829349411714088 occupation=Tech-support -0.1912912968353217 0.191145757972012 occupation=Craft-repair -0.4770177627082119 0.24361352745977202 occupation=Other-service -0.05156711066169929 -0.09139506333917004 occupation=Sales -0.5721969295055412 1.142112878478765 occupation=Exec-managerial -0.7318979333266638 0.1564120308505258 occupation=Prof-specialty 0.82487197310792 -1.4097321820581161 occupation=Handlers-cleaners -0.26897311881100927 0.3030901568170811 occupation=Machine-op-inspct 0.9650435946630197 8.065728569545432E-4 occupation=Adm-clerical -0.5361976064689477 0.0670314622383993 occupation=Farming-fishing 1.0803031924316386 -1.6707767136560885 occupation=Transport-moving -0.9046391865495321 -1.124053475535216 occupation=Priv-house-serv 0.021940528446818444 0.9768227547633607 occupation=Protective-serv -0.19673226269198124 -1.0717298726552913 occupation=Armed-Forces 0.6334902402552687 -0.17351058489551532 relationship=Wife -0.49864636544982727 -1.8455787465019247 relationship=Own-child 0.15433803760756817 0.3214191936144304 relationship=Husband 0.014484235984939288 0.6700367551960107 relationship=Not-in-family -0.4824515289115225 -0.08611004051768355 relationship=Other-relative -0.49436379931176777 -1.3033302734443928 relationship=Unmarried 0.7614934035237958 0.1874292590408295 race=White -0.7056529649316119 0.3419537142639029 race=Asian-Pac-Islander -0.38568550181498945 -1.032580265122659 race=Amer-Indian-Eskimo -0.5434024581385188 -2.003345601548565 race=Other -0.7017563519578266 -0.03413132871856061 race=Black 0.5251474542097386 -0.5229284555876862 sex 0.4942405195727492 0.5065831816831451 capital-gain 0.6581776380575226 3.022624157094446 capital-loss 0.7610232386422402 0.6124400823104442 hours-per-week 0.43878323479799836 -0.5799335484664645 native-country=United-States 0.2668702904804875 2.12782980874655 native-country=Cambodia 0.16129169124032877 -0.6432170501490112 native-country=England 0.2602856032200391 -2.308648714387046 native-country=Puerto-Rico -0.26473976347332584 1.0310711417990863 native-country=Canada 0.22427903377422512 -0.8504849323495766 native-country=Germany -0.31965248316560246 -0.859882240162705 native-country=Outlying-US(Guam-USVI-etc) 0.3501732403015635 0.4564391149355816 native-country=India 1.0225483113059581 -0.052370198740397604 native-country=Japan -0.8155147786816644 -0.13097203408097963 native-country=Greece 0.9238210257202929 0.5505077040562534 native-country=South -0.4221349340272216 -0.32774926661758086 native-country=China 0.16287428870114315 -2.591554907469219 native-country=Cuba -0.16969047876590684 0.24099724553916577 native-country=Iran -0.6128040540811365 -0.6866753694094597 native-country=Honduras 0.9729287029424709 -0.7929072364049922 native-country=Philippines -0.37488297234711154 -0.06301716180228817 native-country=Italy -0.5347864521290255 -1.7429231979602604 native-country=Poland 0.03522026314899195 -0.7055341551519512 native-country=Jamaica -0.1662879280699188 -0.7445100787140156 native-country=Vietnam 0.23915822687041022 0.6753502489720413 native-country=Mexico 0.6563208005406463 -1.996152172430743 native-country=Portugal -0.756940979702552 -0.997651785326887 native-country=Ireland 0.9400334965436212 -0.5150455917855538 native-country=France 0.3791619082799666 -0.37859607247489496 native-country=Dominican-Republic -0.15536424593286308 -1.5934430593782731 native-country=Laos -0.24607546355093116 -1.787138470518381 native-country=Ecuador 0.7422646768077316 0.16648606033386792 native-country=Taiwan -0.7108583861153548 -1.1856030776683284 native-country=Haiti 0.42775209225090655 -1.0574652919991734 native-country=Columbia 0.03233398502661798 0.07800179167869412 native-country=Hungary -0.07566826804859046 0.7485637634502645 native-country=Guatemala 0.09485563921730318 -0.6338813551211971 native-country=Nicaragua 0.39642422409223244 0.44133839105701433 native-country=Scotland -0.8937950130759472 -0.18340959382671873 native-country=Thailand -0.2827116250802657 0.69391830122551 native-country=Yugoslavia 0.06042021336304685 -0.8777891032290043 native-country=El-Salvador -0.5589865282508771 -0.6205472263512924 native-country=Trinadad&Tobago 0.032378801400033075 -1.153213343670516 native-country=Peru -0.4071927292558404 -0.2152474873376204 native-country=Hong 0.6813317442576549 -0.17653764912144793 native-country=Holand-Netherlands Hidden Weights: -0.781454462836389 0.6224409653050348 6.395676116078582 -6.3941883722592845 >50K <=50K Error sum for iteration 2400 = 63.6079327375262 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6867815718295442 0.8455694892281992 age 0.9344170160441531 -0.3668033360835535 workclass=Private -0.3290902257184512 -1.3792804454349072 workclass=Self-emp-not-inc 0.494787778188954 0.532964854567213 workclass=Self-emp-inc -0.31130558310841866 1.0824714339841224 workclass=Federal-gov 1.0019819248057966 -0.1209499928904991 workclass=Local-gov 0.4396150279743449 -0.4634772977854997 workclass=State-gov -0.14060871293334012 0.40227485026107673 workclass=Without-pay 0.993032245187004 0.27897096227271295 workclass=Never-worked 0.5773282326564474 0.05158237395296828 fnlwgt 0.6417857655092237 -0.4459455449006185 education=Bachelors -0.5020882995323402 -0.33350224646300536 education=Some-college 0.9454135406362364 -2.278985964761221 education=11th 0.13230290815364196 -0.4029721498518424 education=HS-grad 0.9149327508441493 2.8208532164254914 education=Prof-school 0.8395244464748143 -0.4383301102446807 education=Assoc-acdm 0.32010814600569804 0.30922387209138186 education=Assoc-voc 0.1709090900464246 -1.4049785329119362 education=9th -0.29215802243438893 1.0616396138476252 education=7th-8th -0.10204516984494699 3.1598333482262273 education=12th 0.4326357388896161 -1.122714171666732 education=Masters 0.037018664628026235 -1.2402182055772963 education=1st-4th -0.7633804748217388 -1.343497083147279 education=10th 0.005020062447147541 1.3024882975316123 education=Doctorate 0.635345886053241 -1.367520094855465 education=5th-6th 0.674043478642015 -0.6276227323121698 education=Preschool 0.9038045670245165 2.814316282189632 education-num 0.33715871165206235 1.9775017700803403 marital-status=Married-civ-spouse 0.50453406008338 -0.2699868299615144 marital-status=Divorced 1.0036819352672632 -0.9513155634631639 marital-status=Never-married -0.04541083074408634 -0.9407345644155628 marital-status=Separated 0.835927749001767 -1.8818877605831448 marital-status=Widowed 0.525982200736557 -1.2204863469335545 marital-status=Married-spouse-absent -0.19861441173390942 0.21492105219837074 marital-status=Married-AF-spouse -0.018459454863045816 0.17681862191553155 occupation=Tech-support -0.19346302172282792 0.19124313798084086 occupation=Craft-repair -0.4685874024553271 0.24675389571318118 occupation=Other-service -0.05419740881221938 -0.09672803205054938 occupation=Sales -0.5760688621806002 1.1406668469601984 occupation=Exec-managerial -0.751763302275628 0.14937318269022198 occupation=Prof-specialty 0.8239554842023917 -1.42481919733415 occupation=Handlers-cleaners -0.26834429890708544 0.3058844992242433 occupation=Machine-op-inspct 0.9670933667407046 -0.001126210037855743 occupation=Adm-clerical -0.5363698590535074 0.06422876088456718 occupation=Farming-fishing 1.0793851180065384 -1.6796806590895506 occupation=Transport-moving -0.905616686434863 -1.1259784351259903 occupation=Priv-house-serv 0.02091116849093907 0.9762729560814267 occupation=Protective-serv -0.19774320961200098 -1.0736171504992287 occupation=Armed-Forces 0.6331700567103352 -0.2000702984059477 relationship=Wife -0.5000678121972071 -1.8713588084221033 relationship=Own-child 0.1516595816785015 0.312152108233371 relationship=Husband 0.008728238469542371 0.6940815539883589 relationship=Not-in-family -0.4805741079283191 -0.07522370935629892 relationship=Other-relative -0.49975013495288506 -1.3036039768574328 relationship=Unmarried 0.7599144330481028 0.19263903532644547 race=White -0.7084256717447238 0.33852083321454124 race=Asian-Pac-Islander -0.3861720573380917 -1.0483905649473437 race=Amer-Indian-Eskimo -0.5433760004458672 -2.0164552082105067 race=Other -0.7096520753479066 -0.03201279214836247 race=Black 0.5246575433694854 -0.538283973184411 sex 0.49284974166910656 0.525868075375691 capital-gain 0.6584985565127688 3.0549245264785445 capital-loss 0.7492402541231677 0.6093223876405578 hours-per-week 0.42981627805707595 -0.57667780044279 native-country=United-States 0.2628311126045247 2.181196734876976 native-country=Cambodia 0.16115160790402464 -0.6562264955421887 native-country=England 0.25969439343637335 -2.3444566861479155 native-country=Puerto-Rico -0.26593363743295095 1.0388865766099256 native-country=Canada 0.22335629381698466 -0.8544579415111152 native-country=Germany -0.3206299830509413 -0.8618071997534973 native-country=Outlying-US(Guam-USVI-etc) 0.3482541960807461 0.49175120806818184 native-country=India 1.0215708114206246 -0.054295158331181974 native-country=Japan -0.8164922785669954 -0.13289699367176644 native-country=Greece 0.9224192137006723 0.5767023965172581 native-country=South -0.4231124339125604 -0.32967422620836245 native-country=China 0.16233042754397367 -2.614242563822652 native-country=Cuba -0.1704773781142246 0.2269817257691143 native-country=Iran -0.613759590717914 -0.6889794287563268 native-country=Honduras 0.9722648884529652 -0.8044501542080115 native-country=Philippines -0.3758825345786414 -0.06489768828983825 native-country=Italy -0.5354916624340205 -1.772186651827147 native-country=Poland 0.0342405539995188 -0.7074569191829483 native-country=Jamaica -0.16726542795525626 -0.746435038304808 native-country=Vietnam 0.23880658898338405 0.6906604362857341 native-country=Mexico 0.6554205955845768 -2.019357152698263 native-country=Portugal -0.7579184795878829 -0.9995767449176793 native-country=Ireland 0.9390966277583604 -0.5174197676006802 native-country=France 0.37818193094063945 -0.38044538473852374 native-country=Dominican-Republic -0.15568112763150924 -1.610232566090542 native-country=Laos -0.24632430050118406 -1.8117031960709633 native-country=Ecuador 0.7410998586395143 0.17806715915940677 native-country=Taiwan -0.7118866046685005 -1.1875166190718613 native-country=Haiti 0.4267843084579133 -1.060674677266664 native-country=Columbia 0.031356485141284446 0.07607683208791058 native-country=Hungary -0.07664576793392446 0.7466388038594722 native-country=Guatemala 0.09387813933196919 -0.6358063147119895 native-country=Nicaragua 0.3954467242068936 0.43941343146623274 native-country=Scotland -0.8943227522855977 -0.18946195179990338 native-country=Thailand -0.28368912496560456 0.6919933416347177 native-country=Yugoslavia 0.05941767581418174 -0.8797086007837398 native-country=El-Salvador -0.559964028136208 -0.6224721859420848 native-country=Trinadad&Tobago 0.03140130151469954 -1.1551383032612903 native-country=Peru -0.40817022914117923 -0.2171724469284072 native-country=Hong 0.680354244372324 -0.17846260871223474 native-country=Holand-Netherlands Hidden Weights: -0.7816916069928245 0.6231496163557891 6.427659411062292 -6.426140414314323 >50K <=50K Error sum for iteration 2500 = 63.41413575011254 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6850580127182806 0.8478584766741519 age 0.9356254164191848 -0.37097735772582247 workclass=Private -0.347002225509447 -1.396105928728782 workclass=Self-emp-not-inc 0.493204939758491 0.5308037783540713 workclass=Self-emp-inc -0.30988098189110297 1.0879542073045996 workclass=Federal-gov 1.0008359578935715 -0.12229029673757771 workclass=Local-gov 0.44207433071050295 -0.4704992218760838 workclass=State-gov -0.1417193201337086 0.40041484770632496 workclass=Without-pay 0.9919216379866361 0.2771109597179612 workclass=Never-worked 0.5752923499982626 0.03647729075096683 fnlwgt 0.6293918079323332 -0.4461859055908193 education=Bachelors -0.5057218852345898 -0.333133846199024 education=Some-college 0.9442233031455454 -2.3157119108898394 education=11th 0.1364066617997477 -0.39818949911089996 education=HS-grad 0.913808327668848 2.8486736920398648 education=Prof-school 0.8400336453268594 -0.4337370698478851 education=Assoc-acdm 0.31653289757026476 0.31234261465312035 education=Assoc-voc 0.17224481020813256 -1.4247608054505352 education=9th -0.2922383952813467 1.0745443375439196 education=7th-8th -0.10182890706678445 3.1964256034532763 education=12th 0.42585385940271203 -1.125500795997078 education=Masters 0.03619131452479588 -1.254145073271182 education=1st-4th -0.7641650923602523 -1.3572437494556977 education=10th 0.004142951873711048 1.2847479738673286 education=Doctorate 0.6349059405596563 -1.3955338868578047 education=5th-6th 0.6729326988183076 -0.6294802287706858 education=Preschool 0.8897172421971201 2.840255534784106 education-num 0.3358423732506133 2.0178330449852506 marital-status=Married-civ-spouse 0.49420822415766896 -0.2775830294519304 marital-status=Divorced 1.0023567870402452 -0.964065184230215 marital-status=Never-married -0.04619003718492905 -0.9449500251752223 marital-status=Separated 0.8351357180970538 -1.9131969619380134 marital-status=Widowed 0.5249574547075558 -1.2304539791144888 marital-status=Married-spouse-absent -0.19971021381074522 0.2125278535251424 marital-status=Married-AF-spouse -0.017531439762038165 0.17565921708845894 occupation=Tech-support -0.1957986967086069 0.19137095340895785 occupation=Craft-repair -0.45979539062471303 0.24962962486005422 occupation=Other-service -0.05716030815506641 -0.10172487195755538 occupation=Sales -0.580591924920097 1.1392430470496007 occupation=Exec-managerial -0.7732255402692018 0.14250478401728614 occupation=Prof-specialty 0.8229130213941855 -1.4394878746923476 occupation=Handlers-cleaners -0.26770148278380135 0.3084637330071099 occupation=Machine-op-inspct 0.9691906013881356 -0.002850386901410172 occupation=Adm-clerical -0.5364801909062565 0.061605609373174414 occupation=Farming-fishing 1.0783390320605486 -1.6885049515992236 occupation=Transport-moving -0.9067272936352309 -1.1278384376807409 occupation=Priv-house-serv 0.019754901383017522 0.9757450599573304 occupation=Protective-serv -0.19888701574555367 -1.0754433448222778 occupation=Armed-Forces 0.6326973709802743 -0.22566077451914593 relationship=Wife -0.5015558485348233 -1.8966785877309644 relationship=Own-child 0.14850814215073094 0.30244277921237456 relationship=Husband 0.002243760859934608 0.7180205015799719 relationship=Not-in-family -0.47868583444135626 -0.06410872523418316 relationship=Other-relative -0.5055902700399888 -1.3040783598945753 relationship=Unmarried 0.7579197343267134 0.19763647594967917 race=White -0.7112979271511851 0.3353917237770785 race=Asian-Pac-Islander -0.3867680280678161 -1.0636777626384604 race=Amer-Indian-Eskimo -0.543441761705394 -2.029142318866592 race=Other -0.7185612828356356 -0.0300868481986869 race=Black 0.5238166661309851 -0.552416766493945 sex 0.49130726531521274 0.5443957625865737 capital-gain 0.658774282141438 3.084990911542912 capital-loss 0.7363754668283131 0.6066418512936679 hours-per-week 0.41941467693317536 -0.5731649968254835 native-country=United-States 0.25876222708565627 2.230742006685908 native-country=Cambodia 0.16088976189310394 -0.6685898925070429 native-country=England 0.2589700375699558 -2.378199049116257 native-country=Puerto-Rico -0.2672553570484646 1.046159810427173 native-country=Canada 0.2223055962192722 -0.8583420846397258 native-country=Germany -0.3217405902513156 -0.8636672023082351 native-country=Outlying-US(Guam-USVI-etc) 0.34620243615984153 0.5248871352634117 native-country=India 1.0204602042202615 -0.056155160885930325 native-country=Japan -0.8176028857673632 -0.13475699622651185 native-country=Greece 0.9208859789200747 0.601594337595779 native-country=South -0.4242230411129347 -0.3315342287631142 native-country=China 0.1616686246988508 -2.6359485063323906 native-country=Cuba -0.17138872640169198 0.21325161030039483 native-country=Iran -0.6148473835112271 -0.6912036059644495 native-country=Honduras 0.9714708159518388 -0.8152448045337698 native-country=Philippines -0.37701508916644716 -0.06671798092933465 native-country=Italy -0.5363256427841618 -1.7996041455581697 native-country=Poland 0.033135797265021465 -0.7093198306495543 native-country=Jamaica -0.16837603515562474 -0.7482950408595458 native-country=Vietnam 0.23836684350442086 0.7056455918352179 native-country=Mexico 0.6543901543887358 -2.0417052402292826 native-country=Portugal -0.7590290867882508 -1.0014367474724284 native-country=Ireland 0.938028833308192 -0.5197186463298225 native-country=France 0.37706882146945614 -0.3822354690153714 native-country=Dominican-Republic -0.15613244827831177 -1.6259712647237783 native-country=Laos -0.2467045372941523 -1.834939491488589 native-country=Ecuador 0.7397987484556874 0.189307413053936 native-country=Taiwan -0.7130417960813359 -1.189367425569564 native-country=Haiti 0.42568365322281004 -1.0637548151984564 native-country=Columbia 0.030245877940913934 0.07421682953316211 native-country=Hungary -0.07775637513429563 0.7447788013047344 native-country=Guatemala 0.09276753213159801 -0.6376663172667273 native-country=Nicaragua 0.3943361170065193 0.43755342891148097 native-country=Scotland -0.894967936786837 -0.19554287829087413 native-country=Thailand -0.2847997321659788 0.6901333390799799 native-country=Yugoslavia 0.05828222890483693 -0.8815638726868257 native-country=El-Salvador -0.5610746353365759 -0.6243321884968226 native-country=Trinadad&Tobago 0.030290694314329125 -1.156998305816041 native-country=Peru -0.4092808363415535 -0.21903244948315262 native-country=Hong 0.6792436371719561 -0.18032261126698015 native-country=Holand-Netherlands Hidden Weights: -0.7828878649738493 0.6248491058514156 6.456723587039992 -6.455171808942437 >50K <=50K Error sum for iteration 2600 = 63.2426328298279 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6831172881478197 0.8498163829610361 age 0.9365390549313131 -0.37496647230843494 workclass=Private -0.36646130787239967 -1.4122105095387536 workclass=Self-emp-not-inc 0.49148820165585544 0.5287470001283786 workclass=Self-emp-inc -0.3084898482333376 1.0929716385941133 workclass=Federal-gov 0.9996383319057632 -0.12365187553715268 workclass=Local-gov 0.4443634275582603 -0.4772170906229677 workclass=State-gov -0.14298928995054733 0.39861395557238727 workclass=Without-pay 0.9906516681697913 0.2753100675840235 workclass=Never-worked 0.5729700208928559 0.022489493208517043 fnlwgt 0.615817683174551 -0.4461655976738088 education=Bachelors -0.5098827468572124 -0.33285553507888604 education=Some-college 0.9428733517754839 -2.3503900526300456 education=11th 0.14077828033533157 -0.3934267742058906 education=HS-grad 0.9125247491263554 2.875415333643352 education=Prof-school 0.8405515846853231 -0.4291291949136226 education=Assoc-acdm 0.3126407478718356 0.3153981392544885 education=Assoc-voc 0.1734920844809357 -1.4438145176214532 education=9th -0.29240635277510885 1.0869431898148467 education=7th-8th -0.10169439517398286 3.2308448315530622 education=12th 0.4182722151475012 -1.1278053277232996 education=Masters 0.03521308318944875 -1.2675784963974959 education=1st-4th -0.7650684643893709 -1.3705015472193387 education=10th 0.0031246034415837653 1.2669156383572708 education=Doctorate 0.6343353037317278 -1.42267577326166 education=5th-6th 0.6716629355193621 -0.631284276996136 education=Preschool 0.8740768051441141 2.8651740342390855 education-num 0.3340296579151011 2.0573715153138257 marital-status=Married-civ-spouse 0.48271521867984135 -0.28533137728612984 marital-status=Divorced 1.0007959547699665 -0.9766487357941683 marital-status=Never-married -0.04705015534754552 -0.9492108950160324 marital-status=Separated 0.8342271990000287 -1.9432383827287811 marital-status=Widowed 0.5237983380881504 -1.2400871492696277 marital-status=Married-spouse-absent -0.2009654541006764 0.21024336137232807 marital-status=Married-AF-spouse -0.01662106632934765 0.17476706693178948 occupation=Tech-support -0.19831925236102563 0.1915237696458558 occupation=Craft-repair -0.45056673675589015 0.2522446344742693 occupation=Other-service -0.06052300047333688 -0.10640647228227752 occupation=Sales -0.5858770789765614 1.1378066009152559 occupation=Exec-managerial -0.7966191051776012 0.1357653001188874 occupation=Prof-specialty 0.8217192622697382 -1.4537555087482594 occupation=Handlers-cleaners -0.2670444542750997 0.3108291598504418 occupation=Machine-op-inspct 0.9713510538172684 -0.004338672281772169 occupation=Adm-clerical -0.5365391079975014 0.05912528764983881 occupation=Farming-fishing 1.0771388598946525 -1.6971900458937468 occupation=Transport-moving -0.9079972634520755 -1.1296393298146794 occupation=Priv-house-serv 0.01844699443220261 0.9752346222740592 occupation=Protective-serv -0.2001901678705728 -1.0772138786780145 occupation=Armed-Forces 0.632056967447135 -0.25033605086874966 relationship=Wife -0.5031304702923051 -1.9215817531142385 relationship=Own-child 0.1447884728776351 0.29241811483343166 relationship=Husband -0.005107984450356843 0.7418445121070806 relationship=Not-in-family -0.47678019732271404 -0.05288325548518817 relationship=Other-relative -0.5119890447203628 -1.3047372239340822 relationship=Unmarried 0.7554353048591579 0.20251463119019122 race=White -0.7143189315458138 0.3324968024877914 race=Asian-Pac-Islander -0.3874929838406171 -1.0784806532994293 race=Amer-Indian-Eskimo -0.5436127649554493 -2.041456722097862 race=Other -0.7286694975695075 -0.02836438599895909 race=Black 0.5225515989109032 -0.565479523745188 sex 0.4895812431893915 0.5622082312634366 capital-gain 0.6589931260557123 3.113118764431795 capital-loss 0.7221998790298945 0.604333681762031 hours-per-week 0.40733797848793807 -0.5694548785728935 native-country=United-States 0.25461007569854754 2.276853141671479 native-country=Cambodia 0.16048791160327627 -0.6803694916807376 native-country=England 0.25809014216383425 -2.4100683749783536 native-country=Puerto-Rico -0.26873401508146477 1.0529676860946444 native-country=Canada 0.2211017574877238 -0.8621419109813947 native-country=Germany -0.3230105600681518 -0.8654680944421852 native-country=Outlying-US(Guam-USVI-etc) 0.3439810053067142 0.556048589825958 native-country=India 1.0191902344034165 -0.057956053019875754 native-country=Japan -0.8188728555842079 -0.1365578883604591 native-country=Greece 0.9191901957396853 0.6253143905106411 native-country=South -0.42549301092977093 -0.3333351208970519 native-country=China 0.1608686698936313 -2.6567544078122602 native-country=Cuba -0.1724490714295429 0.19981732028366586 native-country=Iran -0.6160933720249977 -0.6933551479787253 native-country=Honduras 0.9705237689970472 -0.8253729831972136 native-country=Philippines -0.37830706396137065 -0.06848329015230414 native-country=Italy -0.5373109916203804 -1.825389198030245 native-country=Poland 0.03188060866183785 -0.7111285440636211 native-country=Jamaica -0.16964600497246346 -0.7500959329934959 native-country=Vietnam 0.2378180229976978 0.7203267623475383 native-country=Mexico 0.6532041653876632 -2.063244789167572 native-country=Portugal -0.7602990566050954 -1.0032376396063707 native-country=Ireland 0.9368041969096468 -0.5219468466208645 native-country=France 0.37579629217195365 -0.3839713518918558 native-country=Dominican-Republic -0.15673770439448345 -1.6407853642292969 native-country=Laos -0.24723557003445035 -1.8569747028433383 native-country=Ecuador 0.7383329372096123 0.200227159152678 native-country=Taiwan -0.7143495585146447 -1.1911611937836102 native-country=Haiti 0.42442395783932846 -1.0667157711813153 native-country=Columbia 0.028975908124074513 0.07241593739921892 native-country=Hungary -0.07902634495113547 0.7429779091707843 native-country=Guatemala 0.09149756231475817 -0.6394672094006774 native-country=Nicaragua 0.3930661471896831 0.4357525367775433 native-country=Scotland -0.8957544058429299 -0.2016525824528994 native-country=Thailand -0.28606970198281506 0.6883324469460298 native-country=Yugoslavia 0.05698741117386912 -0.8833606482492276 native-country=El-Salvador -0.5623446051534206 -0.6261330806307727 native-country=Trinadad&Tobago 0.029020724497489703 -1.1587991979499794 native-country=Peru -0.41055080615838974 -0.22083334161709986 native-country=Hong 0.6779736673551114 -0.1821235034009274 native-country=Holand-Netherlands Hidden Weights: -0.7851986412684311 0.6277031550330768 6.483195882530087 -6.481610230024326 >50K <=50K Error sum for iteration 2700 = 63.094606935732926 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6809255701028163 0.8514940044848427 age 0.9371057226759256 -0.3787330966905957 workclass=Private -0.38780110685575625 -1.4277220567520637 workclass=Self-emp-not-inc 0.48961369574400765 0.5267930982679774 workclass=Self-emp-inc -0.3071286703004973 1.0975206801333566 workclass=Federal-gov 0.998377377444203 -0.12499707162955742 workclass=Local-gov 0.4464419291957268 -0.48365685295409594 workclass=State-gov -0.14445135509639695 0.39686624197666104 workclass=Without-pay 0.9891896030239361 0.27356235398829726 workclass=Never-worked 0.5702968785900903 0.009593633494283335 fnlwgt 0.6008345200505432 -0.4459141764296127 education=Bachelors -0.5146710958489872 -0.3327235961262967 education=Some-college 0.9413301544587351 -2.3832008095915995 education=11th 0.14545983938384813 -0.3886699771142288 education=HS-grad 0.9110490910056777 2.901131355021368 education=Prof-school 0.8410880025660538 -0.4244855815648677 education=Assoc-acdm 0.30835924051622443 0.3184073389514042 education=Assoc-voc 0.1746472566405022 -1.46223803035108 education=9th -0.292679923489891 1.098855043478138 education=7th-8th -0.10165933549109868 3.263330579308831 education=12th 0.4097005862320115 -1.1296889721735597 education=Masters 0.03405418698522797 -1.2805488932414912 education=1st-4th -0.7661138492396652 -1.383306440595877 education=10th 0.001936101799788067 1.2490622375305753 education=Doctorate 0.6336088857895817 -1.4490254916281629 education=5th-6th 0.6702014384248722 -0.6330396728696006 education=Preschool 0.8565528707510254 2.8891675431897883 education-num 0.3316282155271786 2.0961100541910516 marital-status=Married-civ-spouse 0.46982184891274337 -0.2932248942228909 marital-status=Divorced 0.9989322566158609 -0.9890069974009522 marital-status=Never-married -0.04800685525410047 -0.9535227137669429 marital-status=Separated 0.8331798992365046 -1.9721161104670402 marital-status=Widowed 0.5224771413327483 -1.249413009631993 marital-status=Married-spouse-absent -0.2024127245538026 0.2080563039542273 marital-status=Married-AF-spouse -0.015720844493127925 0.17410486900735112 occupation=Tech-support -0.20104840157020534 0.191698263627637 occupation=Craft-repair -0.4408030652804637 0.25459727233800583 occupation=Other-service -0.06437542527436653 -0.11079318567344562 occupation=Sales -0.5920721144100203 1.1363131287550836 occupation=Exec-managerial -0.8223676345402604 0.12910181552875133 occupation=Prof-specialty 0.8203426259690785 -1.4676347601126554 occupation=Handlers-cleaners -0.26636963136243463 0.31298116241336027 occupation=Machine-op-inspct 0.9735969969382848 -0.005555752437298288 occupation=Adm-clerical -0.536552993853246 0.05674427681734169 occupation=Farming-fishing 1.0757520326122347 -1.7056729309392136 occupation=Transport-moving -0.9094593285979308 -1.1313870434104116 occupation=Priv-house-serv 0.016956963253114826 0.9747400324477847 occupation=Protective-serv -0.20168567585446592 -1.0789343133066718 occupation=Armed-Forces 0.6312285206791417 -0.2741300459365806 relationship=Wife -0.5048149370492562 -1.9461033326774333 relationship=Own-child 0.1403809820585486 0.2821831351840478 relationship=Husband -0.01349378328625992 0.7655496416324453 relationship=Not-in-family -0.47484923001623847 -0.04166508821782365 relationship=Other-relative -0.519082720888762 -1.3055779567865808 relationship=Unmarried 0.7523615741380576 0.20737531467505257 race=White -0.7175444868526824 0.32976543439458444 race=Asian-Pac-Islander -0.38837094014988616 -1.0928339720073925 race=Amer-Indian-Eskimo -0.5439050304378791 -2.0534450236355877 race=Other -0.7402068366458727 -0.026872357889343768 race=Black 0.5207678479933745 -0.5775969394075784 sex 0.4876316618368634 0.5793430610685201 capital-gain 0.6591424909727545 3.139557787756659 capital-loss 0.7064191423986846 0.6023514723260092 hours-per-week 0.39327707459475486 -0.5655986043584411 native-country=United-States 0.25031566490720797 2.3198540726140506 native-country=Cambodia 0.15992304328818374 -0.6916229111188069 native-country=England 0.25702646784717104 -2.4402340593033855 native-country=Puerto-Rico -0.27040523048300863 1.0593711226253548 native-country=Canada 0.21971350770506812 -0.8658626821987321 native-country=Germany -0.32447262521399256 -0.8672158080379186 native-country=Outlying-US(Guam-USVI-etc) 0.3415449212974878 0.5854098322716825 native-country=India 1.0177281692575864 -0.05970376661560221 native-country=Japan -0.8203349207300631 -0.13830560195618888 native-country=Greece 0.9172934937347181 0.647981440440469 native-country=South -0.4269550760756117 -0.33508283449277815 native-country=China 0.15990551444892612 -2.6767331335013886 native-country=Cuba -0.17368877506491634 0.1866867913455465 native-country=Iran -0.6175298826999868 -0.6954412286421023 native-country=Honduras 0.9693951469352732 -0.8349039010148658 native-country=Philippines -0.3797914107068894 -0.07019901473675495 native-country=Italy -0.538476043214338 -1.8497234202053017 native-country=Poland 0.030443528126311823 -0.7128889053510771 native-country=Jamaica -0.17110807011831308 -0.7518436465892293 native-country=Vietnam 0.2371348326257344 0.7347192488502005 native-country=Mexico 0.6518311105459902 -2.0840214724718567 native-country=Portugal -0.7617611217509507 -1.004985353202103 native-country=Ireland 0.9353904583516203 -0.5241093394657518 native-country=France 0.3743315667642887 -0.38565815925075814 native-country=Dominican-Republic -0.15752207826727713 -1.6547810311631475 native-country=Laos -0.24794208200201157 -1.8779224962519863 native-country=Ecuador 0.7366670022568524 0.21084742307627233 native-country=Taiwan -0.715841584255946 -1.1929037527624262 native-country=Haiti 0.4229725956991961 -1.069566914100545 native-country=Columbia 0.027513842978227395 0.07066822380349423 native-country=Hungary -0.0804884100969829 0.7412301955750509 native-country=Guatemala 0.09003549716891074 -0.6412149229964108 native-country=Nicaragua 0.39160408204384234 0.43400482318181705 native-country=Scotland -0.896711947255973 -0.20779283466013304 native-country=Thailand -0.2875317671286558 0.6865847333502964 native-country=Yugoslavia 0.05550023468845825 -0.8851047609019942 native-country=El-Salvador -0.5638066702992758 -0.6278807942265061 native-country=Trinadad&Tobago 0.027558659351642586 -1.1605469115457117 native-country=Peru -0.4120128713042305 -0.22258105521282964 native-country=Hong 0.6765116022092562 -0.18387121699665718 native-country=Holand-Netherlands Hidden Weights: -0.7888378110347856 0.6319368353336369 6.507353875714596 -6.5057336684603095 >50K <=50K Error sum for iteration 2800 = 62.972712667885666 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.67845125227393 0.8529514481373032 age 0.9372541999955194 -0.3822250315480544 workclass=Private -0.41143139066072143 -1.4427910221975362 workclass=Self-emp-not-inc 0.4875547310917683 0.5249418767815746 workclass=Self-emp-inc -0.3057904783421155 1.1015873912630854 workclass=Federal-gov 0.997046240479455 -0.12627981390107398 workclass=Local-gov 0.44825046376030014 -0.48983929962770634 workclass=State-gov -0.14614601092349763 0.39516548486204534 workclass=Without-pay 0.9874949471968396 0.27186159687368155 workclass=Never-worked 0.5671900852125062 -0.0022288115870576124 fnlwgt 0.584169824831639 -0.44545313546549287 education=Bachelors -0.5202198913004257 -0.33281482466973494 education=Some-college 0.9395519649452012 -2.4143009735432144 education=11th 0.1505164275434583 -0.3839018275339767 education=HS-grad 0.909340612020569 2.925870537504573 education=Prof-school 0.841661330629503 -0.4197688125158307 education=Assoc-acdm 0.30359539227787935 0.32138316120072413 education=Assoc-voc 0.17570552387104293 -1.4801253931871305 education=9th -0.29307955828058735 1.1102903393936978 education=7th-8th -0.10174373727505154 3.2940797377295024 education=12th 0.39988007695044364 -1.131204311147599 education=Masters 0.03267787958864167 -1.293084155899266 education=1st-4th -0.7673285992301966 -1.3956917234811486 education=10th 5.424878751064916E-4 1.231250397487736 education=Doctorate 0.6326959381760084 -1.474650826859773 education=5th-6th 0.6685076873098101 -0.6347514471600849 education=Preschool 0.8367297429633349 2.9123257977859307 education-num 0.3285176307701811 2.1340429575304434 marital-status=Married-civ-spouse 0.4552471312922437 -0.30127270013312946 marital-status=Divorced 0.9966756086565033 -1.0010839062521832 marital-status=Never-married -0.04907651525079485 -0.9578928688648346 marital-status=Separated 0.8319678184372843 -1.999921365357352 marital-status=Widowed 0.5209606397360838 -1.2584570895188791 marital-status=Married-spouse-absent -0.20409236923086999 0.20595624853198818 marital-status=Married-AF-spouse -0.014816895993729356 0.17364624917645288 occupation=Tech-support -0.20401060177844577 0.19189356734503035 occupation=Craft-repair -0.4303724744188037 0.25667893296200667 occupation=Other-service -0.06883960181349191 -0.11490339673751547 occupation=Sales -0.5993745341354594 1.1347032180603844 occupation=Exec-managerial -0.8510093276741708 0.12244155387622722 occupation=Prof-specialty 0.8187440570708386 -1.4811332944410622 occupation=Handlers-cleaners -0.2656671922768377 0.31491766037276586 occupation=Machine-op-inspct 0.9759618440236318 -0.00645089120775031 occupation=Adm-clerical -0.5365216538605128 0.054411581803566374 occupation=Farming-fishing 1.074138111650817 -1.7138836433935825 occupation=Transport-moving -0.9111539844250273 -1.1330878005250475 occupation=Priv-house-serv 0.01524770436177642 0.9742629878710295 occupation=Protective-serv -0.2034143753905539 -1.0806105466286233 occupation=Armed-Forces 0.6301867585179157 -0.29705723490606306 relationship=Wife -0.5066351340099704 -1.970272554313775 relationship=Own-child 0.13513309929425796 0.2718232288973978 relationship=Husband -0.023107872384447403 0.7891377791326749 relationship=Not-in-family -0.47288190075778 -0.03057218495812505 relationship=Other-relative -0.5270513007421973 -1.306613280258724 relationship=Unmarried 0.7485637185365593 0.2123399816550028 race=White -0.7210387886937023 0.3271205714902619 race=Asian-Pac-Islander -0.38943067713678564 -1.1067692267962166 race=Amer-Indian-Eskimo -0.5443371669507251 -2.0651529967015887 race=Other -0.7534533314559169 -0.02565877660022667 race=Black 0.5183413423353532 -0.5888682386465198 sex 0.48540827192238273 0.5958335410013832 capital-gain 0.659209608048229 3.1645231698204803 capital-loss 0.6886514738347093 0.6006617126693008 hours-per-week 0.37683955809296016 -0.5616426394589595 native-country=United-States 0.24581244783020553 2.36001496107472 native-country=Cambodia 0.15916685504454675 -0.7024041856813487 native-country=England 0.25574398624101974 -2.468845028256108 native-country=Puerto-Rico -0.272312633474973 1.0654181534375502 native-country=Canada 0.218102395180477 -0.869510483776284 native-country=Germany -0.326167281041095 -0.8689165651525487 native-country=Outlying-US(Guam-USVI-etc) 0.3388390864428416 0.6131198640417278 native-country=India 1.0160335134305203 -0.0614045237302249 native-country=Japan -0.8220295765571596 -0.14000635907080786 native-country=Greece 0.9151485039563559 0.6697051706628324 native-country=South -0.4286497319027141 -0.33678359160739385 native-country=China 0.15874880420627968 -2.6959505596700626 native-country=Cuba -0.17514504226060332 0.17386523617862534 native-country=Iran -0.6191968694731144 -0.6974691729095749 native-country=Honduras 0.9680495103345149 -0.8438964059207462 native-country=Philippines -0.3815089120009931 -0.07187089424789726 native-country=Italy -0.5398557277684013 -1.8727628301436925 native-country=Poland 0.02878591685005588 -0.7146071718625749 native-country=Jamaica -0.17280272594541377 -0.7535444037038593 native-country=Vietnam 0.23628708319386563 0.7488339510483647 native-country=Mexico 0.6502321103891728 -2.1040782857265112 native-country=Portugal -0.7634557775780472 -1.0066861103167388 native-country=Ireland 0.9337477743944627 -0.52621157023019 native-country=France 0.3726340889972329 -0.38730129131613455 native-country=Dominican-Republic -0.1585171718147756 -1.668048575244673 native-country=Laos -0.24885470313517263 -1.8978855378123471 native-country=Ecuador 0.7347569447647926 0.2211908072555367 native-country=Taiwan -0.717556733009913 -1.194601273675256 native-country=Haiti 0.42128920435908634 -1.0723170576824457 native-country=Columbia 0.02581918715112681 0.06896746668887146 native-country=Hungary -0.08218306592408413 0.7395294384604209 native-country=Guatemala 0.08834084134180951 -0.6429156801110408 native-country=Nicaragua 0.3899094262167399 0.43230406606720134 native-country=Scotland -0.8978775211250404 -0.21396726305011068 native-country=Thailand -0.28922642295575823 0.6848839762356663 native-country=Yugoslavia 0.05377987553062326 -0.8868023491675728 native-country=El-Salvador -0.5655013261263723 -0.6295815513411361 native-country=Trinadad&Tobago 0.025864003524542 -1.1622476686603476 native-country=Peru -0.4137075271313329 -0.22428181232744862 native-country=Hong 0.6748169463821597 -0.18557197411127616 native-country=Holand-Netherlands Hidden Weights: -0.7941031708341235 0.6378636227932113 6.529433765128132 -6.527778776792149 >50K <=50K Error sum for iteration 2900 = 62.881742312057106 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6756754854699681 0.8542592566697003 age 0.9368897625018905 -0.38536588815916256 workclass=Private -0.437845424461619 -1.45760978263733 workclass=Self-emp-not-inc 0.48528419630590536 0.5231964780306538 workclass=Self-emp-inc -0.3044600743009114 1.1051417307051024 workclass=Federal-gov 0.9956499764468333 -0.1274380132359613 workclass=Local-gov 0.4497008490995324 -0.4957795623847776 workclass=State-gov -0.14812204526154094 0.39350483211549553 workclass=Without-pay 0.9855189128588082 0.27020094412713175 workclass=Never-worked 0.5635431690869929 -0.012983479133234102 fnlwgt 0.5655158876685822 -0.4447956734383434 education=Bachelors -0.5267048752959423 -0.33323858393793215 education=Some-college 0.9374880412079895 -2.4438258501310024 education=11th 0.1560483736831648 -0.3790980245531856 education=HS-grad 0.9073501834902303 2.949678212853588 education=Prof-school 0.842306670569691 -0.41491871916368206 education=Assoc-acdm 0.2982295297597848 0.3243354136460759 education=Assoc-voc 0.17666310941297803 -1.4975705535281068 education=9th -0.2936263243218233 1.1212479314640298 education=7th-8th -0.1019684629450335 3.3232507203046158 education=12th 0.38845257738277894 -1.1323951014138651 education=Masters 0.031040259431154415 -1.3052098838938073 education=1st-4th -0.7687428268035426 -1.4076888631917663 education=10th -0.0010969279073446017 1.2135336791639377 education=Doctorate 0.6315604686763473 -1.4996084886691197 education=5th-6th 0.6665328518111294 -0.6364251395758509 education=Preschool 0.8140916988001807 2.9347351301656235 education-num 0.3245415490845748 2.1711649525956207 marital-status=Married-civ-spouse 0.438667370552503 -0.3095051624590224 marital-status=Divorced 0.9939031831837783 -1.0128218377278935 marital-status=Never-married -0.05027334274224154 -0.9623316289460232 marital-status=Separated 0.830562829501778 -2.026733715343 marital-status=Widowed 0.5192108504493884 -1.2672443140761835 marital-status=Married-spouse-absent -0.20605301068973939 0.20393319069419075 marital-status=Married-AF-spouse -0.013882509201383706 0.17337714060744816 occupation=Tech-support -0.20722551757968038 0.19211191892502985 occupation=Craft-repair -0.41909394007477535 0.2584729140181971 occupation=Other-service -0.07408344588173588 -0.1187524455507723 occupation=Sales -0.6080482372252954 1.1328939346853077 occupation=Exec-managerial -0.8832230848486032 0.11567720094066632 occupation=Prof-specialty 0.8168765588067448 -1.4942529487048863 occupation=Handlers-cleaners -0.26491537960267203 0.3166322722706648 occupation=Machine-op-inspct 0.9784985687868307 -0.006947356192288901 occupation=Adm-clerical -0.5364329057286777 0.052066822334157624 occupation=Farming-fishing 1.0722480448054814 -1.7217397480554415 occupation=Transport-moving -0.9131300187630587 -1.1347484532715992 occupation=Priv-house-serv 0.01327566893523119 0.9738097138462284 occupation=Protective-serv -0.20542548252522178 -1.0822491477429794 occupation=Armed-Forces 0.6289032542055258 -0.31911073928989103 relationship=Wife -0.5086169210521695 -1.9941154876278546 relationship=Own-child 0.12884913307773943 0.26140520411430457 relationship=Husband -0.03415968866866414 0.8126176582165525 relationship=Not-in-family -0.4708608887854774 -0.01972528722184173 relationship=Other-relative -0.5361357195917136 -1.3078747330496219 relationship=Unmarried 0.743858299218319 0.21756475432434505 race=White -0.7248749522540053 0.32447185612663404 race=Asian-Pac-Islander -0.3907047924819522 -1.1203154573075416 race=Amer-Indian-Eskimo -0.5449283893133169 -2.0766282073727544 race=Other -0.7687348572641178 -0.024801878428708676 race=Black 0.5151074374991734 -0.5993678796891942 sex 0.482848845214 0.6117087126984114 capital-gain 0.6591839872864654 3.1882054539877824 capital-loss 0.6684004224381378 0.599239018343603 hours-per-week 0.3575397317476667 -0.5576336969932615 native-country=United-States 0.24102514313669512 2.3975599465967856 native-country=Cambodia 0.1581863370329925 -0.7127650389065049 native-country=England 0.25420084254024294 -2.496032152553808 native-country=Puerto-Rico -0.2745086370114302 1.0711460978387233 native-country=Canada 0.21622256233968412 -0.8730925291058497 native-country=Germany -0.32814331537913877 -0.8705772178991008 native-country=Outlying-US(Guam-USVI-etc) 0.33579670849430066 0.6393036198426177 native-country=India 1.0140574790924897 -0.06306517647677873 native-country=Japan -0.824005610895191 -0.1416670118173617 native-country=Greece 0.9126976348050949 0.6905892309565237 native-country=South -0.4306257662407579 -0.33844424435394366 native-country=China 0.15736360254715137 -2.7144673385406413 native-country=Cuba -0.1768620532893448 0.16135449333905527 native-country=Iran -0.6211423736553027 -0.6994468150875353 native-country=Honduras 0.9664445183354773 -0.8524008682058403 native-country=Philippines -0.3835087463256191 -0.07350533546323215 native-country=Italy -0.5414914650170424 -1.8946431167469098 native-country=Poland 0.02686170452574774 -0.7162903730462636 native-country=Jamaica -0.17477876028345707 -0.7552050564504115 native-country=Vietnam 0.23524022844489897 0.762678127539521 native-country=Mexico 0.6483605967094168 -2.123455648670249 native-country=Portugal -0.7654318119160786 -1.0083467630632905 native-country=Ireland 0.9318282567085174 -0.5282597161080761 native-country=France 0.37065498230726557 -0.3889067214317767 native-country=Dominican-Republic -0.15976079539121185 -1.6806657872080089 native-country=Laos -0.2500096400175479 -1.9169580688913324 native-country=Ecuador 0.7325492357395831 0.23128240369774428 native-country=Taiwan -0.7195412072095017 -1.196260618548309 native-country=Haiti 0.419325165264982 -1.0749746744984254 native-country=Columbia 0.023843152813086858 0.06730681394231604 native-country=Hungary -0.08415910026212377 0.7378687857138687 native-country=Guatemala 0.08636480700376988 -0.644576332857593 native-country=Nicaragua 0.38793339187869613 0.43064341332065154 native-country=Scotland -0.8992957736216715 -0.22018185214377842 native-country=Thailand -0.291202457293802 0.6832233234891142 native-country=Yugoslavia 0.051777105111131524 -0.8884601931773348 native-country=El-Salvador -0.5674773604644037 -0.6312422040876883 native-country=Trinadad&Tobago 0.02388796918650205 -1.1639083214068993 native-country=Peru -0.4156835614693767 -0.22594246507400245 native-country=Hong 0.6728409120441283 -0.18723262685783 native-country=Holand-Netherlands Hidden Weights: -0.8014118727030405 0.6459236914979005 6.549637232553456 -6.54794780109644 >50K <=50K Error sum for iteration 3000 = 62.82932882504643 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6726167223854941 0.8555024532734558 age 0.9358912885509739 -0.38804080395996204 workclass=Private -0.4676047275712089 -1.4724456966395756 workclass=Self-emp-not-inc 0.48278156386749177 0.5215669120556338 workclass=Self-emp-inc -0.30310412960082217 1.1081315381124321 workclass=Federal-gov 0.994220887142783 -0.1283812375072049 workclass=Local-gov 0.4506606442889181 -0.5014856661404075 workclass=State-gov -0.15043445661250554 0.39187626665852987 workclass=Without-pay 0.9832065015078509 0.2685723786701661 workclass=Never-worked 0.5592216952673462 -0.02265561862638467 fnlwgt 0.5445685426013265 -0.44394597910638056 education=Bachelors -0.5343555729145174 -0.3341550456449965 education=Some-college 0.9350802661862926 -2.4718905066468295 education=11th 0.16221230769558886 -0.3742218565395799 education=HS-grad 0.9050223010851908 2.972597832496691 education=Prof-school 0.8430914743524042 -0.4098418405241851 education=Assoc-acdm 0.29210920653976324 0.32727102117517926 education=Assoc-voc 0.1775226427495291 -1.5146716017101027 education=9th -0.2943363153499185 1.1317102862392439 education=7th-8th -0.10235038717935281 3.350965541521672 education=12th 0.37491641230988604 -1.1332968822258538 education=Masters 0.029092822232004913 -1.316949643241268 education=1st-4th -0.7703844475467638 -1.4193284554444052 education=10th -0.0030251196089192676 1.1959545565578962 education=Doctorate 0.6301646785976507 -1.5239446830640897 education=5th-6th 0.6642218516468599 -0.638067238874839 education=Preschool 0.7880241356572384 2.9564806241560766 education-num 0.319501025932673 2.2074705836242883 marital-status=Married-civ-spouse 0.41974915715679845 -0.3179829357276336 marital-status=Divorced 0.9904454544872986 -1.0241558725673938 