Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -0.7597289633584707 -0.29582776220957085 age -0.0094599687289465 -0.4236939887929667 workclass=Private -0.08596554819596736 -0.016394714103056707 workclass=Self-emp-not-inc -0.9834323231679689 0.3754019820491725 workclass=Self-emp-inc 0.27414147287201174 0.5252582586845658 workclass=Federal-gov -0.7628755774998277 0.08330813661944969 workclass=Local-gov 0.31121723612592667 -0.3205362320054259 workclass=State-gov -0.703897262027728 -0.6362604569775678 workclass=Without-pay 0.038709880157069554 0.23495368283473206 workclass=Never-worked 0.6619861833447898 0.6106292819838444 fnlwgt -0.5260323535863547 -0.49124924911955525 education=Bachelors 0.6781680456271271 -0.5892119577327142 education=Some-college 0.8531885120443059 -0.35606055942971726 education=11th 0.1427270639091014 0.4469764357534418 education=HS-grad -0.4007838120540448 0.180566171829182 education=Prof-school -0.9700393368153777 -0.3780547523620357 education=Assoc-acdm 0.04025941540248956 0.7746495765272681 education=Assoc-voc -0.6221208777964875 0.9065100127558419 education=9th -0.36508715315276685 -0.851673364399584 education=7th-8th 0.5803805327971838 0.09903006012727888 education=12th 0.34787296598431405 0.5796639417878331 education=Masters -0.6346554957476744 -0.00422742140118304 education=1st-4th -0.3362629802027368 0.8215102528367237 education=10th -0.145455251261273 0.04632628095002933 education=Doctorate -0.18573698325864574 0.8316041958419997 education=5th-6th -0.7490227807643963 0.5090032265264219 education=Preschool -0.6127804150964853 0.3763640047182286 education-num -0.9344282565709796 -0.4997067093736951 marital-status=Married-civ-spouse 0.310980335011003 0.9325184357317966 marital-status=Divorced 0.27869104734240135 -0.3090648022610525 marital-status=Never-married -0.034412209494988355 0.5668804366327378 marital-status=Separated 0.5514646850935636 0.2487999527964131 marital-status=Widowed -0.9758625244019901 -0.9432436278101566 marital-status=Married-spouse-absent -0.6042562602149137 -0.0559324336385878 marital-status=Married-AF-spouse 0.7127826783621598 -0.42788543827739334 occupation=Tech-support 0.13593937939441125 -0.9376195511229786 occupation=Craft-repair -0.90305106439034 0.14485193125229756 occupation=Other-service -0.6733871618258185 0.3327904834551114 occupation=Sales 0.327741450950608 -0.011820659018873858 occupation=Exec-managerial 0.020557330229165505 -0.14585110099103793 occupation=Prof-specialty 0.5570398868364685 0.8069461271162279 occupation=Handlers-cleaners -0.3738555172852127 -0.15036388582059335 occupation=Machine-op-inspct 0.4621761186411131 0.583021877337089 occupation=Adm-clerical 0.9815408373679 0.8166527389686673 occupation=Farming-fishing 0.48988921442933586 -0.8272018794246652 occupation=Transport-moving 0.3574214987035478 -0.44068442563079335 occupation=Priv-house-serv 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-0.6877021359581916 0.7968320796249837 native-country=United-States 0.14763416126094242 -0.238024797204055 native-country=Cambodia -0.6040881752188583 0.7257140632131762 native-country=England -0.7425675822984759 -0.3479274913643253 native-country=Puerto-Rico 0.6384373121658926 -0.3658758418222119 native-country=Canada -0.8462145928165321 0.9788781261344959 native-country=Germany 0.33769947709433046 0.45181667299513073 native-country=Outlying-US(Guam-USVI-etc) 0.17612894667406653 -0.9595953259868475 native-country=India 0.5289924619928597 0.3575577180851741 native-country=Japan -0.7803105912839812 -0.4435275024215004 native-country=Greece -0.014650277288390523 -0.5743328938832133 native-country=South 0.03410849461873977 -0.9765167281719609 native-country=China -0.546768522063257 0.09583112660005577 native-country=Cuba -0.7166085888658127 -0.06718068765200846 native-country=Iran 0.31926478388434054 -0.16314634998918565 native-country=Honduras -0.10872148704319717 -0.41855075485335047 native-country=Philippines -0.21555105702156707 0.6415883860716958 native-country=Italy -0.07866103962459059 -0.1471068257055954 native-country=Poland 0.3114840003864008 -0.16609621047426448 native-country=Jamaica 0.05697809726145131 -0.2929071961565395 native-country=Vietnam -0.08475833056654403 0.2864264899323843 native-country=Mexico -0.4933387999183503 -0.19192518885381715 native-country=Portugal -0.1887414627612487 -0.7939855649848517 native-country=Ireland -0.31375727949909016 -0.9235091437856482 native-country=France -0.733361392825439 -0.22281011290960429 native-country=Dominican-Republic -0.38562444346143665 -0.46320470059812946 native-country=Laos 0.17479164817924464 0.2656277524040873 native-country=Ecuador 0.858317404361757 0.9113808828571281 native-country=Taiwan 0.08164894048076543 0.7465167410272613 native-country=Haiti -0.18542623250664358 -0.5094323554781519 native-country=Columbia -0.9732215979474652 -0.022797939467273487 native-country=Hungary 0.7989780857405548 0.090827035314331 native-country=Guatemala 0.7473076431444459 -0.4102544792049354 native-country=Nicaragua 0.020030666835233468 0.835656936341904 native-country=Scotland 0.36364535241042617 -0.2845828615124668 native-country=Thailand -0.8476378343521984 0.20450042113937061 native-country=Yugoslavia 0.6803143657828499 0.3169283692377949 native-country=El-Salvador -0.4824319074771135 -0.33584338569468875 native-country=Trinadad&Tobago 0.46815491919422403 0.31144444733372834 native-country=Peru 0.3896493431310484 0.3121609813995412 native-country=Hong 0.5398758341797545 0.40284014953724134 native-country=Holand-Netherlands Hidden Weights: 0.802306500626303 0.25880354773041203 0.5610747745446805 0.6836939106335227 >50K <=50K Error sum for iteration 100 = 726.4669458549656 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -1.0867288628593783 -1.1817197328384936 age 0.3079209113749794 0.3025365414886385 workclass=Private -0.07355596106973915 1.1351139040428666 workclass=Self-emp-not-inc -1.044966126291914 -0.31979211312701405 workclass=Self-emp-inc 0.14888108317091064 -0.4190259107573123 workclass=Federal-gov -0.5880329819008586 0.8594186115528832 workclass=Local-gov 0.5758615593797143 0.44568690113383935 workclass=State-gov -0.6609537168362495 -0.5055115426209009 workclass=Without-pay 0.08040499605369324 0.3623765765839778 workclass=Never-worked 0.6385965369436254 0.4480883080014742 fnlwgt -0.20683325692579396 -0.12474808576863351 education=Bachelors 0.82754384759739 0.403882202404802 education=Some-college 1.0989654320134579 0.6824919117416977 education=11th 0.1639096500568987 0.37927037126025465 education=HS-grad -0.6202276272993612 -1.040508606179558 education=Prof-school -0.7925316418277749 0.009000943233782713 education=Assoc-acdm 0.010498001148893595 0.36813538793852824 education=Assoc-voc -0.506627517775515 1.4966047714219337 education=9th 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0.5587171622295416 -0.8034753850891151 occupation=Tech-support 0.4859704903163997 -0.12842502502835323 occupation=Craft-repair -0.6774646115505866 1.0042031177666126 occupation=Other-service -0.5938745703703378 -0.04279570015701173 occupation=Sales 0.07037013341535751 -0.894192769079592 occupation=Exec-managerial -0.08603046503034768 -0.11723756343272289 occupation=Prof-specialty 0.5075198167909993 0.7794303529675942 occupation=Handlers-cleaners -0.15192671721273357 0.5707617261019466 occupation=Machine-op-inspct 0.5336949249055193 0.2859336030900202 occupation=Adm-clerical 1.1198194120155471 1.2893485570719083 occupation=Farming-fishing 0.6322495383039454 0.2658288281956524 occupation=Transport-moving 0.43537270652746196 -0.1996084905543578 occupation=Priv-house-serv -0.38521786016520565 -0.2173912898329166 occupation=Protective-serv -0.7072303494792362 0.08619310183672699 occupation=Armed-Forces 0.12068436949769187 -1.0607127038873811 relationship=Wife 0.7421226578110244 0.8774131044307849 relationship=Own-child 0.5014977437479868 -0.11886503587841303 relationship=Husband -0.23365309721187613 0.1785070283174597 relationship=Not-in-family 0.9178834794500267 0.07206711500012541 relationship=Other-relative -0.029493876835951092 0.7203740654213842 relationship=Unmarried 0.15849912779614153 -0.05297044180910362 race=White -0.26873779807908993 0.538978319638085 race=Asian-Pac-Islander -0.67974544302977 0.8637670402448531 race=Amer-Indian-Eskimo -0.37861773083268363 0.31802733885363166 race=Other 0.6411262507996014 -0.015280502893218598 race=Black -0.9131281351231257 0.02285091753331203 sex 0.6827738289677884 -1.1564326644451957 capital-gain -0.32802177246522235 -1.0348154926502042 capital-loss -0.48097688614173106 -2.5801038077292335 hours-per-week -0.6716996846514193 0.12462196258652528 native-country=United-States 0.15713119658548708 -0.26974209985128306 native-country=Cambodia -0.5250407183584826 1.004797671638693 native-country=England 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native-country=Jamaica 0.09786185651811496 -0.11122352158237894 native-country=Vietnam 0.09728170768930997 1.0588459917792554 native-country=Mexico -0.4656187855440432 -0.08888123560485277 native-country=Portugal -0.15518344078595475 -0.7077098580523405 native-country=Ireland -0.26966789663713814 -0.7797305857724198 native-country=France -0.7019199713025706 -0.04924774781109717 native-country=Dominican-Republic -0.30919868909692855 -0.20370168303925446 native-country=Laos 0.23102611217187677 0.43404929326624475 native-country=Ecuador 0.7836570753770206 0.6060692016839945 native-country=Taiwan 0.15081906411294743 0.9880329074642605 native-country=Haiti -0.08390171616694907 -0.1590465135829969 native-country=Columbia -0.9315264820508409 0.10462495428199191 native-country=Hungary 0.8172085919689623 0.1780098719826034 native-country=Guatemala 0.8537789195456358 -0.12096668111826911 native-country=Nicaragua 0.06326952808925596 0.96616998001781 native-country=Scotland 0.4020934656996251 -0.0814522508103503 native-country=Thailand -0.7996897498154143 0.39475006186378536 native-country=Yugoslavia 0.737302183314443 0.505617293501778 native-country=El-Salvador -0.40068794402732144 -0.05598551719302548 native-country=Trinadad&Tobago 0.5128166607421819 0.45777214450122894 native-country=Peru 0.43162578134624113 0.4408295075957571 native-country=Hong 0.5815709500763788 0.5302630432865082 native-country=Holand-Netherlands Hidden Weights: -0.8891867193944458 0.9897331013602264 -3.570153577010254 3.531185099949651 >50K <=50K Error sum for iteration 200 = 728.3712567922875 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -1.4157706692301166 -1.3256791646748967 age 0.5424361295845822 0.30083580293985474 workclass=Private -0.3569310651069122 1.1928485658911872 workclass=Self-emp-not-inc -1.050735947149687 -0.14361751108982976 workclass=Self-emp-inc 0.2504737197662129 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0.184555996222486 relationship=Other-relative -0.13514961491924588 0.5935751135353062 relationship=Unmarried 0.1984284224990913 -0.20030993586185597 race=White -0.34362311302794085 0.3181064764577152 race=Asian-Pac-Islander -0.6943799064780113 0.9926637300874573 race=Amer-Indian-Eskimo -0.3066105735821297 1.029691632924213 race=Other 0.7042896062550387 -0.15007203413052747 race=Black -1.1889024274673567 -0.0914593906981269 sex 0.5265431111054806 -1.7942735510495487 capital-gain -0.4357929995023089 -1.8849977137851464 capital-loss -0.611216060572107 -2.915125416769342 hours-per-week -0.6176829118625727 0.017292024565385304 native-country=United-States 0.12527492695399875 -0.415626739716195 native-country=Cambodia -0.5025736370998634 1.042057930459567 native-country=England -0.6546035021846336 0.12514980652610497 native-country=Puerto-Rico 0.7133660766118457 -0.6048390689691981 native-country=Canada -0.8235389462544306 0.5470191041594408 native-country=Germany 0.3956893535114479 0.6384079893721 native-country=Outlying-US(Guam-USVI-etc) 0.33982164055494446 0.1750539963084519 native-country=India 0.5577673835717332 0.6983897067500191 native-country=Japan -0.6805891580004849 -0.14558442175368408 native-country=Greece 0.060067682228558426 -0.3908961563914263 native-country=South 0.17754788362984172 -0.06369422574435177 native-country=China -0.3404987725372544 0.9193387093573817 native-country=Cuba -0.831689554782465 -0.6432641211752635 native-country=Iran 0.40220997117142226 0.12124833294174167 native-country=Honduras -0.13585895762050124 -0.5441418873900395 native-country=Philippines -0.351724599652692 0.021246176301643264 native-country=Italy 0.11334816850386543 0.6053412086111828 native-country=Poland 0.27230627460081525 -0.5115398389178315 native-country=Jamaica 0.08542992264846333 -0.002839706987421093 native-country=Vietnam 0.08983522620294282 1.2056086762533207 native-country=Mexico -0.48133978585151177 -0.1162791842495422 native-country=Portugal -0.1621631741362095 -0.7775673832749508 native-country=Ireland -0.26052246458181433 -0.7495640418483261 native-country=France -0.7265275799394555 -0.09128762034906585 native-country=Dominican-Republic -0.2733736805741533 -0.05526920802464301 native-country=Laos 0.2425735879981408 0.47348312759193995 native-country=Ecuador 0.7134137728076551 0.18181562822862934 native-country=Taiwan 0.17603233357998338 1.1005881556250787 native-country=Haiti -0.02188296538873322 0.16318541238833012 native-country=Columbia -0.9249434028960868 0.13059096316220312 native-country=Hungary 0.7923445476993123 0.10260327664970184 native-country=Guatemala 0.9105473705226659 0.1110056617625576 native-country=Nicaragua 0.07177957910783762 0.9954533445977385 native-country=Scotland 0.40942247022935785 0.055531306057220384 native-country=Thailand -0.7879972321686651 0.48553032548659336 native-country=Yugoslavia 0.7501003306966537 0.5338853573004254 native-country=El-Salvador -0.3653757999729416 0.07716623637894815 native-country=Trinadad&Tobago 0.5268341127999566 0.49221362113113715 native-country=Peru 0.43794964614031834 0.4664087445769771 native-country=Hong 0.5881540292311329 0.5562290521667356 native-country=Holand-Netherlands Hidden Weights: -0.9300436023513342 0.9401495988943516 -3.8057298837879 3.8009311960132233 >50K <=50K Error sum for iteration 300 = 731.2643241031188 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -1.7816058654135154 -1.2551136854044498 age 0.7397823874353764 0.2773823348454682 workclass=Private -0.612609922674686 1.2262413369465732 workclass=Self-emp-not-inc -1.0699536064696251 -0.10085404002846021 workclass=Self-emp-inc 0.343644620452858 -0.3110496661740149 workclass=Federal-gov -0.5750370751862144 0.9059585899451822 workclass=Local-gov 0.6473150704616951 0.48409305139161773 workclass=State-gov -0.649177437564124 -0.47028809125652726 workclass=Without-pay 0.09099228062894019 0.3965803848477759 workclass=Never-worked 0.5806080201355878 -0.06999682301018928 fnlwgt 0.20553384858612286 -0.14512637882140525 education=Bachelors 0.6942981366427445 0.41423280018559316 education=Some-college 0.9930135496413378 0.9209934339005437 education=11th 0.3043047577580751 0.3543761571933299 education=HS-grad -0.6346892066817168 -0.9082751293615346 education=Prof-school -0.47184427689170333 0.04473714946333268 education=Assoc-acdm -0.03547324028689827 0.3444491011391834 education=Assoc-voc -0.5170866268214165 1.4934470803213837 education=9th 0.059560660305700126 0.9046605831651889 education=7th-8th 0.7683638675159435 1.1559631446738112 education=12th -0.2494833596135415 -0.28044951794674505 education=Masters -0.49219117781854643 0.7482600132574388 education=1st-4th -0.4315371979211493 1.44278600053504 education=10th -0.33128696830820575 -1.2045079571673973 education=Doctorate -0.21389039968375678 0.38442161341497855 education=5th-6th -0.6854152439738148 0.7344356048513325 education=Preschool -0.7235645052396633 -1.618142224719881 education-num -0.8023910870403379 -1.4831169346469821 marital-status=Married-civ-spouse 0.012525513002664898 0.7227370798122694 marital-status=Divorced 0.2508071766688315 0.9807597662391937 marital-status=Never-married 0.3381636295450729 0.2060497924962509 marital-status=Separated 0.7901954895010003 0.22326146656839202 marital-status=Widowed -0.7496537235926973 1.259507985303128 marital-status=Married-spouse-absent -0.46323417424256896 0.4554526265006584 marital-status=Married-AF-spouse 0.4914366959402033 -0.6977082575922635 occupation=Tech-support 0.8519672217538703 -0.14430325454920592 occupation=Craft-repair -0.6597401367710126 0.8749940013930914 occupation=Other-service -0.2849829097894846 0.0024399392623797767 occupation=Sales 0.021226791041572424 -0.7183841586150093 occupation=Exec-managerial -0.6650780088850807 0.06651554540351219 occupation=Prof-specialty 0.4136123730149918 0.5776884209638282 occupation=Handlers-cleaners -0.05908384213093935 0.5659378093815755 occupation=Machine-op-inspct 0.7964735320185792 0.2621661894791087 occupation=Adm-clerical 1.1544777340687689 1.462672553851499 occupation=Farming-fishing 0.36937453223836986 0.37571306351001904 occupation=Transport-moving 0.49613244518995686 -0.006273235808085229 occupation=Priv-house-serv -0.2662203390719915 -0.14027319339574074 occupation=Protective-serv -0.6847062172663165 0.14987142237489734 occupation=Armed-Forces 0.5308964623821782 -0.9615395713951272 relationship=Wife 0.6296928904117939 0.9281746099075792 relationship=Own-child 0.33231994347629235 0.32002081149836537 relationship=Husband -0.011215648161770106 0.124135308200301 relationship=Not-in-family 0.8900194298201892 0.1918745912119784 relationship=Other-relative -0.2044498174164908 0.5449711396739393 relationship=Unmarried 0.23288364732305097 -0.3021981585542463 race=White -0.39695787049959497 0.12663542329732932 race=Asian-Pac-Islander -0.7227669454626943 1.0062488571669583 race=Amer-Indian-Eskimo -0.2729061757813819 1.5400050540815906 race=Other 0.769906450552878 -0.27351991452814606 race=Black -1.3875877797304077 -0.01792558164299425 sex 0.4099548180373378 -2.284212309374827 capital-gain -0.42132462679353944 -2.1201906078726673 capital-loss -0.6582772741440406 -2.9182935492763216 hours-per-week -0.6407656882661921 -0.033143596482204246 native-country=United-States 0.09456613331880508 -0.5584325605532138 native-country=Cambodia -0.48483319553641085 1.0157641889901883 native-country=England -0.6408447254375338 0.21207163310804236 native-country=Puerto-Rico 0.7785134736709591 -0.7615014869327269 native-country=Canada -0.8163103868242622 0.29505651492522283 native-country=Germany 0.40194358362720833 0.6530905789200864 native-country=Outlying-US(Guam-USVI-etc) 0.35357022082514405 0.5323121494930588 native-country=India 0.5537419734067759 0.8377507030106328 native-country=Japan -0.646334406895653 0.0015181749664374801 native-country=Greece 0.08773867455598898 -0.3517617690517125 native-country=South 0.21204763780336142 0.2066951586040093 native-country=China -0.2887892270839751 1.0881700053889134 native-country=Cuba -0.8726935971009596 -0.9399789831715769 native-country=Iran 0.41791893561853427 0.1773795671964367 native-country=Honduras -0.1479191101764374 -0.6168730582939683 native-country=Philippines -0.4078509890670187 -0.32730427437311826 native-country=Italy 0.15400342497249553 0.8041551896877208 native-country=Poland 0.23153835929163227 -0.7631455171161369 native-country=Jamaica 0.061011110155680844 0.0703914759162406 native-country=Vietnam 0.06622601478241157 1.2568218095609733 native-country=Mexico -0.5020311838540732 -0.1671268362524353 native-country=Portugal -0.17372473724591733 -0.8685067598631111 native-country=Ireland -0.2537033630179299 -0.7385799347830654 native-country=France -0.7614691045581489 -0.18987389180018954 native-country=Dominican-Republic -0.24243048335620654 0.061880058453801706 native-country=Laos 0.2505208478798258 0.49103915522657354 native-country=Ecuador 0.6778743237264427 -0.11165451995816984 native-country=Taiwan 0.19680186348241557 1.1761528792781268 native-country=Haiti 0.03447235604130911 0.4721497361734308 native-country=Columbia -0.9209391974756479 0.13882876254578294 native-country=Hungary 0.7613580512069115 3.4130740657353016E-4 native-country=Guatemala 0.9544238643600016 0.28125995325595815 native-country=Nicaragua 0.07790127524575266 1.0068979255842287 native-country=Scotland 0.41406042273406773 0.16719207041084858 native-country=Thailand -0.7790742479076267 0.5538125128431872 native-country=Yugoslavia 0.7674391350017675 0.5511149311755653 native-country=El-Salvador -0.33733517876762814 0.16451687385169725 native-country=Trinadad&Tobago 0.5406842910295917 0.5060086474343515 native-country=Peru 0.44167084628437975 0.4741468133868587 native-country=Hong 0.5921582346515718 0.5644668515502822 native-country=Holand-Netherlands Hidden Weights: -1.0756486956464695 1.0761150936775274 -3.8532787840631784 3.8530226132289767 >50K <=50K Error sum for iteration 400 = 734.2884067433216 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -2.204204093285906 -1.1495644920211439 age 0.8562103207448025 0.25280263242757833 workclass=Private -0.8307543731689815 1.2431377628947688 workclass=Self-emp-not-inc -1.0834457457571056 -0.08290977168433863 workclass=Self-emp-inc 0.4357059568590952 -0.3030831890405117 workclass=Federal-gov -0.5384757192373513 0.918284523189968 workclass=Local-gov 0.6707311632050024 0.4901538665597554 workclass=State-gov -0.6456239911730548 -0.46705904813725196 workclass=Without-pay 0.093684518963422 0.3992366022171342 workclass=Never-worked 0.5905663200303021 -0.16906612895089668 fnlwgt 0.41964270338088977 -0.2021097504913981 education=Bachelors 0.569453003671691 0.4237212190549301 education=Some-college 0.9143974132390653 0.9647275879380245 education=11th 0.34160409478448917 0.3376376729646452 education=HS-grad -0.6278223631489053 -0.8672323573033089 education=Prof-school -0.2834715226421789 0.025230543991798318 education=Assoc-acdm -0.09202273409008847 0.33655647544916684 education=Assoc-voc -0.5397205256505203 1.4792052431996234 education=9th 0.07799323256596499 0.9447268643184629 education=7th-8th 0.779314820589261 1.3004044059007136 education=12th -0.3807672708971288 -0.27820299775096413 education=Masters -0.4812586602042087 0.8732019477948608 education=1st-4th -0.4941497846925043 1.458615226646544 education=10th -0.2711978863640027 -1.204421123949894 education=Doctorate -0.22590834924517086 0.12513378655038648 education=5th-6th -0.6792953288200098 0.7509581713547938 education=Preschool -0.6084800982336481 -1.5925220410507146 education-num -0.7896221860128452 -1.6143200758828755 marital-status=Married-civ-spouse -0.07368368189130642 0.761054252446138 marital-status=Divorced 0.1436256303703465 0.9793264335922128 marital-status=Never-married 0.4908216427212613 0.1479203235202721 marital-status=Separated 