marital-status=Never-married -0.05160225683325301 -0.9668536134004041 marital-status=Separated 0.8289400780353152 -2.0526218568211854 marital-status=Widowed 0.5171892699664421 -1.2758003282194783 marital-status=Married-spouse-absent -0.20834946966970322 0.2019770259949164 marital-status=Married-AF-spouse -0.012865308627511203 0.17329915012406602 occupation=Tech-support -0.21069465066159737 0.19235961815819877 occupation=Craft-repair -0.40671342333064225 0.2599545220726733 occupation=Other-service -0.0803410481491171 -0.12235224621690807 occupation=Sales -0.6184421221145288 1.13076614838101 occupation=Exec-managerial -0.9198430001965967 0.1086411971795698 occupation=Prof-specialty 0.8146872883470778 -1.506988321235501 occupation=Handlers-cleaners -0.26406935009055726 0.31811208792574225 occupation=Machine-op-inspct 0.9812953155662152 -0.006926801809232286 occupation=Adm-clerical -0.536251365515895 0.049637831290603486 occupation=Farming-fishing 1.070025763524248 -1.7291381410093254 occupation=Transport-moving -0.9154424301140159 -1.1363770187285978 occupation=Priv-house-serv 0.010994145880659948 0.9733932395880422 occupation=Protective-serv -0.2077745443357614 -1.083857887664023 occupation=Armed-Forces 0.6273525167126015 -0.34025659640319356 relationship=Wife -0.5107786378706745 -2.0176578495308584 relationship=Own-child 0.12128091890403678 0.2509770779063805 relationship=Husband -0.046832566806398794 0.8360059450100289 relationship=Not-in-family -0.46875624856992276 -0.009253312600409668 relationship=Other-relative -0.546660572097896 -1.3094185656378998 relationship=Unmarried 0.7379960736657885 0.22326111972562535 race=White -0.7291317090518827 0.32170688078372395 race=Asian-Pac-Islander -0.39222536281174414 -1.133500013202433 race=Amer-Indian-Eskimo -0.5456927144048014 -2.0879232105975953 race=Other -0.7863923270549608 -0.024425060307981486 race=Black 0.5108474564368356 -0.6091437281413902 sex 0.47987937696647553 0.6269932779562792 capital-gain 0.6590636875662631 3.210780252101126 capital-loss 0.6450268545581701 0.5980607052883586 hours-per-week 0.3348088579296747 -0.5536264728853688 native-country=United-States 0.23587152328882777 2.4326743253681427 native-country=Cambodia 0.15694742508397064 -0.7227564341879735 native-country=England 0.25235114460264785 -2.521910414320357 native-country=Puerto-Rico -0.27705265955710473 1.0765831272269286 native-country=Canada 0.21402332780397962 -0.8766177290921849 native-country=Germany -0.3304557267301046 -0.8722057833560626 native-country=Outlying-US(Guam-USVI-etc) 0.33234010150834786 0.6640620297115654 native-country=India 1.0117450677415205 -0.06469374193374755 native-country=Japan -0.8263180222461483 -0.1432955772743289 native-country=Greece 0.909874112171456 0.7107349592052916 native-country=South -0.4329381775917237 -0.3400728098109093 native-country=China 0.1557144034198215 -2.732340843437351 native-country=Cuba -0.17888827546100156 0.14915178692479195 native-country=Iran -0.6234203312803835 -0.7013830512618776 native-country=Honduras 0.9645336671081736 -0.8604608366486081 native-country=Philippines -0.3858464634480039 -0.0751099322520244 native-country=Italy -0.5434281127446104 -1.91548426362043 native-country=Poland 0.024619885608094715 -0.7179468698277116 native-country=Jamaica -0.17709117163442167 -0.7568336219073732 native-country=Vietnam 0.23395897536695273 0.776255546369044 native-country=Mexico 0.6461647137653602 -2.142191615193102 native-country=Portugal -0.7677442232670358 -1.009975328520289 native-country=Ireland 0.9295781502623753 -0.5302611366080047 native-country=France 0.36833911325093743 -0.3904814741335044 native-country=Dominican-Republic -0.161293880406238 -1.6927007187668721 native-country=Laos -0.25144529731147214 -1.935228589435207 native-country=Ecuador 0.7299822391090446 0.24115077492500553 native-country=Taiwan -0.7218458680051497 -1.1978898896847068 native-country=Haiti 0.417025696841479 -1.0775482129728469 native-country=Columbia 0.021530741462121722 0.06567824848534769 native-country=Hungary -0.08647151161308957 0.7362402202569069 native-country=Guatemala 0.08405239565280408 -0.6462048983145547 native-country=Nicaragua 0.3856209805277303 0.4290148478636859 native-country=Scotland -0.9010170798426952 -0.22644566985647333 native-country=Thailand -0.29351486864476783 0.6815947580321524 native-country=Yugoslavia 0.04943630925494931 -0.8900862465993619 native-country=El-Salvador -0.569789771815361 -0.63287076954465 native-country=Trinadad&Tobago 0.021575557835536913 -1.1655368868638978 native-country=Peru -0.4179959728203425 -0.22757103053096966 native-country=Hong 0.670528500693171 -0.1888611923147972 native-country=Holand-Netherlands Hidden Weights: -0.8113461944303296 0.6567351108665169 6.568137880892176 -6.566415074135904 >50K <=50K Error sum for iteration 3100 = 62.82713959435609 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6693831301735177 0.8567893865853056 age 0.934115870487135 -0.39007640070809274 workclass=Private -0.5012656345935688 -1.4876965693632271 workclass=Self-emp-not-inc 0.4800496574488567 0.5200765831171125 workclass=Self-emp-inc -0.3016513912025114 1.110477096822609 workclass=Federal-gov 0.9928500817065552 -0.12897045944064364 workclass=Local-gov 0.4509290148708614 -0.5069554087951067 workclass=State-gov -0.15313573718113394 0.39026982349507783 workclass=Without-pay 0.9805052209392321 0.26696593550671405 workclass=Never-worked 0.554063867481376 -0.031200629057183467 fnlwgt 0.5211343936241458 -0.4428984422016987 education=Bachelors -0.5434624698531673 -0.3358006456394185 education=Some-college 0.932271017189645 -2.4985900814951405 education=11th 0.16925636615349313 -0.3692166488656432 education=HS-grad 0.9023036737813869 2.994674031324511 education=Prof-school 0.8441457093926709 -0.40439554737101674 education=Assoc-acdm 0.2850467762566299 0.33019309543256836 education=Assoc-voc 0.17830513977757115 -1.5315344286601917 education=9th -0.29520685268951213 1.1416361070385719 education=7th-8th -0.10289025202926987 3.3773108796251523 education=12th 0.35856574823999215 -1.1339406045465503 education=Masters 0.02679179154153146 -1.3283253012613427 education=1st-4th -0.7722661931825324 -1.4306413879386493 education=10th -0.005276472510596808 1.1785409368451354 education=Doctorate 0.6284795252760733 -1.5476952591666617 education=5th-6th 0.6615220287819021 -0.6396858340742239 education=Preschool 0.7578614499017872 2.977646965806936 education-num 0.3131559294264235 2.242954094430005 marital-status=Married-civ-spouse 0.39824730392279406 -0.32681096534563187 marital-status=Divorced 0.9860672070019949 -1.0350066735095114 marital-status=Never-married -0.05304329113175716 -0.9714797412182125 marital-status=Separated 0.8270917729601085 -2.077643860073172 marital-status=Widowed 0.5148691922858637 -1.284153356065198 marital-status=Married-spouse-absent -0.2110340639192722 0.20007685721309937 marital-status=Married-AF-spouse -0.011662460799542073 0.17343568498314507 occupation=Tech-support -0.2143716855973625 0.19264805820118674 occupation=Craft-repair -0.39286884782948084 0.2610955280150026 occupation=Other-service -0.08794179255237221 -0.12571303988042457 occupation=Sales -0.631001978959381 1.1281473830513171 occupation=Exec-managerial -0.961830712141139 0.10106136177553722 occupation=Prof-specialty 0.8121261128211444 -1.5193247196950455 occupation=Handlers-cleaners -0.26304028506594623 0.3193353716241597 occupation=Machine-op-inspct 0.9845038619288013 -0.006207268791077092 occupation=Adm-clerical -0.5358964901484224 0.04703994136785806 occupation=Farming-fishing 1.0674158243427565 -1.7359436274961961 occupation=Transport-moving -0.9181437106826348 -1.1379834618920386 occupation=Priv-house-serv 0.008364020537557765 0.9730369368236659 occupation=Protective-serv -0.2105147581818282 -1.0854465196265923 occupation=Armed-Forces 0.6255279734487159 -0.3604224592740774 relationship=Wife -0.5131131530623543 -2.040928316941288 relationship=Own-child 0.11212662720600909 0.24056646700356343 relationship=Husband -0.06117986691991942 0.8593277946459069 relationship=Not-in-family -0.4665137830251166 6.976250976379602E-4 relationship=Other-relative -0.5590603153363893 -1.3113346160760242 relationship=Unmarried 0.7306433922020467 0.22972128420856017 race=White -0.7338807377005485 0.31868177643329093 race=Asian-Pac-Islander -0.3940118962174806 -1.1463494243920134 race=Amer-Indian-Eskimo -0.546624958515867 -2.099099471074111 race=Other -0.8066884868179237 -0.024718209899241624 race=Black 0.5052751867322731 -0.6182114518342577 sex 0.4764199551798279 0.6417073527984414 capital-gain 0.6588693053858661 3.232419123111584 capital-loss 0.6177350775929291 0.597098219288032 hours-per-week 0.3080605046036237 -0.5496972041736456 native-country=United-States 0.2302715506282099 2.465513999174855 native-country=Cambodia 0.15542580444710472 -0.7324303936197147 native-country=England 0.25015465613517046 -2.5465809702775077 native-country=Puerto-Rico -0.2800027810031763 1.0817496141377305 native-country=Canada 0.21145872211855293 -0.8800976052677156 native-country=Germany -0.3331570072987375 -0.8738122265195034 native-country=Outlying-US(Guam-USVI-etc) 0.32838814278483386 0.6874710901851219 native-country=India 1.0090437871728788 -0.06630018509719483 native-country=Japan -0.8290193028147671 -0.1449020204377752 native-country=Greece 0.9066091605585099 0.7302457611112386 native-country=South -0.4356394581603566 -0.34167925297436136 native-country=China 0.15377675837299692 -2.7496275690264316 native-country=Cuba -0.1812668592780864 0.13724764230583744 native-country=Iran -0.6260816821162295 -0.7032886394341609 native-country=Honduras 0.9622758808859359 -0.8681145756949897 native-country=Philippines -0.3885753598398075 -0.07669423144130583 native-country=Italy -0.5457037873738307 -1.9353949289105203 native-country=Poland 0.022013814951353194 -0.7195871548774966 native-country=Jamaica -0.17979245220305007 -0.7584400650708141 native-country=Vietnam 0.23241802712711315 0.7895659325805816 native-country=Mexico 0.6435965365583244 -2.16032222651191 native-country=Portugal -0.7704455038356547 -1.0115817716837299 native-country=Ireland 0.9269466776806371 -0.5322250703832055 native-country=France 0.3656337759412233 -0.39203433157286904 native-country=Dominican-Republic -0.16315046254749058 -1.7042141218717841 native-country=Laos -0.2531917567758394 -1.9527828406805892 native-country=Ecuador 0.7269939170257558 0.25082888487657345 native-country=Taiwan -0.7245165011422152 -1.1994992339548325 native-country=Haiti 0.41433858090410514 -1.0800465425770809 native-country=Columbia 0.01882946089349308 0.06407180532190036 native-country=Hungary -0.08917279218171725 0.7346337770934661 native-country=Guatemala 0.08135111508417639 -0.6478113414779956 native-country=Nicaragua 0.3829196999590974 0.42740840470023383 native-country=Scotland -0.9030892859182571 -0.23277178585077243 native-country=Thailand -0.2962161492134007 0.6799883148687116 native-country=Yugoslavia 0.04670410425760568 -0.8916904168558055 native-country=El-Salvador -0.5724910523839798 -0.6344772127080909 native-country=Trinadad&Tobago 0.01887427726690827 -1.1671433300273386 native-country=Peru -0.4206972533889754 -0.22917747369441596 native-country=Hong 0.6678272201245522 -0.1904676354782435 native-country=Holand-Netherlands Hidden Weights: -0.8247002676474089 0.6711513982398041 6.585088948359471 -6.583334729491935 >50K <=50K Error sum for iteration 3200 = 62.89093009698298 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.666271305653277 0.858268900756645 age 0.9314242905954142 -0.39121828671267433 workclass=Private -0.5391907025422599 -1.5039758346279075 workclass=Self-emp-not-inc 0.4771486591505248 0.5187744954406375 workclass=Self-emp-inc -0.29995692051532047 1.1120714474522178 workclass=Federal-gov 0.9917468216410356 -0.12898661177154347 workclass=Local-gov 0.4501995761283108 -0.5121709031617755 workclass=State-gov -0.15625401391396462 0.38867264242267135 workclass=Without-pay 0.9773869442064033 0.2653687544343076 workclass=Never-worked 0.5478942073561226 -0.038533743096704855 fnlwgt 0.4953625428479538 -0.44163714960269335 education=Bachelors -0.5543680790717651 -0.33851606048403593 education=Some-college 0.9290234806107548 -2.523999245142932 education=11th 0.17757346852342062 -0.36399665398296516 education=HS-grad 0.8991648392570731 3.0159588585205324 education=Prof-school 0.8457156810966129 -0.39836804150430977 education=Assoc-acdm 0.2768283465588794 0.33309738916935105 education=Assoc-voc 0.1790728902193949 -1.5482735082314183 education=9th -0.29618795891281713 1.1509499246637744 education=7th-8th -0.10354767470950098 3.402340766233066 education=12th 0.33841928624238005 -1.1343649384796108 education=Masters 0.0241206408362513 -1.3393574684275324 education=1st-4th -0.7743580972164221 -1.441660183854174 education=10th -0.00785175058485812 1.1613014635251768 education=Doctorate 0.6265087570335144 -1.5708852325363016 education=5th-6th 0.6584049154311576 -0.6412913965582531 education=Preschool 0.7230348867760685 2.99831590296183 education-num 0.3052498180057275 2.277609898005795 marital-status=Married-civ-spouse 0.3742246264175375 -0.3361555083042434 marital-status=Divorced 0.9804429253045528 -1.0452732688467608 marital-status=Never-married -0.0545221065762711 -0.9762392545252826 marital-status=Separated 0.8250561413411152 -2.101846714567819 marital-status=Widowed 0.5122632959626026 -1.2923367225326865 marital-status=Married-spouse-absent -0.21413480090158607 0.1982202101163512 marital-status=Married-AF-spouse -0.010076873001612844 0.17384099399705716 occupation=Tech-support -0.21810336005659992 0.19299399358399388 occupation=Craft-repair -0.37704563526206797 0.26188037953164073 occupation=Other-service -0.09735091219692507 -0.12885140137945808 occupation=Sales -0.6462509362461072 1.124794455722694 occupation=Exec-managerial -1.0101518775065097 0.09248965467946087 occupation=Prof-specialty 0.809166825094826 -1.5312356447201305 occupation=Handlers-cleaners -0.2616605275078269 0.32027092376839766 occupation=Machine-op-inspct 0.9883874451001511 -0.004517546826036583 occupation=Adm-clerical -0.5352039449351834 0.044182645462741366 occupation=Farming-fishing 1.064382948102597 -1.7419749951049421 occupation=Transport-moving -0.9212619874154636 -1.1395806429644488 occupation=Priv-house-serv 0.005378979719271639 0.9727785549341988 occupation=Protective-serv -0.2136751343386765 -1.0870277258176435 occupation=Armed-Forces 0.6234772723886509 -0.3794794441445699 relationship=Wife -0.5155508604530369 -2.063962443733591 relationship=Own-child 0.10105501277130102 0.2301775583910375 relationship=Husband -0.07691315209432105 0.8826161717547827 relationship=Not-in-family -0.4640374086299498 0.009951682078613782 relationship=Other-relative -0.5738992559313314 -1.3137575649042728 relationship=Unmarried 0.7213708354704091 0.23733741631305727 race=White -0.7391554106148619 0.31521680754685777 race=Asian-Pac-Islander -0.3960450567320556 -1.1588903045466075 race=Amer-Indian-Eskimo -0.5476722813928152 -2.110231515981804 race=Other -0.8295983713072536 -0.025959801996284716 race=Black 0.4980301011161023 -0.6265437275655861 sex 0.4724026042834333 0.6558662199339683 capital-gain 0.6586706978240149 3.2533028413230856 capital-loss 0.5856074614003666 0.5963009290983008 hours-per-week 0.27686904092825776 -0.5459673167738027 native-country=United-States 0.22417082110167355 2.4962227636367635 native-country=Cambodia 0.15363109467407857 -0.7418417376724213 native-country=England 0.24759985409061622 -2.5701333793744876 native-country=Puerto-Rico -0.2833942750454488 1.0866601252611243 native-country=Canada 0.20851064487038926 -0.8835474926792598 native-country=Germany -0.33627528403157053 -0.8754094075919081 native-country=Outlying-US(Guam-USVI-etc) 0.3238777624394151 0.7095812042071681 native-country=India 1.0059255104400353 -0.06789736616960215 native-country=Japan -0.8321375795475959 -0.14649920151018106 native-country=Greece 0.9028517576004036 0.7492318588291155 native-country=South -0.43875773489318964 -0.34327643404676783 native-country=China 0.15156318080915296 -2.766386168802311 native-country=Cuba -0.18401261526332008 0.12562275706617873 native-country=Iran -0.6291522502932893 -0.7051771643788315 native-country=Honduras 0.9596583602372515 -0.8753965272172771 native-country=Philippines -0.39172476347235735 -0.078270661874867 native-country=Italy -0.5483259229774324 -1.9544768871856555 native-country=Poland 0.01902372723045919 -0.7212247777025244 native-country=Jamaica -0.18291072893588076 -0.7600372461432188 native-country=Vietnam 0.23062615671362516 0.8026036481569668 native-country=Mexico 0.6406346866286299 -2.1778820312559963 native-country=Portugal -0.7735637805684835 -1.0131789527561401 native-country=Ireland 0.9239080357717173 -0.5341635052641216 native-country=France 0.3625104939785273 -0.3935766881027882 native-country=Dominican-Republic -0.1653343990871407 -1.715261609656599 native-country=Laos -0.25524666519663275 -1.9697070573130162 native-country=Ecuador 0.723542224806921 0.26035445986614253 native-country=Taiwan -0.7275703146833382 -1.2011018167679293 native-country=Haiti 0.41123601764241485 -1.082479452604984 native-country=Columbia 0.015711184160661786 0.06247462424949324 native-country=Hungary -0.09229106891454786 0.7330365960210614 native-country=Guatemala 0.07823283835134578 -0.6494085225504003 native-country=Nicaragua 0.37980142322626437 0.42581122362782736 native-country=Scotland -0.9055369623476854 -0.23917810752021698 native-country=Thailand -0.2993344259462338 0.6783911337963069 native-country=Yugoslavia 0.04355103891299335 -0.8932855099485205 native-country=El-Salvador -0.5756093291168086 -0.6360743937804956 native-country=Trinadad&Tobago 0.015756000534076976 -1.1687405110997489 native-country=Peru -0.42381553012180845 -0.23077465476682182 native-country=Hong 0.6647089433917234 -0.19206481655064936 native-country=Holand-Netherlands Hidden Weights: -0.8424916900437677 0.6902948548967905 6.600635472063711 -6.598852794922491 >50K <=50K Error sum for iteration 3300 = 63.04042754832475 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6639120924470686 0.8601608378414882 age 0.927749374654018 -0.3911223166510009 workclass=Private -0.5812155470224191 -1.5222136090374678 workclass=Self-emp-not-inc 0.4742499824445763 0.517755847436615 workclass=Self-emp-inc -0.29775072612171444 1.1127983700995474 workclass=Federal-gov 0.991331481956645 -0.12809023164402605 workclass=Local-gov 0.448004728436565 -0.5170925328525046 workclass=State-gov -0.1597541874932537 0.38706844390354644 workclass=Without-pay 0.9738867706271245 0.26376455591518266 workclass=Never-worked 0.5405591759842369 -0.044524795134998234 fnlwgt 0.46811669717234833 -0.4401336104975117 education=Bachelors -0.567419471863476 -0.342755988903153 education=Some-college 0.9253578214836873 -2.548171299625068 education=11th 0.18776223519357757 -0.35844005239083515 education=HS-grad 0.8956385463143557 3.0365237759120753 education=Prof-school 0.8482441856979859 -0.39146298616423186 education=Assoc-acdm 0.2672440507401618 0.33596379008642024 education=Assoc-voc 0.17996216179799698 -1.565004629805723 education=9th -0.29713672912449157 1.159530760908374 education=7th-8th -0.1042023485273882 3.4260865344051563 education=12th 0.31316487290918305 -1.134649665561662 education=Masters 0.021129312190043263 -1.3500658720160492 education=1st-4th -0.7765431845358091 -1.4524199960257553 education=10th -0.010675366395951978 1.1442214765270025 education=Doctorate 0.6243294164326354 -1.593527330017129 education=5th-6th 0.6549049227743016 -0.6428971479833276 education=Preschool 0.6833601401713225 3.018556962619626 education-num 0.2955819528522526 2.3114326045289735 marital-status=Married-civ-spouse 0.34842001333162614 -0.3462507067125552 marital-status=Divorced 0.9731248136276338 -1.0548323314755452 marital-status=Never-married -0.05586730316164169 -0.9811701415973787 marital-status=Separated 0.8229641227920683 -2.125264945444809 marital-status=Widowed 0.5094703410086938 -1.3003914926174225 marital-status=Married-spouse-absent -0.21761664458626204 0.1963926748772039 marital-status=Married-AF-spouse -0.007754781996746244 0.17460959024481212 occupation=Tech-support -0.22153122096625633 0.1934174184283063 occupation=Craft-repair -0.35854178896584893 0.26234668421128504 occupation=Other-service -0.10922493609228984 -0.13181341934604318 occupation=Sales -0.6646873348626013 1.120392016461804 occupation=Exec-managerial -1.0655183955119614 0.08220856029186761 occupation=Prof-specialty 0.8058442607294459 -1.5426806111234954 occupation=Handlers-cleaners -0.259639932638499 0.320884176669188 occupation=Machine-op-inspct 0.9933853266727225 -0.0014830279460900475 occupation=Adm-clerical -0.5338718615348912 0.040994546395019524 occupation=Farming-fishing 1.060946203388403 -1.7469932763061968 occupation=Transport-moving -0.9247621609947424 -1.1411848414835795 occupation=Priv-house-serv 0.0021094054237480514 0.9726711048219183 occupation=Protective-serv -0.21722159184491424 -1.0886176438720714 occupation=Armed-Forces 0.6213654740292905 -0.3972200353529452 relationship=Wife -0.5178986722741459 -2.0868062950018373 relationship=Own-child 0.08778300597607842 0.21978738375087767 relationship=Husband -0.09308427378594256 0.9059114570346689 relationship=Not-in-family -0.46117526417306437 0.01829092936881752 relationship=Other-relative -0.5918610918309232 -1.316876259625379 relationship=Unmarried 0.709667106008935 0.24658094974871733 race=White -0.7448938247458966 0.31111154697124505 race=Asian-Pac-Islander -0.39822344493804984 -1.171149765468897 race=Amer-Indian-Eskimo -0.5486897380524809 -2.1214090171207873 race=Other -0.8544626393798092 -0.02851569354369875 race=Black 0.48868793320484916 -0.6340557701968029 sex 0.4678054097909547 0.6694807303606678 capital-gain 0.6586256542471616 3.2736369043220486 capital-loss 0.5477375605546785 0.5955660113243416 hours-per-week 0.24129971630147456 -0.5426390361521154 native-country=United-States 0.21758210393831207 2.5249660295108147 native-country=Cambodia 0.15164713080846456 -0.751048501845877 native-country=England 0.2447438560726432 -2.592648271039733 native-country=Puerto-Rico -0.2872009880744716 1.0913279225499273 native-country=Canada 0.20522960446429037 -0.8869874435178559 native-country=Germany -0.3397754576108605 -0.8770136061110378 native-country=Outlying-US(Guam-USVI-etc) 0.31880527029940925 0.7304208104415728 native-country=India 1.0024253368607434 -0.0695015646887295 native-country=Japan -0.8356377531268747 -0.14810340002931 native-country=Greece 0.8986051240694332 0.7678139981189923 native-country=South -0.4422579084724796 -0.34488063256589274 native-country=China 0.14916654835405366 -2.782680689688701 native-country=Cuba -0.18707201085094466 0.11424419623374601 native-country=Iran -0.6325935387598286 -0.7070655798453382 native-country=Honduras 0.9567360949397168 -0.8823384382875511 native-country=Philippines -0.3952613751820971 -0.07985504432011423 