0.8424040071874166 0.2076262300340398 marital-status=Widowed -0.7569269131341994 1.4185798369434666 marital-status=Married-spouse-absent -0.4398221003815559 0.5043080421598728 marital-status=Married-AF-spouse 0.43827942072470927 -0.6967226035331608 occupation=Tech-support 1.0477005760420546 -0.20003308719418514 occupation=Craft-repair -0.702609343021269 0.8916857822625459 occupation=Other-service -0.051140663386169134 -0.03990918287180103 occupation=Sales -0.07261515611362854 -0.7022227671670856 occupation=Exec-managerial -0.9443715450685247 0.10826394200452862 occupation=Prof-specialty 0.3957292022128943 0.5851417824615025 occupation=Handlers-cleaners 5.947058269857015E-4 0.5526547978526056 occupation=Machine-op-inspct 0.8663842834665885 0.21403788594362655 occupation=Adm-clerical 1.1424721700534057 1.4909289337532499 occupation=Farming-fishing 0.27978621358021516 0.39719615281364246 occupation=Transport-moving 0.521179684660612 0.06296732275151319 occupation=Priv-house-serv -0.21267223507677166 -0.14251121352305332 occupation=Protective-serv -0.6745981991911556 0.1680158822313228 occupation=Armed-Forces 0.7238703425969917 -0.9176795508029998 relationship=Wife 0.559395231086525 0.9218575776442973 relationship=Own-child 0.23349260353586082 0.42957964206174887 relationship=Husband 0.08876069101417502 0.05791165109351851 relationship=Not-in-family 0.8550419497091298 0.1859484012495516 relationship=Other-relative -0.2556062207478075 0.5072062110217743 relationship=Unmarried 0.2555106719938418 -0.3602757114563956 race=White -0.4241999131889967 -0.0035012568930795187 race=Asian-Pac-Islander -0.7550405724135805 0.996452571591869 race=Amer-Indian-Eskimo -0.263331849074509 1.856643884514153 race=Other 0.8322198671636893 -0.35761740049152607 race=Black -1.5301374367806533 0.07688609500810765 sex 0.3109817362606102 -2.715407754893548 capital-gain -0.3530317216625471 -2.197336817306643 capital-loss -0.6604669096836506 -2.900451374884333 hours-per-week -0.7431618889411233 -0.05191833591997319 native-country=United-States 0.06492275117490179 -0.7068691729309591 native-country=Cambodia -0.46406105642431655 0.9776723912896056 native-country=England -0.6310447242769198 0.2290467841530627 native-country=Puerto-Rico 0.858796182398807 -0.8717805282642023 native-country=Canada -0.7922346522926291 0.12225874528931624 native-country=Germany 0.40626639849162866 0.6607151645997564 native-country=Outlying-US(Guam-USVI-etc) 0.3450818701631719 0.8074267625700001 native-country=India 0.5511924360724041 0.9731993212215417 native-country=Japan -0.6101785046417355 0.16930625784139852 native-country=Greece 0.12472636422081043 -0.312226361019816 native-country=South 0.2499917580375339 0.3730487554023292 native-country=China -0.2411163371889805 1.197189211391947 native-country=Cuba -0.9005720859391182 -1.1798060574966993 native-country=Iran 0.43109383742843643 0.2209126913984548 native-country=Honduras -0.15354676687662874 -0.6569517426943644 native-country=Philippines -0.4398008066697104 -0.6047396585628355 native-country=Italy 0.18734809021432036 0.9144991876040529 native-country=Poland 0.1937112063303665 -0.9797930461899823 native-country=Jamaica 0.024860665953850215 0.11517796540113562 native-country=Vietnam 0.030288118810311588 1.2465568768334392 native-country=Mexico -0.5250500725564816 -0.22275866712117 native-country=Portugal -0.188821577284669 -0.95875627483496 native-country=Ireland -0.24793190536997217 -0.734316640098267 native-country=France -0.8017647064216579 -0.30955517771870933 native-country=Dominican-Republic -0.21225088304642858 0.16501746214111326 native-country=Laos 0.256505713446578 0.5007169402810309 native-country=Ecuador 0.6655044535578445 -0.2955268726897657 native-country=Taiwan 0.21589309748889937 1.2359752484062205 native-country=Haiti 0.08952442412897388 0.770874940114308 native-country=Columbia -0.9182469591411823 0.14148497991512612 native-country=Hungary 0.7235870805698676 -0.10764913805762888 native-country=Guatemala 0.9911340182921317 0.4132858190920826 native-country=Nicaragua 0.0830080786584629 1.0126739664122084 native-country=Scotland 0.4171975506346936 0.2588521730585258 native-country=Thailand -0.7719105974333197 0.6089941623111897 native-country=Yugoslavia 0.7884161762922439 0.5611324709515145 native-country=El-Salvador -0.31268291700452266 0.2305498287280721 native-country=Trinadad&Tobago 0.5534971609589383 0.5061183775011929 native-country=Peru 0.44403444468880615 0.4760952115827541 native-country=Hong 0.5948504729860374 0.5671230689196282 native-country=Holand-Netherlands Hidden Weights: -1.2636927719588664 1.2637024174211136 -3.8666471341564232 3.8666417521837277 >50K <=50K Error sum for iteration 500 = 737.8721772983403 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -2.652893041446381 -1.0336405606713028 age 0.8854122392087616 0.2368737030660177 workclass=Private -1.0061676337833887 1.252779322892031 workclass=Self-emp-not-inc -1.0925784929938438 -0.07097694735157521 workclass=Self-emp-inc 0.5262023944804123 -0.3026935124538685 workclass=Federal-gov -0.47631515694922794 0.9160294426739042 workclass=Local-gov 0.6861872633611689 0.4892032325976931 workclass=State-gov -0.6435354369274142 -0.4661361792714969 workclass=Without-pay 0.09467502329169813 0.39948675461328226 workclass=Never-worked 0.6070420491412274 -0.22571785217890455 fnlwgt 0.6138464523857098 -0.2580069000668841 education=Bachelors 0.4191477800315801 0.44323318781736587 education=Some-college 0.81762244807005 0.992771288455416 education=11th 0.35488556896523016 0.32430578090356943 education=HS-grad -0.605201608158811 -0.8527916471429837 education=Prof-school -0.0975468614889494 -0.004222244377523114 education=Assoc-acdm -0.16122979656885214 0.3390466621322001 education=Assoc-voc -0.5728833966588441 1.460937038888396 education=9th 0.07886449897056508 0.9711918626334421 education=7th-8th 0.7862057030786233 1.4215051617324574 education=12th -0.4739248454560737 -0.27199855212173524 education=Masters -0.4759373460509533 0.9829492614640488 education=1st-4th -0.5513506070254156 1.4743782048800045 education=10th -0.18188367295500815 -1.207097436613868 education=Doctorate -0.22510732743413733 -0.107734263257546 education=5th-6th -0.6749440433495097 0.7656891678503982 education=Preschool -0.46726618064523084 -1.5856052231870992 education-num -0.7356177030003428 -1.718729106433273 marital-status=Married-civ-spouse -0.1834187651566027 0.8063423773842271 marital-status=Divorced 0.011576123037220718 0.9858449676006725 marital-status=Never-married 0.6441031483743189 0.08968217772433068 marital-status=Separated 0.8906622310018806 0.2101561295124823 marital-status=Widowed -0.7733356912743007 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0.18387243485148014 occupation=Armed-Forces 0.8792851773561671 -0.8997830999476968 relationship=Wife 0.45418371360770227 0.9185482115375767 relationship=Own-child 0.20929271950469072 0.5090596027409798 relationship=Husband 0.16195539638842943 0.006193210138903699 relationship=Not-in-family 0.8018976995485312 0.18198429315410802 relationship=Other-relative -0.2877930486147692 0.47232384819061396 relationship=Unmarried 0.2664863628847605 -0.3951935261084012 race=White -0.43547254633219407 -0.11243431350763933 race=Asian-Pac-Islander -0.7879298482395986 0.9827702185979478 race=Amer-Indian-Eskimo -0.2675980209920383 2.0771579731170244 race=Other 0.8825488134270857 -0.41734628368347076 race=Black -1.612624713204277 0.14465262853584498 sex 0.22830620961633025 -3.1251784926345927 capital-gain -0.2589942269965863 -2.2207623085151864 capital-loss -0.6197342799795041 -2.8855070312529802 hours-per-week -0.8923122448802558 -0.04933702135873047 native-country=United-States 0.035350050960105975 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0.22197767842768373 0.9738095092290134 native-country=Poland 0.16042846526546825 -1.1715911416216749 native-country=Jamaica -0.02137169171535159 0.14436638709576427 native-country=Vietnam -0.022282474604565006 1.2100432091735591 native-country=Mexico -0.5488969741167202 -0.2799284804544483 native-country=Portugal -0.20791150201578792 -1.0396541042864162 native-country=Ireland -0.24384499418357275 -0.7327733848955862 native-country=France -0.8439510094747267 -0.4428517570916786 native-country=Dominican-Republic -0.1833190758152512 0.2577269608299602 native-country=Laos 0.2597703112318685 0.5062018979060147 native-country=Ecuador 0.6674528145574207 -0.407510086701394 native-country=Taiwan 0.2317595060590614 1.2852029593329608 native-country=Haiti 0.1430554643802636 1.055111118412559 native-country=Columbia -0.9172564548129234 0.14173513231131635 native-country=Hungary 0.6796458526625602 -0.21477790307182226 native-country=Guatemala 1.0208720482745135 0.5204323104605411 native-country=Nicaragua 0.08654802008651043 1.016134273820334 native-country=Scotland 0.41860258070130596 0.336783212881664 native-country=Thailand -0.7671424793347797 0.6562006057816493 native-country=Yugoslavia 0.8092755517218931 0.5604894895251705 native-country=El-Salvador -0.2917542647148968 0.28371266302859116 native-country=Trinadad&Tobago 0.5627897509280567 0.497181814745839 native-country=Peru 0.4446449764439184 0.47537674149045556 native-country=Hong 0.5958409773142963 0.5673732213158308 native-country=Holand-Netherlands Hidden Weights: -1.4542024671151297 1.4542025801581013 -3.889732268699243 3.889732226094868 >50K <=50K Error sum for iteration 600 = 742.6050820222237 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -3.109226879362527 -0.9045685181107647 age 0.8522842255501442 0.22765476776537738 workclass=Private -1.1463124837717393 1.2647003518210775 workclass=Self-emp-not-inc -1.1062086265660749 -0.059643634465073946 workclass=Self-emp-inc 0.6169806849588642 -0.3110552632451952 workclass=Federal-gov -0.40393111208904936 0.9037105516156194 workclass=Local-gov 0.6878215920340849 0.48385168812342816 workclass=State-gov -0.6437697932776293 -0.4661306102988076 workclass=Without-pay 0.0931856439878421 0.39868734055751975 workclass=Never-worked 0.6255854678940798 -0.26053916624549917 fnlwgt 0.7800503418016821 -0.31191344358389783 education=Bachelors 0.27213515332806254 0.46394699592571 education=Some-college 0.7022429231635772 1.0080996009089984 education=11th 0.3415898515819966 0.3157105760114435 education=HS-grad -0.560098288895722 -0.8513336110246628 education=Prof-school 0.05974613349812136 -0.0367845365389071 education=Assoc-acdm -0.24051461658149462 0.3507975418425308 education=Assoc-voc -0.6168209998462048 1.4341774380439374 education=9th 0.05647206364590785 0.9791805775663075 education=7th-8th 0.7846642697167057 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relationship=Husband 0.21692097025320858 -0.04099502529078282 relationship=Not-in-family 0.7276389227606622 0.18359762800504603 relationship=Other-relative -0.30684605822747224 0.44193323318362 relationship=Unmarried 0.2545260819169862 -0.41305727171651263 race=White -0.43191157271063135 -0.21591097679640747 race=Asian-Pac-Islander -0.8205470045517765 0.9701977764966955 race=Amer-Indian-Eskimo -0.2816879067542937 2.2491318117550696 race=Other 0.9182932318976299 -0.4657996540481515 race=Black -1.6409230728581916 0.17584513972472093 sex 0.16328543131506704 -3.512352363046262 capital-gain -0.15862596842122217 -2.2177600798784685 capital-loss -0.5448875431301253 -2.868762957818519 hours-per-week -1.048481952039848 -0.032424403896696534 native-country=United-States 0.004641086898264559 -1.0702541198095412 native-country=Cambodia -0.4193970859716024 0.8983229872948894 native-country=England -0.6219822439471053 0.2029416077509379 native-country=Puerto-Rico 1.0021073815280173 -1.0602098997319855 native-country=Canada -0.7304189480246528 -0.08216057372377794 native-country=Germany 0.40623636878980207 0.6664092082428152 native-country=Outlying-US(Guam-USVI-etc) 0.26451396770786284 1.1921255430153916 native-country=India 0.5545145084621667 1.2336647453445393 native-country=Japan -0.5458638160001963 0.5142981824375344 native-country=Greece 0.23011048232313847 -0.24783977419518932 native-country=South 0.3427256433317263 0.569367180647713 native-country=China -0.16758249023913022 1.31081933881824 native-country=Cuba -0.9342695129718794 -1.5369976317542369 native-country=Iran 0.4468560536463043 0.28710300456855603 native-country=Honduras -0.15861430678509122 -0.6792633441973059 native-country=Philippines -0.4592372605487112 -0.9568635344947125 native-country=Italy 0.25814389980018526 1.0004596529913534 native-country=Poland 0.13259257538051422 -1.3487898010058628 native-country=Jamaica -0.07450507323649877 0.17577537883826636 native-country=Vietnam -0.0981426806337772 1.1661991758582644 native-country=Mexico -0.5741491327818533 -0.33929179249721225 native-country=Portugal -0.23271204687894503 -1.1071683563144128 native-country=Ireland -0.24298371389798892 -0.7321833981514617 native-country=France -0.8857067263862353 -0.5704475618252649 native-country=Dominican-Republic -0.15671436069895994 0.3417051904156231 native-country=Laos 0.25922913909212514 0.509242441471335 native-country=Ecuador 0.6774988736242764 -0.4693160968579572 native-country=Taiwan 0.24262754662293504 1.3260128380731804 native-country=Haiti 0.19508216133322312 1.3212487484782078 native-country=Columbia -0.918745834116763 0.14093571825556545 native-country=Hungary 0.6286677950379536 -0.31823483108648803 native-country=Guatemala 1.0435710377472422 0.6095909285850225 native-country=Nicaragua 0.08735687037834892 1.0186211543977597 native-country=Scotland 0.4175977023082954 0.40868496594749665 native-country=Thailand -0.765695022418835 0.6982214588287556 native-country=Yugoslavia 0.8260547340465639 0.5461039579402142 native-country=El-Salvador -0.27515617581333374 0.3280474802085283 native-country=Trinadad&Tobago 0.5657910907673896 0.48197719137856865 native-country=Peru 0.4426989022417958 0.4733365019854597 native-country=Hong 0.5943515980104567 0.5665738072600822 native-country=Holand-Netherlands Hidden Weights: -1.6629905066691302 1.6629905079638396 -3.9330557412629323 3.93305574133648 >50K <=50K Error sum for iteration 700 = 748.2365210190283 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -3.5730608585444332 -0.7568197764684347 age 0.7877020721799 0.2219676113194738 workclass=Private -1.2576640910733081 1.282721066949297 workclass=Self-emp-not-inc -1.1299979908111157 -0.045448806315240786 workclass=Self-emp-inc 0.7115314277657785 -0.3313249536727465 workclass=Federal-gov -0.33451121243932447 0.8875490133728904 workclass=Local-gov 0.667997111553411 0.4771863484645669 workclass=State-gov -0.6464073495489718 -0.46628997237668307 workclass=Without-pay 0.08930467604035847 0.39757217098586256 workclass=Never-worked 0.6473697372305692 -0.28506878508976474 fnlwgt 0.9144828047818673 -0.3654143240783924 education=Bachelors 0.14674984513316522 0.4814205829398562 education=Some-college 0.5795212918295711 1.0125099001341438 education=11th 0.30934605664958353 0.3111113439334547 education=HS-grad -0.48594055522237706 -0.857013169900963 education=Prof-school 0.16689266069386952 -0.06605516591458745 education=Assoc-acdm -0.32747469108046534 0.37035328406934825 education=Assoc-voc -0.6690091708543391 1.397842278886206 education=9th 0.009556421027137274 0.968326987767488 education=7th-8th 0.7717003614728839 1.605781765494141 education=12th -0.5308149559122999 -0.25912788830472466 education=Masters -0.48072013153888893 1.1828575966726123 education=1st-4th -0.676570521180426 1.4590884927408578 education=10th 0.06368828897189269 -1.2169486690287175 education=Doctorate -0.19328897957857133 -0.38970761891622296 education=5th-6th -0.6764441128694173 0.7931811696242164 education=Preschool -0.11428279433512956 -1.6243326590272564 education-num -0.5215991987680787 -1.880582098175368 marital-status=Married-civ-spouse -0.46472018147040406 0.910490310949901 marital-status=Divorced -0.3175020360150141 1.0519415261076674 marital-status=Never-married 0.9341889715690233 -0.01651912275506871 marital-status=Separated 0.9599722919692292 0.2366156058463442 marital-status=Widowed -0.8337421381864129 1.506750792938747 marital-status=Married-spouse-absent -0.40549895408515924 0.5708315594324785 marital-status=Married-AF-spouse 0.3608723285548659 -0.6873779674871499 occupation=Tech-support 1.4481848585548331 -0.35900681262398476 occupation=Craft-repair -1.0849784030980605 1.0209824722896819 occupation=Other-service 0.5951123112247948 -0.2150298445853295 occupation=Sales -0.4070139065468329 -0.6235833372996807 occupation=Exec-managerial -1.3673776481181716 0.19608434769055252 occupation=Prof-specialty 0.35352493937825036 0.5888514371104931 occupation=Handlers-cleaners 0.1307765645452071 0.4869020913016772 occupation=Machine-op-inspct 0.7911590344303208 0.1577020051590502 occupation=Adm-clerical 0.9609134395481318 1.4424059308497443 occupation=Farming-fishing 0.30705769183476866 0.39847699540586295 occupation=Transport-moving 0.5789806836328034 0.24289931384138663 occupation=Priv-house-serv -0.0750709301970411 -0.21088133504528142 occupation=Protective-serv -0.6543783933412792 0.21445084409116777 occupation=Armed-Forces 1.0865013717393188 -0.9244328845613868 relationship=Wife 0.10677067025881054 0.9799386125551853 relationship=Own-child 0.3705480827334704 0.5906502959231807 relationship=Husband 0.27480794056572266 -0.0957673622656589 relationship=Not-in-family 0.6293470877067365 0.19180467522860054 relationship=Other-relative -0.32433835673203576 0.4193285581508487 relationship=Unmarried 0.21146316355833214 -0.4155070749590687 race=White -0.4055915754398667 -0.31968939300693244 race=Asian-Pac-Islander -0.8518855656592915 0.9621166956877342 race=Amer-Indian-Eskimo -0.3036831335743618 2.3935072924659226 race=Other 0.9379173575958547 -0.5103630389284308 race=Black -1.6217955136447022 0.17526307301267108 sex 0.11677039976839984 -3.850005182281777 capital-gain -0.06475278506982941 -2.2003535163601082 capital-loss -0.44553641797587495 -2.84723505346828 hours-per-week -1.1765124460295673 -0.007521338479935049 native-country=United-States -0.02607911497047748 -1.308236750568103 native-country=Cambodia -0.4016222601749692 0.8591236159925422 native-country=England -0.6215766444630696 0.18704798000606832 native-country=Puerto-Rico 1.0476075156065827 -1.158687290715763 native-country=Canada -0.7076141258163137 -0.1496850842537008 native-country=Germany 0.4009606161179591 0.6666575000028179 native-country=Outlying-US(Guam-USVI-etc) 0.191354589674626 1.3260599934411563 native-country=India 0.5609164188090735 1.3565125660085964 native-country=Japan -0.5222042562251406 0.673834635246205 native-country=Greece 0.3070883562332402 -0.23008076540420114 native-country=South 0.3972032066971962 0.6482774219086505 native-country=China -0.14629511558181493 1.3320321995215205 native-country=Cuba -0.9464146496165841 -1.6688078702005154 native-country=Iran 0.4481894076516025 0.3126596916827697 native-country=Honduras -0.1640008761055757 -0.6771757486033534 native-country=Philippines -0.4659520468206348 -1.0399488370620626 native-country=Italy 0.29139270881816737 1.0037111964958134 native-country=Poland 0.1107907577608437 -1.5192276107216545 native-country=Jamaica -0.1304226133072376 0.22049459574627314 native-country=Vietnam -0.1981301903890537 1.1241037670306742 native-country=Mexico -0.6018051586032709 -0.4013544152492943 native-country=Portugal -0.2652012403898306 -1.1601186313745901 native-country=Ireland -0.24631076441067398 -0.7319364306978337 native-country=France -0.9265132140308113 -0.6605238224628237 native-country=Dominican-Republic -0.1327513294274135 0.41675887351054686 native-country=Laos 0.25488845787060765 0.5110145472200355 native-country=Ecuador 0.6915618688890665 -0.4967973146638714 native-country=Taiwan 0.24843526655961534 1.3599295885644207 native-country=Haiti 0.2482583892672704 1.56780446789469 native-country=Columbia -0.9226268020642387 0.1398205486839192 native-country=Hungary 0.5696664174384682 -0.4162809667753131 native-country=Guatemala 1.0597313526887786 0.684499200507485 native-country=Nicaragua 0.08522724411847071 1.0206849998801817 native-country=Scotland 0.414255870309683 0.4804697998541575 native-country=Thailand -0.7674623373342032 0.73631118876903 native-country=Yugoslavia 0.83669411922548 0.5163698959988763 native-country=El-Salvador -0.26247326472423477 0.3654259169064457 native-country=Trinadad&Tobago 0.5614843244406393 0.4622692884922695 native-country=Peru 0.4382345385054168 0.47075072066049733 native-country=Hong 0.590470630062981 0.5654586376884205 native-country=Holand-Netherlands Hidden Weights: -1.9035280839660154 1.9035280839942905 -3.9948521943222044 3.9948521943315862 >50K <=50K Error sum for iteration 800 = 754.048586389195 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -4.0476893710223125 -0.5887151312185406 age 0.7151859571347162 0.22058975085216193 workclass=Private -1.3409828742440633 1.3028825116948626 workclass=Self-emp-not-inc -1.164091005470502 -0.027183713040429526 workclass=Self-emp-inc 0.8132292923708515 -0.3639472919273864 workclass=Federal-gov -0.27375736156847896 0.8736689792985886 workclass=Local-gov 0.6262890500377759 0.47390626246369033 workclass=State-gov -0.6502330326538847 -0.46603630048692896 workclass=Without-pay 0.0844373465723606 0.3967401637267342 workclass=Never-worked 0.6732674713968151 -0.3063458004769731 fnlwgt 0.9904694626563793 -0.4085758202882445 education=Bachelors 0.057889488241821364 0.49023852898086656 education=Some-college 0.4657454446479118 1.0095184260698127 education=11th 0.2777903220155207 0.3046319135320065 education=HS-grad -0.3783748162268622 -0.8652822004592357 education=Prof-school 0.21273503604037677 -0.087467953356885 education=Assoc-acdm -0.41236836664847243 0.3915893467004925 education=Assoc-voc -0.7223429243856065 1.3553968480219811 education=9th -0.05772041629415086 0.94578355553083 education=7th-8th 0.7493854708889817 1.6731852075763345 education=12th -0.5146621005333764 -0.25494907529789307 education=Masters -0.48122176693318736 1.2887795386214622 education=1st-4th -0.7518977575943468 1.430664755317532 education=10th 0.21547003948286841 -1.2233197161009035 education=Doctorate -0.16526926698032973 -0.44898902707788235 education=5th-6th -0.6807691432863394 0.8070340641292612 education=Preschool 0.07591795017433 -1.6642257949376813 education-num -0.4190968088775693 -1.9436676752929571 marital-status=Married-civ-spouse -0.5876171591351875 0.9564418857719675 marital-status=Divorced -0.4798603721400644 1.1020554175540018 marital-status=Never-married 1.0606065328654815 -0.061458509269036184 marital-status=Separated 0.9761639847817007 0.24389278108295784 marital-status=Widowed -0.8687092022899525 1.4902199320584086 marital-status=Married-spouse-absent -0.40339816221122554 0.5795646335525549 marital-status=Married-AF-spouse 0.3561682099774287 -0.6868938226329975 occupation=Tech-support 1.5109842987842508 -0.4015367029690272 occupation=Craft-repair -1.2409268823073563 1.0809705307806452 occupation=Other-service 0.7199114435103705 -0.2689801025082966 occupation=Sales -0.4628889543237 -0.6000470433910998 occupation=Exec-managerial -1.4159336371573428 0.22022590178093898 occupation=Prof-specialty 0.3461780156367375 0.5778285405759148 occupation=Handlers-cleaners 0.15938458308529993 0.46978935391873966 occupation=Machine-op-inspct 0.6886486583337331 0.18113555839174753 occupation=Adm-clerical 0.8504932199103191 1.3931054061768366 occupation=Farming-fishing 0.4117336423422062 0.36991147707714206 occupation=Transport-moving 0.5908911111172336 0.30332521577542154 occupation=Priv-house-serv -0.03292083586302683 -0.23512961753872227 occupation=Protective-serv -0.6510415509394266 0.2308672855600652 occupation=Armed-Forces 1.1674492351343237 -0.9495988695062482 relationship=Wife -0.09444530476456878 1.048855915795666 relationship=Own-child 0.49512265370098396 0.5999757929343016 relationship=Husband 0.3468589764302945 -0.15873614088732083 relationship=Not-in-family 0.5073622375766608 0.21029817387730756 relationship=Other-relative -0.3468536143575291 0.39907892118917754 relationship=Unmarried 0.1452350384387367 -0.4080557225885594 race=White -0.34919366535132734 -0.4221418794847265 race=Asian-Pac-Islander -0.879986918467985 0.9607451844957816 race=Amer-Indian-Eskimo -0.3312792926788355 2.519169842210053 race=Other 0.9401698014561173 -0.5504690377419901 race=Black -1.5695133067050313 0.15824061596473252 sex 0.08729176634334229 -4.125994845152476 capital-gain 0.01625240494711575 -2.17695142780879 capital-loss -0.3324020639647538 -2.819426112184494 hours-per-week -1.2557459819037133 0.016635763528448016 native-country=United-States -0.051420466696071955 -1.5728107342235964 native-country=Cambodia -0.3882653150602744 0.820585309564914 native-country=England -0.6213684790421974 0.17496629897166333 native-country=Puerto-Rico 1.07663631945163 -1.2556618851961752 native-country=Canada -0.6908058793877327 -0.20561404239544778 native-country=Germany 0.39390950137767955 0.6662764753345145 native-country=Outlying-US(Guam-USVI-etc) 0.09912164357519823 1.437327315366512 native-country=India 0.5695687932704497 1.4717862804196065 native-country=Japan -0.5037160097547447 0.8203075266392167 native-country=Greece 0.4118700051363192 -0.2259005420005325 native-country=South 0.4562044806538812 0.7211412243652024 native-country=China -0.13434893820176436 1.3367508361750722 native-country=Cuba -0.9563632505096298 -1.7744881686250233 native-country=Iran 0.44634607594356235 0.33451977548255746 native-country=Honduras -0.17587701387475918 -0.6745666432666392 native-country=Philippines -0.482044411195433 -1.0753278774042019 native-country=Italy 0.31802682115331626 0.9910013248690164 native-country=Poland 0.09798031004204091 -1.680243823511537 native-country=Jamaica -0.1843331733970746 0.27740359773457707 native-country=Vietnam -0.3140311808192659 1.0900372647061962 native-country=Mexico -0.6298844748015849 -0.46419980958581686 native-country=Portugal -0.3066537388827942 -1.1992497994810185 native-country=Ireland -0.2528961410168485 -0.7318755412963837 native-country=France -0.9682797696572084 -0.7030716645703277 native-country=Dominican-Republic -0.11103500584760734 0.4817918234515774 native-country=Laos 0.24844783522835243 0.5126973996072118 native-country=Ecuador 0.7051632677801115 -0.505389013881813 native-country=Taiwan 0.2510282133081965 1.3885741769960136 native-country=Haiti 0.3088281379675474 1.795242998268384 native-country=Columbia -0.9274941315322646 0.13898854142478906 native-country=Hungary 0.5041242679126189 -0.5073338903114946 native-country=Guatemala 1.071024663567519 0.7481936241382627 native-country=Nicaragua 0.08156542217490514 1.0227477596989167 native-country=Scotland 0.409868084061871 0.555246707180158 native-country=Thailand -0.7707554701841794 0.771096597939149 native-country=Yugoslavia 0.8419606595680763 0.4726850191269653 native-country=El-Salvador -0.2521317059378815 0.39710295491508024 native-country=Trinadad&Tobago 0.551513435533905 0.4406116768015976 native-country=Peru 0.432603761729569 0.46832013739858236 native-country=Hong 0.5856033005949551 0.5646266304293114 native-country=Holand-Netherlands Hidden Weights: -2.1563169195181953 2.1563169195194014 -4.065655495778738 4.065655495779209 >50K <=50K Error sum for iteration 900 = 759.4502360258066 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -4.52736958867923 -0.40736939276009615 age 0.6452218414516299 0.22470221160114692 workclass=Private -1.39669180737268 1.3201024149438005 workclass=Self-emp-not-inc -1.2077173824068794 -0.0063369188391720664 workclass=Self-emp-inc 0.9210382165565927 -0.4053941633397725 workclass=Federal-gov -0.22373756880808254 0.8654097947297977 workclass=Local-gov 0.57318742930295 0.47760267628254444 workclass=State-gov -0.6540292426255645 -0.4650762486666168 workclass=Without-pay 0.07987944393847249 0.396548801583881 workclass=Never-worked 0.6997563677818376 -0.327101924902908 fnlwgt 0.9851954103118987 -0.4279110255582863 education=Bachelors 0.00967998217265389 0.4859519716105737 education=Some-college 0.36663162211578515 1.0032964948009029 education=11th 0.25255239295682747 0.29312766213880875 education=HS-grad 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marital-status=Separated 0.9863302963859265 0.239673775155673 marital-status=Widowed -0.8979165942238003 1.5067191675847877 marital-status=Married-spouse-absent -0.4030840194471629 0.5849351584513525 marital-status=Married-AF-spouse 0.3384248533507469 -0.682717084841565 occupation=Tech-support 1.5397457317205119 -0.4333324031907035 occupation=Craft-repair -1.3782906276454405 1.13643190356775 occupation=Other-service 0.772625437948562 -0.30374179476397306 occupation=Sales -0.4721562653125996 -0.5874741497040901 occupation=Exec-managerial -1.4189621625637518 0.2330427322509341 occupation=Prof-specialty 0.3444358504912436 0.5645201802574987 occupation=Handlers-cleaners 0.19472713651390525 0.45135388791113784 occupation=Machine-op-inspct 0.5827765068666557 0.21335398953260848 occupation=Adm-clerical 0.7320335818045625 1.3527411262746858 occupation=Farming-fishing 0.5426590160787772 0.32783837254965104 occupation=Transport-moving 0.5999673835752903 0.36522666415733684 occupation=Priv-house-serv -5.555419837263111E-4 -0.2554212863297692 occupation=Protective-serv -0.6470234366837015 0.24853987618297918 occupation=Armed-Forces 1.2558863996972136 -0.9732953872806089 relationship=Wife -0.27430642520840093 1.1283016014739786 relationship=Own-child 0.6090373332866119 0.5973124691508936 relationship=Husband 0.43056133584938605 -0.22615774294077964 relationship=Not-in-family 0.36541984943612393 0.24271246261158216 relationship=Other-relative -0.37491494621521393 0.37832132038786725 relationship=Unmarried 0.07644055210138553 -0.3976844806992931 race=White -0.27159636720457714 -0.516994477857063 race=Asian-Pac-Islander -0.9043641982258208 0.9650628857448692 race=Amer-Indian-Eskimo -0.3633088663539646 2.628715813737565 race=Other 0.928521108839129 -0.5823390618926265 race=Black -1.5001750708391157 0.13842627622266865 sex 0.07216282192755274 -4.347063170634252 capital-gain 0.08585329558374917 -2.156293457456141 capital-loss -0.21659292949612147 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0.4350039738714213 -0.5905670998932118 native-country=Guatemala 1.079232133057969 0.8032635634935864 native-country=Nicaragua 0.07784807625288763 1.0251266192740696 native-country=Scotland 0.4054488081882608 0.632439291313087 native-country=Thailand -0.774022856051046 0.8027314841020313 native-country=Yugoslavia 0.8441329954007966 0.4194404973582418 native-country=El-Salvador -0.24291151803088534 0.4241331135854013 native-country=Trinadad&Tobago 0.5385067838349449 0.41949714266964155 native-country=Peru 0.4270589154486253 0.4665117203964211 native-country=Hong 0.5810453979610578 0.5644352682864551 native-country=Holand-Netherlands Hidden Weights: -2.3940998219215017 2.3940998219215843 -4.133086659592869 4.133086659592899 >50K <=50K Error sum for iteration 1000 = 764.2451250035517 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -5.002225128628534 -0.2199273063177058 age 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-0.6187251981597297 0.1565158151723258 native-country=Puerto-Rico 1.132617961453602 -1.4196152490928418 native-country=Canada -0.660104942430824 -0.29467776867553325 native-country=Germany 0.3800567434675788 0.6657851848834272 native-country=Outlying-US(Guam-USVI-etc) -0.1159136343882978 1.6179354140815434 native-country=India 0.5834119750931013 1.674131289569767 native-country=Japan -0.4778665568818857 1.0727347520311925 native-country=Greece 0.7192252352763678 -0.25723487114030463 native-country=South 0.5451784328994569 0.8062860997788247 native-country=China -0.13326442695781096 1.3145386553247034 native-country=Cuba -0.9669536154455572 -1.9272363359842584 native-country=Iran 0.4341300566967463 0.3698969076883371 native-country=Honduras -0.22803451577637057 -0.6730714369780236 native-country=Philippines -0.554859074404141 -1.0556162874590922 native-country=Italy 0.35028403052970014 0.9452359540582027 native-country=Poland 0.11124129491529279 -1.9385392706270426 native-country=Jamaica -0.282761222320146 0.4017152144892022 native-country=Vietnam -0.5563286892654838 1.05571867058354 native-country=Mexico -0.6711256922927018 -0.5777227230086678 native-country=Portugal -0.41855885963272715 -1.250485659776432 native-country=Ireland -0.26907894690414924 -0.7321389600558741 native-country=France -1.057668819148403 -0.6866034129843179 native-country=Dominican-Republic -0.0755052975088787 0.5804559481504776 native-country=Laos 0.2357691004924366 0.5193489134583922 native-country=Ecuador 0.6984329735933703 -0.519120736948016 native-country=Taiwan 0.25221881304318816 1.434905172055504 native-country=Haiti 0.4703113096866289 2.182278589654069 native-country=Columbia -0.9362115638245241 0.13917205020525875 native-country=Hungary 0.36454773419455594 -0.66597569130341 native-country=Guatemala 1.0850896663546918 0.8515775191980371 native-country=Nicaragua 0.07432469636945707 1.0278064229553263 native-country=Scotland 0.4006355063618486 0.7093641044336167 native-country=Thailand -0.7771309248072414 0.8311001221652219 native-country=Yugoslavia 0.8450180882902752 0.3615572106169976 native-country=El-Salvador -0.23476614738656776 0.4473581796685555 native-country=Trinadad&Tobago 0.5236487788846781 0.3998787461713056 native-country=Peru 0.42164528238462223 0.4653122126987061 native-country=Hong 0.5768858683026956 0.5648101392097619 native-country=Holand-Netherlands Hidden Weights: -2.6108073823051394 2.6108073823051483 -4.18992366863959 4.189923668639592 >50K <=50K Error sum for iteration 1100 = 768.0908236264964 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -5.462752827451063 -0.034785735873788914 age 0.5414740577450025 0.2393197206313089 workclass=Private -1.4474316940772152 1.3417392076309507 workclass=Self-emp-not-inc -1.327085525195492 0.036176107293734654 workclass=Self-emp-inc 1.0967043078064564 -0.48989949690908735 workclass=Federal-gov -0.15283854232807 0.8637025121133987 workclass=Local-gov 0.48178443036611523 0.5000818198478871 workclass=State-gov -0.6615862350395925 -0.4616309435588742 workclass=Without-pay 0.07146273148376157 0.39778074560640453 workclass=Never-worked 0.7367762923684635 -0.35811423267499337 fnlwgt 0.8064560469162312 -0.4015083210670927 education=Bachelors -0.022557902099480987 0.45524052707442886 education=Some-college 0.19621605534336298 0.9931509863306914 education=11th 0.18673974076214372 0.2704307798570408 education=HS-grad 0.039563859323484496 -0.8946402323017388 education=Prof-school 0.09507757795720252 -0.09037514461824815 education=Assoc-acdm -0.5262400474719351 0.4088951536925846 education=Assoc-voc -0.831389593225389 1.2310019096388236 education=9th -0.31464596838458314 0.877087584426282 education=7th-8th 0.647109684058182 1.8287589697439226 education=12th -0.4088987728002523 -0.24139388992398442 education=Masters -0.4212987272271914 1.6540581085592465 education=1st-4th -0.988261831662685 1.328900740515842 education=10th 0.7769902633966909 -1.3061409373829849 education=Doctorate -0.047413814411608815 -0.5319075776429066 education=5th-6th -0.6939786275096941 0.8516537001094474 education=Preschool 0.5612453230344283 -1.8138720622427893 education-num -0.32039111104408413 -2.082566416184438 marital-status=Married-civ-spouse -0.7822356743820914 1.0452984112913783 marital-status=Divorced -0.7539172226872587 1.185873177838315 marital-status=Never-married 1.268792855741881 -0.17138553479493915 marital-status=Separated 1.0156575178159508 0.20620294837042286 marital-status=Widowed -0.9375338191590408 1.6108820639477872 marital-status=Married-spouse-absent -0.4069029596213376 0.5883525431840076 marital-status=Married-AF-spouse 0.23225211953800212 -0.6518756736727239 occupation=Tech-support 1.5148828003175479 -0.466266882757708 occupation=Craft-repair -1.5795815621076508 1.2276638418187857 occupation=Other-service 0.7295069934615404 -0.3188289299888314 occupation=Sales -0.4014983346471532 -0.5945800293634725 occupation=Exec-managerial -1.3136465585135582 0.22112258143278488 occupation=Prof-specialty 0.33843525739094815 0.5384480844997035 occupation=Handlers-cleaners 0.3083547069240761 0.39567849977567116 occupation=Machine-op-inspct 0.4303569171380524 0.2624491296687197 occupation=Adm-clerical 0.5019300321953492 1.3311190437977702 occupation=Farming-fishing 0.7927665787031103 0.2249088869720549 occupation=Transport-moving 0.6078307741200001 0.488575590102179 occupation=Priv-house-serv 0.019582634135646555 -0.2870962462151417 occupation=Protective-serv -0.6359325684985656 0.28614688627991614 occupation=Armed-Forces 1.465695580558194 -1.0282086229279 relationship=Wife -0.5597899745208138 1.288109700098574 relationship=Own-child 0.7986746381575208 0.58134672486424 relationship=Husband 0.5948794140630969 -0.3624784206856681 relationship=Not-in-family 0.04203676454673701 0.3492052016036326 relationship=Other-relative -0.4476468503249666 0.3364673567652467 relationship=Unmarried -0.012086051756593589 -0.38584436250119053 race=White -0.12469879961638114 -0.6680163981005834 race=Asian-Pac-Islander -0.9523376659953035 0.9824720242520489 race=Amer-Indian-Eskimo -0.4428710763429569 2.8050214690710993 race=Other 0.888268560956012 -0.6208567813954453 race=Black -1.334169720171657 0.09568726486878334 sex 0.07217351070368837 -4.667238637440207 capital-gain 0.21058958947653678 -2.137135013089313 capital-loss -0.008968229249880414 -2.734730386958139 hours-per-week -1.2573847189740148 0.04658147329365135 native-country=United-States -0.04860070019555467 -2.2109032807237217 native-country=Cambodia -0.3477309430622841 0.7256322516866679 native-country=England -0.6163294428071958 0.14852176367646033 native-country=Puerto-Rico 1.1782239535126326 -1.4927002635473074 native-country=Canada -0.6404970345215286 -0.3288816726791158 native-country=Germany 0.37323443490057867 0.6658752727773144 native-country=Outlying-US(Guam-USVI-etc) -0.22506895484243297 1.6945697424221156 native-country=India 0.584456825938162 1.7617919403722142 native-country=Japan -0.4699386713040569 1.1790471799249964 native-country=Greece 0.914284897355656 -0.29128494472535876 native-country=South 0.5507698248158766 0.8111989861043228 native-country=China -0.14412474573057746 1.2944717876042247 native-country=Cuba -0.9670935646699653 -1.9841352918330835 native-country=Iran 0.42078542696432103 0.3838652923753343 native-country=Honduras -0.2599893559881571 -0.6655624186052487 native-country=Philippines -0.6085460510118904 -1.0230051243278637 native-country=Italy 0.357406504757695 0.9237826366151277 native-country=Poland 0.13537996473840716 -2.03355536236227 native-country=Jamaica -0.33404449183871293 0.46383541995022953 native-country=Vietnam -0.6757139623687445 1.0556600825555167 native-country=Mexico -0.679796355381439 -0.6231671133769777 native-country=Portugal -0.48832911938492696 -1.2695656051515476 native-country=Ireland -0.2774376288015769 -0.7324035503878866 native-country=France -1.1025690373555204 -0.6470099463524023 native-country=Dominican-Republic -0.062428367943686315 0.61665535196875 native-country=Laos 0.23010471389577294 0.5251253887510919 native-country=Ecuador 0.6619998691464952 -0.5353486048517235 native-country=Taiwan 0.2508891889079245 1.454130140555329 native-country=Haiti 0.5552413475790232 2.323891678981756 native-country=Columbia -0.9404687466208947 0.14002912330441902 native-country=Hungary 0.29509976583251496 -0.733266219202321 native-country=Guatemala 1.0886875540954788 0.8947335685432033 native-country=Nicaragua 0.070584839120618 1.030776007634005 native-country=Scotland 0.394503674222299 0.7832482853978214 native-country=Thailand -0.7805742489803058 0.8563947489132043 native-country=Yugoslavia 0.8456302564150028 0.30287600130442216 native-country=El-Salvador -0.22803460644129314 0.4676676921720058 native-country=Trinadad&Tobago 0.5071635976569671 0.3820291983607279 native-country=Peru 0.415813745849487 0.46465128745967066 native-country=Hong 0.572628685506325 0.5656672123088947 native-country=Holand-Netherlands Hidden Weights: -2.811217872236938 2.8112178722369383 -4.235061487473375 4.235061487473376 >50K <=50K Error sum for iteration 1200 = 770.7929546474501 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -5.89948229527749 0.1369737706858879 age 0.5136482697721293 0.24511315974802875 workclass=Private -1.4504729012498365 1.3460061068804179 workclass=Self-emp-not-inc -1.4001969841011108 0.053488320877625915 workclass=Self-emp-inc 1.1293843285692642 -0.5129267527588405 workclass=Federal-gov -0.12182601957162857 0.8646515059160103 workclass=Local-gov 0.4585076647792654 0.5119914171915511 workclass=State-gov -0.6658878619067106 -0.4593555218313319 workclass=Without-pay 0.06693844461804034 0.39907936620467055 workclass=Never-worked 0.7444759655188973 -0.3641224603469707 fnlwgt 0.6957032345024465 -0.37091432401871716 education=Bachelors -0.03302026451254298 0.44144308249078607 education=Some-college 0.11886524306769315 0.9932967702500297 education=11th 0.14928862268538576 0.26341986373617937 education=HS-grad 0.14445891722224855 -0.9051198643454751 education=Prof-school 0.019734800336989565 -0.07159776898710177 education=Assoc-acdm -0.511365493786874 0.4004248981657753 education=Assoc-voc -0.8489901616412827 1.1935619848035348 education=9th -0.4009665932339078 0.8579081318489438 education=7th-8th 0.5991605369041083 1.8742709209892658 education=12th -0.3665419755891873 -0.2361766039292011 education=Masters -0.38619800615827254 1.7781009885218642 education=1st-4th -1.0554571449499712 1.297994575874244 education=10th 0.9624264483114351 -1.3606714398251945 education=Doctorate -0.003055280130752604 -0.5587431362914743 education=5th-6th -0.6991578248404666 0.8671811720862764 education=Preschool 0.6707122217959575 -1.8647787951793482 education-num -0.3328328476447878 -2.1139635775664263 marital-status=Married-civ-spouse -0.8213260755589118 1.0685128777153972 marital-status=Divorced -0.7873364385782139 1.1930703693413505 marital-status=Never-married 1.279024393313287 -0.18694974162327807 marital-status=Separated 1.0402767060467724 0.1863070926508657 marital-status=Widowed -0.9508137943548572 1.667786169204562 marital-status=Married-spouse-absent -0.411386659545095 0.5873733129037711 marital-status=Married-AF-spouse 0.1543321904966847 -0.6251144425576404 occupation=Tech-support 1.4857249140751179 -0.471652580323488 occupation=Craft-repair -1.644888498426559 1.2621628527970117 occupation=Other-service 0.6835109998986677 -0.3130898992339426 occupation=Sales -0.35100736481962697 -0.6073320774169563 occupation=Exec-managerial -1.250559655613082 0.20589371120130506 occupation=Prof-specialty 0.32330287952183095 0.5313512415952479 occupation=Handlers-cleaners 0.3875973003535583 0.35777485865686687 occupation=Machine-op-inspct 0.39038788824710385 0.2741376664252419 occupation=Adm-clerical 0.3947748021958858 1.340852210957502 occupation=Farming-fishing 0.8847562316328819 0.17909040334958154 occupation=Transport-moving 0.6044969110098806 0.5457766144932816 occupation=Priv-house-serv 0.012960141734830635 -0.2990713377110607 occupation=Protective-serv -0.6296832611956655 0.30525521327867694 occupation=Armed-Forces 1.5778151731936516 -1.0605576361200182 relationship=Wife -0.6759459864021927 1.3630886043309793 relationship=Own-child 0.88125688477833 0.5715024646019741 relationship=Husband 0.6604194068764043 -0.42157925390555767 relationship=Not-in-family -0.12542371403599897 0.4142753613169259 relationship=Other-relative -0.4876122080504536 0.3158930878695234 relationship=Unmarried -0.029960624718884638 -0.3865905752756288 race=White -0.06969014606261101 -0.7221438499666563 race=Asian-Pac-Islander -0.9806753455417218 0.9928806069299889 race=Amer-Indian-Eskimo -0.4900364816462816 2.875992470942922 race=Other 0.8678218359598945 -0.6304806335271389 race=Black -1.2457764691329785 0.06966498190346478 sex 0.08241640085817002 -4.7846853159688045 capital-gain 0.27396282827594753 -2.1379706012173227 capital-loss 0.07267811351692056 -2.7175150842211018 hours-per-week -1.2128920302761508 0.04374777857013207 native-country=United-States -0.02270761354433239 -2.3426832472117143 native-country=Cambodia -0.3239961442603019 0.7074702838581053 native-country=England -0.6126668260912002 0.1419059787536462 native-country=Puerto-Rico 1.231092102010433 -1.5660427989789942 native-country=Canada -0.6161847651227574 -0.3568713195024125 native-country=Germany 0.36627859767719906 0.6663271749357093 native-country=Outlying-US(Guam-USVI-etc) -0.3283814779819441 1.765937022147994 native-country=India 0.5810052018852869 1.8419034163873862 native-country=Japan -0.46498482940744174 1.2731215918356336 native-country=Greece 1.127280540454577 -0.3382741054977168 native-country=South 0.529261547291037 0.8021687660680186 native-country=China -0.16196772226970477 1.272212667727699 native-country=Cuba -0.9635967497419771 -2.0325349165962776 native-country=Iran 0.4016391003712313 0.3959582451657332 native-country=Honduras -0.28399896279134895 -0.6487556733173283 native-country=Philippines -0.6679016513830364 -0.985309053572209 native-country=Italy 0.3586640849971515 0.908513133117322 native-country=Poland 0.16770260972386175 -2.111391170203341 native-country=Jamaica -0.39139611725779755 0.5264440289061467 native-country=Vietnam -0.791460106498463 1.0662787140245384 native-country=Mexico -0.6795753873954612 -0.6595731113207389 native-country=Portugal -0.565280702952368 -1.286620709993478 native-country=Ireland -0.28575058589012803 -0.7326112428764419 native-country=France -1.1447917657233824 -0.5954613920153063 native-country=Dominican-Republic -0.05213594395420588 0.6462890564873105 native-country=Laos 0.22473830820015528 0.5327538563810049 native-country=Ecuador 0.6011682990015053 -0.5554116520380995 native-country=Taiwan 0.24847497141592337 1.471902035962598 native-country=Haiti 0.6234065325443701 2.4270837915195926 native-country=Columbia -0.9449930334866438 0.141327743902697 native-country=Hungary 0.2300792541735325 -0.7921434600992082 native-country=Guatemala 1.090212455683842 0.9339326404516618 native-country=Nicaragua 0.06649470191230494 1.0340437946131134 native-country=Scotland 0.38671376627680193 0.8517970000484759 native-country=Thailand -0.7844837104971966 0.8789995093649565 native-country=Yugoslavia 0.8466568343304475 0.24567799785010178 native-country=El-Salvador -0.22265878786824503 0.4858100153927658 native-country=Trinadad&Tobago 0.48998855250672096 0.36618674466517126 native-country=Peru 0.40934132186299166 0.4644775583798179 native-country=Hong 0.5681043986405759 0.5669658329072058 native-country=Holand-Netherlands Hidden Weights: -2.99727511834124 2.9972751183412396 -4.270241339152428 4.2702413391524265 >50K <=50K Error sum for iteration 1300 = 772.3758553400816 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -6.30538223210395 0.2869895326968649 age 0.49484247685538907 0.250153396150582 workclass=Private -1.4421651938281346 1.3462009047568306 workclass=Self-emp-not-inc -1.476664086070098 0.06678302803596024 workclass=Self-emp-inc 1.1244791402462513 -0.5171407861554488 workclass=Federal-gov -0.08671194133143607 0.8633238415593091 workclass=Local-gov 0.4518042996180633 0.5204817660056097 workclass=State-gov -0.6702641853223849 -0.45688028425465643 workclass=Without-pay 0.062416045543134464 0.4006762748763263 workclass=Never-worked 0.7464370192283117 -0.3644880897885574 fnlwgt 0.5956141792795036 -0.3377500336975993 education=Bachelors -0.04446242451762014 0.4316060004576521 education=Some-college 0.04627545557340685 0.9978910805825706 education=11th 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occupation=Transport-moving 0.5968063485851186 0.5972846176310652 occupation=Priv-house-serv 0.0015979518435060161 -0.3085288740863761 occupation=Protective-serv -0.6231581688596529 0.3240894980301604 occupation=Armed-Forces 1.6863287321676375 -1.0934615338389688 relationship=Wife -0.779947490321016 1.4326984199855195 relationship=Own-child 0.9561658912574028 0.5609119813284922 relationship=Husband 0.7125274533910352 -0.46988913227183043 relationship=Not-in-family -0.2829355545289503 0.478484165982799 relationship=Other-relative -0.524943062654983 0.29623544831099924 relationship=Unmarried -0.03654796236449708 -0.38989841956457905 race=White -0.021817494302095806 -0.7655303070880062 race=Asian-Pac-Islander -1.012632654792486 1.0029823967580906 race=Amer-Indian-Eskimo -0.539788608117418 2.937954278548588 race=Other 0.8494547695932185 -0.6350901168191259 race=Black -1.1613332489506796 0.04145352466359255 sex 0.09781250370548139 -4.883285593802383 capital-gain 0.3422327423364763 -2.1450534029291184 capital-loss 0.13948073683891699 -2.7049983984240007 hours-per-week -1.16155072272999 0.034338440062062305 native-country=United-States 0.011330540275507835 -2.447044342947358 native-country=Cambodia -0.29294946122525045 0.694516208219654 native-country=England -0.6072330065910615 0.13653570373239338 native-country=Puerto-Rico 1.2802249767843337 -1.6386178203920094 native-country=Canada -0.5877542360152537 -0.38127475971480845 native-country=Germany 0.35951748011358914 0.6671459519496087 native-country=Outlying-US(Guam-USVI-etc) -0.4233401426119821 1.833697292037069 native-country=India 0.5737960815537639 1.9150727723513032 native-country=Japan -0.4623228383511757 1.3555855005097412 native-country=Greece 1.348786251641195 -0.39945114758383216 native-country=South 0.49288229728695987 0.7906015350070476 native-country=China -0.18506157711641555 1.249517915904777 native-country=Cuba -0.9561307886817236 -2.074699152877428 native-country=Iran 0.3781561138995462 0.4067119104692997 native-country=Honduras -0.2944205144021701 -0.6252360769170956 native-country=Philippines -0.7282948641663491 -0.947601261482679 native-country=Italy 0.3531487404923346 0.9004649524856149 native-country=Poland 0.20645222906404004 -2.177169521657962 native-country=Jamaica -0.4561749059665922 0.5899378665961542 native-country=Vietnam -0.9010563111414208 1.0849276338220906 native-country=Mexico -0.6708816427803929 -0.6875107406255241 native-country=Portugal -0.6469582389207361 -1.302659738846964 native-country=Ireland -0.29364380911235005 -0.7328283319716632 native-country=France -1.1831495109940753 -0.5375891992453915 native-country=Dominican-Republic -0.04398919436073254 0.6704281963496465 native-country=Laos 0.2197727333829592 0.5420008345029411 native-country=Ecuador 0.5221593751597751 -0.5743968304518752 native-country=Taiwan 0.24590101965105637 1.4890516880641371 native-country=Haiti 0.6731196892317254 2.501211831367455 native-country=Columbia -0.9495154325615112 0.14292465257435238 native-country=Hungary 0.1725628131784619 -0.8431332920104092 native-country=Guatemala 1.0900942577768815 0.9697802019776295 native-country=Nicaragua 0.06233930107849917 1.0374952220610967 native-country=Scotland 0.3776623000149649 0.913572782073555 native-country=Thailand -0.7885339509687601 0.8992300945863209 native-country=Yugoslavia 0.8484452852498638 0.19068142254660728 native-country=El-Salvador -0.21820071937738816 0.5021953912514087 native-country=Trinadad&Tobago 0.473654374335041 0.35219492481478487 native-country=Peru 0.4024747202350553 0.46462960094137973 native-country=Hong 0.5635819995657085 0.5685627415788778 native-country=Holand-Netherlands Hidden Weights: -3.1675530303270376 3.16755303032704 -4.297877388577578 4.297877388577581 >50K <=50K Error sum for iteration 1400 = 772.992199390808 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -6.6768702335920915 0.41157743169586475 age 0.4800672205381618 0.2555051037579239 workclass=Private -1.4270284306075567 1.343529261777376 workclass=Self-emp-not-inc -1.5521544714589435 0.07660679045983237 workclass=Self-emp-inc 1.0937174167181891 -0.5068754550510641 workclass=Federal-gov -0.04605488050389987 0.8591778898950609 workclass=Local-gov 0.45810839954366117 0.5250348157918532 workclass=State-gov -0.6743681647424883 -0.4543763522283699 workclass=Without-pay 0.05821381749776277 0.40238828742995875 workclass=Never-worked 0.7442641268857709 -0.3610851233337365 fnlwgt 0.5100535902111938 -0.30560648383950767 education=Bachelors -0.05602732905434924 0.4249643397199987 education=Some-college -0.021260889869711953 1.0063464504748976 education=11th 0.08756543951576626 0.2549932151202005 education=HS-grad 0.2752251643768296 -0.9110343167017249 education=Prof-school -0.11885706410441059 -0.025509185208005807 education=Assoc-acdm -0.4312006258351754 0.3681005996677429 education=Assoc-voc 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0.5818090760974837 marital-status=Married-AF-spouse -2.7348964625994256E-4 -0.565080454304954 occupation=Tech-support 1.4382276356484722 -0.4719135304507901 occupation=Craft-repair -1.7211773900194218 1.304854342844898 occupation=Other-service 0.6033220234583765 -0.2965669029060965 occupation=Sales -0.2515782744234967 -0.6367118621902745 occupation=Exec-managerial -1.154395830148741 0.17449556770204522 occupation=Prof-specialty 0.2500299416252736 0.5403725222842521 occupation=Handlers-cleaners 0.5656356958073134 0.27382792836431397 occupation=Machine-op-inspct 0.36796800146199893 0.27480145459283867 occupation=Adm-clerical 0.20266854715371618 1.373386164114308 occupation=Farming-fishing 0.9947703531502405 0.1186022943225145 occupation=Transport-moving 0.5863153206689021 0.6422914583242952 occupation=Priv-house-serv -0.011449997191369325 -0.31589745920885026 occupation=Protective-serv -0.6162988550793643 0.3423691789792582 occupation=Armed-Forces 1.7840761619013388 -1.1237245763980748 relationship=Wife -0.8739138044524646 1.4958773109315229 relationship=Own-child 1.0221257377866246 0.5495926414862031 relationship=Husband 0.7531055885344712 -0.5073669701335898 relationship=Not-in-family -0.4198567128192143 0.5362037216415414 relationship=Other-relative -0.5571721942747596 0.27836539772015534 relationship=Unmarried -0.03584861641572958 -0.3943636599666222 race=White 0.023685076766284844 -0.8018522618025721 race=Asian-Pac-Islander -1.0477772128093086 1.0119919308578031 race=Amer-Indian-Eskimo -0.5899150169491898 2.9923926196431885 race=Other 0.83389485483488 -0.635494633699737 race=Black -1.0859578118712674 0.013734047443900893 sex 0.11729891004516482 -4.968056029055044 capital-gain 0.4163619864677339 -2.1580651185096205 capital-loss 0.19529184706680802 -2.6961325105299028 hours-per-week -1.1119508795035096 0.021282527191739897 native-country=United-States 0.05083119053458735 -2.533382803784306 native-country=Cambodia -0.2552146247551051 0.6841108229365827 native-country=England -0.5999595260380614 0.1320428368484185 native-country=Puerto-Rico 1.318542744891447 -1.706363670454465 native-country=Canada -0.5565917878153988 -0.4044868510943412 native-country=Germany 0.35326914796018066 0.668235056971113 native-country=Outlying-US(Guam-USVI-etc) -0.5097602038169515 1.8986711161725534 native-country=India 0.5637190567974284 1.9817455656252634 native-country=Japan -0.4612481953418914 1.4270470989167134 native-country=Greece 1.568696403577154 -0.47499710503464376 native-country=South 0.45585294366130985 0.7833085046834409 native-country=China -0.2112823567669972 1.2275872260364238 native-country=Cuba -0.944641211379064 -2.1120056029781096 native-country=Iran 0.35243209718680996 0.416539512786821 native-country=Honduras -0.2908643318186356 -0.6001522185476834 native-country=Philippines -0.7867158458513589 -0.9132238747226428 native-country=Italy 0.339237564845868 0.8989718909267291 native-country=Poland 0.2505853481056285 -2.2349937925714456 native-country=Jamaica -0.528224321078776 0.654238273362077 native-country=Vietnam -1.0023963862552139 1.1085022300583112 native-country=Mexico -0.6551430111217706 -0.708459810693801 native-country=Portugal -0.7307868258181845 -1.318058062404229 native-country=Ireland -0.30080490121017106 -0.7331942528397829 native-country=France -1.217557251010761 -0.4778810841327606 native-country=Dominican-Republic -0.0374480999762395 0.6898859447879031 native-country=Laos 0.21528536806305815 0.5524320069951395 native-country=Ecuador 0.43359992529701585 -0.5881174404529281 native-country=Taiwan 0.24416730603007425 1.5061994539595256 native-country=Haiti 0.7091356152787684 2.5559773464783797 native-country=Columbia -0.9537176606068557 0.14463666512797393 native-country=Hungary 0.12384879335394153 -0.8874207953040475 native-country=Guatemala 1.0887778633912657 1.0025999248518316 native-country=Nicaragua 0.058448980491903134 1.040968067199733 native-country=Scotland 0.3679488675254426 0.968294372269515 native-country=Thailand -0.7923593143275414 0.9173763039414442 native-country=Yugoslavia 0.8510341632324567 0.13789675893714812 native-country=El-Salvador -0.21422580749847897 0.5170490875350228 native-country=Trinadad&Tobago 0.4595224611927289 0.33964239257000206 native-country=Peru 0.39556846672685325 0.464911289952305 native-country=Hong 0.559379771520364 0.5702747541324914 native-country=Holand-Netherlands Hidden Weights: -3.3204535226731116 3.3204535226731102 -4.319539101448547 4.319539101448545 >50K <=50K Error sum for iteration 1500 = 772.8197208740066 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -7.013218154371993 0.5107597056377475 age 0.4665944716400757 0.2617636688366812 workclass=Private -1.4098045764203433 1.3395330294582037 workclass=Self-emp-not-inc -1.6236010066273494 0.08374048188714797 workclass=Self-emp-inc 1.0488854268090735 -0.4879861389880474 workclass=Federal-gov -0.001083309268494285 0.8528035143141174 workclass=Local-gov 0.4732995590608284 0.5262777942224571 workclass=State-gov -0.6780349724971049 -0.4519484343059924 workclass=Without-pay 0.05447838437839128 0.4040937448314025 workclass=Never-worked 0.7387548060270216 -0.35559591383330186 fnlwgt 0.4372822110737505 -0.27596175871086737 education=Bachelors -0.06696213014347194 0.4204671689596809 education=Some-college -0.0838633983889294 1.017660670181364 education=11th 0.06544923332060537 0.2519035351247136 education=HS-grad 0.31666244128622373 -0.9085871854415659 education=Prof-school -0.16959249662236955 -0.00658334449448433 education=Assoc-acdm -0.3783621503530498 0.34660885702438 education=Assoc-voc -0.8682324954885392 1.087770822171034 education=9th -0.6146185762600281 0.8074271306889746 education=7th-8th 0.4230943660538225 1.9980723537863032 education=12th -0.24897568934350883 -0.2295001594203347 education=Masters -0.273713252061403 2.1170444604233483 education=1st-4th -1.1976603510711719 1.2272906832782535 education=10th 1.3340930349523206 -1.518790485176751 education=Doctorate 0.12611626561526862 -0.6631149051661362 education=5th-6th -0.7148734001338504 0.9130164951836706 education=Preschool 0.8450110317233264 -1.9796908508366284 education-num -0.41121388688377164 -2.155509602793777 marital-status=Married-civ-spouse -0.9106729717670444 1.1127703530153983 marital-status=Divorced -0.8010841510226049 1.1766717947642058 marital-status=Never-married 1.2163193981086993 -0.17102112504909842 marital-status=Separated 1.135845649657902 0.13717338636204476 marital-status=Widowed -0.9697474046535313 1.7995286250121514 marital-status=Married-spouse-absent -0.43074225335614635 0.5777387507163962 marital-status=Married-AF-spouse -0.06600855203846565 -0.5383418825228505 occupation=Tech-support 1.4262328808188882 -0.4706566307966085 occupation=Craft-repair -1.7383647516710043 1.3140509939039313 occupation=Other-service 0.5748339569790892 -0.28917058024671116 occupation=Sales -0.20524781811054027 -0.6512604515207641 occupation=Exec-managerial -1.1176650279633968 0.15934329468813463 occupation=Prof-specialty 0.18839430641364174 0.557218560656204 occupation=Handlers-cleaners 0.6516975398931869 0.23421124372607977 occupation=Machine-op-inspct 0.37739626777740043 0.26707260784180914 occupation=Adm-clerical 0.119682316627838 1.390938445306629 occupation=Farming-fishing 1.0200869679207083 0.10362843976085888 occupation=Transport-moving 0.5744347281552437 0.6811116823271868 occupation=Priv-house-serv -0.024755847927543845 -0.32172806052301545 occupation=Protective-serv -0.6091328130356849 0.3599331026991147 occupation=Armed-Forces 1.8662701618261899 -1.1484550794549224 relationship=Wife -0.9595253968533793 1.5521702928047572 relationship=Own-child 1.079196795567099 0.5378354068699643 relationship=Husband 0.78429363942741 -0.5355109846286261 relationship=Not-in-family -0.5306615368330111 0.5838543580857277 relationship=Other-relative -0.5835049501294522 0.2629299351913626 relationship=Unmarried -0.02960304286791822 -0.399552821423515 race=White 0.067513251656535 -0.8330766131991236 race=Asian-Pac-Islander -1.0854991052684362 1.019491091190422 race=Amer-Indian-Eskimo -0.63877271327623 3.0406774758627755 race=Other 0.8218400646311494 -0.6326941911794735 race=Black -1.0224277064532519 -0.011170867220645501 sex 0.13953151781115133 -5.042519355061552 capital-gain 0.49552177628856164 -2.1765116260443413 capital-loss 0.2442324118187931 -2.690638455945797 hours-per-week -1.068042441617827 0.007042683969735996 native-country=United-States 0.09354313028211661 -2.608320386322116 native-country=Cambodia -0.2118961225178007 0.674431439342708 native-country=England -0.591104357205876 0.12820668865031684 native-country=Puerto-Rico 1.3438811841164702 -1.765658217207894 native-country=Canada -0.5239732581107905 -0.427644689414198 native-country=Germany 0.34763546787672683 0.669498657851763 native-country=Outlying-US(Guam-USVI-etc) -0.5888781722766735 1.9610827415719687 native-country=India 0.5514754973759481 2.0425092856820606 native-country=Japan -0.46124587845373055 1.4883947018838573 native-country=Greece 1.778360650036237 -0.5630574651906584 native-country=South 0.4272275575142585 0.7819825283692714 native-country=China -0.23852888030572048 1.2074397789986244 native-country=Cuba -0.9293795969660256 -2.1451586686504704 native-country=Iran 0.32624124461238163 0.4257754486250034 native-country=Honduras -0.2755024101188235 -0.5776223054186637 native-country=Philippines -0.8417460913094459 -0.8839354577303894 native-country=Italy 0.3149214233285438 0.9026752282336434 native-country=Poland 0.2993246218234273 -2.2875656135753903 native-country=Jamaica -0.6065866296229528 0.7190026755829567 native-country=Vietnam -1.0944642337251895 1.1345496878032448 native-country=Mexico -0.6342667539654064 -0.7241887688761471 native-country=Portugal -0.8145301854397768 -1.3325923262413415 native-country=Ireland -0.3071308486023782 -0.7337945795494456 native-country=France -1.2485503318829254 -0.4194667281007508 native-country=Dominican-Republic -0.03216636776510548 0.7054237099093685 native-country=Laos 0.21123014404496956 0.5636348299353982 native-country=Ecuador 0.3434234427771342 -0.5939788148579923 native-country=Taiwan 0.24390086071349792 1.5237367647275741 native-country=Haiti 0.7359837147055538 2.5980296482911034 native-country=Columbia -0.9574530937262444 0.14634212252944867 native-country=Hungary 0.08357921383714179 -0.9263329148589808 native-country=Guatemala 1.0865764315150686 1.0327121838871436 native-country=Nicaragua 0.05498177115052032 1.0443589988887312 native-country=Scotland 0.3580152144505263 1.0165149044160473 native-country=Thailand -0.7957813685012078 0.9337651383895493 native-country=Yugoslavia 0.8543204107775029 0.08738893465606747 native-country=El-Salvador -0.21047379332841476 0.5305925201504857 native-country=Trinadad&Tobago 0.4485413276744574 0.328306112565153 native-country=Peru 0.38884848325284943 0.46519638846053285 native-country=Hong 0.5556443384009753 0.5719802115339505 native-country=Holand-Netherlands Hidden Weights: -3.456019981323523 3.456019981323523 -4.335813390910683 4.335813390910686 >50K <=50K Error sum for iteration 1600 = 772.0230462302978 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -7.315891032029649 0.5869181879415788 age 0.45295008176000323 0.26909927314785526 workclass=Private -1.3938742296512119 1.3355700358711384 workclass=Self-emp-not-inc -1.689263840292634 0.0888987705792905 workclass=Self-emp-inc 0.998767423239398 -0.4653290009139453 workclass=Federal-gov 0.04577247641126178 0.845216057914052 workclass=Local-gov 0.4941775292351236 0.525072518173186 workclass=State-gov -0.6812499924966996 -0.4496317683115602 workclass=Without-pay 0.05121330807895962 0.40574120956708676 workclass=Never-worked 0.7299297596662414 -0.34918242478470696 fnlwgt 0.37413142748918987 -0.24917079824369834 education=Bachelors -0.07698707088859447 0.41732507104849303 education=Some-college -0.14206091127637344 1.0308458366054516 education=11th 0.048472851283999495 0.24897532362633476 education=HS-grad 0.34995838348220887 -0.9048122256647768 education=Prof-school -0.20477301882802423 0.006699665662193435 education=Assoc-acdm -0.32499201085625934 0.32402364785063 education=Assoc-voc -0.8673214086978732 1.0556621307327236 education=9th -0.6692804559662544 0.7929151631142087 education=7th-8th 0.3605396154526347 2.035360548393582 education=12th -0.22304477251721497 -0.22799212770072172 education=Masters -0.23891338955487448 2.2149464115481603 education=1st-4th -1.2272087958276179 1.2095912244981388 education=10th 1.4022849721697244 -1.5550164586414237 education=Doctorate 0.1661775174358989 -0.7027026803418447 education=5th-6th -0.7195011516513272 0.9276127595808361 education=Preschool 0.8692898099042714 -2.0050210814055807 education-num -0.445746658286851 -2.155573651853931 marital-status=Married-civ-spouse -0.9263042681143149 1.1197341741314337 marital-status=Divorced -0.7901335682591649 1.164537067769341 marital-status=Never-married 1.182706904140772 -0.15537548186783678 marital-status=Separated 1.1679874781844426 0.12594019221716193 marital-status=Widowed -0.9707847599496152 1.8296977015665918 marital-status=Married-spouse-absent -0.43799689212320664 0.5731041511000644 marital-status=Married-AF-spouse -0.1220932613164744 -0.515707541287394 occupation=Tech-support 1.422538226180775 -0.47008839778808187 occupation=Craft-repair -1.7440906059010255 1.3165143246475102 occupation=Other-service 0.5547765793488051 -0.2834261897132723 occupation=Sales -0.1618968852238997 -0.6652237494666602 occupation=Exec-managerial -1.0844982995396433 0.14436263061292606 occupation=Prof-specialty 0.11046479093156283 0.5811622739641744 occupation=Handlers-cleaners 0.7305581497795436 0.19906849913980385 occupation=Machine-op-inspct 0.3945648174397199 0.256733840060749 occupation=Adm-clerical 0.046037607429932945 1.4076655439163304 occupation=Farming-fishing 1.0310805670958074 0.09659555596216754 occupation=Transport-moving 0.5620696304887832 0.7146830656498422 occupation=Priv-house-serv -0.03799100419752329 -0.32645857619408875 occupation=Protective-serv -0.6017678372645445 0.3767137099811895 occupation=Armed-Forces 1.932029123438038 -1.1661841504049633 relationship=Wife -1.0382616359944656 1.6016340018084418 relationship=Own-child 1.1287138735081836 0.5262246055985915 relationship=Husband 0.8077768245680359 -0.5562005077935317 relationship=Not-in-family -0.6155369899694898 0.6203289741697215 relationship=Other-relative -0.6043635507375147 0.2500855117895714 relationship=Unmarried -0.018516125667449604 -0.40551748781701236 race=White 0.10830176927325014 -0.8597509235455727 race=Asian-Pac-Islander -1.125076367003815 1.0253583205108432 race=Amer-Indian-Eskimo -0.6854010294131051 3.0840042587813548 race=Other 0.8137242157935851 -0.6278321851145584 race=Black -0.9710038095827515 -0.03212236508975559 sex 0.16306532323910908 -5.109152929653356 capital-gain 0.5780284160335777 -2.1996641581293233 capital-loss 0.2896459345058945 -2.68865610906316 hours-per-week -1.030847704851793 -0.006958482204023946 native-country=United-States 0.1377434333451465 -2.6761534880606384 native-country=Cambodia -0.1640698629849529 0.6645891393393571 native-country=England -0.5810179532611046 0.12497083887933988 native-country=Puerto-Rico 1.3570153448724764 -1.8147354942612146 