native-country=Italy -0.5512298451729568 -1.9728293886887291 native-country=Poland 0.01569591860629549 -0.7228767373540559 native-country=Jamaica -0.18641090251516984 -0.7616414446623485 native-country=Vietnam 0.2286662691413277 0.8153560249556167 native-country=Mexico 0.637324225947858 -2.1949045875983937 native-country=Portugal -0.7770639541477623 -1.0147831512752707 native-country=Ireland 0.9205003257839728 -0.5360916681739236 native-country=France 0.3590037868420936 -0.3951229927204317 native-country=Dominican-Republic -0.16777964442883997 -1.725895162145524 native-country=Laos -0.2575342705520613 -1.986090653970907 native-country=Ecuador 0.7196421684485386 0.26976853061779477 native-country=Taiwan -0.7309547146553785 -1.2027143693914566 native-country=Haiti 0.4077534420190988 -1.0848577519806655 native-country=Columbia 0.012211010581374238 0.0608704257303665 native-country=Hungary -0.09579124249383608 0.7314323975019317 native-country=Guatemala 0.07473266477205756 -0.65101272106953 native-country=Nicaragua 0.3763012496469744 0.42420702510870245 native-country=Scotland -0.908324603186639 -0.24568726762893126 native-country=Thailand -0.3028345995255237 0.6767869352771771 native-country=Yugoslavia 0.04001023320038945 -0.8948877528006981 native-country=El-Salvador -0.5791095026960874 -0.6376785922996253 native-country=Trinadad&Tobago 0.01225582695478947 -1.1703447096188795 native-country=Peru -0.4273157037010984 -0.23237885328595076 native-country=Hong 0.6612087698124446 -0.1936690150697783 native-country=Holand-Netherlands Hidden Weights: -0.8658578122305484 0.7154926453382761 6.614935898857497 -6.613128941175718 >50K <=50K Error sum for iteration 3400 = 63.29364048845334 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6633872385544171 0.8628012041911628 age 0.9232257326755143 -0.38939454490005815 workclass=Private -0.626326753783675 -1.5436957276367136 workclass=Self-emp-not-inc 0.47168755390527856 0.5171876223373214 workclass=Self-emp-inc -0.29459651014030364 1.112583229114104 workclass=Federal-gov 0.9923343347182844 -0.1257937389024577 workclass=Local-gov 0.4436402685568846 -0.5216634835381544 workclass=State-gov -0.16349737809437487 0.38543900312660956 workclass=Without-pay 0.9701435800260096 0.2621351151382458 workclass=Never-worked 0.5319788795758098 -0.049012774687834486 fnlwgt 0.44129404064087147 -0.43833263678545653 education=Bachelors -0.5828577098278286 -0.3490376085732048 education=Some-college 0.9213875052402246 -2.5711379531327565 education=11th 0.2006460504242939 -0.3523904066331843 education=HS-grad 0.8918593420925691 3.0564797016764187 education=Prof-school 0.8524490770541923 -0.3833102668557635 education=Assoc-acdm 0.2561385754857127 0.3387417058282812 education=Assoc-voc 0.18120412089903631 -1.5818230151920563 education=9th -0.2977744831886303 1.1672085079195351 education=7th-8th -0.10462184623009826 3.4485813349450374 education=12th 0.28117950342888853 -1.1349898558362412 education=Masters 0.017974075674181272 -1.3604688764125379 education=1st-4th -0.7785764908023529 -1.4629576117459515 education=10th -0.013552238520478824 1.1272646985543622 education=Doctorate 0.6221314111281658 -1.615618985847068 education=5th-6th 0.6511596143335132 -0.6445175517073868 education=Preschool 0.6393634876272666 3.0384093446203653 education-num 0.2841380850683076 2.3444128994542366 marital-status=Married-civ-spouse 0.3226079895897987 -0.3573584232913925 marital-status=Divorced 0.9634974146724347 -1.0635605176267262 marital-status=Never-married -0.0567789415024729 -0.9863142455948549 marital-status=Separated 0.821083497009964 -2.1479181266301106 marital-status=Widowed 0.506722604551992 -1.308366909844418 marital-status=Married-spouse-absent -0.22134121254247144 0.1945793734377165 marital-status=Married-AF-spouse -0.0041350928295894925 0.17587889754650113 occupation=Tech-support -0.22397688910220906 0.19393708184337236 occupation=Craft-repair -0.3364940501820596 0.26265663710786785 occupation=Other-service -0.12448629638765188 -0.13472441158435247 occupation=Sales -0.6865373793647013 1.1145980987803805 occupation=Exec-managerial -1.128110368883404 0.06916258285925535 occupation=Prof-specialty 0.8022911748953838 -1.5536049700931243 occupation=Handlers-cleaners -0.2565471968810323 0.32115918302651025 occupation=Machine-op-inspct 1.0001585756062448 0.0033429725164682263 occupation=Adm-clerical -0.53142076400223 0.03747645538537631 occupation=Farming-fishing 1.057211336090819 -1.750703693742155 occupation=Transport-moving -0.9285053515958572 -1.1428142822605376 occupation=Priv-house-serv -0.0012504953861716115 0.97277342783814 occupation=Protective-serv -0.22101620439664277 -1.090234398869609 occupation=Armed-Forces 0.6195557844871451 -0.41334550850369256 relationship=Wife -0.5197745443606794 -2.1095167611132077 relationship=Own-child 0.07222380529412668 0.20934447055768035 relationship=Husband -0.10786531190869664 0.9292702017102596 relationship=Not-in-family -0.4577459029341953 0.025453040048406362 relationship=Other-relative -0.613669321052116 -1.3209304334023457 relationship=Unmarried 0.6949994437641799 0.2578842455543186 race=White -0.7508714526417133 0.3062000048725926 race=Asian-Pac-Islander -0.40032231814300245 -1.183153877679562 race=Amer-Indian-Eskimo -0.5494014223239958 -2.132731544591525 race=Other -0.8796682695773231 -0.03276353766941518 race=Black 0.4767936485247286 -0.640600280638484 sex 0.4626896109547674 0.6825598764570406 capital-gain 0.6590068797693609 3.2936644792447516 capital-loss 0.503476019100088 0.5946922347913032 hours-per-week 0.2022657255669426 -0.5400305732988036 native-country=United-States 0.21062769281534166 2.5519858202287904 native-country=Cambodia 0.14967060279351038 -0.7601084755221369 native-country=England 0.2417530259718537 -2.6142001638752124 native-country=Puerto-Rico -0.2912945753034654 1.0957746745229038 native-country=Canada 0.20177750157951047 -0.8904411471161032 native-country=Germany -0.34351864821198125 -0.8786430468879705 native-country=Outlying-US(Guam-USVI-etc) 0.31327466974400864 0.750011744722776 native-country=India 0.9986821462596037 -0.07113100546566474 native-country=Japan -0.8393809437279895 -0.14973284080624336 native-country=Greece 0.8939658561729074 0.7861227391181265 native-country=South -0.44600109907360036 -0.3465100733428296 native-country=China 0.14680312272237214 -2.7985819481456033 native-country=Cuba -0.19028244500841537 0.10306285253731817 native-country=Iran -0.6362618317869451 -0.7089727502259907 native-country=Honduras 0.9536717561415291 -0.8889692284049092 native-country=Philippines -0.39904894224383114 -0.08146511927448905 native-country=Italy -0.5542359535569366 -1.990552103883064 native-country=Poland 0.012182259128296413 -0.7245616771486033 native-country=Jamaica -0.190154093116291 -0.7632708854392811 native-country=Vietnam 0.22673360821603228 0.8278034023837705 native-country=Mexico 0.633818345652023 -2.2114220655768975 native-country=Portugal -0.7808071447488771 -1.016412592052229 native-country=Ireland 0.9168659453398784 -0.5380266208080959 native-country=France 0.35525158604097645 -0.3966892726580386 native-country=Dominican-Republic -0.17031083626906662 -1.736162755392691 native-country=Laos -0.25986450078723783 -2.00202583222952 native-country=Ecuador 0.7154049592573095 0.2791103245633065 native-country=Taiwan -0.7345041101284677 -1.2043557150621709 native-country=Haiti 0.4040299510339231 -1.0871917593224283 native-country=Columbia 0.008467819980252339 0.05924098495343263 native-country=Hungary -0.09953443309495756 0.7298029567249991 native-country=Guatemala 0.07098947417093608 -0.6526421618464626 native-country=Nicaragua 0.37255805904585365 0.42257758433176557 native-country=Scotland -0.9113187403985882 -0.252323842237144 native-country=Thailand -0.3065777901266445 0.6751574945002445 native-country=Yugoslavia 0.03621767524262472 -0.896515319033484 native-country=El-Salvador -0.5828526932972022 -0.6393080330765579 native-country=Trinadad&Tobago 0.008512636353667571 -1.1719741503958376 native-country=Peru -0.43105889430221916 -0.23400829406288412 native-country=Hong 0.6574655792113298 -0.19529845584671165 native-country=Holand-Netherlands Hidden Weights: -0.8957585607870818 0.7480340105695656 6.628197217129349 -6.6263729103846245 >50K <=50K Error sum for iteration 3500 = 63.65804307555337 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6661398481859672 0.8666838339537685 age 0.918368742812466 -0.3857051014550045 workclass=Private -0.672779596825923 -1.5698899124809844 workclass=Self-emp-not-inc 0.46995191166211303 0.517318878055998 workclass=Self-emp-inc -0.2899133079352085 1.111473453792808 workclass=Federal-gov 0.995820064396923 -0.12149517640812324 workclass=Local-gov 0.43610178666607086 -0.5258516178257311 workclass=State-gov -0.1672413084626286 0.3837695150698155 workclass=Without-pay 0.9663996496577703 0.2604656270814517 workclass=Never-worked 0.5221837252494346 -0.051859151790645514 fnlwgt 0.4176154278994567 -0.43611249299590443 education=Bachelors -0.600638250298099 -0.3577927498823142 education=Some-college 0.9173133420488663 -2.592910916933269 education=11th 0.2171677986559876 -0.34566614282606517 education=HS-grad 0.888061205439125 3.076002822913956 education=Prof-school 0.8593306198114761 -0.3735245882320384 education=Assoc-acdm 0.2434555213308874 0.3413357058116228 education=Assoc-voc 0.1830927184963047 -1.598768506178753 education=9th -0.2976965813545351 1.1737842712684257 education=7th-8th -0.10448163645872978 3.469898200398247 education=12th 0.24069985703293484 -1.1358220255149492 education=Masters 0.014914554498502514 -1.3705807713759288 education=1st-4th -0.7800968271103815 -1.4733059559655326 education=10th -0.016171275204278083 1.1103872279638636 education=Doctorate 0.6202107682291018 -1.6371374340035985 education=5th-6th 0.6474089759776136 -0.6461631776087943 education=Preschool 0.5923279307502737 3.0578582482627255 education-num 0.27124241430430546 2.376527164684107 marital-status=Married-civ-spouse 0.2995394789264826 -0.369640318681552 marital-status=Divorced 0.9507220385196689 -1.07139953432366 marital-status=Never-married -0.056857830142159185 -0.991703327866466 marital-status=Separated 0.8198091956409594 -2.1698076704214695 marital-status=Widowed 0.5043827118727093 -1.3163145241136127 marital-status=Married-spouse-absent -0.22506752779819197 0.19276993977529194 marital-status=Married-AF-spouse 0.00152227602144408 0.1778181822261338 occupation=Tech-support -0.224391518535468 0.19457351978348425 occupation=Craft-repair -0.31001981778988724 0.26316887001707007 occupation=Other-service -0.144403189829871 -0.13786174692694858 occupation=Sales -0.7113710132455039 1.1071577385945155 occupation=Exec-managerial -1.1976169775450325 0.05201361591645557 occupation=Prof-specialty 0.7987320286170948 -1.5639434749794439 occupation=Handlers-cleaners -0.25187285460091613 0.32114140988562184 occupation=Machine-op-inspct 1.009542719611092 0.010372222337607599 occupation=Adm-clerical -0.5272241034480323 0.03376750672784577 occupation=Farming-fishing 1.053359028695906 -1.7527849229211498 occupation=Transport-moving -0.9322492819640966 -1.1444837703173372 occupation=Priv-house-serv -0.0043756259436861416 0.9731284398882036 occupation=Protective-serv -0.22481714056367627 -1.0918927471274171 occupation=Armed-Forces 0.6186632032290522 -0.42748470468664357 relationship=Wife -0.5205939892551967 -2.132153745187778 relationship=Own-child 0.05466569539191237 0.19877813573323785 relationship=Husband -0.11886390280954624 0.9527952889917096 relationship=Not-in-family -0.45365420929828987 0.03114925842659666 relationship=Other-relative -0.6399073128878802 -1.3261820567750848 relationship=Unmarried 0.6769314188118303 0.27140688834689597 race=White -0.7566758390724474 0.300444536359155 race=Asian-Pac-Islander -0.40200218820489725 -1.1949222619598632 race=Amer-Indian-Eskimo -0.5494183220343425 -2.1442901659627496 race=Other -0.9027701832092587 -0.038907051035315554 race=Black 0.46191108296388683 -0.6460016519283591 sex 0.45720048074851466 0.6951170899067854 capital-gain 0.6601692135481364 3.3136638706628765 capital-loss 0.45269502790027816 0.5933350222488456 hours-per-week 0.16154973111731388 -0.5385729409419506 native-country=United-States 0.2035360743581647 2.5776590136028386 native-country=Cambodia 0.14800298720767321 -0.7690696264815452 native-country=England 0.23890047975723083 -2.6348587775420165 native-country=Puerto-Rico -0.2954440193242008 1.100045614021875 native-country=Canada 0.19842895988090165 -0.8939307326742507 native-country=Germany -0.3472625785802365 -0.8803125349447667 native-country=Outlying-US(Guam-USVI-etc) 0.30750982758163165 0.7684009776999162 native-country=India 0.9949382158913643 -0.07280049352245353 native-country=Japan -0.8431248740962289 -0.1514023288630309 native-country=Greece 0.8891253875655409 0.804288595345967 native-country=South -0.4497450294418556 -0.3481795613996237 native-country=China 0.14480796567433632 -2.8141634263859188 native-country=Cuba -0.19337504392273272 0.09201594105390823 native-country=Iran -0.6399084479724735 -0.7109140901763397 native-country=Honduras 0.9507323501261413 -0.8953123326648678 native-country=Philippines -0.40284878964152304 -0.08311521250651581 native-country=Italy -0.5570495944501266 -2.0077440751420386 native-country=Poland 0.008736190445487046 -0.7262939931474522 native-country=Jamaica -0.19389802348454474 -0.7649403734960774 native-country=Vietnam 0.22512675309371744 0.8399253496428306 native-country=Mexico 0.6303787095216686 -2.227462260941183 native-country=Portugal -0.7845510751171165 -1.0180820801090285 native-country=Ireland 0.9132506347128936 -0.5399820888267886 native-country=France 0.351494692777923 -0.39828792883730035 native-country=Dominican-Republic -0.17264836059735436 -1.746104495749854 native-country=Laos -0.26193693302761084 -2.0176004466830286 native-country=Ecuador 0.7110383425817681 0.28840798564599796 native-country=Taiwan -0.7379386979891157 -1.2060413623384083 native-country=Haiti 0.4003076933757534 -1.08948674699283 native-country=Columbia 0.004723889611998407 0.057571496896643065 native-country=Hungary -0.10327836346321219 0.7281334686682028 native-country=Guatemala 0.06724554380268145 -0.6543116499032589 native-country=Nicaragua 0.3688141286775984 0.4209080962749715 native-country=Scotland -0.9142898259776276 -0.25910737776761056 native-country=Thailand -0.31032172049489976 0.6734880064434483 native-country=Yugoslavia 0.03241164854019553 -0.8981829662828426 native-country=El-Salvador -0.5865966236654416 -0.6409775211333542 native-country=Trinadad&Tobago 0.004768705985413646 -1.1736436384526372 native-country=Peru -0.43480282467047443 -0.23567778211967166 native-country=Hong 0.6537216488430904 -0.1969679439034992 native-country=Holand-Netherlands Hidden Weights: -0.932597847083518 0.788818238991236 6.640718479893952 -6.638890730469933 >50K <=50K Error sum for iteration 3600 = 64.12227345392625 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6735887383438924 0.8724490917535555 age 0.9142464089874182 -0.37992816103633487 workclass=Private -0.7188758081994815 -1.6019911575228332 workclass=Self-emp-not-inc 0.4696078015743629 0.5184457821300891 workclass=Self-emp-inc -0.2830712284442506 1.1097081599835807 workclass=Federal-gov 1.0030732680340646 -0.1146113171758154 workclass=Local-gov 0.4241433309932461 -0.5297485274515427 workclass=State-gov -0.17070029616485266 0.38205696187326266 workclass=Without-pay 0.9629406619555664 0.2587530738848989 workclass=Never-worked 0.5113224697118581 -0.05303970674663581 fnlwgt 0.39969058722497297 -0.43323929819855433 education=Bachelors -0.6202109820825549 -0.3691585963327789 education=Some-college 0.9133579373200826 -2.613486315956177 education=11th 0.23814740623128808 -0.3380683733320576 education=HS-grad 0.8845136511467896 3.0953548578871812 education=Prof-school 0.8700651520860628 -0.36179707620290485 education=Assoc-acdm 0.22924970416165294 0.34360643264982804 education=Assoc-voc 0.18590001693498737 -1.615798652766847 education=9th -0.29645833578496505 1.1790859067640542 education=7th-8th -0.10344834883510116 3.49018048268435 education=12th 0.19017232372915702 -1.1379640045393387 education=Masters 0.012249079080650298 -1.3804065981223852 education=1st-4th -0.7807111313893393 -1.4834833726701897 education=10th -0.018178685300915064 1.0935639597742735 education=Doctorate 0.6188969611712911 -1.6580343268120157 education=5th-6th 0.6439351784469665 -0.6478328347048586 education=Preschool 0.5439053827456343 3.0768123692405736 education-num 0.2576591275976977 2.4077339478211113 marital-status=Married-civ-spouse 0.28227323045337327 -0.38297514060831506 marital-status=Divorced 0.9337333740951871 -1.0784537231604383 marital-status=Never-married -0.055705234207868985 -0.997338743833932 marital-status=Separated 0.8195762875250149 -2.1909145387921227 marital-status=Widowed 0.5028612385594918 -1.3242745144035404 marital-status=Married-spouse-absent -0.2285123582324099 0.1909661440815219 marital-status=Married-AF-spouse 0.00999797638854481 0.18060698086644125 occupation=Tech-support -0.2214495814957014 0.1953814988123852 occupation=Craft-repair -0.27842778107253124 0.2644360447350932 occupation=Other-service -0.17058742041747024 -0.14171285808905523 occupation=Sales -0.7377707886523582 1.0980501370088993 occupation=Exec-managerial -1.273708547720698 0.02937722673842657 occupation=Prof-specialty 0.7954166134301328 -1.5736276807121103 occupation=Handlers-cleaners -0.24516999957941074 0.32098418333413836 occupation=Machine-op-inspct 1.0223720124688807 0.01982215031418949 occupation=Adm-clerical -0.5206224170654635 0.030171082878675027 occupation=Farming-fishing 1.049574723428123 -1.7529444557411529 occupation=Transport-moving -0.9357082696663005 -1.146196323513901 occupation=Priv-house-serv -0.00686170297882873 0.9737464001434112 occupation=Protective-serv -0.22833801703644374 -1.093595713995127 occupation=Armed-Forces 0.619541066961356 -0.43925075044461515 relationship=Wife -0.5196438793739104 -2.1547619851567554 relationship=Own-child 0.03588383392345929 0.1880308192695761 relationship=Husband -0.12407798896471933 0.9766722066134078 relationship=Not-in-family -0.44906257311015274 0.03509764686962094 relationship=Other-relative -0.6707568028970561 -1.3328615054010315 relationship=Unmarried 0.6553131801704497 0.2868084038904071 race=White -0.7617621549787644 0.2940183342834166 race=Asian-Pac-Islander -0.4028875338375804 -1.2064591481544218 race=Amer-Indian-Eskimo -0.5483323209030025 -2.156137757742327 race=Other -0.9212331242890552 -0.046761078084186954 race=Black 0.4437122879983475 -0.6501450388432004 sex 0.45151513904235396 0.7071784603256203 capital-gain 0.6624480493891399 3.333913820197623 capital-loss 0.39594405686703255 0.5910089184366298 hours-per-week 0.12133141425776608 -0.5387309389804215 native-country=United-States 0.1965737919554861 2.6025089478742998 native-country=Cambodia 0.14697808056581685 -0.7779567708660123 native-country=England 0.23650135542316106 -2.6546868072962524 native-country=Puerto-Rico -0.2993742824105988 1.104222362644115 native-country=Canada 0.19551124171455753 -0.8974681785642795 native-country=Germany -0.35072156628246015 -0.8820250881413239 native-country=Outlying-US(Guam-USVI-etc) 0.30180457923306875 0.7856981141527429 native-country=India 0.9914792281891605 -0.07451304671901292 native-country=Japan -0.8465838617984328 -0.15311488205959045 native-country=Greece 0.8843173385874008 0.8224205571741705 native-country=South -0.45320401714407926 -0.34989211459617653 native-country=China 0.14356113982108168 -2.82949026966944 native-country=Cuba -0.1960408832134013 0.08103732192394175 native-country=Iran -0.6432400792516907 -0.7128931795411187 native-country=Honduras 0.9482243184083771 -0.9013808878032986 native-country=Philippines -0.4063797442932039 -0.08480791908943995 native-country=Italy -0.5593234619364893 -2.0244975031500143 native-country=Poland 0.005646821654012344 -0.7280749882500196 native-country=Jamaica -0.1973570111867688 -0.7666529266926345 native-country=Vietnam 0.22417291480463042 0.8517161692402603 native-country=Mexico 0.627314981651832 -2.243042833823219 native-country=Portugal -0.7880100628193204 -1.0197946333055923 native-country=Ireland 0.9099424698441573 -0.5419602327777989 native-country=France 0.3480166686467028 -0.3999196929841051 native-country=Dominican-Republic -0.1744764385224227 -1.7557455300865719 native-country=Laos -0.2634094293017821 -2.032883517914505 native-country=Ecuador 0.7067913972294221 0.2976693594776463 native-country=Taiwan -0.7409253406601518 -1.2077750631901247 native-country=Haiti 0.39687162459231345 -1.0917362236297135 native-country=Columbia 0.0012649019097768091 0.05585894370008558 native-country=Hungary -0.1067373511654331 0.7264209154716457 native-country=Guatemala 0.06378655610046054 -0.656024203099816 native-country=Nicaragua 0.36535514097537475 0.41919554307841866 native-country=Scotland -0.9169701116447797 -0.2660428355482734 native-country=Thailand -0.3137807081971234 0.6717754532468911 native-country=Yugoslavia 0.028872766384906275 -0.8998936730747786 native-country=El-Salvador -0.5900556113676455 -0.6426900743299113 native-country=Trinadad&Tobago 0.0013097182831920571 -1.175356191649201 native-country=Peru -0.43826181237269807 -0.23739033531623122 native-country=Hong 0.6502626611408865 -0.19868049710005875 native-country=Holand-Netherlands Hidden Weights: -0.976139926886772 0.838192546191271 6.65292330893984 -6.651116000118904 >50K <=50K Error sum for iteration 3700 = 64.65318109082203 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.6866540264963492 0.8807697729008204 age 0.9125287042764704 -0.3722083208862307 workclass=Private -0.7638306015020276 -1.6404023168764656 workclass=Self-emp-not-inc 0.4712112785965649 0.5208333471965294 workclass=Self-emp-inc -0.273488622039238 1.1077399286699547 workclass=Federal-gov 1.0153805367260171 -0.10477639672527896 workclass=Local-gov 0.40659501545571514 -0.5336816352157993 workclass=State-gov -0.17360940055283808 0.3803162352472312 workclass=Without-pay 0.9600315575675739 0.2570123472588674 workclass=Never-worked 0.499678165178989 -0.05273633877550271 fnlwgt 0.3890708781323358 -0.429385533696023 education=Bachelors -0.640360880332503 -0.3827944899077628 education=Some-college 0.9096988433437578 -2.632854472725984 education=11th 0.26402915737559896 -0.3294053603637126 education=HS-grad 0.8814510668850856 3.1148803614418363 education=Prof-school 0.8858408547953398 -0.3479751239602375 education=Assoc-acdm 0.21367136597223857 0.3453906775032862 education=Assoc-voc 0.18981875121332045 -1.6327957964559898 education=9th -0.2936790795945793 1.1830435682226264 education=7th-8th -0.1012540840255169 3.509638001393668 education=12th 0.12870208164901822 -1.1426534131550663 education=Masters 0.010244477580046605 -1.3899375468207473 education=1st-4th -0.7800871483128818 -1.4934813385832848 education=10th -0.019265040255171537 1.0768177989510412 education=Doctorate 0.6184722388720574 -1.6782345521047706 education=5th-6th 0.6409985255311589 -0.6495080286419338 education=Preschool 0.49571650761257063 3.095092610227774 education-num 0.2446049657441363 2.4379985479329296 marital-status=Married-civ-spouse 0.2733979115103357 -0.39685266422410104 marital-status=Divorced 0.9114035371050853 -1.0850633360904605 marital-status=Never-married -0.05301549496498737 -1.003175693893916 marital-status=Separated 0.8207585839639223 -2.211200414635528 marital-status=Widowed 0.5025140346587624 -1.332261108279569 marital-status=Married-spouse-absent -0.2314144380465971 0.1891872009045087 marital-status=Married-AF-spouse 0.021941426040078302 0.18440505444608346 occupation=Tech-support -0.21377012809779566 0.19651292665727607 occupation=Craft-repair -0.24134492718848966 0.267089700280512 occupation=Other-service -0.2047507892096064 -0.14697156912192094 occupation=Sales -0.7633880074799256 1.0875918528481385 occupation=Exec-managerial -1.3563454024827801 1.7512059689371083E-4 occupation=Prof-specialty 0.79255211698108 -1.5825956353510924 occupation=Handlers-cleaners -0.2361642307874083 0.32096392156201925 occupation=Machine-op-inspct 1.0392539400425584 0.03155648162673556 occupation=Adm-clerical -0.5110420812362869 0.02710570785716695 occupation=Farming-fishing 1.045983737672592 -1.7509784263097885 occupation=Transport-moving -0.938617374054293 -1.1479370501399415 occupation=Priv-house-serv -0.008280298286921848 0.9746130604730043 occupation=Protective-serv -0.23131147841812486 -1.0953284584174727 occupation=Armed-Forces 0.6232131843772987 -0.448315616529541 relationship=Wife -0.5161899494442731 -2.1773465234367 relationship=Own-child 0.01709464535321225 0.17711460017930505 relationship=Husband -0.12275479578728674 1.0011562791122934 relationship=Not-in-family -0.4444381314305723 0.03705574243548105 relationship=Other-relative -0.7057687579612453 -1.341108222775043 relationship=Unmarried 0.6305692011276495 0.30321391193572456 race=White -0.7655591413775472 0.2873210496841033 race=Asian-Pac-Islander -0.4026539184649202 -1.2177452776872613 race=Amer-Indian-Eskimo -0.5458151553072257 -2.168261970082918 race=Other -0.9332612968597631 -0.05568840579513713 race=Black 0.42216921852432077 -0.6530714867896317 sex 0.445790193350887 0.7187853798162791 capital-gain 0.6660657856956139 3.354622292188721 capital-loss 0.3344739043645213 0.5871801845569194 hours-per-week 0.08370221431608683 -0.5408644992717142 native-country=United-States 0.18997551222643322 2.6271292455653663 native-country=Cambodia 0.14688557862229357 -0.7867619770781541 native-country=England 0.23484173931853786 -2.6737354360489847 native-country=Puerto-Rico -0.3028289973926241 1.1084209415102766 native-country=Canada 0.19333719677335715 -0.901048717695773 native-country=Germany -0.3536306706704502 -0.8837658147673462 native-country=Outlying-US(Guam-USVI-etc) 0.29645717092151425 0.8020953346788693 native-country=India 0.9885701238011679 -0.07625377334504435 native-country=Japan -0.8494929661864253 -0.15485560868562273 native-country=Greece 0.8797664347107547 0.8405759578955303 native-country=South -0.4561131215320693 -0.351632841222208 native-country=China 0.14340363511670332 -2.844606619947505 native-country=Cuba -0.19800442807775775 0.07007337429441064 native-country=Iran -0.6459839412863772 -0.7148955983727636 native-country=Honduras 0.9464243375845487 -0.9071739741475228 native-country=Philippines -0.4093819358629604 -0.0865280189002245 native-country=Italy -0.5607274269748405 -2.0408895239286453 native-country=Poland 0.003169279974392502 -0.7298866616325247 native-country=Jamaica -0.2002661155747542 -0.7683936533186568 native-country=Vietnam 0.22414687128019065 0.8632022129714131 native-country=Mexico 0.6249180574357553 -2.2581678856877083 native-country=Portugal -0.7909191672073129 -1.0215353599316328 native-country=Ireland 0.9072062947325719 -0.5439452393990043 native-country=France 0.34507970919313624 -0.40156787962027984 native-country=Dominican-Republic -0.17551665928327895 -1.7650892994539469 native-country=Laos -0.2639750191648327 -2.0479094889766882 native-country=Ecuador 0.7028994158886205 0.3068815605790071 native-country=Taiwan -0.7431450362631304 -1.2095426171787957 native-country=Haiti 0.39398524736405927 -1.0939176831560864 native-country=Columbia -0.0016442024782108585 0.05411821707405536 native-country=Hungary -0.10964645555341915 0.7246801888456234 native-country=Guatemala 0.06087745171247476 -0.6577649297258383 native-country=Nicaragua 0.3624460365873847 0.4174548164523872 native-country=Scotland -0.9191118702578177 -0.27311390589833695 native-country=Thailand -0.3166898125851134 0.6700347266208688 native-country=Yugoslavia 0.025860203453228748 -0.9016325201372549 native-country=El-Salvador -0.592964715755638 -0.6444308009559336 native-country=Trinadad&Tobago -0.0015993861047956127 -1.1770969182752415 native-country=Peru -0.4411709167606881 -0.2391310619422635 native-country=Hong 0.647353556752894 -0.20042122372609103 native-country=Holand-Netherlands Hidden Weights: -1.0258921116536437 0.8961302370652037 6.665358766310043 -6.663594759702081 >50K <=50K Error sum for iteration 3800 = 65.19960070689226 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.7054757854782807 0.8921343955618943 age 0.9152179717192951 -0.3629157236537319 workclass=Private -0.8079965498396495 -1.6845220201439333 workclass=Self-emp-not-inc 0.47527826996798045 0.5246378515054716 workclass=Self-emp-inc -0.26070168570590774 1.1062210493064153 workclass=Federal-gov 1.0337683410658602 -0.09201876554846314 workclass=Local-gov 0.38288582612184274 -0.538226510507758 workclass=State-gov -0.17574826756598902 0.3785784691611849 workclass=Without-pay 0.957892690554424 0.25527458117282115 workclass=Never-worked 0.48768440510893574 -0.051375780213075546 fnlwgt 0.3861115689242939 -0.4242409174985646 education=Bachelors -0.6593251005177941 -0.39780914816443164 education=Some-college 0.9064497806064062 -2.6510193099850436 education=11th 0.2947404641917055 -0.31957847592785016 education=HS-grad 0.879041412770312 3.134967072940313 education=Prof-school 0.9076953778356223 -0.3321244568995434 education=Assoc-acdm 0.1969007562053127 0.34652209723304783 education=Assoc-voc 0.19497924662491797 -1.649610909870742 education=9th -0.2891104756792622 1.1857421698529238 education=7th-8th -0.09770764379397898 3.5285089594060604 education=12th 0.05640460994930289 -1.1513495221448724 education=Masters 0.009106002052733243 -1.3991522611365161 education=1st-4th -0.7780004446465774 -1.5032572507302673 education=10th -0.019213050238422257 1.0602412513285324 education=Doctorate 0.6191324547675197 -1.6976457993207588 education=5th-6th 0.638814241461619 -0.651155134050454 education=Preschool 0.4492977501380507 3.112455827870241 education-num 0.23361766278085902 2.4673358118949227 marital-status=Married-civ-spouse 0.2746288264175924 -0.41043752552023083 marital-status=Divorced 0.8828807921094287 -1.0918030042521834 marital-status=Never-married -0.04860413343942572 -1.0091223476858373 marital-status=Separated 0.8236140318172084 -2.2306147569464687 marital-status=Widowed 0.5035867719142736 -1.3402594957055616 marital-status=Married-spouse-absent -0.23355785682652982 0.18746735863851915 marital-status=Married-AF-spouse 0.03775029505613214 0.18930050278590788 occupation=Tech-support -0.2001985558733395 0.19825304875302405 occupation=Craft-repair -0.19870624833310743 0.271662557726336 occupation=Other-service -0.2481682643296147 -0.15445130625024528 occupation=Sales -0.7855814704675472 1.0764242235157888 occupation=Exec-managerial -1.4454432883647377 -0.035980720049991005 occupation=Prof-specialty 0.7902814134181363 -1.590803161306826 occupation=Handlers-cleaners -0.2247694021154367 0.3214456180570722 occupation=Machine-op-inspct 1.0603865300476338 0.044946509030943056 occupation=Adm-clerical -0.4980680952862462 0.025015508416210894 occupation=Farming-fishing 1.0426457448818427 -1.7468181755300505 occupation=Transport-moving -0.9407562410674428 -1.1496748162259873 occupation=Priv-house-serv -0.008198006550034668 0.9757119406975188 occupation=Protective-serv -0.2335129818108464 -1.097059896505175 occupation=Armed-Forces 0.6307612999216425 -0.45448348230837976 relationship=Wife -0.5095544649510491 -2.19985055269738 relationship=Own-child -3.3611418176893567E-4 0.1661671617025166 relationship=Husband -0.11546079262748467 1.0264791407754947 relationship=Not-in-family -0.4403353976994677 0.03684853150378422 relationship=Other-relative -0.7438624735388446 -1.3509332651949306 relationship=Unmarried 0.6039815171737188 0.319433953485015 race=White -0.7676055900957957 0.28091354593452256 race=Asian-Pac-Islander -0.4010703726216128 -1.2287367112884229 race=Amer-Indian-Eskimo -0.5416537531906807 -2.180579026514837 race=Other -0.9381773833183733 -0.06478341268039337 race=Black 0.39778237656599696 -0.6550044625980216 sex 0.44015020316060594 0.7299825330861889 capital-gain 0.6711044767374408 3.3758408268401934 capital-loss 0.2700441654863997 0.5814286241492745 hours-per-week 0.050536007653885585 -0.545087925307051 native-country=United-States 0.1839241438183952 2.652036308259779 native-country=Cambodia 0.14793981941077158 -0.7954453993642836 native-country=England 0.23414652436592862 -2.692043449111785 native-country=Puerto-Rico -0.30559317884401027 1.1127719527309614 native-country=Canada 0.1921754798993654 -0.9046519642751004 native-country=Germany -0.355769537683603 -0.8855035808533862 native-country=Outlying-US(Guam-USVI-etc) 0.29173332781947114 0.8178515615627507 native-country=India 0.9864312567880182 -0.07799153943109559 native-country=Japan -0.8516318331995751 -0.1565933747716723 native-country=Greece 0.8756805320802824 0.8587281931743271 native-country=South -0.4582519885452221 -0.35337060730825426 native-country=China 0.14459643691826524 -2.859531072099265 native-country=Cuba -0.199055737913494 0.059096246419637184 native-country=Iran -0.6479132900555648 -0.7168905380891492 native-country=Honduras 0.945551684301897 -0.9126779654215812 native-country=Philippines -0.41164004955130157 -0.08824414495770788 native-country=Italy -0.5609818496446674 -2.0569769809714304 native-country=Poland 0.001498773330261129 -0.7316937716964169 native-country=Jamaica -0.20240498258790515 -0.7701314194046969 native-country=Vietnam 0.2252333840421678 0.8744419237754145 native-country=Mexico 0.6234308236596493 -2.2728353420172107 native-country=Portugal -0.7930580342204627 -1.0232731260176786 native-country=Ireland 0.9052580598153904 -0.5459041915218846 native-country=France 0.3429010806789833 -0.40320037546844384 native-country=Dominican-Republic -0.17556000518954037 -1.7741160851870277 native-country=Laos -0.263400209007594 -2.0626706189351096 native-country=Ecuador 0.6995696556048028 0.3160232704452999 native-country=Taiwan -0.7443204138333721 -1.2113134919220387 native-country=Haiti 0.39186694512557313 -1.0959959386398541 native-country=Columbia -0.0037830694913605118 0.05238045098800388 native-country=Hungary -0.11178532256656684 0.7229424227595833 native-country=Guatemala 0.05873858469932456 -0.6595026958118784 native-country=Nicaragua 0.3603071695742319 0.41571705036634093 native-country=Scotland -0.9205045481415045 -0.280284808041584 native-country=Thailand -0.3188286795982662 0.6682969605348288 native-country=Yugoslavia 0.023588709557409833 -0.9033683593037358 native-country=El-Salvador -0.5951035827687878 -0.6461685670419737 native-country=Trinadad&Tobago -0.0037382531179452672 -1.1788346843612874 native-country=Peru -0.4433097837738409 -0.24086882802831305 native-country=Hong 0.6452146897397442 -0.2021589898121406 native-country=Holand-Netherlands Hidden Weights: -1.0816088868792457 0.9624946445942861 6.67864578838953 -6.676915268872441 >50K <=50K Error sum for iteration 3900 = 65.70569044678042 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.7294268739450449 0.9066030581159815 age 0.9239744200794773 -0.3525201236381277 workclass=Private -0.8523834614009534 -1.7330600265516223 workclass=Self-emp-not-inc 0.48224561568845853 0.5298677781442444 workclass=Self-emp-inc -0.24446661514047932 1.1059611987064235 workclass=Federal-gov 1.058735777743415 -0.07680646301849692 workclass=Local-gov 0.35340117398958515 -0.5440447430421875 workclass=State-gov -0.17695864344955356 0.3768800219927665 workclass=Without-pay 0.9566823146708483 0.2535761340044027 workclass=Never-worked 0.4758626375558938 -0.04958412046695476 fnlwgt 0.39053148750844785 -0.41763296064750305 education=Bachelors -0.6753194233867417 -0.41291982274407235 education=Some-college 0.9036608897142188 -2.6680248864412155 education=11th 0.3296789885918304 -0.3086907191203725 education=HS-grad 0.877366179022197 3.1559730700775948 education=Prof-school 0.9363570514691469 -0.31457557862093455 education=Assoc-acdm 0.17899746809188313 0.34684369339433785 education=Assoc-voc 0.20148659738417773 -1.6661238352433818 education=9th -0.2826839114479131 1.1874080365859723 education=7th-8th -0.09268326438079014 3.5470145325356213 education=12th -0.025588022929976348 -1.1653114224781196 education=Masters 0.008956721064808597 -1.4080276147780624 education=1st-4th -0.7743648866612847 -1.5127388582068473 education=10th -0.01792530151193156 1.0440000123472664 education=Doctorate 0.6209634675457235 -1.7161812258798266 education=5th-6th 0.6375361392343171 -0.6527367877904751 education=Preschool 0.40610067205933054 3.1286654774592573 education-num 0.22616029187492104 2.4958240502106706 marital-status=Married-civ-spouse 0.2866900380529771 -0.42277318454516033 marital-status=Divorced 0.8478956540890253 -1.0993989257935732 marital-status=Never-married -0.042405955463506735 -1.0150567059105438 marital-status=Separated 0.8282602198275676 -2.2491088749125243 marital-status=Widowed 0.5061986732565221 -1.3482411785968553 marital-status=Married-spouse-absent -0.23478846511759546 0.18584415244496788 marital-status=Married-AF-spouse 0.057506760256866844 0.19525273495603873 occupation=Tech-support -0.18007199141006414 0.200963723097846 occupation=Craft-repair -0.15069931062312822 0.27842121656757723 occupation=Other-service -0.30111336004348743 -0.16489543091988848 occupation=Sales -0.8023396553940185 1.0653430127436625 occupation=Exec-managerial -1.5404284750318185 -0.07853915720334277 occupation=Prof-specialty 0.7886764010487181 -1.5982361414977952 occupation=Handlers-cleaners -0.21106731885946997 0.32280425952090513 occupation=Machine-op-inspct 1.085444887526086 0.05884872257496755 occupation=Adm-clerical -0.48150242249535785 0.02427849220359638 occupation=Farming-fishing 1.039578576544765 -1.740558286761503 occupation=Transport-moving -0.9419666169510186 -1.15137326339438 occupation=Priv-house-serv -0.006205184876237094 0.9770497697182545 occupation=Protective-serv -0.23477912992487346 -1.098753656196471 occupation=Armed-Forces 0.6431603534231948 -0.45773963609594714 relationship=Wife -0.4991627586716179 -2.222148551941246 relationship=Own-child -0.01547753823760973 0.15546689344078501 relationship=Husband -0.10355448144655466 1.0527180715945694 relationship=Not-in-family -0.43704625020586435 0.034382161941255714 relationship=Other-relative -0.7836525303084378 -1.3622296655160848 relationship=Unmarried 0.5776584922663532 0.3343669218784575 race=White -0.7677344642073975 0.27536204810161746 race=Asian-Pac-Islander -0.39802408528506555 -1.2393753337825335 race=Amer-Indian-Eskimo -0.5357436475257872 -2.1929589397231064 race=Other -0.9364167637872033 -0.07322616072792063 race=Black 0.37155007780093696 -0.6563022093959087 sex 0.4346812820318238 0.7407898516449637 capital-gain 0.6775146003578397 3.397412133238478 capital-loss 0.2043480841954609 0.5735785881344166 hours-per-week 0.023372539458389543 -0.5511853690979074 native-country=United-States 0.1785440463212651 2.6775180600048305 native-country=Cambodia 0.1502624494711874 -0.8039487434859488 native-country=England 0.23455514696698185 -2.709644440042155 native-country=Puerto-Rico -0.3075112734956457 1.1173952915861354 native-country=Canada 0.19222578388143946 -0.9082521738686619 native-country=Germany -0.3569799135671685 -0.8872020280218026 native-country=Outlying-US(Guam-USVI-etc) 0.28783358638313844 0.8332322056172902 native-country=India 0.9852208809044425 -0.07968998659951142 native-country=Japan -0.8528422090831509 -0.15829182194008704 native-country=Greece 0.8722445247094734 0.8767443264272605 native-country=South -0.45946236442878763 -0.3550690544766727 native-country=China 0.1472987991224418 -2.874266937539282 native-country=Cuba -0.19906851984011742 0.048104119375013944 native-country=Iran -0.6488667955984218 -0.7188417750316868 native-country=Honduras 0.9457490998579885 -0.9178750427368039 native-country=Philippines -0.41300011469374576 -0.08991977921831441 native-country=Italy -0.5598873891650967 -2.0727965979574905 native-country=Poland 7.556576113544526E-4 -0.7334555511086797 native-country=Jamaica -0.2036153584714697 -0.7718298665731133 native-country=Vietnam 0.22750644393043906 0.8854973871679349 native-country=Mexico 0.6230239018846331 -2.2870565875348756 native-country=Portugal -0.7942684101040385 -1.0249715731860713 native-country=Ireland 0.9042456937871204 -0.5477973459899759 native-country=France 0.3416362241184021 -0.40478086833137755 native-country=Dominican-Republic -0.17448806914608866 -1.7827906568309664 native-country=Laos -0.26155328540111866 -2.077124416543426 native-country=Ecuador 0.6969671041836931 0.32508022469099146 native-country=Taiwan -0.7442331272621473 -1.2130518468382367 native-country=Haiti 0.3906729725650461 -1.0979354560516543 native-country=Columbia -0.004993445374925385 0.05068200381958957 native-country=Hungary -0.11299569845013213 0.7212439755911669 native-country=Guatemala 0.05752820881575965 -0.6612011429802948 native-country=Nicaragua 0.3590967936906664 0.4140186031979225 native-country=Scotland -0.9209884872941003 -0.28751336544518746 native-country=Thailand -0.32003905548183176 0.6665985133664124 native-country=Yugoslavia 0.022212413503641025 -0.9050648309054071 native-country=El-Salvador -0.5963139586523636 -0.6478670142103901 native-country=Trinadad&Tobago -0.00494862900151013 -1.18053313152968 native-country=Peru -0.44452015965740643 -0.2425672751967278 native-country=Hong 0.6440043138561684 -0.20385743698055533 native-country=Holand-Netherlands Hidden Weights: -1.1435801262881018 1.0371853109611384 6.693380679683031 -6.691609141058841 >50K <=50K Error sum for iteration 4000 = 66.13137672455109 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.7573967115156381 0.9237083264402239 age 0.9393892951725691 -0.34144162778633597 workclass=Private -0.897908674538675 -1.7847401402650682 workclass=Self-emp-not-inc 0.49240609287279535 0.5364038347193462 workclass=Self-emp-inc -0.2248712029451355 1.1078206434345577 workclass=Federal-gov 1.0901099706042994 -0.0598611211881713 workclass=Local-gov 0.31927994589110936 -0.5516380974885099 workclass=State-gov -0.17718017801402547 0.37524758419459303 workclass=Without-pay 0.9564607801063789 0.25194369620622925 workclass=Never-worked 0.46467556501421314 -0.04807081890080281 fnlwgt 0.40201929974299677 -0.409540868819576 education=Bachelors -0.687179098271849 -0.42687786109387765 education=Some-college 0.9013098051005918 -2.683971515322062 education=11th 0.3678189179865804 -0.2970468962383768 education=HS-grad 0.8763918932011068 3.178162501463281 education=Prof-school 0.9721390745444723 -0.2958733108902591 education=Assoc-acdm 0.15974754845662859 0.3462270132908536 education=Assoc-voc 0.20942737356044752 -1.6822906913491467 education=9th -0.2745383002516846 1.188330704760553 education=7th-8th -0.08613014445622585 3.565335444189729 education=12th -0.11558640593172986 -1.1852596410808407 education=Masters 0.009806763096809409 -1.4165541930985692 education=1st-4th -0.7692659235207695 -1.5218410046351394 education=10th -0.015445710741753183 1.028308470391598 education=Doctorate 0.6239161584512614 -1.7337841603418098 education=5th-6th 0.6372220987939823 -0.654226865392664 education=Preschool 0.36722753727174673 3.143562313255546 education-num 0.22302931786529262 2.5235557328759515 marital-status=Married-civ-spouse 0.3093840587679425 -0.4330195355478031 marital-status=Divorced 0.8067875438892567 -1.1085814641961445 marital-status=Never-married -0.03447414502079807 -1.0208543026502364 marital-status=Separated 0.8346623206612273 -2.266651706080125 marital-status=Widowed 0.5103466014216329 -1.3561889771221836 marital-status=Married-spouse-absent -0.23504825953167566 0.18434301864489386 marital-status=Married-AF-spouse 0.08097176481357578 0.20210048084992313 occupation=Tech-support -0.153320686160919 0.20496405391021943 occupation=Craft-repair -0.09772496761017206 0.28728712031617815 occupation=Other-service -0.36273628173501443 -0.1787226240713935 occupation=Sales -0.8128164920500638 1.055050987068988 occupation=Exec-managerial -1.6403948893553184 -0.1262661910464739 occupation=Prof-specialty 0.7877205972787882 -1.604918136056087 occupation=Handlers-cleaners -0.19528482592024904 0.3253317274606936 occupation=Machine-op-inspct 1.1135775595119919 0.07188438447177889 occupation=Adm-clerical -0.46138716999464924 0.025120797892309324 occupation=Farming-fishing 1.036770772166417 -1.732452578710836 occupation=Transport-moving -0.942188151515488 -1.153005701192564 occupation=Priv-house-serv -0.001982855031975814 0.9787009695681661 occupation=Protective-serv -0.2350449750482472 -1.100382926611243 occupation=Armed-Forces 0.661130666677398 -0.45822403245570587 relationship=Wife -0.48454742547348434 -2.2440646406282285 relationship=Own-child -0.02845106077006916 0.14537439273000716 relationship=Husband -0.08859303600243922 1.0797250448053164 relationship=Not-in-family -0.4344495345554359 0.02961853809236798 relationship=Other-relative -0.8239242992254084 -1.3748341582948658 relationship=Unmarried 0.5540132125885875 0.34738269584953085 race=White -0.7662208913937002 0.27103679139740394 race=Asian-Pac-Islander -0.3935457276475674 -1.2496090965798212 race=Amer-Indian-Eskimo -0.5280828357810863 -2.205270179541881 race=Other -0.9293041756434214 -0.08059336675496943 race=Black 0.3445180635069428 -0.6573888292449152 sex 0.42939997187111506 0.7511741729456028 capital-gain 0.6851308146613075 3.4190000978706814 capital-loss 0.1382619123293574 0.5636922149446453 hours-per-week 0.003054558291679371 -0.5586490294434823 native-country=United-States 0.17387276830325443 2.7035693205435747 native-country=Cambodia 0.15385539422020664 -0.81221576620047 native-country=England 0.2360863456958479 -2.726576600434051 native-country=Puerto-Rico -0.3085270631166043 1.1223906507183774 native-country=Canada 0.19357879383008056 -0.9118319245512878 native-country=Germany -0.35720144813164095 -0.8888344658199713 native-country=Outlying-US(Guam-USVI-etc) 0.284850480632449 0.8484210034741818 native-country=India 0.9849993463399731 -0.08132242439768397 native-country=Japan -0.8530637436476203 -0.15992425973825505 native-country=Greece 0.8695823385043759 0.8943951306704732 