native-country=Canada -0.49087841930655063 -0.4509638667150938 native-country=Germany 0.34255666349730446 0.6708758884337356 native-country=Outlying-US(Guam-USVI-etc) -0.6622664926052945 2.0208021857795417 native-country=India 0.537565843687643 2.098028078297051 native-country=Japan -0.4619849489085274 1.5407882154940749 native-country=Greece 1.9727395813595427 -0.6600988649395403 native-country=South 0.40979193208042447 0.7854687035735881 native-country=China -0.26490944196375865 1.1898913611789224 native-country=Cuba -0.9107442503451117 -2.1745559891121715 native-country=Iran 0.30075710557188656 0.4346882116005061 native-country=Honduras -0.2509436275192957 -0.5597110012753149 native-country=Philippines -0.892902220705793 -0.8603950618250182 native-country=Italy 0.2784303365428612 0.9101881298264484 native-country=Poland 0.35190042443478314 -2.3365449364055797 native-country=Jamaica -0.6899051011119288 0.7836392884362334 native-country=Vietnam -1.1773935866397358 1.1613561921517253 native-country=Mexico -0.60998366406341 -0.7364182578928211 native-country=Portugal -0.8964820440153105 -1.3458058632993426 native-country=Ireland -0.3126682767976243 -0.7346518950080522 native-country=France -1.2768610792336175 -0.36442556777215945 native-country=Dominican-Republic -0.027922487028106856 0.7177568849664074 native-country=Laos 0.2075010488355574 0.5753030013117023 native-country=Ecuador 0.2575979693612782 -0.5909318739426721 native-country=Taiwan 0.24525698581254227 1.541808777472337 native-country=Haiti 0.7566456333701165 2.631467387579765 native-country=Columbia -0.9607181700257048 0.14798958726513944 native-country=Hungary 0.05057918854265847 -0.9610329939751443 native-country=Guatemala 1.0836842473534551 1.0604708812686512 native-country=Nicaragua 0.05195125449402308 1.0476323174432565 native-country=Scotland 0.34811037416089985 1.0590671926891377 native-country=Thailand -0.7987756625484197 0.9487336996594489 native-country=Yugoslavia 0.8581800801569254 0.039440765259464806 native-country=El-Salvador -0.2068107666105585 0.5430770580257571 native-country=Trinadad&Tobago 0.4412643354957517 0.3182718942215669 native-country=Peru 0.3824012916015779 0.465433131225965 native-country=Hong 0.5523792621015149 0.573627676269634 native-country=Holand-Netherlands Hidden Weights: -3.5763163276362055 3.576316327636207 -4.347005578072774 4.347005578072775 >50K <=50K Error sum for iteration 1700 = 770.7506617594469 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -7.587699787773549 0.6436341974460406 age 0.4386359682775675 0.27734402374058514 workclass=Private -1.3809595248379636 1.332483788428441 workclass=Self-emp-not-inc -1.7483995237130823 0.0926756314841712 workclass=Self-emp-inc 0.9487382355369959 -0.44209706224370676 workclass=Federal-gov 0.09211381188402097 0.8373691550294681 workclass=Local-gov 0.5185781344093328 0.5221718093932916 workclass=State-gov -0.6840536194119022 -0.44742758758375584 workclass=Without-pay 0.048371577008277544 0.4073161343530088 workclass=Never-worked 0.7175884029281752 -0.3424942287767374 fnlwgt 0.31819993668651786 -0.2251887116622067 education=Bachelors -0.08585633985288216 0.41495768917881465 education=Some-college -0.19656132994628625 1.0451216332348996 education=11th 0.03538709828739125 0.2461307396484328 education=HS-grad 0.3781686514752376 -0.9007927395639149 education=Prof-school -0.22539864454247543 0.014145992522263489 education=Assoc-acdm -0.27527123474826637 0.30206176970230325 education=Assoc-voc -0.8637728750816088 1.025734161332586 education=9th -0.7174907724813956 0.7795703536355005 education=7th-8th 0.29872258068254703 2.071406605881799 education=12th -0.20472571884187066 -0.22593308504999246 education=Masters -0.20665078464330813 2.304989070311151 education=1st-4th -1.2499907215341173 1.1940252149675286 education=10th 1.453060168443233 -1.5833345145674793 education=Doctorate 0.20525550639577292 -0.7427052608421868 education=5th-6th -0.7237952847455119 0.9418727682005816 education=Preschool 0.8837991609171884 -2.0258879705645563 education-num -0.4836807784044976 -2.1520720580015102 marital-status=Married-civ-spouse -0.9333254681854017 1.1241187446844412 marital-status=Divorced -0.7766903551477812 1.151935240770478 marital-status=Never-married 1.148119900663863 -0.138080036874809 marital-status=Separated 1.198449917249492 0.11758124091006786 marital-status=Widowed -0.9703470147161273 1.8541374324644182 marital-status=Married-spouse-absent -0.4454239319276858 0.5680674608983075 marital-status=Married-AF-spouse -0.16873688945929544 -0.49736302435691027 occupation=Tech-support 1.4258223531170593 -0.4705981718787532 occupation=Craft-repair -1.7394159226631771 1.313369076426077 occupation=Other-service 0.5420270219533703 -0.279413396252308 occupation=Sales -0.1219755278099629 -0.6784146215947015 occupation=Exec-managerial -1.0532397252948054 0.1295402639052437 occupation=Prof-specialty 0.01951809971183787 0.6105014402597634 occupation=Handlers-cleaners 0.8010090624070687 0.16904181291255216 occupation=Machine-op-inspct 0.4151674657084679 0.2457025634330464 occupation=Adm-clerical -0.018372197158196064 1.4229991139180376 occupation=Farming-fishing 1.0314161282355068 0.09545249224171186 occupation=Transport-moving 0.5497107252949789 0.7440652675061046 occupation=Priv-house-serv -0.05137941334896657 -0.3303361354929904 occupation=Protective-serv -0.5943167889971485 0.3926966537481042 occupation=Armed-Forces 1.9834121602948642 -1.1770157483179278 relationship=Wife -1.111235219491183 1.644657716270838 relationship=Own-child 1.1723329013500798 0.5153791000729068 relationship=Husband 0.8247846779466288 -0.5711708382991916 relationship=Not-in-family -0.6778495538166893 0.6464825997416145 relationship=Other-relative -0.6208715564604245 0.23960455270220135 relationship=Unmarried -0.003190302908831488 -0.41227331813090007 race=White 0.14481462026576594 -0.8821121124023559 race=Asian-Pac-Islander -1.1657214111497731 1.0296695836083336 race=Amer-Indian-Eskimo -0.7293269715525704 3.1233543609207026 race=Other 0.8095140244090201 -0.6219025089639315 race=Black -0.9304204929179267 -0.04900912225922517 sex 0.18657252872244376 -5.169699248044804 capital-gain 0.6619735442008273 -2.226553001051107 capital-loss 0.3338988172044126 -2.6902568058853777 hours-per-week -1.0008726552717875 -0.019753586908905024 native-country=United-States 0.18223322267344078 -2.739557517587175 native-country=Cambodia -0.11264911028935945 0.6543105838118677 native-country=England -0.5700224850491922 0.12235447932300945 native-country=Puerto-Rico 1.360685253163192 -1.8535537673036768 native-country=Canada -0.4581668520940539 -0.4742716835176366 native-country=Germany 0.33791989156028013 0.6723257564949573 native-country=Outlying-US(Guam-USVI-etc) -0.7312442502987169 2.077612123008376 native-country=India 0.5223759399650351 2.1489342096704127 native-country=Japan -0.4632442432904096 1.5855260660091577 native-country=Greece 2.1505576741260297 -0.762101083403057 native-country=South 0.40254318843634984 0.7919245279279439 native-country=China -0.28891942552674205 1.1754245695103875 native-country=Cuba -0.8891669616450433 -2.200499812911533 native-country=Iran 0.2765892455969418 0.44346135621654775 native-country=Honduras -0.21959706890685296 -0.5470423405568061 native-country=Philippines -0.940134927293108 -0.8425618443800964 native-country=Italy 0.2293591270868681 0.920526868378298 native-country=Poland 0.40739744658159255 -2.3830150144031084 native-country=Jamaica -0.7766547911889097 0.8473160113360569 native-country=Vietnam -1.2521414772129653 1.187741664559465 native-country=Mexico -0.5835627205695608 -0.7467000053028018 native-country=Portugal -0.9755077796843573 -1.3573008135960645 native-country=Ireland -0.31751199898693666 -0.735759338002955 native-country=France -1.3031792796854873 -0.31406594080686495 native-country=Dominican-Republic -0.02455008355812039 0.7275008683165797 native-country=Laos 0.20400653264273744 0.5872265330822088 native-country=Ecuador 0.17966723085359437 -0.5792025541955563 native-country=Taiwan 0.24805880926499227 1.5603454067848208 native-country=Haiti 0.7729390803529074 2.65878957328363 native-country=Columbia -0.9635599010963627 0.14956451205104318 native-country=Hungary 0.023522647102077077 -0.99243159767041 native-country=Guatemala 1.080239051397135 1.0862207206220522 native-country=Nicaragua 0.049318604521254875 1.0507867424679778 native-country=Scotland 0.33836940314369957 1.0967780173758095 native-country=Thailand -0.801375042128619 0.9625864298410916 native-country=Yugoslavia 0.8625259632480123 -0.005576924828058168 native-country=El-Salvador -0.20315314656548894 0.5547409301395292 native-country=Trinadad&Tobago 0.43784589330959567 0.3097398910589026 native-country=Peru 0.3762442179740728 0.4656075485186206 native-country=Hong 0.549537531030857 0.5752026010555211 native-country=Holand-Netherlands Hidden Weights: -3.684438674714966 3.684438674714969 -4.353734887793028 4.353734887793025 >50K <=50K Error sum for iteration 1800 = 769.1404467313099 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: 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0.5627432735075398 marital-status=Married-AF-spouse -0.2066885526010105 -0.48306396426360665 occupation=Tech-support 1.4341487777186872 -0.4721064539923039 occupation=Craft-repair -1.7253337998232345 1.3057504525931205 occupation=Other-service 0.534429297334831 -0.2767517512921273 occupation=Sales -0.08615058869006885 -0.6905881099655534 occupation=Exec-managerial -1.023916033122281 0.11516563565015435 occupation=Prof-specialty -0.07806103820136237 0.6429519872437617 occupation=Handlers-cleaners 0.8629933652244464 0.14396023011963036 occupation=Machine-op-inspct 0.43595220343184 0.23527921663115736 occupation=Adm-clerical -0.07412631088322039 1.4367225304376001 occupation=Farming-fishing 1.0244124439761633 0.09825330756873767 occupation=Transport-moving 0.5376129728378892 0.7701817536486643 occupation=Priv-house-serv -0.06533249855301537 -0.3334398443113033 occupation=Protective-serv -0.5868550196649956 0.4078938109959342 occupation=Armed-Forces 2.0238799356208963 -1.1820256575338766 relationship=Wife -1.1791434015026137 1.6818246280840756 relationship=Own-child 1.2114591705604811 0.505767053796464 relationship=Husband 0.8362920259911737 -0.5818831274232514 relationship=Not-in-family -0.7219765471075671 0.6641599371222695 relationship=Other-relative -0.6343963381923469 0.2310725721267596 relationship=Unmarried 0.01581509076000558 -0.4197292898608528 race=White 0.17638775628306325 -0.9005015621067735 race=Asian-Pac-Islander -1.2066530205597779 1.0326005501351705 race=Amer-Indian-Eskimo -0.7703604741140798 3.159506522759201 race=Other 0.808903368273579 -0.6156606221787534 race=Black -0.8988782845576648 -0.06228892778467837 sex 0.20900991852274917 -5.2253306580622345 capital-gain 0.7455591684688322 -2.255995904714292 capital-loss 0.37845865547537183 -2.695142451867201 hours-per-week -0.9789858582742015 -0.030496086237007836 native-country=United-States 0.2262449673847934 -2.8001077983130735 native-country=Cambodia -0.058491452639597825 0.6436073250667934 native-country=England -0.5583904678924229 0.12038522467215163 native-country=Puerto-Rico 1.3590077922034467 -1.8833333242096066 native-country=Canada -0.4267246202448175 -0.4972832725019272 native-country=Germany 0.3336226769031621 0.673808149081043 native-country=Outlying-US(Guam-USVI-etc) -0.7967769299280694 2.1313714895392737 native-country=India 0.5062353914758959 2.195793805586212 native-country=Japan -0.46486189588638027 1.6239166736222677 native-country=Greece 2.312742688700889 -0.8655993952021367 native-country=South 0.4030671422969703 0.799858007200703 native-country=China -0.3095965731564579 1.1641623955066884 native-country=Cuba -0.8650503824974322 -2.223247358728525 native-country=Iran 0.2539158492365346 0.45218709105400606 native-country=Honduras -0.18357577513691192 -0.5395317406987428 native-country=Philippines -0.9836027711654944 -0.8298976075251064 native-country=Italy 0.16996810244442195 0.9334036414072138 native-country=Poland 0.4645293321165279 -2.4277934418165823 native-country=Jamaica -0.8653560698786215 0.9090789453803618 native-country=Vietnam -1.3200776532376546 1.2129001561503672 native-country=Mexico -0.5558633512031111 -0.7563789924034476 native-country=Portugal -1.0510198270324376 -1.3668506288673994 native-country=Ireland -0.3217484125047131 -0.7371013090331464 native-country=France -1.3280522982251104 -0.2690732384132391 native-country=Dominican-Republic -0.02190428848704775 0.7351535420935309 native-country=Laos 0.20069636885709774 0.5992624028441796 native-country=Ecuador 0.11098139020542436 -0.559877004858355 native-country=Taiwan 0.25198209916419156 1.5791412996558645 native-country=Haiti 0.785988379559274 2.6815543514237663 native-country=Columbia -0.9660212271287373 0.15106294233691284 native-country=Hungary 0.0012240600083520312 -1.0212054176938723 native-country=Guatemala 1.0763593236189297 1.1102680585804192 native-country=Nicaragua 0.04704741661437933 1.053829951619904 native-country=Scotland 0.3288742216574317 1.13041122156279 native-country=Thailand -0.8036128871791365 0.9755763705165579 native-country=Yugoslavia 0.8673105803529916 -0.04734299066383416 native-country=El-Salvador -0.1994408544163911 0.5657667716428978 native-country=Trinadad&Tobago 0.4380181979455652 0.30277986921371086 native-country=Peru 0.37037818847245085 0.4657161395426984 native-country=Hong 0.5470762049984824 0.576701031341326 native-country=Holand-Netherlands Hidden Weights: -3.7830305682384195 3.7830305682384204 -4.357077366251223 4.357077366251224 >50K <=50K Error sum for iteration 1900 = 767.3152242533458 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -8.050910616106389 0.7139838556280722 age 0.4089743932172764 0.29510630605843996 workclass=Private -1.3660203851354038 1.3298993040561695 workclass=Self-emp-not-inc -1.8468536684194643 0.09780883548708225 workclass=Self-emp-inc 0.8589655031512449 -0.3998738330424667 workclass=Federal-gov 0.1771964404941248 0.8231267757737833 workclass=Local-gov 0.5723867280230239 0.5135436324674887 workclass=State-gov -0.6885704986526655 -0.4433336045849713 workclass=Without-pay 0.043799912377162804 0.41023331155083026 workclass=Never-worked 0.6827000637510365 -0.32914016791611805 fnlwgt 0.2252704041781497 -0.18557081392777444 education=Bachelors -0.09870159335256655 0.4106910894808868 education=Some-college -0.29723181400239396 1.0747614553724567 education=11th 0.016268769772163096 0.24063624081250767 education=HS-grad 0.4246943478632634 -0.8937577744476719 education=Prof-school -0.23407742699327416 0.014825206907417924 education=Assoc-acdm -0.19465250936706785 0.2639625269857324 education=Assoc-voc -0.8497959495527375 0.972596701223938 education=9th -0.8001580464126951 0.755953276222336 education=7th-8th 0.18005853166546576 2.141759505773584 education=12th -0.18382788296795502 -0.22047494330329562 education=Masters -0.15009236563101547 2.4634110601525316 education=1st-4th -1.2804593778550204 1.167599224209947 education=10th 1.520849175620093 -1.6231988842561103 education=Doctorate 0.2828992558905558 -0.8207423427945217 education=5th-6th -0.7314832344487595 0.9696224112655238 education=Preschool 0.8950492107236809 -2.0592625423932263 education-num -0.5653294081756679 -2.140978917263574 marital-status=Married-civ-spouse -0.9240376847174508 1.127585977582986 marital-status=Divorced -0.7486544986893713 1.1290135396073506 marital-status=Never-married 1.0810758109383876 -0.10210403455876815 marital-status=Separated 1.2530818739863527 0.10849630503448296 marital-status=Widowed -0.967022724041445 1.8902204314533992 marital-status=Married-spouse-absent -0.46058606923578166 0.5572123809622269 marital-status=Married-AF-spouse -0.23708120217944323 -0.4723303570877566 occupation=Tech-support 1.445526351289383 -0.47429294902645486 occupation=Craft-repair -1.7031020349909225 1.2947690974534662 occupation=Other-service 0.5295467190988778 -0.27485413432848316 occupation=Sales -0.05530583814324892 -0.701406759730859 occupation=Exec-managerial -0.9977696059356185 0.10174105362120082 occupation=Prof-specialty -0.17387680493732172 0.6758042767855704 occupation=Handlers-cleaners 0.9169093398847709 0.12330279023973001 occupation=Machine-op-inspct 0.4548456335981666 0.22613971379120792 occupation=Adm-clerical -0.12218111872329371 1.4488464306099715 occupation=Farming-fishing 1.012938110091574 0.10335270842651828 occupation=Transport-moving 0.5259089594991377 0.7937566697990655 occupation=Priv-house-serv -0.08027874933250513 -0.335736048412758 occupation=Protective-serv -0.5794219894073797 0.42232874098611517 occupation=Armed-Forces 2.057020277668013 -1.1826076158003316 relationship=Wife -1.2423611836709683 1.713816710856867 relationship=Own-child 1.2471064023470932 0.49764312184183 relationship=Husband 0.8432092126314872 -0.5895469621224043 relationship=Not-in-family -0.7522234459242755 0.6754466674170854 relationship=Other-relative -0.6461811580639774 0.22402594074649704 relationship=Unmarried 0.03789769773814072 -0.42773952160764644 race=White 0.20281885104394162 -0.9153087828173724 race=Asian-Pac-Islander -1.247159329580874 1.0343343786839532 race=Amer-Indian-Eskimo -0.8084736700354342 3.1930665473022097 race=Other 0.8115747696932911 -0.6096933129578124 race=Black -0.8746123505870229 -0.07263046196616 sex 0.22971579644581472 -5.276764521396649 capital-gain 0.8273119648922007 -2.286697763076643 capital-loss 0.42406741084550115 -2.7026371013941843 hours-per-week -0.9658864046966136 -0.03852718051414422 native-country=United-States 0.26930750813100546 -2.8586462299889717 native-country=Cambodia -0.002514329977342241 0.632569236076761 native-country=England -0.5463544631224914 0.11907002540046197 native-country=Puerto-Rico 1.3562569204522572 -1.9060772570483906 native-country=Canada -0.39745638533796196 -0.5196512590415612 native-country=Germany 0.3295890618075212 0.6752779545576675 native-country=Outlying-US(Guam-USVI-etc) -0.859564035415599 2.1820410317297174 native-country=India 0.4894336111201823 2.2391067369577526 native-country=Japan -0.46671879149478956 1.6571777497451763 native-country=Greece 2.460884612619937 -0.9680986410702623 native-country=South 0.40885225385541707 0.8083413050879455 native-country=China -0.32657263248464974 1.155945302352101 native-country=Cuba -0.838729859478248 -2.2430116991667925 native-country=Iran 0.23263512215343546 0.46088784382721537 native-country=Honduras -0.1446736546950314 -0.5367980443404998 native-country=Philippines -1.0235852178354086 -0.8214993481611172 native-country=Italy 0.10528035157127498 0.9491354509901893 native-country=Poland 0.5214929681186357 -2.4715476695046035 native-country=Jamaica -0.954757552630053 0.9680053949116623 native-country=Vietnam -1.3826178620255942 1.2363348574560966 native-country=Mexico -0.5274972121880819 -0.7665632135425906 native-country=Portugal -1.1228817530451973 -1.3743855296677354 native-country=Ireland -0.32544509751738165 -0.738656452856135 native-country=France -1.3518774847129233 -0.22962135887757557 native-country=Dominican-Republic -0.019853487713553122 0.7411137349543957 native-country=Laos 0.19755167003317353 0.6113143947198094 native-country=Ecuador 0.051435719213068894 -0.5344415242666162 native-country=Taiwan 0.25668397664909953 1.5979473974333087 native-country=Haiti 0.7965236228236906 2.700779237268891 native-country=Columbia -0.9681315657274863 0.1524816892488524 native-country=Hungary -0.01729831899100155 -1.0478448027170069 native-country=Guatemala 1.072148858575284 1.1328748058209945 native-country=Nicaragua 0.04511347349690894 1.0567694200293742 native-country=Scotland 0.3196755612138362 1.1606532493743178 native-country=Thailand -0.8055122705667722 0.9879070558906888 native-country=Yugoslavia 0.8725005357861175 -0.08563396403048526 native-country=El-Salvador -0.1956464277027668 0.5762665588388678 native-country=Trinadad&Tobago 0.4411510497134925 0.2972239413970352 native-country=Peru 0.364802250388593 0.4657558706332741 native-country=Hong 0.5449658663997334 0.5781197782532617 native-country=Holand-Netherlands Hidden Weights: -3.873358321634295 3.8733583216342953 -4.3583144770754165 4.358314477075419 >50K <=50K Error sum for iteration 2000 = 765.3881252010547 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -8.24751093638783 0.7339047947486317 age 0.3944318741123072 0.30397054099797977 workclass=Private -1.3638723373215558 1.3301836402416667 workclass=Self-emp-not-inc -1.8867325073793935 0.09970202526358103 workclass=Self-emp-inc 0.8211906604276189 -0.3818461146450419 workclass=Federal-gov 0.2146462972835069 0.817134459629156 workclass=Local-gov 0.5998843009895976 0.5086379146808357 workclass=State-gov -0.690341218513928 -0.4414349398218295 workclass=Without-pay 0.04200848283849222 0.4115713188928742 workclass=Never-worked 0.6609264324420001 -0.32236306356259686 fnlwgt 0.18822150307439148 -0.16990182280290939 education=Bachelors -0.1024001392276014 0.40814595278131716 education=Some-college -0.34450830281583533 1.0892606898845805 education=11th 0.008735019562603013 0.23786428233209544 education=HS-grad 0.44427231362556546 -0.8908264796422438 education=Prof-school -0.22828900216202538 0.010247271532128935 education=Assoc-acdm -0.1642675242137536 0.24839768640738133 education=Assoc-voc -0.8397718259084771 0.9491125174682082 education=9th -0.8368051962531586 0.7453461559695562 education=7th-8th 0.12368314094942676 2.176803568746643 education=12th -0.177615286604802 -0.21759488402455385 education=Masters -0.12561556575054 2.5330432855549776 education=1st-4th -1.290269063804928 1.155899465338624 education=10th 1.5438721576236534 -1.6372734567616527 education=Doctorate 0.32224069372757974 -0.8575769536571684 education=5th-6th -0.7349169463439785 0.9832388367599542 education=Preschool 0.8959529410470743 -2.0734886427731403 education-num -0.6068918451880359 -2.135406431605071 marital-status=Married-civ-spouse -0.9099734916008756 1.1273695895736693 marital-status=Divorced -0.7355383666646781 1.1194538617150516 marital-status=Never-married 1.0500127871365945 -0.08445916067230608 marital-status=Separated 1.2771623112783588 0.1069605329841589 marital-status=Widowed -0.9648813752574357 1.9040603359974064 marital-status=Married-spouse-absent -0.4682341627190976 0.5515370649562543 marital-status=Married-AF-spouse -0.2612141791801792 -0.4645512101220225 occupation=Tech-support 1.4583206669621085 -0.4767728177412088 occupation=Craft-repair -1.674318807462101 1.281448006158361 occupation=Other-service 0.5255012968018291 -0.2731873842406916 occupation=Sales -0.030016258866751872 -0.7105841284876886 