native-country=South -0.45968389899326006 -0.35670149227484615 native-country=China 0.15154594279557412 -2.888821175329872 native-country=Cuba -0.19802565580627401 0.037107475278040196 native-country=Iran -0.6487852149862623 -0.7207225763910979 native-country=Honduras 0.9470487960570124 -0.9227548279216533 native-country=Philippines -0.41340471206812734 -0.09152812637694313 native-country=Italy -0.5573696013865127 -2.0883688200865356 native-country=Poland 9.563829129378988E-4 -0.7351413326687571 native-country=Jamaica -0.2038368930359416 -0.7734623043712819 native-country=Vietnam 0.23090594178962515 0.8963978569929424 native-country=Mexico 0.6237564081130945 -2.300874405227958 native-country=Portugal -0.7944899446685079 -1.0266040109842554 native-country=Ireland 0.9042133866026256 -0.5495930757150023 native-country=France 0.3413436905490423 -0.40628373270366497 native-country=Dominican-Republic -0.17230434258093863 -1.79107678185538 native-country=Laos -0.25843894062150347 -2.091214343310181 native-country=Ecuador 0.6951716542190697 0.33405060409674214 native-country=Taiwan -0.7427512920530025 -1.2147315201822693 native-country=Haiti 0.3904622808358579 -1.0997155003555596 native-country=Columbia -0.005214979939393342 0.04904956602141891 native-country=Hungary -0.11321723301459898 0.7196115377929982 native-country=Guatemala 0.05730667425129199 -0.6628335807784634 native-country=Nicaragua 0.35887525912619395 0.41238616539974904 native-country=Scotland -0.9204914486747259 -0.2947703041145906 native-country=Thailand -0.3202605900463042 0.6649660755682437 native-country=Yugoslavia 0.021790258609395704 -0.906695253732089 native-country=El-Salvador -0.596535493216833 -0.6494994520085587 native-country=Trinadad&Tobago -0.0051701635659780875 -1.182165569327864 native-country=Peru -0.44474169422187887 -0.24419971299489582 native-country=Hong 0.643782779291699 -0.20548987477872335 native-country=Holand-Netherlands Hidden Weights: -1.212658100594437 1.1202287281884453 6.710029603416299 -6.708080072054816 >50K <=50K Error sum for iteration 4100 = 66.46508325303645 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.7881894973876767 0.9426465281771464 age 0.9607734586472298 -0.3299669130476712 workclass=Private -0.944891948357137 -1.8388748612263373 workclass=Self-emp-not-inc 0.5059118431060411 0.5440843381793131 workclass=Self-emp-inc -0.20233880424613793 1.1125487611888274 workclass=Federal-gov 1.1271524458966224 -0.04181868519787452 workclass=Local-gov 0.28179235091914223 -0.5612235133418984 workclass=State-gov -0.1764663266633988 0.3736908438466321 workclass=Without-pay 0.9571746314570061 0.25038695585826864 workclass=Never-worked 0.45441050160188334 -0.04750892174554922 fnlwgt 0.42049857624666526 -0.39998686829690017 education=Bachelors -0.6945785635619613 -0.4388743325736179 education=Some-college 0.8993059638069735 -2.699003155519421 education=11th 0.4078976694756553 -0.28502063762126134 education=HS-grad 0.8759650597315138 3.2017077701397856 education=Prof-school 1.0149657829743128 -0.2765781195767974 education=Assoc-acdm 0.1386561070513256 0.3445942108815974 education=Assoc-voc 0.2188661868253534 -1.6981525207569763 education=9th -0.26498985561895316 1.1887750979970348 education=7th-8th -0.07808305009368167 3.58361922660206 education=12th -0.21199874762983859 -1.2114546388633212 education=Masters 0.01155078392925825 -1.4247434829191281 education=1st-4th -0.7629575516647582 -1.5304844759797689 education=10th -0.011945780385139115 1.0133897832511347 education=Doctorate 0.6278144698243558 -1.7504350597614642 education=5th-6th 0.6378187312648835 -0.6556174395204277 education=Preschool 0.33313587098949726 3.1570791585284153 education-num 0.22400627764150774 2.550560038548668 marital-status=Married-civ-spouse 0.34186714722729106 -0.4406063279545478 marital-status=Divorced 0.7602680527570421 -1.119916365869165 marital-status=Never-married -0.024957113518070555 -1.026410230021562 marital-status=Separated 0.8426557492156006 -2.2832349362614672 marital-status=Widowed 0.5159455187863378 -1.3641106690886549 marital-status=Married-spouse-absent -0.23439042379738875 0.18297015135167294 marital-status=Married-AF-spouse 0.10765206670487262 0.209655983112146 occupation=Tech-support -0.12032747524756798 0.21045981410086817 occupation=Craft-repair -0.04036251661078498 0.29791248182673097 occupation=Other-service -0.4314990820657225 -0.19588943618729063 occupation=Sales -0.8171894782135664 1.0460188726549506 occupation=Exec-managerial -1.7446265865956623 -0.17801062827808528 occupation=Prof-specialty 0.7873099419327154 -1.6109045668348287 occupation=Handlers-cleaners -0.17772876803297558 0.329191087029097 occupation=Machine-op-inspct 1.1435600913580928 0.0829430943944141 occupation=Adm-clerical -0.4379242526712247 0.02758195579857368 occupation=Farming-fishing 1.0341871388102972 -1.7228654356072535 occupation=Transport-moving -0.9414743001648608 -1.1545624415405296 occupation=Priv-house-serv 0.004648637145424813 0.9808510908490587 occupation=Protective-serv -0.23436128728649075 -1.1019377951233258 occupation=Armed-Forces 0.6850986860424015 -0.45612033289513515 relationship=Wife -0.46528204194482214 -2.265405681779517 relationship=Own-child -0.040554128843375656 0.13622290879356574 relationship=Husband -0.07197148612086987 1.1071785969528218 relationship=Not-in-family -0.43219540103207205 0.022523658537160915 relationship=Other-relative -0.8639363985419234 -1.388598370231484 relationship=Unmarried 0.5350958199645794 0.35842780923150097 race=White -0.7637452185780024 0.26802248804299206 race=Asian-Pac-Islander -0.38779783675757534 -1.2594091246995591 race=Amer-Indian-Eskimo -0.5187674946648385 -2.2174099170859147 race=Other -0.9186456202831681 -0.0869220356422636 race=Black 0.3173303757159323 -0.6586857853435816 sex 0.42422802359210127 0.7610441206838948 capital-gain 0.6937063765235173 3.4402014969842902 capital-loss 0.07149455703190158 0.5519321130997046 hours-per-week -0.010525186650696914 -0.5668598232238745 native-country=United-States 0.1698435444330594 2.729965843683206 native-country=Cambodia 0.15859871493548985 -0.8202061916680036 native-country=England 0.23863238031760836 -2.742883000497259 native-country=Puerto-Rico -0.3087071376493015 1.127857443860612 native-country=Canada 0.19620168112980238 -0.9153877749290598 native-country=Germany -0.3564875967810164 -0.8903912061679281 native-country=Outlying-US(Guam-USVI-etc) 0.28275512102950695 0.8634623910500688 native-country=India 0.9857131976906003 -0.08287916474564441 native-country=Japan -0.8523498922969931 -0.16148100008621136 native-country=Greece 0.8677242364587381 0.9114083833410197 native-country=South -0.4589700476426355 -0.3582582326228071 native-country=China 0.15725573456343356 -2.903213734418301 native-country=Cuba -0.1960217700846456 0.026116424748628856 native-country=Iran -0.6477263833499783 -0.7225231373205909 native-country=Honduras 0.9493614437638267 -0.9273192444209113 native-country=Philippines -0.4129087166340113 -0.09305943840140299 native-country=Italy -0.55349262770934 -2.103701065400117 native-country=Poland 0.0020062366152718706 -0.7367384031492489 native-country=Jamaica -0.20312304168531492 -0.7750190447192388 native-country=Vietnam 0.23524257876143334 0.9071325609293445 native-country=Mexico 0.6255635807481581 -2.314361025061015 native-country=Portugal -0.7937760933178807 -1.0281607513322208 native-country=Ireland 0.9050882767856285 -0.5512760680595923 native-country=France 0.3419695837158015 -0.4077010784272658 native-country=Dominican-Republic -0.16913798087097048 -1.7989483349634665 native-country=Laos -0.2541990115029108 -2.10489014156209 native-country=Ecuador 0.6941498527072395 0.342942181619606 native-country=Taiwan -0.7398289013376057 -1.2163435258247777 native-country=Haiti 0.3911809637030107 -1.1013359404713172 native-country=Columbia -0.004501128588764104 0.04749282567345938 native-country=Hungary -0.11250338166396953 0.7180547974450414 native-country=Guatemala 0.058020525601922286 -0.6643903211264203 native-country=Nicaragua 0.3595891104768185 0.4108294250517881 native-country=Scotland -0.919048535763712 -0.3020495727855472 native-country=Thailand -0.3195467386956796 0.6634093352202869 native-country=Yugoslavia 0.02227041847467117 -0.9082499553059429 native-country=El-Salvador -0.5958216418662058 -0.6510561923565156 native-country=Trinadad&Tobago -0.0044563122153488495 -1.1837223096758296 native-country=Peru -0.4440278428712543 -0.24575645334285212 native-country=Hong 0.6444966306423262 -0.20704661512667966 native-country=Holand-Netherlands Hidden Weights: -1.2900286913807884 1.2118157363267428 6.728890126931112 -6.72660592417289 >50K <=50K Error sum for iteration 4200 = 66.7146245450549 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.8208142615339998 0.9626351681036152 age 0.9865206958729914 -0.31828219799735974 workclass=Private -0.992981564006314 -1.8954058824011588 workclass=Self-emp-not-inc 0.5228845858786897 0.5528117285677888 workclass=Self-emp-inc -0.17751818375638995 1.1206631597992425 workclass=Federal-gov 1.1688300156970337 -0.023012054584074154 workclass=Local-gov 0.24187958798302256 -0.5727951778446247 workclass=State-gov -0.17495091297030882 0.37220730448845474 workclass=Without-pay 0.9586900451500968 0.24890341650009284 workclass=Never-worked 0.44517560103321663 -0.048476616180310295 fnlwgt 0.4460843841609326 -0.38892423018232697 education=Bachelors -0.6977299425051455 -0.4485957280818294 education=Some-college 0.8975248841295337 -2.7132734079234546 education=11th 0.448589240819209 -0.27293087708368113 education=HS-grad 0.8758472886291315 3.226757068190414 education=Prof-school 1.0645015353429366 -0.25706192282514106 education=Assoc-acdm 0.11508554391979439 0.34191577040796467 education=Assoc-voc 0.22986248783946417 -1.7138053650539475 education=9th -0.2544444166075365 1.1889316070208982 education=7th-8th -0.06864695544553495 3.6019989651067092 education=12th -0.3136652603560962 -1.2440587498849989 education=Masters 0.014015063442236554 -1.4326212131802891 education=1st-4th -0.7558033461356188 -1.5386059753390238 education=10th -0.0076700845305252415 0.999454530463618 education=Doctorate 0.6324109471751242 -1.7661367942168236 education=5th-6th 0.6391943409322385 -0.656913264532045 education=Preschool 0.3036712585631149 3.169218199077709 education-num 0.22806720298299624 2.57677353178771 marital-status=Married-civ-spouse 0.3829458098441905 -0.44526861707197946 marital-status=Divorced 0.7091886374369688 -1.1336854240271257 marital-status=Never-married -0.014040784396658968 -1.031644315726563 marital-status=Separated 0.8520064225532733 -2.2988631713363725 marital-status=Widowed 0.5229052839077234 -1.3720316427928292 marital-status=Married-spouse-absent -0.23294615861982715 0.1817182094993408 marital-status=Married-AF-spouse 0.13690444231755833 0.21779301561706557 occupation=Tech-support -0.08170360510675465 0.21755531973358286 occupation=Craft-repair 0.020663805326452227 0.309855221812915 occupation=Other-service -0.5056953784605079 -0.2159926826543944 occupation=Sales -0.816215346384678 1.038512826830671 occupation=Exec-managerial -1.8527943772085536 -0.23329233566173624 occupation=Prof-specialty 0.7872906299217756 -1.6162643164609256 occupation=Handlers-cleaners -0.15868641752420226 0.33444977497485995 occupation=Machine-op-inspct 1.174052617952512 0.09149973808907369 occupation=Adm-clerical -0.41132642169209366 0.03157656296412183 occupation=Farming-fishing 1.031781156680081 -1.7121980346501473 occupation=Transport-moving -0.9399588864717701 -1.1560459808987011 occupation=Priv-house-serv 0.013753016312834812 0.9837775499743657 occupation=Protective-serv -0.23286200535208365 -1.1034204493561959 occupation=Armed-Forces 0.7152327837793772 -0.4515480670278942 relationship=Wife -0.44088420616173774 -2.285984820674421 relationship=Own-child -0.053733864335730394 0.12824700386408788 relationship=Husband -0.054837364071319124 1.1346988240071516 relationship=Not-in-family -0.42998944465833994 0.013037732727733543 relationship=Other-relative -0.9034128832896411 -1.4034194445337875 relationship=Unmarried 0.5222725585622242 0.3678283595267239 race=White -0.7611762786351267 0.2662159949127416 race=Asian-Pac-Islander -0.38100798879431036 -1.268772548441464 race=Amer-Indian-Eskimo -0.5079812685739021 -2.2293008896471997 race=Other -0.9062669948677067 -0.09254770816047868 race=Black 0.29031840756263516 -0.6605280965797427 sex 0.4190063446173457 0.7702695748111232 capital-gain 0.7029636449140079 3.460670953564235 capital-loss 0.0028669300483346967 0.5384247637519135 hours-per-week -0.01823213697739041 -0.5753085030774027 native-country=United-States 0.16631164946060298 2.7564174007640188 native-country=Cambodia 0.16429629202858595 -0.8278961999839343 native-country=England 0.24200578263472144 -2.7586009940160956 native-country=Puerto-Rico -0.30821565514597804 1.133931201481448 native-country=Canada 0.19997492009399265 -0.9189235260058518 native-country=Germany -0.3549721830879273 -0.891874745526116 native-country=Outlying-US(Guam-USVI-etc) 0.2814359838328733 0.878276998672563 native-country=India 0.987228611383691 -0.08436270410382828 native-country=Japan -0.8508344786039024 -0.16296453944439723 native-country=Greece 0.8666203961928968 0.9275341445832431 native-country=South -0.4574546339495464 -0.35974177198098445 native-country=China 0.16427697670936825 -2.917469172058335 native-country=Cuba -0.19322328657269033 0.015142314369487025 native-country=Iran -0.6458298691045623 -0.7242459051488827 native-country=Honduras 0.9525144589459192 -0.9315771858039256 native-country=Philippines -0.4116461754651669 -0.09451617891823755 native-country=Italy -0.5484145521947386 -2.11878890742553 native-country=Poland 0.003740267977356019 -0.7382473754577944 native-country=Jamaica -0.20160762799222495 -0.7765025840774267 native-country=Vietnam 0.24024617339986337 0.9176762504100491 native-country=Mexico 0.6282977271609997 -2.3275980714275915 native-country=Portugal -0.79226067962479 -1.0296442906903924 native-country=Ireland 0.906717810786381 -0.5528435467642047 native-country=France 0.3433806941873801 -0.40903749984449805 native-country=Dominican-Republic -0.16519674690903216 -1.8063907870363949 native-country=Laos -0.2490595471531732 -2.1181156350698767 native-country=Ecuador 0.6937794070945901 0.35177185830377694 native-country=Taiwan -0.7354535530291259 -1.2178913652969288 native-country=Haiti 0.39269555817952184 -1.1028097642849106 native-country=Columbia -0.0029857148956730097 0.04600928631527652 native-country=Hungary -0.11098796797087739 0.7165712580868535 native-country=Guatemala 0.059535939295013135 -0.6658738604846082 native-country=Nicaragua 0.3611045241699076 0.40934588569361074 native-country=Scotland -0.9167733793981794 -0.3093606666325705 native-country=Thailand -0.3180313250025905 0.661925795862099 native-country=Yugoslavia 0.023522965419564446 -0.9097314491674956 native-country=El-Salvador -0.5943062281731151 -0.6525397317147035 native-country=Trinadad&Tobago -0.0029408985222577322 -1.1852058490340012 native-country=Peru -0.4425124291781652 -0.247239992701038 native-country=Hong 0.6460120443354169 -0.20853015448486553 native-country=Holand-Netherlands Hidden Weights: -1.3767797252474412 1.3121697472156255 6.75013474281396 -6.747391447338238 >50K <=50K Error sum for iteration 4300 = 66.89067066357838 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.8545866729792967 0.9831572861848471 age 1.0145832079008381 -0.30657938838855275 workclass=Private -1.0413070112707248 -1.9545357442459175 workclass=Self-emp-not-inc 0.5435502304662425 0.5626081048901261 workclass=Self-emp-inc -0.1511747901999336 1.1324306881622395 workclass=Federal-gov 1.2140521809394422 -0.0035204639389706774 workclass=Local-gov 0.20011183501424964 -0.5862465569928058 workclass=State-gov -0.17279373331452197 0.37079138048461835 workclass=Without-pay 0.9608472248059032 0.2474874924962549 workclass=Never-worked 0.4369656465847386 -0.051460492635939485 fnlwgt 0.4788710259008907 -0.3762363023429037 education=Bachelors -0.6969457354315575 -0.4559958783187799 education=Some-college 0.8958488769156426 -2.7269160351067527 education=11th 0.4886028060400959 -0.2610266682801885 education=HS-grad 0.8757606853090719 3.2535030879759415 education=Prof-school 1.1202713295104199 -0.2374712347151905 education=Assoc-acdm 0.08841358741734691 0.33819090105436844 education=Assoc-voc 0.24249303460094881 -1.7293583784954478 education=9th -0.24330731223663848 1.1889009345792343 education=7th-8th -0.057971664730025095 3.6206043410864126 education=12th -0.4196918372696134 -1.2833650601034097 education=Masters 0.017017971898821038 -1.4402159923905122 education=1st-4th -0.7481988373027977 -1.546159604689185 education=10th -0.0028803347601011084 0.9867117640975813 education=Doctorate 0.6374520735587353 -1.7808955992335338 education=5th-6th 0.6411923531279343 -0.6581220383236367 education=Preschool 0.27836330155313466 3.180040348260508 education-num 0.23387929972058316 2.602077753461207 marital-status=Married-civ-spouse 0.4311882626929008 -0.4470213612782181 marital-status=Divorced 0.6544963684333768 -1.1498593537214497 marital-status=Never-married -0.0018863971705062256 -1.0364952816723603 marital-status=Separated 0.8624722188100878 -2.313540187454461 marital-status=Widowed 0.5312056728057062 -1.3799782971961412 marital-status=Married-spouse-absent -0.2308713167465836 0.18057643813607613 marital-status=Married-AF-spouse 0.16801227702363322 0.22644696426402397 occupation=Tech-support -0.03818253343513601 0.2262747326093417 occupation=Craft-repair 0.08450944369058946 0.3227108695198184 occupation=Other-service -0.5836373211653679 -0.23847240226705327 occupation=Sales -0.8109425188551332 1.0326789430814807 occupation=Exec-managerial -1.964700911259264 -0.2922492809329292 occupation=Prof-specialty 0.7875057323669831 -1.6210609750962237 occupation=Handlers-cleaners -0.13836620735946947 0.3411397454812192 occupation=Machine-op-inspct 1.2038330351160147 0.09754086874143635 occupation=Adm-clerical -0.38171010327153043 0.037006837004553116 occupation=Farming-fishing 1.0295078734447332 -1.700828776030065 occupation=Transport-moving -0.9378017068159636 -1.1574619049025276 occupation=Priv-house-serv 0.025344930282707203 0.9877663393948414 occupation=Protective-serv -0.2307108070247788 -1.1048360786377158 occupation=Armed-Forces 0.7514560127357519 -0.44453678989063306 relationship=Wife -0.41077410048844654 -2.3056263984890513 relationship=Own-child -0.06986409863371104 0.12160015131449466 relationship=Husband -0.03815446830425186 1.1619170714469802 relationship=Not-in-family -0.4277391997028494 0.0010802001707969889 relationship=Other-relative -0.9423486091627966 -1.4192259422434435 relationship=Unmarried 0.5162734654383944 0.3760166100200765 race=White -0.759328377929597 0.2654844373732402 race=Asian-Pac-Islander -0.3733852859693431 -1.2777146176438055 race=Amer-Indian-Eskimo -0.49598877044953804 -2.2408712504207657 race=Other -0.8936876678734513 -0.09789898318829433 race=Black 0.2640101327216224 -0.6630839427752847 sex 0.41353457509191577 0.7787037219433989 capital-gain 0.7126325783739599 3.4801909985646677 capital-loss -0.06913090683397596 0.5232243735161449 hours-per-week -0.021260213942568877 -0.5837207779849174 native-country=United-States 0.1631038789102685 2.7826844442076712 native-country=Cambodia 0.17073819971123527 -0.8352732467442452 native-country=England 0.24600220355915833 -2.773752630368321 native-country=Puerto-Rico -0.307265664967846 1.1408087952483916 native-country=Canada 0.2047464059738715 -0.922439488763088 native-country=Germany -0.35281500343214167 -0.8932906695299538 native-country=Outlying-US(Guam-USVI-etc) 0.2807567199704606 0.8927208558149397 native-country=India 0.9893857910394974 -0.08577862810766511 native-country=Japan -0.848677298948096 -0.1643804634482347 native-country=Greece 0.8661841541232983 0.9425783217403761 native-country=South -0.4552974542937608 -0.36115769598482084 native-country=China 0.17244326451283815 -2.9316029154162555 native-country=Cuba -0.1898150280701052 0.004209367604664366 native-country=Iran -0.6432610743940853 -0.7258965676867246 native-country=Honduras 0.9563087285876141 -0.9355369049841992 native-country=Philippines -0.4097763612716993 -0.09590389914523845 native-country=Italy -0.5423229241515922 -2.1336173417553717 native-country=Poland 0.005982152244240321 -0.7396730368749596 native-country=Jamaica -0.1994504483364381 -0.7779185080812645 native-country=Vietnam 0.24562640125718022 0.9280142884854508 native-country=Mexico 0.6317874433693027 -2.3406576362851523 native-country=Portugal -0.7901034999689835 -1.031060214694219 native-country=Ireland 0.9089277207040383 -0.5542969536888863 native-country=France 0.34541827563699734 -0.41030061802792783 native-country=Dominican-Republic -0.16070297187342372 -1.8133982630744239 native-country=Laos -0.24326346059014292 -2.130866247126794 native-country=Ecuador 0.6939013827731558 0.3605674171645929 native-country=Taiwan -0.7295760807602191 -1.219381947602975 native-country=Haiti 0.3948470390567301 -1.104151712435874 native-country=Columbia -8.285352398815223E-4 0.04459336231143936 native-country=Hungary -0.10883078831508608 0.7151553340830157 native-country=Guatemala 0.061693118950805 -0.667289784488446 native-country=Nicaragua 0.3632617038256932 0.40792996168977436 native-country=Scotland -0.9138070780769015 -0.31671194761353244 native-country=Thailand -0.3158741453468049 0.6605098718582612 native-country=Yugoslavia 0.025393158159753907 -0.9111453356535029 native-country=El-Salvador -0.5921490485173087 -0.6539556557185413 native-country=Trinadad&Tobago -7.837188664662475E-4 -1.1866217730378277 native-country=Peru -0.4403552495223796 -0.24865591670487547 native-country=Hong 0.6481692239912233 -0.209946078488703 native-country=Holand-Netherlands Hidden Weights: -1.47345273995384 1.421252703983917 6.773867669390985 -6.770605071544606 >50K <=50K Error sum for iteration 4400 = 67.00108850387946 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.8891100352149404 1.0039925991892218 age 1.0427523307981392 -0.29515345912745355 workclass=Private -1.0886548317369766 -2.01630119777003 workclass=Self-emp-not-inc 0.5683273090507303 0.5735936947169552 workclass=Self-emp-inc -0.12414731760473265 1.1479054073042787 workclass=Federal-gov 1.2618023137213947 0.016631727135808176 workclass=Local-gov 0.15685487833993705 -0.6014411272008302 workclass=State-gov -0.17014237404892962 0.36943983802551805 workclass=Without-pay 0.9634985840714961 0.24613595003715563 workclass=Never-worked 0.4297154653614804 -0.05687632025134846 fnlwgt 0.5186249904055539 -0.3618469756474041 education=Bachelors -0.6923666495191834 -0.4610671051694544 education=Some-college 0.894190407957964 -2.740034182691014 education=11th 0.5267305553866138 -0.24954596863831366 education=HS-grad 0.8754161293790444 3.2822060020510264 education=Prof-school 1.1817128495809337 -0.21784351532200752 education=Assoc-acdm 0.05814095810111455 