occupation=Exec-managerial -0.9761143018706361 0.08973234882862123 occupation=Prof-specialty -0.26052387234170854 0.7064049116608926 occupation=Handlers-cleaners 0.9633791091443672 0.10648129205434698 occupation=Machine-op-inspct 0.47073094933466353 0.2185733410313444 occupation=Adm-clerical -0.1636873764496027 1.459520643037139 occupation=Farming-fishing 0.9991512337908565 0.10956653135984488 occupation=Transport-moving 0.5146541387889805 0.8153380641771301 occupation=Priv-house-serv -0.09656872191566937 -0.33714203537519516 occupation=Protective-serv -0.5720475567747539 0.43602983231095077 occupation=Armed-Forces 2.0855773356542313 -1.1800180100417466 relationship=Wife -1.3010885879640954 1.7413241544608111 relationship=Own-child 1.280013335755187 0.49103465526703016 relationship=Husband 0.8464471837457626 -0.5951342802894872 relationship=Not-in-family -0.7723216995064014 0.6822691891039904 relationship=Other-relative -0.6571374762387757 0.21803425722766076 relationship=Unmarried 0.062178385910223316 -0.4360997031502166 race=White 0.2243819328389479 -0.926935282206143 race=Asian-Pac-Islander -1.2866549065184736 1.035003582856122 race=Amer-Indian-Eskimo -0.84375025082918 3.224498918662398 race=Other 0.8172145734547973 -0.6044141121120425 race=Black -0.8560553144474888 -0.08071819184628617 sex 0.2483906866748143 -5.324399002583045 capital-gain 0.9061928204832387 -2.317431202807258 capital-loss 0.4708954800304498 -2.7119227872986365 hours-per-week -0.9610720560719943 -0.04365247590210504 native-country=United-States 0.3111250742652566 -2.9155511235216607 native-country=Cambodia 0.05433655409868227 0.6213181331773149 native-country=England -0.5341113364385417 0.11839338178660089 native-country=Puerto-Rico 1.3554707659033776 -1.9239570122063756 native-country=Canada -0.37113409634521594 -0.540938176795065 native-country=Germany 0.32575909032033484 0.676693767506576 native-country=Outlying-US(Guam-USVI-etc) -0.9201097862605234 2.2296494056880753 native-country=India 0.4722110864189275 2.2793144805685284 native-country=Japan -0.4687403398344713 1.6863656495631565 native-country=Greece 2.596520048322079 -1.0679846802032649 native-country=South 0.41785428481276704 0.8168944290349504 native-country=China -0.3399679378841616 1.1504540010195652 native-country=Cuba -0.8104606980627751 -2.2599848359537993 native-country=Iran 0.212519677764353 0.4695647112626716 native-country=Honduras -0.10433731480226206 -0.5383252361565583 native-country=Philippines -1.0604285711336912 -0.816290985214513 native-country=Italy 0.041007435516421296 0.9680120059652124 native-country=Poland 0.576192489781511 -2.5147243824021444 native-country=Jamaica -1.0439173187547912 1.0233254525585058 native-country=Vietnam -1.4409259824740115 1.25785821945928 native-country=Mexico -0.49893548635848506 -0.7780692629974464 native-country=Portugal -1.1912392023749265 -1.3799237912031974 native-country=Ireland -0.3286658534808426 -0.7403941690258897 native-country=France -1.3749299982422685 -0.19549735747591768 native-country=Dominican-Republic -0.018286854793564764 0.7457097369955208 native-country=Laos 0.19455823936347966 0.6233235662437919 native-country=Ecuador 2.2472325684922854E-4 -0.5044289258651476 native-country=Taiwan 0.2618659326085055 1.616549456415691 native-country=Haiti 0.805047817946536 2.7171834527202496 native-country=Columbia -0.9699229952661309 0.15381969659091477 native-country=Hungary -0.032836311166057536 -1.0726930287641692 native-country=Guatemala 1.0676838301190301 1.1542650938432548 native-country=Nicaragua 0.043488756922740665 1.0596138107475273 native-country=Scotland 0.3107896309995177 1.1880856611574422 native-country=Thailand -0.8071009862817439 0.9997427928337189 native-country=Yugoslavia 0.8780537185139387 -0.12030165027347817 native-country=El-Salvador -0.19178644026683964 0.5862988225498561 native-country=Trinadad&Tobago 0.44645374803248955 0.2927561617378828 native-country=Peru 0.3595023638343635 0.4657256268617802 native-country=Hong 0.5431744368610888 0.5794577855953376 native-country=Holand-Netherlands Hidden Weights: -3.9555653637339065 3.955565363733908 -4.3584908243255915 4.358490824325595 >50K <=50K Error sum for iteration 2100 = 763.4482191292321 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -8.423998101119016 0.7465665297724114 age 0.38027809201402185 0.31260563158472643 workclass=Private -1.364834111731814 1.3312376793653 workclass=Self-emp-not-inc -1.9209965132771654 0.10133907671182613 workclass=Self-emp-inc 0.7883577602776488 -0.36591889832714686 workclass=Federal-gov 0.2485054573471259 0.8119459697676191 workclass=Local-gov 0.626984141211377 0.5036792514176025 workclass=State-gov -0.6918402478828137 -0.4396258491638977 workclass=Without-pay 0.04049165006250691 0.41283234122686585 workclass=Never-worked 0.6368847136993809 -0.31528254727038857 fnlwgt 0.15655214955586172 -0.15666950196814064 education=Bachelors -0.10452645708681685 0.4051555917039429 education=Some-college -0.39021871428637406 1.1030488827384148 education=11th 0.0019916145028283437 0.2350138711594526 education=HS-grad 0.4620160438046318 -0.888166591013012 education=Prof-school -0.21887999045334058 0.003648481414224219 education=Assoc-acdm -0.13934862330200376 0.2348962963544837 education=Assoc-voc -0.8279935208906523 0.9273758622567834 education=9th -0.8713554620409173 0.7353400271809654 education=7th-8th 0.06923495752022779 2.2120489247871045 education=12th -0.1725766262060322 -0.21493517456197028 education=Masters -0.10347252666385592 2.597166823346992 education=1st-4th -1.2975760621116474 1.14475169013024 education=10th 1.562328589109237 -1.6485644753443829 education=Doctorate 0.362105439411419 -0.8924197144407268 education=5th-6th -0.7381188220081042 0.9967596581578478 education=Preschool 0.8953917358776925 -2.08673892908002 education-num -0.6481758133183612 -2.1304064504228855 marital-status=Married-civ-spouse -0.8912576287681637 1.126130953217815 marital-status=Divorced -0.7233706201886662 1.1112260743174087 marital-status=Never-married 1.021140299248269 -0.0675175765776106 marital-status=Separated 1.2992361733523394 0.1068831489576233 marital-status=Widowed -0.9627757074732917 1.9163450838534386 marital-status=Married-spouse-absent -0.4758933375071207 0.5457698946129635 marital-status=Married-AF-spouse -0.28032631328660085 -0.4590826925474447 occupation=Tech-support 1.471395683328954 -0.47921289507536474 occupation=Craft-repair -1.640753188051361 1.2666464306550538 occupation=Other-service 0.5213303374717507 -0.27142990215180907 occupation=Sales -0.010071940604988632 -0.71806305782203 occupation=Exec-managerial -0.959417510471863 0.07935283105793896 occupation=Prof-specialty -0.33397024762490524 0.7328526436858656 occupation=Handlers-cleaners 1.0032214698472801 0.09293165960774759 occupation=Machine-op-inspct 0.4831730660421094 0.21267505775334108 occupation=Adm-clerical -0.19978885516835893 1.4689730341375589 occupation=Farming-fishing 0.9843994014425412 0.1161887287308788 occupation=Transport-moving 0.5038497026755027 0.8353383326113547 occupation=Priv-house-serv -0.11439676432733793 -0.33759666202973987 occupation=Protective-serv -0.5647688423830294 0.4490263773861054 occupation=Armed-Forces 2.1111424957692813 -1.1751901213259985 relationship=Wife -1.3554838322126563 1.7649621104776179 relationship=Own-child 1.3107853952338226 0.48578981360544643 relationship=Husband 0.8468481491848968 -0.5993580276864825 relationship=Not-in-family -0.7852178444852643 0.6862011308934468 relationship=Other-relative -0.667819930908067 0.21275937243994963 relationship=Unmarried 0.08756250608065096 -0.4445568937041969 race=White 0.24179449162142333 -0.9358535544691234 race=Asian-Pac-Islander -1.3247207443291296 1.0346909933384751 race=Amer-Indian-Eskimo -0.8763526519008977 3.2541551797818653 race=Other 0.8253673072964347 -0.5999890305554385 race=Black -0.8418678418266738 -0.08713766365372816 sex 0.2649811921408352 -5.368467817552579 capital-gain 0.981550689795128 -2.3472447084496935 capital-loss 0.518678400720038 -2.7223082670673304 hours-per-week -0.9627052278746374 -0.046238093379477374 native-country=United-States 0.351508978848946 -2.9709429168173553 native-country=Cambodia 0.11123207601830805 0.6100258140942534 native-country=England -0.521813065281545 0.11832017573856458 native-country=Puerto-Rico 1.3579854505838813 -1.938735190026762 native-country=Canada -0.3482309098839979 -0.5606602452983359 native-country=Germany 0.3220809965891043 0.6780297304145816 native-country=Outlying-US(Guam-USVI-etc) -0.9787418906908645 2.2742704582951676 native-country=India 0.4547544779009146 2.316805734552646 native-country=Japan -0.4708904636420756 1.7123361677863724 native-country=Greece 2.7210363768528243 -1.1642660223208507 native-country=South 0.4286211895447852 0.8253177128796972 native-country=China -0.35015979318744456 1.1473166840178737 native-country=Cuba -0.780429672577651 -2.274392772783787 native-country=Iran 0.1933550204677262 0.47824379684886453 native-country=Honduras -0.06365073087351673 -0.543515822954267 native-country=Philippines -1.094491095242102 -0.8132808122176418 native-country=Italy -0.01890537716328274 0.9897083520928456 native-country=Poland 0.6267668461515505 -2.5574334650474175 native-country=Jamaica -1.1321604656726914 1.0744900321136506 native-country=Vietnam -1.4957570969915572 1.277545507255341 native-country=Mexico -0.4705261119568837 -0.7913847703902507 native-country=Portugal -1.25633411587904 -1.3835194816722194 native-country=Ireland -0.3314797800909976 -0.7422763607523418 native-country=France -1.3973848863465541 -0.16625484726587153 native-country=Dominican-Republic -0.017117214099347373 0.7492187917277425 native-country=Laos 0.19169100994839505 0.6352595868800323 native-country=Ecuador -0.043687724769935606 -0.4712379860463218 native-country=Taiwan 0.26729918746198716 1.6348107431106278 native-country=Haiti 0.8119306337941975 2.731320682811962 native-country=Columbia -0.9714398280421268 0.15508071892489358 native-country=Hungary -0.04601193642957616 -1.09598056442129 native-country=Guatemala 1.0630091624943805 1.1746306964886544 native-country=Nicaragua 0.04213199110548444 1.0623752159936248 native-country=Scotland 0.30219829525267566 1.2131665711336181 native-country=Thailand -0.8084203413611244 1.0112160219055677 native-country=Yugoslavia 0.8839190787705233 -0.15125895204145898 native-country=El-Salvador -0.1879062221741595 0.5959023027604181 native-country=Trinadad&Tobago 0.453225165574581 0.28908714605200536 native-country=Peru 0.35444574213142815 0.4656291539143394 native-country=Hong 0.5416576040850929 0.580718807929325 native-country=Holand-Netherlands Hidden Weights: -4.029617823116518 4.029617823116519 -4.358167787782916 4.358167787782919 >50K <=50K Error sum for iteration 2200 = 761.5522939858125 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -8.582917388068031 0.7535021034161306 age 0.3664075406816905 0.3209758063803736 workclass=Private -1.3683670120630997 1.3328797597173807 workclass=Self-emp-not-inc -1.9501822531009598 0.1028051578848768 workclass=Self-emp-inc 0.7601403791647844 -0.35197911470875803 workclass=Federal-gov 0.27882500915037944 0.8075601193519382 workclass=Local-gov 0.6533857414315252 0.4987851964989683 workclass=State-gov -0.6931153591872907 -0.4378961933284578 workclass=Without-pay 0.03920094793708626 0.41402353258954033 workclass=Never-worked 0.6109671331328608 -0.3077623943274681 fnlwgt 0.1289630541871695 -0.14542126572206565 education=Bachelors -0.1053747122762316 0.4017506111328585 education=Some-college -0.43451393766447965 1.1158567547487863 education=11th -0.00422556839472142 0.23210685841855863 education=HS-grad 0.478341015524881 -0.8857219167994518 education=Prof-school -0.20720452013769483 -0.00431260057216804 education=Assoc-acdm -0.11859667355707833 0.2230587961820743 education=Assoc-voc -0.8146480418961668 0.9071483714381399 education=9th -0.9043234090192179 0.7258434200630637 education=7th-8th 0.016561622128356122 2.247573969051232 education=12th -0.16818649851421613 -0.2125896349371012 education=Masters -0.08348065360249747 2.656412941016405 education=1st-4th -1.3030223668706638 1.1339638126496863 education=10th 1.5775583099348218 -1.6577197160430677 education=Doctorate 0.4024652118615178 -0.9251353130313528 education=5th-6th -0.7411276938594535 1.0102241570110932 education=Preschool 0.8939396721987296 -2.0992801483291736 education-num -0.6889946219538766 -2.1260851806046595 marital-status=Married-civ-spouse -0.8690631862243866 1.1240656640618658 marital-status=Divorced -0.7121676832382814 1.1042348522539618 marital-status=Never-married 0.9946676596405631 -0.05152875953651984 marital-status=Separated 1.3194958809725421 0.10791303984057579 marital-status=Widowed -0.9608410298747356 1.9277447430246413 marital-status=Married-spouse-absent -0.4835541858581665 0.5399546393591658 marital-status=Married-AF-spouse -0.2954908992474389 -0.45533799315976714 occupation=Tech-support 1.484062410371052 -0.4813952958236048 occupation=Craft-repair -1.6040951590214758 1.251025631613865 occupation=Other-service 0.5167773537380808 -0.2694782558009494 occupation=Sales 0.005424224064369208 -0.7240362795331171 occupation=Exec-managerial -0.9472600339485919 0.07054283885532062 occupation=Prof-specialty -0.3934770995350246 0.7543519205935799 occupation=Handlers-cleaners 1.0373752818633273 0.08211715853344713 occupation=Machine-op-inspct 0.4921709197015156 0.20841423846050233 occupation=Adm-clerical -0.23148258634775148 1.477446891680247 occupation=Farming-fishing 0.9693967195802345 0.1228567263670782 occupation=Transport-moving 0.4934678440510146 0.8540667974455368 occupation=Priv-house-serv -0.1337628452640173 -0.337114381904088 occupation=Protective-serv -0.5576255778748835 0.4613460986505051 occupation=Armed-Forces 2.1344873978492687 -1.1687676688912942 relationship=Wife -1.4057292791989957 1.7852342505670566 relationship=Own-child 1.3399307100575255 0.4816799473186999 relationship=Husband 0.8450991320487293 -0.6026836707374853 relationship=Not-in-family -0.7930877830543951 0.6883973243676468 relationship=Other-relative -0.6785155748759731 0.2079807748569621 relationship=Unmarried 0.11306424222126608 -0.4528733782072029 race=White 0.25599105494297136 -0.9426140360541704 race=Asian-Pac-Islander -1.3611059886236396 1.0334699686995752 race=Amer-Indian-Eskimo -0.9064831411587844 3.282299316400788 race=Other 0.8354056137562468 -0.596349688732496 race=Black -0.8309806277217537 -0.09232185964461855 sex 0.27955399484842985 -5.409157908394634 capital-gain 1.0529836177080036 -2.3755580003827643 capital-loss 0.5668956063741999 -2.7333255230281104 hours-per-week -0.9684984105633223 -0.04695930482544543 native-country=United-States 0.3903526733544524 -3.0248299516734813 native-country=Cambodia 0.16756383769596148 0.598893062118264 native-country=England -0.5095584540225263 0.11879395771055927 native-country=Puerto-Rico 1.3639138563651174 -1.9515557704769357 native-country=Canada -0.3288842121893617 -0.5784109160564869 native-country=Germany 0.3185152916797922 0.6792782311134054 native-country=Outlying-US(Guam-USVI-etc) -1.035635107963298 2.3160201176415005 native-country=India 0.43720621123677256 2.351917709744843 native-country=Japan -0.4731527213452895 1.7357428416180118 native-country=Greece 2.835728878788882 -1.2563724999344683 native-country=South 0.44017732640464097 0.8335636965182414 native-country=China -0.3575664075061212 1.1461645126992424 native-country=Cuba -0.7487811055216504 -2.286539990577917 native-country=Iran 0.17501360132811153 0.4869883759611113 native-country=Honduras -0.023364242764208037 -0.5517303651009661 native-country=Philippines -1.1260997953121648 -0.8117447290906445 native-country=Italy -0.07289986329829727 1.01333101349085 native-country=Poland 0.6719886559017674 -2.5994597179319294 native-country=Jamaica -1.2189890582054006 1.1211892444670797 native-country=Vietnam -1.5474901350974237 1.2956008001682064 native-country=Mexico -0.44248803942373405 -0.8067021248948939 native-country=Portugal -1.3183881321039164 -1.3852534676776047 native-country=Ireland -0.33395406070247874 -0.7442651199125587 native-country=France -1.4193342202227688 -0.1413643383507569 native-country=Dominican-Republic -0.016272403862357652 0.7518738917457302 native-country=Laos 0.18891839134976204 0.6471085808423144 native-country=Ecuador -0.08136260125837864 -0.4360854708853685 native-country=Taiwan 0.27282833261289297 1.6526696556184342 native-country=Haiti 0.8174607779979104 2.7436348584992816 native-country=Columbia -0.9727305301675175 0.15627191028758122 native-country=Hungary -0.05729690525923602 -1.117863478504081 native-country=Guatemala 1.05815086124349 1.1941305081885183 native-country=Nicaragua 0.04099688233441671 1.0650673879748171 native-country=Scotland 0.2938635324842732 1.236240868607018 native-country=Thailand -0.8095167166226104 1.0224294089009398 native-country=Yugoslavia 0.8900467000554203 -0.17850660869805351 native-country=El-Salvador -0.18404881063422462 0.6051192346933606 native-country=Trinadad&Tobago 0.46098826051520253 0.2860468058267584 native-country=Peru 0.34959188993786133 0.4654738599220865 native-country=Hong 0.5403669019597022 0.5819099992920248 native-country=Holand-Netherlands Hidden Weights: -4.095912836624687 4.095912836624684 -4.357530993303581 4.357530993303582 >50K <=50K Error sum for iteration 2300 = 759.7270297097037 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -8.726803475568278 0.7559939247727782 age 0.35266624881122155 0.3290790205649331 workclass=Private -1.373863087611384 1.334966527796377 workclass=Self-emp-not-inc -1.9748100194911173 0.10416429277441985 workclass=Self-emp-inc 0.73606307005699 -0.3398789352314371 workclass=Federal-gov 0.3057341143100941 0.8039562070372523 workclass=Local-gov 0.6789141651384049 0.49401086058808585 workclass=State-gov -0.6942080025176355 -0.43623639198451575 workclass=Without-pay 0.03809444411172841 0.4151522559061195 workclass=Never-worked 0.5834893907862814 -0.2997695084306453 fnlwgt 0.10422187908246426 -0.13569979666718007 education=Bachelors -0.10519131353490824 0.39801156552809963 education=Some-college -0.4774300963858262 1.1275322100229825 education=11th -0.01009965747643256 0.22918783469511475 education=HS-grad 0.49358381885322633 -0.8834861434966258 education=Prof-school -0.19407756446101118 -0.013167214468566273 education=Assoc-acdm -0.10081851162755248 0.21249694108336217 education=Assoc-voc -0.799892327157295 0.8882238595310894 education=9th -0.9360675808268789 0.7167980863938362 education=7th-8th -0.03451010822948531 2.2833765557544283 education=12th -0.16429508856154992 -0.21054569543278362 education=Masters -0.06543782583508558 2.711361393774901 education=1st-4th -1.3071060723969938 1.1234554445706166 education=10th 1.5904839192208124 -1.6652831006233018 education=Doctorate 0.4432423199756673 -0.9557843889912021 education=5th-6th -0.743976744603358 1.0236510525298352 education=Preschool 0.8918481394378442 -2.111276778476877 education-num -0.7292414369265227 -2.1224413394031405 marital-status=Married-civ-spouse -0.8444690196539042 1.121390111286025 marital-status=Divorced -0.701849139855774 1.0983554251003376 marital-status=Never-married 0.9706753619280676 -0.03664986977690467 marital-status=Separated 1.3381569371450064 0.10974905578248204 marital-status=Widowed -0.9591174639544916 1.9387015941637664 marital-status=Married-spouse-absent -0.49120996259914523 0.5341248709953212 marital-status=Married-AF-spouse -0.3076060356114941 -0.45283597590820973 occupation=Tech-support 1.49596767521531 -0.48322266367871475 occupation=Craft-repair -1.5657853220400189 1.2350689619634192 occupation=Other-service 0.5119281714264181 -0.2673623443707238 occupation=Sales 0.017631884277120573 -0.7288271273364655 occupation=Exec-managerial -0.9387940126569122 0.06308724871308088 occupation=Prof-specialty -0.44020027017666186 0.771009162988467 occupation=Handlers-cleaners 1.0667722132551398 0.07353775150987407 occupation=Machine-op-inspct 0.4979728866408478 0.2056625989588536 occupation=Adm-clerical -0.25956829049637936 1.485149895973146 occupation=Farming-fishing 0.954488279830438 0.12939484917503483 occupation=Transport-moving 0.4834722303404026 0.8717539316231547 occupation=Priv-house-serv -0.15449168067570787 -0.3357928298030504 occupation=Protective-serv -0.5506502613557553 0.4730145491356391 occupation=Armed-Forces 2.1559943448058574 -1.1612013331403837 relationship=Wife -1.4520400834714036 1.8025451766076765 relationship=Own-child 1.367846008711319 0.4784819787639798 relationship=Husband 0.8417262340668927 -0.6053937245185813 relationship=Not-in-family -0.7974808801306196 0.6896320763346991 relationship=Other-relative -0.6893520747110843 0.20357890986645297 relationship=Unmarried 0.13801253423588922 -0.46088394384135384 race=White 0.267860978342825 -0.947762679756154 race=Asian-Pac-Islander -1.3956978985513624 1.031434209143974 race=Amer-Indian-Eskimo -0.9343511626643767 3.3091305927260755 race=Other 0.846662780045447 -0.5933125930505863 race=Black -0.8225900613809626 -0.09656761561369286 sex 0.29221949333730785 -5.446662203524797 capital-gain 1.1202345504000366 -2.4021005290805437 capital-loss 0.6149492535785743 -2.7446731666609634 hours-per-week -0.9765283001708396 -0.04648328430508305 native-country=United-States 0.42761708700452383 -3.0771912820654124 native-country=Cambodia 0.22294463348570742 0.5881002941904023 native-country=England -0.4973980786225012 0.11973877419607117 native-country=Puerto-Rico 1.3727984213237936 -1.9630646853711535 native-country=Canada -0.31297949788627594 -0.593954640435173 native-country=Germany 0.3150386435208087 0.6804444719392905 native-country=Outlying-US(Guam-USVI-etc) -1.0908617385881012 2.3550535928668586 native-country=India 0.41967682258184275 2.3849376692987434 native-country=Japan -0.47551450148436814 1.7570678421009662 native-country=Greece 2.941795650783139 -1.3440414608026847 native-country=South 0.4518481041781945 0.8416623985569752 native-country=China -0.3625406991219456 1.146650397184672 native-country=Cuba -0.7156424122495013 -2.2968066523376396 native-country=Iran 0.15745654683757648 0.4958827545713088 native-country=Honduras 0.01603600051341904 -0.5623298573429669 native-country=Philippines -1.1555324357154273 -0.8112454347245482 native-country=Italy -0.1209974870122513 1.0378312334808633 native-country=Poland 0.7113155148899676 -2.6404001039456233 native-country=Jamaica -1.304021038202368 1.1633351576812385 native-country=Vietnam -1.596266410280973 1.3122329370531869 native-country=Mexico -0.414933438492973 -0.8240060098718898 native-country=Portugal -1.377574941741828 -1.3852429585758457 