0.33344038592746805 education=Assoc-voc 0.25685230433678774 -1.744902168506274 education=9th -0.23193034866685103 1.188693367528162 education=7th-8th -0.04624160623595311 3.6395663834546688 education=12th -0.5290244404630323 -1.3297199914729223 education=Masters 0.020406321700507764 -1.4475528697417028 education=1st-4th -0.7405118150145358 -1.5531159195363404 education=10th 0.0021731102174463524 0.9753949317836523 education=Doctorate 0.6427191423437258 -1.794712529518902 education=5th-6th 0.6436687354133137 -0.6592486267248294 education=Preschool 0.2567067320962958 3.189681654159435 education-num 0.24014867748419372 2.6263554864582095 marital-status=Married-civ-spouse 0.48488099683151936 -0.44612509985141874 marital-status=Divorced 0.5973423159372672 -1.1681373888231399 marital-status=Never-married 0.011411647397777966 -1.0409148207993355 marital-status=Separated 0.8738406594843587 -2.32726258545595 marital-status=Widowed 0.5409394769623613 -1.387965762036851 marital-status=Married-spouse-absent -0.22830927656799402 0.17953674389669247 marital-status=Married-AF-spouse 0.2002146426668545 0.23554937503275214 occupation=Tech-support 0.00935081503627174 0.23654216143214632 occupation=Craft-repair 0.15024389857071285 0.3361434904560921 occupation=Other-service -0.6635709772837664 -0.2627261316131086 occupation=Sales -0.8026909471559417 1.0285850048729281 occupation=Exec-managerial -2.0798725509150877 -0.35519142960594574 occupation=Prof-specialty 0.7878228166853393 -1.625343127971634 occupation=Handlers-cleaners -0.11691761573680902 0.3492785167428542 occupation=Machine-op-inspct 1.2319310892690185 0.10129789766563031 occupation=Adm-clerical -0.3490767561333027 0.04384734097270608 occupation=Farming-fishing 1.027329467175406 -1.689087720343943 occupation=Transport-moving -0.9351503475503707 -1.158813447361609 occupation=Priv-house-serv 0.039441895290531784 0.9930274260303819 occupation=Protective-serv -0.22806434333773049 -1.106187408179174 occupation=Armed-Forces 0.7934204266773833 -0.43506991759983377 relationship=Wife -0.37432724000692036 -2.324162606562727 relationship=Own-child -0.0903002405397653 0.11641192469958 relationship=Husband -0.022741999980626385 1.1884796627087981 relationship=Not-in-family -0.4255604336328569 -0.01342508841082339 relationship=Other-relative -0.9807959463551861 -1.4359472769532238 relationship=Unmarried 0.5173239898848672 0.38335733217622403 race=White -0.7587971494865049 0.26574667397954477 race=Asian-Pac-Islander -0.3650604308298586 -1.286259513114632 race=Amer-Indian-Eskimo -0.48313451826886833 -2.2520419128952285 race=Other -0.8819808576304405 -0.10335643597369103 race=Black 0.23955287715040283 -0.6663194859252562 sex 0.40760827623951507 0.7861931465598955 capital-gain 0.7224657963978833 3.498680652123461 capital-loss -0.14588613013535887 0.5063601510508432 hours-per-week -0.020807699238800263 -0.5920495621705233 native-country=United-States 0.16005755375994646 2.8086100945421366 native-country=Cambodia 0.1777439837229882 -0.8423336650024987 native-country=England 0.2504405603894468 -2.7883444010717566 native-country=Puerto-Rico -0.3060822391694935 1.148749265926496 native-country=Canada 0.21036453427125068 -0.9259262664230131 native-country=Germany -0.35016364416654644 -0.894642211989061 native-country=Outlying-US(Guam-USVI-etc) 0.28059564030366047 0.9066365021340069 native-country=India 0.9920371503050903 -0.08713017056676266 native-country=Japan -0.8460259396825031 -0.16573200590733397 native-country=Greece 0.866328981876711 0.9563988967182723 native-country=South -0.45264609502816555 -0.36250923844392113 native-country=China 0.18160050877626877 -2.9456155412920113 native-country=Cuba -0.18596547627729051 -0.006634353485314788 native-country=Iran -0.6401724716497692 -0.7274785924730032 native-country=Honduras 0.9605573591701442 -0.939203153121169 native-country=Philippines -0.4074457339394215 -0.09722577773918697 native-country=Italy -0.5353938256225543 -2.148163078211851 native-country=Poland 0.008583407232317687 -0.7410187463483601 native-country=Jamaica -0.19679908907084576 -0.7792700505403717 native-country=Vietnam 0.2511177630760157 0.9381460561215329 native-country=Mexico 0.6358746449404452 -2.353595673336073 native-country=Portugal -0.7874521407033906 -1.0324117571533002 native-country=Ireland 0.9115626868391274 -0.555637025290342 native-country=France 0.3479357595713465 -0.41149545367420237 native-country=Dominican-Republic -0.1558507083316395 -1.8199722007383314 native-country=Laos -0.23702801514765223 -2.143124449718277 native-country=Ecuador 0.6943609398829617 0.3693647760115767 native-country=Taiwan -0.7220613662470824 -1.2208200358475316 native-country=Haiti 0.3974886567780541 -1.1053718254820342 native-country=Columbia 0.00182282402571347 0.04324181985233987 native-country=Hungary -0.10617942904948859 0.7138037916239085 native-country=Guatemala 0.06434447821640187 -0.6686413269475532 native-country=Nicaragua 0.36591306309128846 0.40657841923067406 native-country=Scotland -0.9102818868661704 -0.32409735550396346 native-country=Thailand -0.3132227860812097 0.659158329399154 native-country=Yugoslavia 0.027738927380936567 -0.9124948591000711 native-country=El-Salvador -0.5894976892517158 -0.6553071981776485 native-country=Trinadad&Tobago 0.0018676403991287449 -1.187973315496909 native-country=Peru -0.43770389025678436 -0.25000745916397477 native-country=Hong 0.6508205832568162 -0.21129762094780227 native-country=Holand-Netherlands Hidden Weights: -1.5797340531357484 1.538446864740122 6.800133365476515 -6.796363989459864 >50K <=50K Error sum for iteration 4500 = 67.04649278686685 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.9242137409367368 1.0251291400880063 age 1.068800023753587 -0.28443569378692135 workclass=Private -1.133638838403898 -2.0802835943562155 workclass=Self-emp-not-inc 0.5978638248796544 0.5859157655329212 workclass=Self-emp-inc -0.09733843595069286 1.1669485379974949 workclass=Federal-gov 1.3112030500725196 0.03729548938063262 workclass=Local-gov 0.11240184822960517 -0.6182265915318458 workclass=State-gov -0.1671168890480531 0.3681526143238996 workclass=Without-pay 0.9665240690723731 0.2448487263355386 workclass=Never-worked 0.4233099074431549 -0.06507013474342635 fnlwgt 0.5644652413477399 -0.34587612916892296 education=Bachelors -0.6838879625125992 -0.46375685146900725 education=Some-college 0.8924990475771297 -2.752704866753127 education=11th 0.5619003522553946 -0.23878144721615238 education=HS-grad 0.8745267919912821 3.313170848794932 education=Prof-school 1.2481760400957094 -0.19825931574105934 education=Assoc-acdm 0.02396272627841245 0.32771287383746833 education=Assoc-voc 0.27302454222231165 -1.7604914157014278 education=9th -0.220592403192326 1.188233558424026 education=7th-8th -0.03368045049766863 3.659019982275525 education=12th -0.6400496306294419 -1.3832322065040006 education=Masters 0.024065418054566714 -1.4546533201759577 education=1st-4th -0.7330462842838981 -1.5594619451670289 education=10th 0.00725766480772214 0.9657789191538607 education=Doctorate 0.6480441808217596 -1.807586611520819 education=5th-6th 0.6465070106084387 -0.6602942241313644 education=Preschool 0.2383103372547497 3.1983880232718804 education-num 0.24569098547950868 2.649519463623578 marital-status=Married-civ-spouse 0.5419915471926907 -0.44304910019678484 marital-status=Divorced 0.5392085335960755 -1.188004772853096 marital-status=Never-married 0.02585254645521684 -1.044866043853773 marital-status=Separated 0.8859470996707683 -2.340022672108493 marital-status=Widowed 0.5523223682877033 -1.395993301239088 marital-status=Married-spouse-absent -0.22537630813933307 0.17859464449157317 marital-status=Married-AF-spouse 0.23271911237770837 0.24495881862792235 occupation=Tech-support 0.05980126153224265 0.2481367962811389 occupation=Craft-repair 0.21691244985743602 0.3498567535834817 occupation=Other-service -0.743575853017778 -0.288113904126624 occupation=Sales -0.7931595259210954 1.0262030361360441 occupation=Exec-managerial -2.1972191608828244 -0.42215034669678747 occupation=Prof-specialty 0.7881438960956229 -1.6291442700185983 occupation=Handlers-cleaners -0.09450076260340251 0.358841270159989 occupation=Machine-op-inspct 1.257675172067546 0.10302530337300336 occupation=Adm-clerical -0.31335455373402116 0.05217348594460779 occupation=Farming-fishing 1.0252166935695357 -1.6772596773667414 occupation=Transport-moving -0.9321248625494938 -1.1601006710632176 occupation=Priv-house-serv 0.05607607949740626 0.9996502973331393 occupation=Protective-serv -0.2250581896884108 -1.107473865472858 occupation=Armed-Forces 0.8405021714523172 -0.4231524470051264 relationship=Wife -0.331003395553378 -2.341434735084512 relationship=Own-child -0.11580897070976663 0.11280884709111345 relationship=Husband -0.009200831479211356 1.2140369229292363 relationship=Not-in-family -0.4237333935801339 -0.03050461984223239 relationship=Other-relative -1.018704223955507 -1.4534884020293628 relationship=Unmarried 0.5252035935073794 0.39009026810829567 race=White -0.7598770403157185 0.26696248922754134 race=Asian-Pac-Islander -0.35606037801733015 -1.2944343298058825 race=Amer-Indian-Eskimo -0.4698252132421588 -2.2627304374418116 race=Other -0.8717586232515715 -0.10917575403696908 race=Black 0.21875931506379104 -0.6700223412669684 sex 0.4010454447393837 0.7925797123571078 capital-gain 0.7322450775362241 3.516174836919788 capital-loss -0.22839613982434934 0.4879015402160898 hours-per-week -0.01794532179644229 -0.6003893775367802 native-country=United-States 0.15704104801467886 2.8340972659175114 native-country=Cambodia 0.18518098913202008 -0.8490835181594995 native-country=England 0.25517703148004783 -2.8023749825080992 native-country=Puerto-Rico -0.3048820964980238 1.1580529618379456 native-country=Canada 0.2166866572561519 -0.9293642463708194 native-country=Germany -0.34713815916566915 -0.8959294356906807 native-country=Outlying-US(Guam-USVI-etc) 0.2808608625552929 0.9198793514598842 native-country=India 0.9950626353059673 -0.088417394268379 native-country=Japan -0.8430004546816261 -0.167019229608951 native-country=Greece 0.8669868453019584 0.9688892923207573 native-country=South -0.44962061002728826 -0.36379646214553957 native-country=China 0.19161026620055854 -2.959496921111602 native-country=Cuba -0.18181375673657774 -0.01731271334054516 native-country=Iran -0.6366883365625052 -0.7289923084322193 native-country=Honduras 0.9651021106880845 -0.9425791529130093 native-country=Philippines -0.4047722471008721 -0.09848181013260619 native-country=Italy -0.5277793446731988 -2.162397586071861 native-country=Poland 0.011436613299104462 -0.7422854207583008 native-country=Jamaica -0.19377360406996924 -0.7805572742419914 native-country=Vietnam 0.2565080588049132 0.9480725669511618 native-country=Mexico 0.6404241130061216 -2.3664548052627037 native-country=Portugal -0.7844266557025137 -1.0336989808549089 native-country=Ireland 0.9145027303753488 -0.5568632880677221 native-country=France 0.3508139410331296 -0.41262357115808385 native-country=Dominican-Republic -0.15078942243519525 -1.8261220316582365 native-country=Laos -0.2305297117630425 -2.1548774493410003 native-country=Ecuador 0.6950275832707439 0.3781982170322922 native-country=Taiwan -0.71266984196129 -1.2222071994823007 native-country=Haiti 0.40050109389285177 -1.1064747759718188 native-country=Columbia 0.004848309026592251 0.04195459615072306 native-country=Hungary -0.10315394404860882 0.7125165679222888 native-country=Guatemala 0.06736996321728163 -0.6699285506491729 native-country=Nicaragua 0.36893854809216575 0.4052911955290556 native-country=Scotland -0.9063069620292923 -0.3314904388984924 native-country=Thailand -0.3101973010803324 0.6578711056975343 native-country=Yugoslavia 0.03044607275701886 -0.9137800887745694 native-country=El-Salvador -0.5864722042508388 -0.6565944218792682 native-country=Trinadad&Tobago 0.00489312540000752 -1.1892605391985176 native-country=Peru -0.43467840525590706 -0.2512946828655916 native-country=Hong 0.6538460682576932 -0.2125848446494193 native-country=Holand-Netherlands Hidden Weights: -1.6943162723097482 1.6623351078587214 6.828874148144161 -6.8246776708529175 >50K <=50K Error sum for iteration 4600 = 67.0237261822647 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.959881404115967 1.0466630019371705 age 1.0906258722658408 -0.27494559097474996 workclass=Private -1.1748853374347774 -2.1455073328479273 workclass=Self-emp-not-inc 0.6330293966775821 0.5996686232162907 workclass=Self-emp-inc -0.071684269397875 1.1892074024240957 workclass=Federal-gov 1.3615476201517567 0.0581149912242944 workclass=Local-gov 0.06698711635066111 -0.6364279610338085 workclass=State-gov -0.16380768004573718 0.3669309156647629 workclass=Without-pay 0.969833278074694 0.24362702767640537 workclass=Never-worked 0.4175664932575491 -0.0762893520103568 fnlwgt 0.6146725102887723 -0.3287657799476265 education=Bachelors -0.671242262207015 -0.4640203875735199 education=Some-college 0.8907618459026397 -2.7649906852923074 education=11th 0.5932611619466724 -0.22910930557379627 education=HS-grad 0.872820474754484 3.3466978390300746 education=Prof-school 1.318910168232204 -0.17895092624872364 education=Assoc-acdm -0.01417451184824196 0.32108573840112525 education=Assoc-voc 0.2910378947113545 -1.7761382201476406 education=9th -0.20949524853127877 1.187371011972507 education=7th-8th -0.020554412932656935 3.6790967988860297 education=12th -0.7503897023193205 -1.4434251891070844 education=Masters 0.027916652069148437 -1.4615394111697309 education=1st-4th -0.7260243710552613 -1.5652029230700304 education=10th 0.012159448735103575 0.9581721188572844 education=Doctorate 0.6533132348823366 -1.8195251501023362 education=5th-6th 0.6496204183712063 -0.6612584477964857 education=Preschool 0.2229452940218081 3.206551734743429 education-num 0.24935560623031916 2.6715046840088803 marital-status=Married-civ-spouse 0.6002483985106732 -0.43841741670704365 marital-status=Divorced 0.48191787762438726 -1.208792220683789 marital-status=Never-married 0.04155388390849039 -1.0483260190942165 marital-status=Separated 0.8986815705973926 -2.351817354406736 marital-status=Widowed 0.5656773233811644 -1.4040460766842242 marital-status=Married-spouse-absent -0.222159752675064 0.17774714154408894 marital-status=Married-AF-spouse 0.2647372449122656 0.25442581274013554 occupation=Tech-support 0.11186576897123071 0.2606643442397078 occupation=Craft-repair 0.28360884495112143 0.36355211623677797 occupation=Other-service -0.8216114651567457 -0.31394126151050145 occupation=Sales -0.7844713606721355 1.025364448631657 occupation=Exec-managerial -2.3148656625478545 -0.492592861653058 occupation=Prof-specialty 0.7884096722103469 -1.6324894523244158 occupation=Handlers-cleaners -0.07135263742229098 0.3697156691346678 occupation=Machine-op-inspct 1.2806911968636818 0.10290169744393197 occupation=Adm-clerical -0.2744562886379007 0.06214401379886583 occupation=Farming-fishing 1.0231511003420313 -1.6656036837367147 occupation=Transport-moving -0.9288156535471729 -1.1613223697223563 occupation=Priv-house-serv 0.0752680070167669 1.0076006946134606 occupation=Protective-serv -0.22180441263192313 -1.1086935116986254 occupation=Armed-Forces 0.8918670408041152 -0.40887676022063835 relationship=Wife -0.28051243974138074 -2.357305379804082 relationship=Own-child -0.14671744191026123 0.1108716761652155 relationship=Husband 0.0022324490329229843 1.2382558180635463 relationship=Not-in-family -0.42266557629879975 -0.05006669532558867 relationship=Other-relative -1.0558237496798417 -1.471716874047179 relationship=Unmarried 0.5392573855716521 0.3963401388787997 race=White -0.7625352003861753 0.26907670736878664 race=Asian-Pac-Islander -0.3463159471896368 -1.3022666009296215 race=Amer-Indian-Eskimo -0.45647839441377264 -2.2728671251106007 race=Other -0.8632257878713757 -0.11545296672491559 race=Black 0.2037927138889135 -0.6738710427155262 sex 0.3937054140143962 0.7977042121105872 capital-gain 0.7417984034448257 3.5328009492276906 capital-loss -0.3171187044745202 0.4679945991508438 hours-per-week -0.013603887162091512 -0.6088781189725566 native-country=United-States 0.15396210990453157 2.8590760781781044 native-country=Cambodia 0.19296630394467054 -0.8555399769668962 native-country=England 0.26010573569027773 -2.815846328493659 native-country=Puerto-Rico -0.30385757903616567 1.1690240631948725 native-country=Canada 0.22357677085951347 -0.9327268571656537 native-country=Germany -0.34382895016335396 -0.8971511343498109 native-country=Outlying-US(Guam-USVI-etc) 0.28149076233656567 0.9323292904630476 native-country=India 0.9983718443082882 -0.08963909292751251 native-country=Japan -0.8396912456793052 -0.16824092826808423 native-country=Greece 0.8681122931523733 0.9799696524385197 native-country=South -0.4463114010249731 -0.3650181608046763 native-country=China 0.2023446829884056 -2.9732358900482048 native-country=Cuba -0.1774677545363274 -0.0277272180128527 native-country=Iran -0.6329029287954573 -0.7304366746445216 native-country=Honduras 0.9698188569508595 -0.9456710662458011 native-country=Philippines -0.4018424391863383 -0.09967074795894146 native-country=Italy -0.5196084346178258 -2.1762918395581496 native-country=Poland 0.014473339119009117 -0.7434732354015922 native-country=Jamaica -0.1904643950676533 -0.7817789729011215 native-country=Vietnam 0.2616570306620855 0.9577815074495621 native-country=Mexico 0.6453189411749541 -2.3792702340657472 native-country=Portugal -0.7811174467001928 -1.0349206795140475 native-country=Ireland 0.9176647969694328 -0.5579760498463568 native-country=France 0.35396323977868155 -0.41368502554191555 native-country=Dominican-Republic -0.1456232610218805 -1.8318664439095023 native-country=Laos -0.22390281970303624 -2.166117995471164 native-country=Ecuador 0.6958037321759057 0.3870844896102491 native-country=Taiwan -0.7010656105151526 -1.2235433861786678 native-country=Haiti 0.40379456607217784 -1.1074626875512612 native-country=Columbia 0.008157518028907098 0.04073289749159014 native-country=Hungary -0.09984473504629438 0.7112948692631587 native-country=Guatemala 0.07067917221959608 -0.671150249308303 native-country=Nicaragua 0.37224775709448094 0.4040694968699189 native-country=Scotland -0.9019669494759078 -0.3388452679511541 native-country=Thailand -0.3068880920780172 0.6566494070384041 native-country=Yugoslavia 0.03343058386109376 -0.9149998221910138 native-country=El-Salvador -0.5831629952485179 -0.6578161205383983 native-country=Trinadad&Tobago 0.008202334402322355 -1.1904822378576563 native-country=Peru -0.4313691962535919 -0.2525163815247301 native-country=Hong 0.6571552772600141 -0.21380654330855253 native-country=Holand-Netherlands Hidden Weights: -1.8149348487292751 1.7906622204029932 6.859870772178485 -6.8553807140118765 >50K <=50K Error sum for iteration 4700 = 66.9282884281777 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 0.9961730727668692 1.0687283965285228 age 1.1064533609580902 -0.26717987091757966 workclass=Private -1.2112085414284859 -2.2105338330095807 workclass=Self-emp-not-inc 0.6748517094162952 0.6148358114144992 workclass=Self-emp-inc -0.04807229733060671 1.2140894654927394 workclass=Federal-gov 1.412289835254782 0.07855032744594508 workclass=Local-gov 0.020706448058729513 -0.655845332235286 workclass=State-gov -0.16027910030891354 0.3657742325349494 workclass=Without-pay 0.9733618578115225 0.24247034454658664 workclass=Never-worked 0.4122230669693237 -0.09063745157777875 fnlwgt 0.6667684943068396 -0.3113085053198974 education=Bachelors -0.6542099380679361 -0.46194788823633604 education=Some-college 0.8890015783091008 -2.776952839158272 education=11th 0.6202895266361586 -0.22095718165818384 education=HS-grad 0.8700578499695837 3.383023996708197 education=Prof-school 1.3930672701591849 -0.16033551316098615 education=Assoc-acdm -0.056036500288428236 0.31365213400687125 education=Assoc-voc 0.31081778516972053 -1.7918136208018078 education=9th -0.19876451356148644 1.1859013606286013 education=7th-8th -0.0071606567028067196 3.6999001459843 education=12th -0.8569831677216464 -1.5089971533837334 education=Masters 0.03191187923474756 -1.4682396273246432 education=1st-4th -0.7195813125743947 -1.5703652885968389 education=10th 0.016688631763347762 0.9528756967966211 education=Doctorate 0.6584637949309823 -1.8305564019291085 education=5th-6th 0.6529484931210087 -0.662142628552629 education=Preschool 0.21053775944596737 3.214723380947442 education-num 0.24998188639251417 2.6922457550074617 marital-status=Married-civ-spouse 0.6573454793119379 -0.4329276639451842 marital-status=Divorced 0.4274373866329154 -1.229753260566808 marital-status=Never-married 0.05878051679955961 -1.0512906704076783 marital-status=Separated 0.9119829059570326 -2.3626592786433096 marital-status=Widowed 0.5813970853999829 -1.4121017500850896 marital-status=Married-spouse-absent -0.21872165686417594 0.17698935967029955 marital-status=Married-AF-spouse 0.29555507695474353 0.26360668096359147 occupation=Tech-support 0.16412544829719058 0.2735803854166072 occupation=Craft-repair 0.34953064304939024 0.3768972406330445 occupation=Other-service -0.8957366199909494 -0.3394932647697538 occupation=Sales -0.7790262361916414 1.0257311185908187 occupation=Exec-managerial -2.4302400191413307 -0.5653457628859847 occupation=Prof-specialty 0.7886035486553842 -1.6354055033961334 occupation=Handlers-cleaners -0.047809248627904144 0.38167411214799557 occupation=Machine-op-inspct 1.3008778834750652 0.10103560650288444 occupation=Adm-clerical -0.2323185919232865 0.07395405755390753 occupation=Farming-fishing 1.0211281744413971 -1.6543781143908853 occupation=Transport-moving -0.9252870738103444 -1.1624790528521658 occupation=Priv-house-serv 0.09697186214442521 1.0167472408537026 occupation=Protective-serv -0.2183917384704892 -1.1098461170300529 occupation=Armed-Forces 0.9466047387827994 -0.39247273651376435 relationship=Wife -0.2229638990098944 -2.371680530489958 relationship=Own-child -0.18308248697063284 0.1105601351190397 relationship=Husband 0.011778460475053858 1.2608546162181127 relationship=Not-in-family -0.422877247337685 -0.07183010403187809 relationship=Other-relative -1.0916791674173085 -1.4904631592877782 relationship=Unmarried 0.5584339875343166 0.4021528319949153 race=White -0.7664340227286115 0.2719645002165365 race=Asian-Pac-Islander -0.3356977559316406 -1.3097845826351202 race=Amer-Indian-Eskimo -0.443449861068315 -2.2824136708767853 race=Other -0.8562787555163098 -0.12212580590471567 race=Black 0.19667069018938646 -0.6775263138481922 sex 0.38549967424397485 0.8014179842587325 capital-gain 0.7510344993268688 3.5487603508257624 capital-loss -0.41189521589489125 0.44685274931001756 hours-per-week -0.008613979640510257 -0.6176222848735569 native-country=United-States 0.15076761153403634 2.8834882238124973 native-country=Cambodia 0.20105908455702248 -0.8617315550211939 native-country=England 0.26515480563442556 -2.828773866639887 native-country=Puerto-Rico -0.30315717040706147 1.1819222193587806 native-country=Canada 0.23090313439060933 -0.9359858646325947 native-country=Germany -0.34030037042652367 -0.8983078174796282 native-country=Outlying-US(Guam-USVI-etc) 0.28244735585777986 0.9438983884305964 native-country=India 1.0019004240451308 -0.09079577605733137 native-country=Japan -0.8361626659424767 -0.16939761139790296 native-country=Greece 0.8696775730393533 0.9895914369317498 native-country=South -0.4427828212881428 -0.3661748439344898 native-country=China 0.21368303879153053 -2.9868302644024567 native-country=Cuba -0.17300623032341836 -0.03777499663261606 native-country=Iran -0.6288844156895749 -0.7318121408145133 native-country=Honduras 0.9746198132818079 -0.9484930345776884 native-country=Philippines -0.3987142129867977 -0.10079313664695157 native-country=Italy -0.5109893015530389 -2.1898235591619275 native-country=Poland 0.01765585115117344 -0.744584424298837 native-country=Jamaica -0.18693581533082967 -0.7829356560309388 native-country=Vietnam 0.26650477907022513 0.9672387193758502 native-country=Mexico 0.6504537282914965 -2.392074740134933 native-country=Portugal -0.7775888669633643 -1.036077362643857 native-country=Ireland 0.9209972271411168 -0.5589792521197221 native-country=France 0.35732038765774765 -0.41468142177653594 native-country=Dominican-Republic -0.14041744137839504 -1.8372343892436065 native-country=Laos -0.21724252445740896 -2.1768475471052025 native-country=Ecuador 0.6966287132559421 0.3960038230258674 native-country=Taiwan -0.6868487035179639 -1.224829526657563 native-country=Haiti 0.4073052777857522 -1.1083394284602304 native-country=Columbia 0.01168609776573306 0.0395762143617713 native-country=Hungary -0.09631615530947034 0.7101381861333413 native-country=Guatemala 0.07420775195642011 -0.6723069324381203 native-country=Nicaragua 0.37577633683131123 0.4029128137401054 native-country=Scotland -0.8973258069786774 -0.3461038171290443 native-country=Thailand -0.3033595123411869 0.6554927239085868 native-country=Yugoslavia 0.03663519813530147 -0.916154571861234 native-country=El-Salvador -0.5796344155116894 -0.6589728036682156 native-country=Trinadad&Tobago 0.011730914139148313 -1.1916389209874658 native-country=Peru -0.4278406165167616 -0.2536730646545436 native-country=Hong 0.6606838569968426 -0.21496322643837126 native-country=Holand-Netherlands Hidden Weights: -1.9386165332831595 1.9205402557442492 6.892707610177094 -6.888091371744934 >50K <=50K Error sum for iteration 4800 = 66.75761341387972 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 1.03314437559169 1.0914531758665647 age 1.1150292567847504 -0.2614892856011823 workclass=Private -1.2417259091120474 -2.273715727343988 workclass=Self-emp-not-inc 0.7243861326686436 0.631271167332647 workclass=Self-emp-inc -0.027217384866693867 1.240788363417647 workclass=Federal-gov 1.462981867670422 0.09798000731576223 workclass=Local-gov -0.026587712052368023 -0.6762677693747216 workclass=State-gov -0.15657583344006287 0.3646778173603416 workclass=Without-pay 0.9770651246803606 0.24137392937197633 workclass=Never-worked 0.40695737160277806 -0.10803907274296219 fnlwgt 0.7178969550034621 -0.294538447516505 education=Bachelors -0.632888293615942 -0.45788633695479436 education=Some-college 0.887271956792071 -2.7886610661659255 education=11th 0.6428785853661212 -0.2147145686853345 education=HS-grad 0.8660542632402102 3.422274364415738 education=Prof-school 1.4697337009195135 -0.14296030519506325 education=Assoc-acdm -0.10110884333707744 0.3055020592736262 education=Assoc-voc 0.3321586699170505 -1.8074554088965937 education=9th -0.1884558101024965 1.1836037635588867 education=7th-8th 0.00620234558813235 3.721467198734502 education=12th -0.9564624021216237 -1.5778397017582946 education=Masters 0.03602672358612509 -1.4747933013280636 education=1st-4th -0.7137690480095792 -1.574998846230082 education=10th 0.02069074633808676 0.9501152379313376 education=Doctorate 0.6634772974002285 -1.840739261324563 education=5th-6th 0.6564507725720709 -0.6629526580474511 education=Preschool 0.20112282909338305 3.223571293831628 education-num 0.24648391049115537 2.711669280361194 marital-status=Married-civ-spouse 0.7111980723246822 -0.42724657010722034 marital-status=Divorced 0.3774983612119937 -1.2501736656371798 marital-status=Never-married 0.07797332079497012 -1.0537789550904153 marital-status=Separated 0.9258173045055832 -2.3725862028303517 marital-status=Widowed 0.5998866880156218 -1.4201393290825797 marital-status=Married-spouse-absent -0.21510505068150176 0.17631170579709232 marital-status=Married-AF-spouse 0.3246158077554241 0.2721277128456146 occupation=Tech-support 0.21520231132129553 0.286277808831717 occupation=Craft-repair 0.4140130762696334 0.3895240339471202 occupation=Other-service -0.9644198921433874 -0.3641286903532608 occupation=Sales -0.7791538087388089 1.026815367336938 occupation=Exec-managerial -2.54044834530065 -0.6387531310602644 occupation=Prof-specialty 0.7887532538175687 -1.6379307831876393 occupation=Handlers-cleaners -0.02426955982440594 0.39438326659854683 occupation=Machine-op-inspct 1.318364381245269 0.09753197111532018 occupation=Adm-clerical -0.18689991338607922 0.0877754645034804 occupation=Farming-fishing 1.0191587903171302 -1.6438602527792705 occupation=Transport-moving -0.9215838069415063 -1.1635754680267694 occupation=Priv-house-serv 0.12100793237044832 1.0269060128375895 occupation=Protective-serv -0.2148852467855763 -1.1109358191129268 occupation=Armed-Forces 1.0038845156315923 -0.37432418393780387 relationship=Wife -0.15894031432946212 -2.384533243194047 relationship=Own-child -0.22475251259757506 0.11166480223117127 relationship=Husband 0.020043588555258954 1.281636670807443 relationship=Not-in-family -0.4249994458012802 -0.09529328134187989 relationship=Other-relative -1.1256096967723037 -1.5095323559956781 relationship=Unmarried 0.5813827907451495 0.4075315874268185 race=White -0.7710044317636342 0.27541184751812037 race=Asian-Pac-Islander -0.3240685438459018 -1.3170187568160425 race=Amer-Indian-Eskimo -0.43097377053426433 -2.291374783013027 race=Other -0.8506199830168528 -0.12901001959101344 race=Black 0.19881832122591234 -0.6807119003839386 sex 0.37639051801636136 0.8036017702214597 capital-gain 0.7599858144474679 3.5643125229105332 capital-loss -0.5119619589248798 0.42471025789472006 hours-per-week -0.0037592147828101933 -0.6266576632855755 native-country=United-States 0.14743440855997972 2.9072953330964157 native-country=Cambodia 0.2094474461232627 -0.8676965217605352 native-country=England 0.27028031859169865 -2.841192051399643 native-country=Puerto-Rico -0.30286535576729423 1.1969149233531902 native-country=Canada 0.23853945633834217 -0.939117007198414 native-country=Germany -0.3365971035576717 -0.8994042326542411 native-country=Outlying-US(Guam-USVI-etc) 0.28370637175515867 0.9545377538839672 native-country=India 1.0056036909139943 -0.0918921912319419 native-country=Japan -0.8324593990736386 -0.17049402657251328 native-country=Greece 0.871662501957757 0.9977498134536932 native-country=South -0.4390795544192908 -0.3672712591090976 native-country=China 0.22551171436544343 -3.0002924028596585 native-country=Cuba -0.1684828486177139 -0.04737723944260427 native-country=Iran -0.624681474656913 -0.7331230955997606 native-country=Honduras 0.9794539788448494 -0.9510708103099137 native-country=Philippines -0.3954229462980453 -0.10185388145304308 native-country=Italy -0.5020095706563392 -2.2029850083786173 native-country=Poland 0.02096678691555758 -0.7456256495971019 native-country=Jamaica -0.183232548461979 -0.7840320712055517 native-country=Vietnam 0.2710658217456847 0.9763911651293071 native-country=Mexico 0.655731466802571 -2.4049007003792173 native-country=Portugal -0.7738856000945262 -1.0371737778184607 native-country=Ireland 0.9244707117713827 -0.5598826858381412 native-country=France 0.36084233757946044 -0.4156185064706888 native-country=Dominican-Republic -0.13520803514419927 -1.842264909331525 native-country=Laos -0.21061051265567055 -2.1870794526085553 native-country=Ecuador 0.6974795279507153 0.4048850450520599 native-country=Taiwan -0.6696075177085581 -1.2260697367563034 native-country=Haiti 0.41098911642878055 -1.109114399016518 native-country=Columbia 0.015389364634583581 0.038479799187160595 native-country=Hungary -0.09261288844062031 0.7090417709587284 native-country=Guatemala 0.07791101882527014 -0.6734033476127332 native-country=Nicaragua 0.3794796037001632 0.4018163985654976 native-country=Scotland -0.8924324363305585 -0.3532083502230477 native-country=Thailand -0.29965624547233494 0.6543963087339739 native-country=Yugoslavia 0.04002281307075375 -0.9172490892517294 native-country=El-Salvador -0.5759311486428513 -0.6600692188428285 native-country=Trinadad&Tobago 0.015434181007998834 -1.1927353361620694 native-country=Peru -0.4241373496479096 -0.2547694798291514 native-country=Hong 0.6643871238656807 -0.21605964161298158 native-country=Holand-Netherlands Hidden Weights: -2.0621470652940403 2.048897518135779 6.9267945783627995 -6.9222277816529205 >50K <=50K Error sum for iteration 4900 = 66.51920616776924 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 1.0707769855842493 1.1149231646422815 age 1.115766500250593 -0.2580019203994432 workclass=Private -1.2658925622502946 -2.3335118374742856 workclass=Self-emp-not-inc 0.7825348416643744 0.6487183050227358 workclass=Self-emp-inc -0.009541935820221566 1.2683916963462478 workclass=Federal-gov 1.5131714865601973 0.1158352357564039 workclass=Local-gov -0.0753355311791942 -0.6975048559788477 workclass=State-gov -0.15273036571629584 0.36363209361225285 workclass=Without-pay 0.9809105924041368 0.24032820562388604 workclass=Never-worked 0.4014434592341882 -0.12823921407241373 fnlwgt 0.7653746996142129 -0.27951235554132625 education=Bachelors -0.6078870417829602 -0.4524743675087062 education=Some-college 0.8856481790938016 -2.800197248719179 education=11th 0.661360978923414 -0.2106271451630093 education=HS-grad 0.8606970855682591 3.4644394603737227 education=Prof-school 1.547985325584467 -0.12737545324420196 education=Assoc-acdm -0.14865800040139615 0.29671017468476724 education=Assoc-voc 0.3547268095935362 -1.8229788742341515 education=9th -0.1785687970616509 1.1802905200253717 education=7th-8th 0.01927358025447062 3.74373882801688 education=12th -1.0457158205361154 -1.6473673468235803 education=Masters 0.0402524387495508 -1.481250619553494 education=1st-4th -0.7085660836035864 -1.5791753259237804 education=10th 0.024059470432761455 0.9499697645658973 education=Doctorate 0.6683668804080061 -1.8501648386428848 education=5th-6th 0.6600991400700139 -0.6636998204554228 education=Preschool 0.19477176320261105 3.233783638066061 education-num 0.23803206561320492 2.729715208684638 marital-status=Married-civ-spouse 0.7601433106629987 -0.42190289141060444 marital-status=Divorced 0.33319675623723793 -1.269497469129488 marital-status=Never-married 0.09976402291288054 -1.0558326457694884 marital-status=Separated 0.9401469753316745 -2.3816647218264078 marital-status=Widowed 0.6214927834058723 -1.42814626675495 marital-status=Married-spouse-absent -0.21134129164481572 0.17569919339541032 marital-status=Married-AF-spouse 0.3515741274760296 0.27968052996752907 occupation=Tech-support 0.263923692495842 0.2982115946400837 occupation=Craft-repair 0.4765568274965185 0.40107002732908636 occupation=Other-service -1.026802433924157 -0.3873871817631052 occupation=Sales -0.7866992763367303 1.028055673242605 occupation=Exec-managerial -2.642825624232111 -0.7110244601797622 occupation=Prof-specialty 0.788925191323165 -1.6401200219138308 occupation=Handlers-cleaners -0.0011198123003029188 0.40745187109666137 occupation=Machine-op-inspct 1.3334499178894748 0.09256495435293215 occupation=Adm-clerical -0.13813618913961945 0.10370260488553996 occupation=Farming-fishing 1.0172668270069494 -1.6343495589907577 occupation=Transport-moving -0.9177383392177301 -1.164621191774877 occupation=Priv-house-serv 0.147006805839397 1.0378885744531827 occupation=Protective-serv -0.21132644447748214 -1.1119718443072049 occupation=Armed-Forces 1.0630696560956912 -0.3549354501823865 relationship=Wife -0.08946613538599206 -2.3959167492140794 relationship=Own-child -0.27131957342407087 0.11382925211359561 relationship=Husband 0.027791378497227095 1.3005032715428304 relationship=Not-in-family -0.4297578631510759 -0.11977989319314378 relationship=Other-relative -1.1568547798128261 -1.5287221549709806 relationship=Unmarried 0.6065973820328789 0.41245787913463433 race=White -0.7755619927520917 0.2791477055850367 race=Asian-Pac-Islander -0.3113325975452928 -1.3240025353505325 race=Amer-Indian-Eskimo -0.4191430493949602 -2.2997974878469667 race=Other -0.845852600347039 -0.13586009472260144 race=Black 0.21084642997326286 -0.6832565646758291 sex 0.3663771150163337 0.8041847535795702 capital-gain 0.7688408817551174 3.579758147067842 capital-loss -0.6160726092630777 0.4017663150404399 hours-per-week 1.908164003290846E-4 -0.6359454202594779 native-country=United-States 0.1439522706498783 2.930504236698296 native-country=Cambodia 0.218134021424099 -0.8734791404339642 native-country=England 0.2754585253442779 -2.8531529622189566 native-country=Puerto-Rico -0.30299166901261826 1.2140463254032816 native-country=Canada 0.2463688268829197 -0.942104044185925 native-country=Germany -0.33275163583390144 -0.9004499564023305 native-country=Outlying-US(Guam-USVI-etc) 0.285246969647082 0.9642411281561328 native-country=India 1.0094491586377439 -0.09293791498003602 native-country=Japan -0.8286139313498624 -0.17153975032060356 native-country=Greece 0.8740434719937341 1.004493747395067 native-country=South -0.43523408669552055 -0.36831698285718634 native-country=China 0.23772513299002335 -3.0136474555827086 native-country=Cuba -0.1639315733220003 -0.0565088549026351 native-country=Iran -0.6203308223852442 -0.7343784677272965 native-country=Honduras 0.9843044118931996 -0.9534420458862715 native-country=Philippines -0.3919897260463215 -0.10286284897458114 native-country=Italy -0.4927357741864139 -2.2157872274445256 native-country=Poland 0.024398837373455322 -0.7466084644633502 native-country=Jamaica -0.17938708073821197 -0.7850777949536412 native-country=Vietnam 0.2754082077492184 0.9851819585285423 native-country=Mexico 0.6610651120044597 -2.41777863153822 native-country=Portugal -0.77004013237075 -1.0382195015665683 native-country=Ireland 0.9280681634306416 -0.5607021445539295 native-country=France 0.36449892598266825 -0.4165068019699488 native-country=Dominican-Republic -0.1300129017595869 -1.8470046858114875 native-country=Laos -0.20404291980594932 -2.196839325835812 native-country=Ecuador 0.6983668362433711 0.4136046157442336 native-country=Taiwan -0.648980708354605 -1.2272717737419239 native-country=Haiti 0.41481421736816176 -1.1098038625743796 native-country=Columbia 0.019234832358352102 0.037434075439067606 native-country=Hungary -0.08876742071685276 0.707996047210639 native-country=Guatemala 0.0817564865490377 -0.6744490713608227 native-country=Nicaragua 0.38332507142393346 0.40077067481740886 native-country=Scotland -0.8873261967838956 -0.3601146318666604 native-country=Thailand -0.2958107777485647 0.6533505849858845 native-country=Yugoslavia 0.04356831307060162 -0.9182929565810154 native-country=El-Salvador -0.5720856809190751 -0.661114942590918 native-country=Trinadad&Tobago 0.019279648731767424 -1.193781059910177 native-country=Peru -0.42029188192413935 -0.25581520357724014 native-country=Hong 0.6682325915894569 -0.21710536536107186 native-country=Holand-Netherlands Hidden Weights: -2.182654154754563 2.1730489715910046 6.961451764798783 -6.957091814496488 >50K <=50K Options: -I 5000 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1627800787 -H 2 -M 0.01 Input Weights: 1.1085595610782564 1.138904816864027 age 1.1088991048452475 -0.2566250835791894 workclass=Private -1.2833353630266318 -2.3882116657007946 workclass=Self-emp-not-inc 0.849143293560728 0.6666702651395426 workclass=Self-emp-inc 0.004755939411368433 1.2957686616507285 workclass=Federal-gov 1.561809376913061 0.13156007339284653 workclass=Local-gov -0.12568597251861904 -0.7192043040872692 workclass=State-gov -0.1488101100048841 0.3626343310081818 workclass=Without-pay 0.9848308481155356 0.23933044301982084 workclass=Never-worked 0.3954855818040808 -0.15060445323138694 fnlwgt 0.8067986880729305 -0.2671860704694165 education=Bachelors -0.5806150371669325 -0.44661276734209054 education=Some-college 0.8842263554956706 -2.8115376121581543 education=11th 0.6762927673835895 -0.2087420285461525 education=HS-grad 0.8540248405346124 3.5089238255172948 education=Prof-school 1.6261572490421239 -0.11411221062093957 education=Assoc-acdm -0.19733080571499773 0.28743265933378803 education=Assoc-voc 0.3778553676217305 -1.83813486875828 education=9th -0.16916153406438408 1.1759020832615086 education=7th-8th 0.031737692306671964 3.7663268922178794 education=12th -1.1217205958097152 -1.714376063611664 education=Masters 0.04454273739110473 -1.4876032245312307 education=1st-4th -0.7039390268773704 -1.5829454834176684 education=10th 0.026719486672029582 0.9522995019230573 education=Doctorate 0.6731147175144697 -1.8588632685263378 education=5th-6th 0.6638320795790076 -0.66439231491228 education=Preschool 0.19153284379322716 3.2458142552201488 education-num 0.22438150172229246 2.746213068681565 marital-status=Married-civ-spouse 0.8026116758444306 -0.4172534775232062 marital-status=Divorced 0.2951360952853854 -1.2872516390712052 marital-status=Never-married 0.12468574078261703 -1.0574950031117922 marital-status=Separated 0.9547534628740922 -2.389906736168166 marital-status=Widowed 0.6461663348726455 -1.4360411305082175 marital-status=Married-spouse-absent -0.20749635319130164 0.1751388858291761 marital-status=Married-AF-spouse 0.37605957618063157 0.28604871379093727 occupation=Tech-support 0.30899895754000295 0.308903491986923 occupation=Craft-repair 0.5362620007697871 0.41115423831781217 occupation=Other-service -1.0822705497634395 -0.40884087670200897 occupation=Sales -0.8025256480534183 1.0289165945631937 occupation=Exec-managerial -2.7345569180012363 -0.7799512936064004 occupation=Prof-specialty 0.7892053725585707 -1.6420238606614008 occupation=Handlers-cleaners 0.02111816377912456 0.42037017115046404 occupation=Machine-op-inspct 1.346408298173041 0.08647513368287074 occupation=Adm-clerical -0.08642369469439827 0.12152848799960674 occupation=Farming-fishing 1.0154998330404412 -1.6262247413672484 occupation=Transport-moving -0.9138180835063313 -1.165618954378938 occupation=Priv-house-serv 0.1741159603092055 1.0494207265118052 occupation=Protective-serv -0.20777237278175786 -1.1129570375390243 occupation=Armed-Forces 1.1231351656162343 -0.3350551853779573 relationship=Wife -0.016655432232143483 -2.4058645705526227 relationship=Own-child -0.32152834943415753 0.11660502361354896 relationship=Husband 0.03561183358335989 1.3172822417273233 relationship=Not-in-family -0.43781928259511954 -0.14430821595463095 relationship=Other-relative -1.184397672159514 -1.5476496938167221 relationship=Unmarried 0.632316724705822 0.41685593101133234 race=White -0.7794081979276049 0.2828766830045435 race=Asian-Pac-Islander -0.29760810217370925 -1.330704228247536 race=Amer-Indian-Eskimo -0.4080415715751996 -2.3076817969171897 race=Other -0.8415883867875074 -0.14237203590446101 race=Black 0.2323243605080835 -0.6850758196274039 sex 0.35558885303530297 0.80317297259775 capital-gain 0.777855272592058 3.595259620625185 capital-loss -0.7216372230911166 0.3783913501192629 hours-per-week 0.0024791664541745574 -0.6453012063442589 native-country=United-States 0.14034112669064575 2.9529693405171455 native-country=Cambodia 0.22703221132805393 -0.8790682298290313 native-country=England 0.2806246746058275 -2.8646048315715276 native-country=Puerto-Rico -0.3034707506239628 1.2330305338707905 native-country=Canada 0.2542083510638698 -0.944912331489415 native-country=Germany -0.3288313801224919 -0.9014477190063943 native-country=Outlying-US(Guam-USVI-etc) 0.28702463422197033 0.9729582763984695 native-country=India 1.0133694143491594 -0.0939356775841034 native-country=Japan -0.8246936756384636 -0.17253751292466876 native-country=Greece 0.8767567492400223 1.009877100465332 native-country=South -0.431313830984111 -0.36931474546125737 native-country=China 0.2500983020742322 -3.026792942058025 native-country=Cuba -0.1594185695248333 -0.06513020283624513 native-country=Iran -0.6159092691404728 -0.7355781413237934 native-country=Honduras 0.9891320194682877 -0.9556312960073118 native-country=Philippines -0.3884662623357531 -0.10382353796983083 native-country=Italy -0.4833116724730438 -2.228134778061854 native-country=Poland 0.02790983497768432 -0.747538231466499 native-country=Jamaica -0.17546682502680022 -0.786075557557705 native-country=Vietnam 0.2795816670928768 0.9934897228812976 native-country=Mexico 0.6663281095743692 -2.4306037270677208 native-country=Portugal -0.7661198766593512 -1.0392172641706292 native-country=Ireland 0.9317380524761589 -0.5614498510776799 native-country=France 0.3682275968519289 -0.41735146945617535 native-country=Dominican-Republic -0.12489341608558306 -1.8514593503298429 native-country=Laos -0.19762427571125424 -2.2060703860089648 native-country=Ecuador 0.6993146987375795 0.4219225890208623 native-country=Taiwan -0.6249758094122477 -1.22843377764972 native-country=Haiti 0.41871402771272076 -1.1104231238717026 native-country=Columbia 0.023155088069760774 0.03643631283500194 native-country=Hungary -0.08484716500544535 0.7069982846065752 native-country=Guatemala 0.0856767422604451 -0.6754468339648865 native-country=Nicaragua 0.387245327135343 0.3997729122133378 native-country=Scotland -0.8820948643745746 -0.3667348825939262 native-country=Thailand -0.29189052203715515 0.6523528223818207 native-country=Yugoslavia 0.04721313009064191 -0.9192889293062013 native-country=El-Salvador -0.5681654252076763 -0.6621127051949818 native-country=Trinadad&Tobago 0.023199904443176097 -1.194778822514238 native-country=Peru -0.41637162621272983 -0.25681296618131116 native-country=Hong 0.6721528473008557 -0.21810312796513706 native-country=Holand-Netherlands Hidden Weights: -2.296979326593888 2.2900267010978155 6.995684099953782 -6.99164666005314 >50K <=50K === Error on training data === Correctly Classified Instances 461 89.5146 % Incorrectly Classified Instances 54 10.4854 % Mean absolute error 0.2177 Root mean squared error 0.2859 Relative absolute error 63.0554 % Root relative squared error 68.8663 % Total Number of Instances 515 === Confusion Matrix === a b <-- classified as 73 41 | a = >50K 13 388 | b = <=50K === Error on test data === Correctly Classified Instances 419 81.3592 % Incorrectly Classified Instances 96 18.6408 % Mean absolute error 0.2702 Root mean squared error 0.3706 Relative absolute error 77.0456 % Root relative squared error 87.8937 % Total Number of Instances 515 === Confusion Matrix === a b <-- classified as 56 63 | a = >50K 33 363 | b = <=50K