native-country=Ireland -0.33614483644686766 -0.7463291253928717 native-country=France -1.4408102772268736 -0.12031000003536126 native-country=Dominican-Republic -0.015687163998577645 0.7538657619048508 native-country=Laos 0.1862114389658005 0.6588625314423449 native-country=Ecuador -0.11380026269539896 -0.40000926933712044 native-country=Taiwan 0.27835881612481617 1.670113962257288 native-country=Haiti 0.8218719181080388 2.7544807528964323 native-country=Columbia -0.9738370339929039 0.15740063360416684 native-country=Hungary -0.06704043545465696 -1.138458008200352 native-country=Guatemala 1.0531288404338837 1.2128902260243695 native-country=Nicaragua 0.04004301454910597 1.0677025569697336 native-country=Scotland 0.2857427078053205 1.2575688960146152 native-country=Thailand -0.8104307391359198 1.0334577102298619 native-country=Yugoslavia 0.8963900331101701 -0.20215963627198835 native-country=El-Salvador -0.18023649967544964 0.614000118849102 native-country=Trinadad&Tobago 0.4694807521930927 0.28356950734740743 native-country=Peru 0.3449051254103004 0.4652676273170453 native-country=Hong 0.5392603981343158 0.5830387226086303 native-country=Holand-Netherlands Hidden Weights: -4.155284726422167 4.155284726422165 -4.356608968918217 4.3566089689182155 >50K <=50K Error sum for iteration 2400 = 757.9741179256047 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -8.857995046231405 0.7551295223387696 age 0.3389226831715947 0.33692011888545054 workclass=Private -1.3807472426303116 1.3373820921409303 workclass=Self-emp-not-inc -1.995351295176081 0.10546048714555147 workclass=Self-emp-inc 0.7156295080364953 -0.3294549378968001 workclass=Federal-gov 0.32942761058684444 0.8010888747618685 workclass=Local-gov 0.7034541349679981 0.48938409519474313 workclass=State-gov -0.6951495716490822 -0.43463902613814737 workclass=Without-pay 0.03714040001912499 0.4162242640760344 workclass=Never-worked 0.5547084786342991 -0.2913536476786992 fnlwgt 0.08138556222576371 -0.12712666497442676 education=Bachelors -0.10416060715006921 0.3940237637449478 education=Some-college -0.5189483741948596 1.1380246093158841 education=11th -0.01574105759177609 0.22629447435426747 education=HS-grad 0.5079919767756236 -0.8814759449864326 education=Prof-school -0.18001414381093606 -0.022580078638990735 education=Assoc-acdm -0.0850777888077009 0.20289431389176998 education=Assoc-voc -0.7838529884630451 0.8704294764999789 education=9th -0.9668258027455787 0.7081596889161333 education=7th-8th -0.08414886305066129 2.319402831020976 education=12th -0.16091582676151225 -0.20874370829429117 education=Masters -0.04913649820060844 2.762526625019701 education=1st-4th -1.3101968701897064 1.113210406236259 education=10th 1.601715332049549 -1.6716806200715473 education=Doctorate 0.48434820122395245 -0.9845430096839599 education=5th-6th -0.74669026349519 1.0370406379316521 education=Preschool 0.8892030106340758 -2.122827849177905 education-num -0.7688103288956039 -2.1194272193290407 marital-status=Married-civ-spouse -0.8184124752434143 1.1183196316493145 marital-status=Divorced -0.6922924699372723 1.0934583301339698 marital-status=Never-married 0.9491466774494105 -0.022951595332963756 marital-status=Separated 1.3554371570284023 0.11213988941741826 marital-status=Widowed -0.9575810428547497 1.9494666088585866 marital-status=Married-spouse-absent -0.49885290285274125 0.5283043252991177 marital-status=Married-AF-spouse -0.31740913759101086 -0.4512070230511966 occupation=Tech-support 1.5069796718933972 -0.48468310747671633 occupation=Craft-repair -1.526956347430264 1.219122127063714 occupation=Other-service 0.5069719064184818 -0.2651615554069631 occupation=Sales 0.027634795899858025 -0.7327671401628304 occupation=Exec-managerial -0.9331331146343758 0.0567322619833762 occupation=Prof-specialty -0.4759877602961651 0.7834098710776365 occupation=Handlers-cleaners 1.09223918065565 0.06675465578736887 occupation=Machine-op-inspct 0.500952556340012 0.20423046309831908 occupation=Adm-clerical -0.28465931970916236 1.4922333480513366 occupation=Farming-fishing 0.9398413974377274 0.13571575017501522 occupation=Transport-moving 0.47382765472133975 0.8885710856046177 occupation=Priv-house-serv -0.1762884210708727 -0.3337843619002404 occupation=Protective-serv -0.5438645646992506 0.4840558138379017 occupation=Armed-Forces 2.1758967907440248 -1.15282034755817 relationship=Wife -1.494654618368671 1.8172299781587338 relationship=Own-child 1.3948138099899496 0.47601059841173793 relationship=Husband 0.8371401080215978 -0.6076598034236121 relationship=Not-in-family -0.7994845286561173 0.6903905726095998 relationship=Other-relative -0.7003746297563724 0.19950020009409197 relationship=Unmarried 0.16204544984897265 -0.4685063946422672 race=White 0.2781015515580424 -0.9517571171993229 race=Asian-Pac-Islander -1.4284820273413081 1.0286984567265385 race=Amer-Indian-Eskimo -0.9601559323242513 3.3348022112152425 race=Other 0.8585756164631091 -0.5906954646697631 race=Black -0.8161040948430737 -0.10008040271351941 sex 0.30310217193394495 -5.481187958003965 capital-gain 1.1831524145485979 -2.4267903261690282 capital-loss 0.6622787232497711 -2.7561360708891804 hours-per-week -0.985484184033776 -0.04531705531643276 native-country=United-States 0.4633127232944729 -3.128011806167816 native-country=Cambodia 0.27715368644548866 0.5777762131740839 native-country=England -0.48534795269862846 0.12106725936694185 native-country=Puerto-Rico 1.38402403598304 -1.9736087304979892 native-country=Canada -0.30026012560863513 -0.6072370226369681 native-country=Germany 0.3116417350589478 0.6815400291727532 native-country=Outlying-US(Guam-USVI-etc) -1.1444439492675933 2.3915535218366673 native-country=India 0.4022524003940511 2.4161072141603914 native-country=Japan -0.47796135186983857 1.776665114095672 native-country=Greece 3.0402992166348124 -1.4272403624358103 native-country=South 0.46312411347567395 0.8496842547863771 native-country=China -0.36535233923075 1.1484573734075767 native-country=Cuba -0.6811390992563994 -2.3056102752678966 native-country=Iran 0.14070207201938095 0.5050116559914748 native-country=Honduras 0.05424831096494707 -0.5747088964188887 native-country=Philippines -1.1830191746062928 -0.811548412552213 native-country=Italy -0.1638844642119678 1.0623204892344984 native-country=Poland 0.7447251894102445 -2.6798154554594387 native-country=Jamaica -1.386966463178008 1.2010208124410888 native-country=Vietnam -1.642122317237751 1.3276055628560133 native-country=Mexico -0.38790806534206235 -0.8431625661580952 native-country=Portugal -1.434036724531216 -1.3836437669357122 native-country=Ireland -0.3380949300338627 -0.7484453490446432 native-country=France -1.4618106686005108 -0.10262587600609195 native-country=Dominican-Republic -0.015301290011091474 0.7553465784160305 native-country=Laos 0.18354774133923307 0.6705140250506242 native-country=Ecuador -0.14189027451911318 -0.36387659351776686 native-country=Taiwan 0.28383810149364946 1.6871564260771084 native-country=Haiti 0.8253546010220423 2.764137671776035 native-country=Columbia -0.9747910780855392 0.15847264177405443 native-country=Hungary -0.07550125583449598 -1.1578623539046393 native-country=Guatemala 1.047962106789734 1.2310061812682678 native-country=Nicaragua 0.039239702006102765 1.070289879799466 native-country=Scotland 0.277795908779398 1.2773532160207905 native-country=Thailand -0.811193507679008 1.0443521570854772 native-country=Yugoslavia 0.9029017716785216 -0.22244093244296387 native-country=El-Salvador -0.1764703066589245 0.6225993180749329 native-country=Trinadad&Tobago 0.4785846979139173 0.2816427796701812 native-country=Peru 0.3403591349703305 0.46501687034383415 native-country=Hong 0.5383063540416805 0.5841107307785302 native-country=Holand-Netherlands Hidden Weights: -4.2087686534224265 4.208768653422425 -4.355403407692083 4.355403407692082 >50K <=50K Error sum for iteration 2500 = 756.2923871482495 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -8.978529354994603 0.7518015394500855 age 0.32508781938994596 0.34450333699095304 workclass=Private -1.388538453649059 1.3400313134624597 workclass=Self-emp-not-inc -2.012219621798736 0.10671765312008072 workclass=Self-emp-inc 0.6983794364941891 -0.32053805637398025 workclass=Federal-gov 0.3501461773880043 0.7988934771007056 workclass=Local-gov 0.7269259526582418 0.48492197042191193 workclass=State-gov -0.6959627109836948 -0.43309884583083835 workclass=Without-pay 0.036315918165219147 0.41724354039586475 workclass=Never-worked 0.5248403325565382 -0.28260476292864734 fnlwgt 0.05980308574217975 -0.1194186727708089 education=Bachelors -0.10242453182436516 0.38986085344495336 education=Some-college -0.5590407865758587 1.1473514421934237 education=11th -0.021207794081018343 0.22345008298444782 education=HS-grad 0.5217408758187522 -0.8797078147847724 education=Prof-school -0.16536757788459294 -0.03230827746675106 education=Assoc-acdm -0.07070126407929962 0.19401512537073187 education=Assoc-voc -0.7666324212933276 0.8536176061456128 education=9th -0.9967486977272373 0.6998886327176197 education=7th-8th -0.13251006191169148 2.355569415930507 education=12th -0.15809450712113232 -0.2071197779573785 education=Masters -0.03437829307174675 2.8103548842771104 education=1st-4th -1.3125600453984116 1.1032364777980597 education=10th 1.6116500321099727 -1.6772235583344162 education=Doctorate 0.5257015333652241 -1.0116272459106896 education=5th-6th -0.7492851227479183 1.0503802583206916 education=Preschool 0.8860183166585053 -2.133989419302188 education-num -0.8075889042788352 -2.116974932760558 marital-status=Married-civ-spouse -0.7916586533275899 1.115044420024875 marital-status=Divorced -0.6833771382851751 1.0894202998013662 marital-status=Never-married 0.9299961710923799 -0.010437596616491237 marital-status=Separated 1.3715433539030424 0.1148853745425282 marital-status=Widowed -0.956173127002156 1.960152628279856 marital-status=Married-spouse-absent -0.5064743152162232 0.5225089222224756 marital-status=Married-AF-spouse -0.3254922970760722 -0.45017770917979816 occupation=Tech-support 1.5170929036216314 -0.48580885069578156 occupation=Craft-repair -1.4884463834870678 1.2034286715091929 occupation=Other-service 0.5020984580893773 -0.262958075352376 occupation=Sales 0.036296958548564656 -0.736133235283959 occupation=Exec-managerial -0.929528349417863 0.05124780180073339 occupation=Prof-specialty -0.5027437719249741 0.7922871363459656 occupation=Handlers-cleaners 1.1144562757684662 0.061406933285479394 occupation=Machine-op-inspct 0.5015265139409957 0.20390489210322152 occupation=Adm-clerical -0.30721788597479327 1.498796090384767 occupation=Farming-fishing 0.9255459477759479 0.141773919734795 occupation=Transport-moving 0.46450244887751996 0.9046467117659431 occupation=Priv-house-serv -0.19880011533672717 -0.331261455966786 occupation=Protective-serv -0.5372808062557178 0.4944934372664256 occupation=Armed-Forces 2.194369380755828 -1.143873798252243 relationship=Wife -1.533824615669534 1.8295786768693438 relationship=Own-child 1.4210171054334102 0.47412063035937346 relationship=Husband 0.8316771749750401 -0.6095915768159412 relationship=Not-in-family -0.7998571492287956 0.6909603500036964 relationship=Other-relative -0.7115877102462904 0.1957267846059702 relationship=Unmarried 0.18501650611877093 -0.4757215349108011 race=White 0.2871898790321308 -0.9549336239109506 race=Asian-Pac-Islander -1.4595069876961557 1.025384206457893 race=Amer-Indian-Eskimo -0.9840803455777101 3.359434828126895 race=Other 0.8707473422266895 -0.5883715921744973 race=Black -0.8110834888736135 -0.10301031997221434 sex 0.3123327754230949 -5.5129490961937115 capital-gain 1.241680652603195 -2.4496396661908775 capital-loss 0.7084095837119844 -2.767541734858383 hours-per-week -0.9945735946833596 -0.043797883265985035 native-country=United-States 0.49748221335727355 -3.177292208782485 native-country=Cambodia 0.3300790703805588 0.5679935638348822 native-country=England -0.47340306871442217 0.12268992330729615 native-country=Puerto-Rico 1.3970049832955993 -1.9833779896958699 native-country=Canada -0.29040778781234733 -0.6183416063787506 native-country=Germany 0.3083244100649526 0.6825787695659346 native-country=Outlying-US(Guam-USVI-etc) -1.1963882200624707 2.4257131081880003 native-country=India 0.3849986805156206 2.4456283298958206 native-country=Japan -0.4804772634200678 1.7947985309295054 native-country=Greece 3.132150329632708 -1.506097122778439 native-country=South 0.4735772199898076 0.8577214065312639 native-country=China -0.36620497565658794 1.1513045878366832 native-country=Cuba -0.6453996004517015 -2.3133625636089823 native-country=Iran 0.12479353733884593 0.5144470060462154 native-country=Honduras 0.09108866518750286 -0.5883156769032141 native-country=Philippines -1.2087518187807818 -0.812527969480486 native-country=Italy -0.20238435424285972 1.0861760981455684 native-country=Poland 0.7725150553008279 -2.7173297069859297 native-country=Jamaica -1.4676189645181528 1.2344677119162455 native-country=Vietnam -1.6850722682322878 1.3418390355467444 native-country=Mexico -0.3614266507765726 -0.8639829834958189 native-country=Portugal -1.487903954750245 -1.3806414007109837 native-country=Ireland -0.33983614217596103 -0.7505977244853951 native-country=France -1.4823179012564187 -0.08789859610100363 native-country=Dominican-Republic -0.015060774643347739 0.7564361168585592 native-country=Laos 0.18091102710713125 0.6820551114583734 native-country=Ecuador -0.166380904655129 -0.32839037322559195 native-country=Taiwan 0.2892391513116794 1.7038197653599605 native-country=Haiti 0.8280633596184499 2.772823746685232 native-country=Columbia -0.9756155599394635 0.15949191809390853 native-country=Hungary -0.08287523962346646 -1.1761668253499584 native-country=Guatemala 1.0426690560074572 1.2485516293975296 native-country=Nicaragua 0.03856477963295878 1.0728356084618562 native-country=Scotland 0.2699875060528946 1.2957551980712012 native-country=Thailand -0.8118277998233917 1.05514612231396 native-country=Yugoslavia 0.9095311747866258 -0.23964953110596682 native-country=El-Salvador -0.1727373200990571 0.6309699652170325 native-country=Trinadad&Tobago 0.4882605316431599 0.2802677068972524 native-country=Peru 0.3359360112850667 0.46472625626588415 native-country=Hong 0.5374818721877562 0.5851300070983785 native-country=Holand-Netherlands Hidden Weights: -4.257398929413514 4.257398929413515 -4.353928654617978 4.353928654617979 >50K <=50K Error sum for iteration 2600 = 754.6774604398859 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -9.090117472011833 0.7467147076010932 age 0.3111144963209763 0.3518312032746314 workclass=Private -1.3968663342541048 1.342836666102369 workclass=Self-emp-not-inc -2.025773899186784 0.10794283087698905 workclass=Self-emp-inc 0.6839018656871134 -0.31295994556985895 workclass=Federal-gov 0.36815092633588375 0.797296334765093 workclass=Local-gov 0.7492817616523043 0.4806355418175495 workclass=State-gov -0.6966638886344085 -0.4316121095158841 workclass=Without-pay 0.03560434006003038 0.4182128519198481 workclass=Never-worked 0.4940717024490574 -0.27362005485241203 fnlwgt 0.03904743647763129 -0.11237400056070712 education=Bachelors -0.1001028186949984 0.3855833471702376 education=Some-college -0.5976940155416126 1.155568969804201 education=11th -0.02652712211521592 0.22066677235180293 education=HS-grad 0.5349587808116524 -0.8781879789203605 education=Prof-school -0.15039643761913885 -0.042174436038274914 education=Assoc-acdm -0.057229808741757544 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marital-status=Married-spouse-absent -0.5140656196488769 0.5167491078608866 marital-status=Married-AF-spouse -0.33231930046605823 -0.4495506254671525 occupation=Tech-support 1.5263631533646427 -0.4866474460811114 occupation=Craft-repair -1.4508434659341773 1.188156124587395 occupation=Other-service 0.4974674797147738 -0.26081947099234737 occupation=Sales 0.04424610838939034 -0.7391328196169767 occupation=Exec-managerial -0.9274065362225294 0.04644776667614316 occupation=Prof-specialty -0.5221774185236251 0.7983460414266941 occupation=Handlers-cleaners 1.1339552047746044 0.05721243060199041 occupation=Machine-op-inspct 0.5001048039464743 0.20447697255250513 occupation=Adm-clerical -0.3275924945846608 1.5048985076510868 occupation=Farming-fishing 0.9116588881027626 0.1475457219910543 occupation=Transport-moving 0.4554682284641107 0.9200788905242279 occupation=Priv-house-serv -0.221664660710886 -0.32839198475506554 occupation=Protective-serv -0.5309048114795341 0.50435101214699 occupation=Armed-Forces 2.2115545320735777 -1.1345543579502502 relationship=Wife -1.5698067614251159 1.8398507768505792 relationship=Own-child 1.4465608438524424 0.4727005571109545 relationship=Husband 0.8256212075015417 -0.6112633330931586 relationship=Not-in-family -0.7991232347807796 0.6915006477349748 relationship=Other-relative -0.7229744946747638 0.19225713745280587 relationship=Unmarried 0.20690534214483514 -0.48254777481720407 race=White 0.2954159800460832 -0.9575151021113715 race=Asian-Pac-Islander -1.4888580176203383 1.021605938023754 race=Amer-Indian-Eskimo -1.0062901297861193 3.3831256738557305 race=Other 0.8829427039518227 -0.5862754015506204 race=Black -0.8071987759109648 -0.10547261651519452 sex 0.32004605259826424 -5.542157337372016 capital-gain 1.2958457457494965 -2.4707041338322058 capital-loss 0.7529654750873723 -2.778746959743887 hours-per-week -1.0033517057437682 -0.04213562906137726 native-country=United-States 0.530187363858398 -3.225048917298553 native-country=Cambodia 0.38167585573589996 0.5587795600603834 native-country=England -0.4615469889254734 0.12452187297896976 native-country=Puerto-Rico 1.4112503990296945 -1.9924836242345543 native-country=Canada -0.28308852715759153 -0.6274357055084758 native-country=Germany 0.30509142032959713 0.6835749370931542 native-country=Outlying-US(Guam-USVI-etc) -1.2467014658849285 2.4577209065783543 native-country=India 0.36796434691311064 2.4736697197732935 native-country=Japan -0.4830463182341755 1.8116695343026459 native-country=Greece 3.2181209399421835 -1.5808381163823058 native-country=South 0.4828114591454078 0.865877474869191 native-country=China -0.36525811870428343 1.1549500400194088 native-country=Cuba -0.6085546463823455 -2.320438553328055 native-country=Iran 0.10977788920374462 0.524242327341481 native-country=Honduras 0.12644404797803876 -0.6026617577642494 native-country=Philippines -1.2328933846086525 -0.8141043692107028 native-country=Italy -0.2372435544133263 1.109020839379558 native-country=Poland 0.7951470276722965 -2.7526724892230545 native-country=Jamaica -1.5458474856080753 1.2639743171719866 native-country=Vietnam -1.7251475091760897 1.3550268255271058 native-country=Mexico -0.3354946796060753 -0.8862608896213673 native-country=Portugal -1.5393053429700723 -1.3764371238222881 native-country=Ireland -0.34139245539018687 -0.752775066458305 native-country=France -1.5023115029844145 -0.07576032235354291 native-country=Dominican-Republic -0.014918715546031849 0.7572286011951018 native-country=Laos 0.17828953663980937 0.6934778060793017 native-country=Ecuador -0.1878695212840702 -0.2940980946414138 native-country=Taiwan 0.29454910121688466 1.7201290465111545 native-country=Haiti 0.8301228004680832 2.7807097020517553 native-country=Columbia -0.976327138044612 0.16046122961788786 native-country=Hungary -0.08931538995600635 -1.1934574761405725 native-country=Guatemala 1.0372665911974424 1.2655828964181812 native-country=Nicaragua 0.03800209738717111 1.075343929272265 native-country=Scotland 0.2622857573251109 1.3129036856327299 native-country=Thailand -0.8123505170514692 1.0658603330597516 native-country=Yugoslavia 0.9162251559642246 -0.25412281769500467 native-country=El-Salvador -0.16901818509507324 0.6391608148381935 native-country=Trinadad&Tobago 0.4985043640243212 0.27943936695358534 native-country=Peru 0.33162384787686333 0.4643991936393978 native-country=Hong 0.5367702940826077 0.5860993186223367 native-country=Holand-Netherlands Hidden Weights: -4.302103160201677 4.302103160201679 -4.352212551684167 4.352212551684167 >50K <=50K Error sum for iteration 2700 = 753.1266688083716 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -9.19416574517529 0.7404086670629381 age 0.2969898781200028 0.35890503024520126 workclass=Private -1.4054608556080415 1.3457359940261417 workclass=Self-emp-not-inc -2.0363264488498483 0.10913123763911585 workclass=Self-emp-inc 0.6718307424358895 -0.3065572976476859 workclass=Federal-gov 0.3837023910445237 0.7962234961903492 workclass=Local-gov 0.7705056112443159 0.476530395901988 workclass=State-gov -0.6972655618578744 -0.4301759103023167 workclass=Without-pay 0.034993061967233154 0.41913434687329976 workclass=Never-worked 0.4625674316368477 -0.2644871286502106 fnlwgt 0.018847134975748914 -0.10585197926186908 education=Bachelors -0.09730485491822469 0.3812412647296797 education=Some-college -0.6349168494392249 1.1627528662490252 education=11th -0.031710948428898884 0.21795008473618144 education=HS-grad 0.5477489500051393 -0.8769113824338148 education=Prof-school -0.1352969645877971 -0.05204889385837107 education=Assoc-acdm -0.04436261606493468 0.1778106709793872 education=Assoc-voc -0.7289741436760364 0.8224367772413138 education=9th -1.054417712786951 0.6843077418505024 education=7th-8th -0.22594415236699128 2.4279255726501923 education=12th -0.1542038680789201 -0.204220259715529 education=Masters -0.00879154086643252 2.897476238979831 education=1st-4th -1.3157907212222897 1.084140825490509 education=10th 1.6285840564543974 -1.6865462579186645 education=Doctorate 0.6088940041585609 -1.06159161597685 education=5th-6th -0.7541638985890599 1.0768271336752286 education=Preschool 0.877986455949881 -2.1552440331743394 education-num -0.8823577783070924 -2.1134588848095404 marital-status=Married-civ-spouse -0.7382533568398604 1.1084500387695622 marital-status=Divorced -0.6671395275598165 1.0834941366631374 marital-status=Never-married 0.8982786827280349 0.011228152373828022 marital-status=Separated 1.4009619959085347 0.12087489754225543 marital-status=Widowed -0.9534463474340467 1.9813411054333925 marital-status=Married-spouse-absent -0.5216191245799376 0.5110317666829544 marital-status=Married-AF-spouse -0.33824493775758696 -0.4491859394381886 occupation=Tech-support 1.534869847951993 -0.487246931200223 occupation=Craft-repair -1.4145372560123712 1.1734151287079195 occupation=Other-service 0.49320441110295854 -0.25879555466209353 occupation=Sales 0.051909756533768336 -0.7419113221970145 occupation=Exec-managerial -0.926352951813283 0.042189968238895044 occupation=Prof-specialty -0.5357366124966908 0.8021960007357201 occupation=Handlers-cleaners 1.1511376021022794 0.053958324529245795 occupation=Machine-op-inspct 0.4970664566052755 0.20575614557324848 occupation=Adm-clerical -0.34604929700782155 1.5105768393458066 occupation=Farming-fishing 0.8982219266221838 0.15302045528107666 occupation=Transport-moving 0.44669914796496824 0.9349444005894618 occupation=Priv-house-serv -0.24454265163278938 -0.32532588974637733 occupation=Protective-serv -0.5247383813692735 0.5136523844641998 occupation=Armed-Forces 2.227569399735122 -1.1250126373388003 relationship=Wife -1.6028553745498721 1.8482824677080971 relationship=Own-child 1.4714927552148067 0.47166547998514796 relationship=Husband 0.8192120094770183 -0.6127275523491312 relationship=Not-in-family -0.797638985470021 0.6920893507457625 relationship=Other-relative -0.7345056051594412 0.18909524870327443 relationship=Unmarried 0.2277576451566785 -0.48902176445429035 race=White 0.302931283421069 -0.9596356519095971 race=Asian-Pac-Islander -1.5166387737581468 1.0174633550014531 race=Amer-Indian-Eskimo -1.0269348408021264 3.405954642805518 race=Other 0.8950539495124719 -0.5843878136478304 race=Black -0.8042017836545827 -0.10755816720610506 sex 0.32637853096764563 -5.5690161862236085 capital-gain 1.3457402490308417 -2.4900599015710547 capital-loss 0.7956643756479538 -2.789636391922849 hours-per-week -1.0115825087417571 -0.04045708101519446 native-country=United-States 0.5615009240773436 -3.271311174293396 native-country=Cambodia 0.43193963285331305 0.5501298315846544 native-country=England -0.44975761129971015 0.1264864747872469 native-country=Puerto-Rico 1.426375971632888 -2.0009969102571095 native-country=Canada -0.2779757506083535 -0.6347265503162264 native-country=Germany 0.3019496713198225 0.6845424387868495 native-country=Outlying-US(Guam-USVI-etc) -1.2953957834147767 2.4877505697227353 native-country=India 0.35118431419084944 2.5003726189808084 native-country=Japan -0.485653912753787 1.8274355837728251 native-country=Greece 3.298871151564118 -1.6517395536542585 native-country=South 0.4904330937895712 0.8742624237244816 native-country=China -0.36264392887532093 1.1591898133226708 native-country=Cuba -0.5707348731790653 -2.3271604079116535 native-country=Iran 0.09569380254931477 0.534431874113534 native-country=Honduras 0.16024374010844458 -0.6173252566539134 native-country=Philippines -1.2555855488445384 -0.8162123347719172 native-country=Italy -0.26907406301188513 1.1306612115725807 native-country=Poland 0.813148184461346 -2.7856842670297848 native-country=Jamaica -1.6215846424532907 1.289873807630832 native-country=Vietnam -1.7624082310175535 1.367248707683125 native-country=Mexico -0.31011843104081055 -0.9097917168192863 native-country=Portugal -1.58836949881657 -1.3712344564062362 native-country=Ireland -0.34278261450960795 -0.7549693322345307 native-country=France -1.5217744180155772 -0.06588196017751571 native-country=Dominican-Republic -0.014835180061637804 0.7577989103644897 native-country=Laos 0.17567456092715608 0.704774794540367 native-country=Ecuador -0.2068102705950948 -0.26140515768862965 native-country=Taiwan 0.2997624661616299 1.736108303525537 native-country=Haiti 0.8316332635043425 2.7879304866548495 native-country=Columbia -0.9769384161374055 0.16138272457135505 native-country=Hungary -0.09494513203122877 -1.2098170199019833 native-country=Guatemala 1.031769530046521 1.2821442113617139 native-country=Nicaragua 0.037539400003428446 1.0778177815803 native-country=Scotland 0.25466223796107723 1.3288999833151294 native-country=Thailand -0.8127747284872049 1.0765069126417823 native-country=Yugoslavia 0.922931586437791 -0.26620476033221746 native-country=El-Salvador -0.1652922763523707 0.6472148666405496 native-country=Trinadad&Tobago 0.5093251027355791 0.27914096175459857 native-country=Peru 0.3274146866103646 0.46403841221757375 native-country=Hong 0.5361590159898142 0.5870208135758033 native-country=Holand-Netherlands Hidden Weights: -4.3436665860019845 4.343666586001985 -4.350288978421541 4.350288978421539 >50K <=50K Error sum for iteration 2800 = 751.6371462520997 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -9.291815979473892 0.7332878104559131 age 0.28272616255320465 0.3657257664669242 workclass=Private -1.4141320572580893 1.3486802563344147 workclass=Self-emp-not-inc -2.044151967080855 0.11027117934456121 workclass=Self-emp-inc 0.6618369860353348 -0.3011748189811704 workclass=Federal-gov 0.39704743264200276 0.795606069270522 workclass=Local-gov 0.790611550879172 0.4726066067938821 workclass=State-gov -0.6977776579273702 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-1.0848165226130406 education=5th-6th -0.7564644314283876 1.0898891340058663 education=Preschool 0.8731174540894168 -2.1653553296689454 education-num -0.9181781896121148 -2.112255263270248 marital-status=Married-civ-spouse -0.7123269906323388 1.1053210961404993 marital-status=Divorced -0.6597415802339114 1.0814311263675718 marital-status=Never-married 0.8853810216905388 0.020526906755609243 marital-status=Separated 1.4145797584248423 0.12393163232662034 marital-status=Widowed -0.9519763946284264 1.9917785597267812 marital-status=Married-spouse-absent -0.5291283877783808 0.5053615662700733 marital-status=Married-AF-spouse -0.3435346938936672 -0.4489864133348397 occupation=Tech-support 1.542697093922284 -0.4876500151074407 occupation=Craft-repair -1.3797672698642387 1.1592738401080933 occupation=Other-service 0.48940452024142034 -0.2569204032828393 occupation=Sales 0.0595629194102435 -0.7445661205916521 occupation=Exec-managerial -0.9260793196833251 0.038368978252257345 occupation=Prof-specialty -0.5446162421919521 0.8043378477747184 occupation=Handlers-cleaners 1.166299383363222 0.05148796438587432 occupation=Machine-op-inspct 0.492750810644648 0.20757541061216456 occupation=Adm-clerical -0.3627959298227193 1.5158541020843204 occupation=Farming-fishing 0.8852675970209807 0.15819589616485416 occupation=Transport-moving 0.4381712812000963 0.9493050184814938 occupation=Priv-house-serv -0.26713452867788695 -0.32218990890133925 occupation=Protective-serv -0.5187810106810872 0.5224216173458661 occupation=Armed-Forces 2.2425079711826004 -1.1153662282960743 relationship=Wife -1.6332165488124677 1.8550897529229864 relationship=Own-child 1.4958206203474333 0.4709512315433035 relationship=Husband 0.812649189077656 -0.6140221566122583 relationship=Not-in-family -0.7956377747048745 0.6927534941446231 relationship=Other-relative -0.7461435440825733 0.18624504796895872 relationship=Unmarried 0.24765044977694414 -0.495186535365397 race=White 0.3097914643319979 -0.9613662201164096 race=Asian-Pac-Islander -1.5429595036221257 1.0130389292016746 race=Amer-Indian-Eskimo -1.0461493596346967 3.427988476938635 race=Other 0.907062946883477 -0.5827187260900306 race=Black -0.8019062207142401 -0.10933908999732618 sex 0.3314655912915013 -5.593717721241122 capital-gain 1.3915032804170264 -2.5077939642096108 capital-loss 0.8363091653099518 -2.8001227626597656 hours-per-week -1.0191477315359083 -0.03883839845067815 native-country=United-States 0.5915016798528054 -3.3161178722810014 native-country=Cambodia 0.4808906661195941 0.54202066857962 native-country=England -0.43801036245561464 0.12851682145056717 native-country=Puerto-Rico 1.4420944398328708 -2.008969176487816 native-country=Canada -0.27476073110510546 -0.6404321574026489 native-country=Germany 0.298906684504626 0.6854946574689826 native-country=Outlying-US(Guam-USVI-etc) -1.3424879186578753 2.515955666072232 native-country=India 0.3346828663136157 2.525855802508893 native-country=Japan -0.48828734407786484 1.8422222652288085 native-country=Greece 3.3749771635447985 -1.719093857433419 native-country=South 0.49603067309922766 0.882990891494315 native-country=China -0.3584779684425333 1.1638549028079344 native-country=Cuba -0.5320684898583982 -2.333792250606848 native-country=Iran 0.08256637032399958 0.5450322087891127 native-country=Honduras 0.19244359439648248 -0.6319501002755911 native-country=Philippines -1.2769538561595337 -0.8187893173480928 native-country=Italy -0.2983578545047102 1.151026210851725 native-country=Poland 0.8270535780681091 -2.8163026569229914 native-country=Jamaica -1.69481306150483 1.3125037706038925 native-country=Vietnam -1.796942641109159 1.3785776390523923 native-country=Mexico -0.2853077270228147 -0.9343816555883838 native-country=Portugal -1.6352226982471572 -1.3652286861360534 native-country=Ireland -0.34402189727436 -0.7571744432593397 native-country=France -1.540695849441697 -0.05796860864334574 native-country=Dominican-Republic -0.014776327369243421 0.7582076562853329 native-country=Laos 0.17305940604889625 0.7159398793192984 native-country=Ecuador -0.22353200250560923 -0.23059198411361234 native-country=Taiwan 0.3048773884006736 1.751779297303601 native-country=Haiti 0.8326757818560964 2.794594308557124 native-country=Columbia -0.9774594365830911 0.16225835201544186 native-country=Hungary -0.09986695764916105 -1.225324859043443 native-country=Guatemala 1.0261904662416415 1.2982711452878992 native-country=Nicaragua 0.037166877061899445 1.080259442742057 native-country=Scotland 0.24709150720797737 1.3438217342542549 native-country=Thailand -0.813111053583085 1.0870922640023777 native-country=Yugoslavia 0.9296028993985282 -0.2762239148368494 native-country=El-Salvador -0.16154065169560775 0.655169084267163 native-country=Trinadad&Tobago 0.5207339107535801 0.2793447597941916 native-country=Peru 0.32330312705064596 0.46364639279658054 native-country=Hong 0.5356379955441286 0.5878964410198653 native-country=Holand-Netherlands Hidden Weights: -4.382733738426596 4.382733738426595 -4.348191699563682 4.348191699563681 >50K <=50K Error sum for iteration 2900 = 750.2093271880643 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -9.383989284742565 0.7256502649721278 age 0.26835162918192734 0.3722948787269208 workclass=Private -1.4227493610616038 1.3516313092707335 workclass=Self-emp-not-inc -2.0494957317771316 0.1113478950508762 workclass=Self-emp-inc 0.6536220538609031 -0.2966672809326244 workclass=Federal-gov 0.40841283526755584 0.7953826759687287 workclass=Local-gov 0.809639555504576 0.4688591027504809 workclass=State-gov -0.6982085211849763 -0.4274450199323252 workclass=Without-pay 0.034032842184718005 0.42084172119662566 workclass=Never-worked 0.39792832365011804 -0.24605151241744946 fnlwgt -0.02049131720519632 -0.09401631184312965 education=Bachelors 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-0.11087231248023072 sex 0.33543832059682055 -5.616441260055052 capital-gain 1.4333018715965062 -2.523999173334828 capital-loss 0.8747763024516187 -2.8101457346756926 hours-per-week -1.0259923119937038 -0.03732598037377436 native-country=United-States 0.6202715493450914 -3.3595149085940914 native-country=Cambodia 0.5285646361488608 0.5344181463679949 native-country=England -0.42627990611872885 0.13055591297308705 native-country=Puerto-Rico 1.4581995288304586 -2.0164425553707903 native-country=Canada -0.2731569214000736 -0.6447643866369258 native-country=Germany 0.2959698132162435 0.6864444616648423 native-country=Outlying-US(Guam-USVI-etc) -1.3879969857498489 2.5424682741543214 native-country=India 0.3184764278323648 2.5502197483521534 native-country=Japan -0.490935968310194 1.8561313749513928 native-country=Greece 3.4469544196509876 -1.7831888589270013 native-country=South 0.49916038605894686 0.8921826235507326 native-country=China -0.3528653215021946 1.1688069549128282 native-country=Cuba -0.49267959984790594 -2.340541804538678 native-country=Iran 0.07040571723759638 0.5560448797932412 native-country=Honduras 0.22301865848057958 -0.6462429585957572 native-country=Philippines -1.2971111998178557 -0.8217734729401461 native-country=Italy -0.32546931132804374 1.170119925236069 native-country=Poland 0.8373760539779894 -2.8445420836067563 native-country=Jamaica -1.7655518112412012 1.3321867664877438 native-country=Vietnam -1.8288609650841887 1.3890821661420238 native-country=Mexico -0.26107503848353814 -0.959851211516079 native-country=Portugal -1.6799857967512564 -1.358599943623679 native-country=Ireland -0.3451232734040933 -0.7593855654147706 native-country=France -1.5590721051101817 -0.05175666270636702 native-country=Dominican-Republic -0.014713209150703222 0.7585051483236384 native-country=Laos 0.17043869548498414 0.7269681451201309 native-country=Ecuador -0.2382600998845646 -0.2018331013152762 native-country=Taiwan 0.30989369941912087 1.7671613086957096 native-country=Haiti 0.8333161461009708 2.800789329519365 native-country=Columbia -0.97789863591992 0.16309009889469317 native-country=Hungary -0.1041681225430864 -1.240056928524392 native-country=Guatemala 1.020539912530792 1.3139929633653944 native-country=Nicaragua 0.03687623783527117 1.0826708878747155 native-country=Scotland 0.2395509788822399 1.3577266153570189 native-country=Thailand -0.8133685377882275 1.0976190493727616 native-country=Yugoslavia 0.9361989363330074 -0.2844805317623848 native-country=El-Salvador -0.15774746065337356 0.6630547037695633 native-country=Trinadad&Tobago 0.5327402841452048 0.28001557586138154 native-country=Peru 0.3192854516982088 0.46322562661255107 native-country=Hong 0.5351987962072997 0.5887281878991332 native-country=Holand-Netherlands Hidden Weights: -4.419826281601043 4.419826281601048 -4.345950833608594 4.345950833608595 >50K <=50K Error sum for iteration 3000 = 748.8389956561745 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -9.471426876142457 0.7177123581639714 age 0.253902899739418 0.37861513298821053 workclass=Private -1.4312243649145577 1.3545599165854783 workclass=Self-emp-not-inc -2.052580512306496 0.11234620589952583 workclass=Self-emp-inc 0.6469140779335597 -0.29290089812910947 workclass=Federal-gov 0.4180031830363771 0.7955001268020592 workclass=Local-gov 0.8276505216418465 0.4652784050836254 workclass=State-gov -0.698565509151256 -0.42614534910396057 workclass=Without-pay 0.03366803126389405 0.421631719811507 workclass=Never-worked 0.36504897015176546 -0.23685085285412072 fnlwgt -0.039788104957690036 -0.08858743938910296 education=Bachelors -0.08707201409102303 0.36821920940157543 education=Some-college -0.7383787225360808 1.178946180052507 education=11th -0.046505121711264884 0.2102172083326226 education=HS-grad 0.5845019982965146 -0.8743821184570216 education=Prof-school 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marital-status=Widowed -0.9484717520947803 2.012123861557677 marital-status=Married-spouse-absent -0.5439949548531136 0.4941751955658147 marital-status=Married-AF-spouse -0.35292802230412107 -0.44884058340832333 occupation=Tech-support 1.556628658254502 -0.4880051321048109 occupation=Craft-repair -1.3152784933789594 1.1329141086491432 occupation=Other-service 0.4834578703005123 -0.2536931709185098 occupation=Sales 0.07542612900356066 -0.7497318281175235 occupation=Exec-managerial -0.9271691583655217 0.03175021014146733 occupation=Prof-specialty -0.5520500981081095 0.8050206532474752 occupation=Handlers-cleaners 1.1913530807857489 0.04847794101553199 occupation=Machine-op-inspct 0.4814437166147927 0.21228453602227748 occupation=Adm-clerical -0.3917954741513781 1.5252712991284454 occupation=Farming-fishing 0.8608981327179426 0.16766842975411222 occupation=Transport-moving 0.42175069363953044 0.9767079881308409 occupation=Priv-house-serv -0.31049461734046063 -0.31609834173744633 occupation=Protective-serv -0.5074860323479754 0.5384601050596801 occupation=Armed-Forces 2.2694229142085063 -1.0960983182113322 relationship=Wife -1.686796835729243 1.8646012323078698 relationship=Own-child 1.5425712131535365 0.47030485338763367 relationship=Husband 0.7996790505706002 -0.6162054323787179 relationship=Not-in-family -0.79058702871364 0.6942722291595296 relationship=Other-relative -0.7695655440888207 0.1814810143242271 relationship=Unmarried 0.28492289924736164 -0.5067586252023577 race=White 0.3214709325798066 -0.963744458011214 race=Asian-Pac-Islander -1.5916542151753366 1.0035932157803624 race=Amer-Indian-Eskimo -1.0807630582611538 3.469889138645991 race=Other 0.9309673059957633 -0.5801406552207785 race=Black -0.7989013145010918 -0.1122022895234582 sex 0.33842063434935876 -5.637353120513343 capital-gain 1.471315199961656 -2.5387708835784557 capital-loss 0.9110041537714594 -2.81966926328272 hours-per-week -1.03209328953035 -0.03594911689312297 native-country=United-States 0.6478938315680011 -3.401553139293107 native-country=Cambodia 0.5750073508730045 0.5272843315970295 native-country=England -0.41454105312400186 0.13255616991408722 native-country=Puerto-Rico 1.4745496670631344 -2.023455995046365 native-country=Canada -0.2729013688975125 -0.6479202850690627 native-country=Germany 0.2931458768936447 0.6874042760533415 native-country=Outlying-US(Guam-USVI-etc) -1.4319420702546597 2.5673998965420197 native-country=India 0.3025758636712788 2.573550024396405 native-country=Japan -0.49359113494741075 1.869246490671128 native-country=Greece 3.5152749335621394 -1.8442963353359572 native-country=South 0.49933452281339175 0.9019638346417815 native-country=China -0.34590360219649036 1.1739338749197763 native-country=Cuba -0.452687184646037 -2.3475656254941297 native-country=Iran 0.05920781979044405 0.5674594746222064 native-country=Honduras 0.251960631114731 -0.6599687975624909 native-country=Philippines -1.3161601216074112 -0.8251053313647293 native-country=Italy -0.3506990295571077 1.1879887965588316 native-country=Poland 0.8445919700683694 -2.8704733001932174 native-country=Jamaica -1.8338443569975718 1.3492192531780045 native-country=Vietnam -1.8582883502417376 1.3988266131397809 native-country=Mexico -0.2374332481426614 -0.9860362357515224 native-country=Portugal -1.7227717077975626 -1.3515094323214787 native-country=Ireland -0.3460981599670655 -0.7615986974136705 native-country=France -1.5769063757181485 -0.04701173489891894 native-country=Dominican-Republic -0.014620517855862462 0.7587344370882968 native-country=Laos 0.1678078959191669 0.737855934911552 native-country=Ecuador -0.25113803873527896 -0.17521651065346264 native-country=Taiwan 0.3148120014754788 1.782271406330134 native-country=Haiti 0.833608082606311 2.8065885055741986 native-country=Columbia -0.9782634468407347 0.16388009750957075 native-country=Hungary -0.10792451696710136 -1.2540855744803165 native-country=Guatemala 1.014826564565222 1.3293342254854652 native-country=Nicaragua 0.036660131079197855 1.0850539887055448 native-country=Scotland 0.2320209085129548 1.3706559611441869 native-country=Thailand -0.8135552006359607 1.108087528183249 native-country=Yugoslavia 0.9426887278710685 -0.2912405856270983 native-country=El-Salvador -0.1539003943561148 0.6708978399094648 native-country=Trinadad&Tobago 0.5453513306327226 0.28111465418079384 native-country=Peru 0.3153590858627053 0.4627787485609678 native-country=Hong 0.534833985286485 0.5895181865140336 native-country=Holand-Netherlands Hidden Weights: -4.455366154957863 4.455366154957864 -4.3435912332185715 4.343591233218575 >50K <=50K Error sum for iteration 3100 = 747.5187170982521 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -9.5547254563357 0.7096277972385533 age 0.23941878199351196 0.38469119025937687 workclass=Private -1.4394979286021463 1.3574440718664327 workclass=Self-emp-not-inc -2.053612109257584 0.11325216979967814 workclass=Self-emp-inc 0.6414660802837774 -0.28975417377648516 workclass=Federal-gov 0.4260010481123566 0.7959131922011435 workclass=Local-gov 0.8447213436271918 0.46185151008985004 workclass=State-gov -0.6988553668203643 -0.42488606870222 workclass=Without-pay 0.03337080148776142 0.42238227658563277 workclass=Never-worked 0.3319489174477495 -0.2277105790111034 fnlwgt -0.05888939902236264 -0.08343407844030036 education=Bachelors -0.08336388529706906 0.36398354662118243 education=Some-college -0.7703204227920026 1.1828346875659623 education=11th -0.05120657086595694 0.20778150856285516 education=HS-grad 0.5965495622876952 -0.8739033517554394 education=Prof-school -0.07617625819173167 -0.0901079934077299 education=Assoc-acdm 0.0038398609860794872 0.14950708389250408 education=Assoc-voc -0.6425614157875865 0.7670063607630627 education=9th -1.1619701435032674 0.656286370900916 education=7th-8th -0.4026088170633533 2.569934232631045 education=12th -0.15284863191949202 -0.19922763042531552 education=Masters 0.03044505643797403 3.0452919108336594 education=1st-4th -1.3187168510627196 1.049417995780069 education=10th 1.6538124029115833 -1.7009159042011734 education=Doctorate 0.7761681873931818 -1.148998726980311 education=5th-6th -0.7628910514503934 1.1281930881714284 education=Preschool 0.8550764807214343 -2.1936490760270693 education-num -1.0187353532359273 -2.110199233834448 marital-status=Married-civ-spouse -0.639840503884177 1.0971435469282287 marital-status=Divorced -0.640515152735369 1.0780739399778543 marital-status=Never-married 0.8564284895628966 0.04327038265797174 marital-status=Separated 1.4524066720242765 0.13276017191876477 marital-status=Widowed -0.9463079377161512 2.0219675080362887 marital-status=Married-spouse-absent -0.5513455772920403 0.48866384265568896 marital-status=Married-AF-spouse -0.3572659451196848 -0.4488228637349466 occupation=Tech-support 1.5628737961328474 -0.4880118787757001 occupation=Craft-repair -1.285611575440427 1.1207062937347707 occupation=Other-service 0.4813994739863785 -0.25235826955366547 occupation=Sales 0.08376925931673686 -0.7523049178290587 occupation=Exec-managerial -0.9283342137949326 0.028855143232446784 occupation=Prof-specialty -0.5520341780539487 0.8041312448060272 occupation=Handlers-cleaners 1.2015005765409084 0.047800948308426926 occupation=Machine-op-inspct 0.4749353786143489 0.21495369863086414 occupation=Adm-clerical -0.4043029824479881 1.529441589861217 occupation=Farming-fishing 0.8495083146185155 0.17198541039199478 occupation=Transport-moving 0.413816609336244 0.989830952562873 occupation=Priv-house-serv -0.33089344743038784 -0.3132860376486543 occupation=Protective-serv -0.5021437360135313 0.5457771499067041 occupation=Armed-Forces 2.2814809963934803 -1.0865917978684947 relationship=Wife -1.7104377968816267 1.8676454462265364 relationship=Own-child 1.5649112654379767 0.4703103416789986 relationship=Husband 0.7935006101952301 -0.6171286465479651 relationship=Not-in-family -0.7876364589694197 0.6950695578020449 relationship=Other-relative -0.7812560636406309 0.17955847213587253 relationship=Unmarried 0.302492938290123 -0.5122437460492874 race=White 0.32616138129293165 -0.9643778082728508 race=Asian-Pac-Islander -1.6142304076838931 0.998661551051301 race=Amer-Indian-Eskimo -1.0963717849203212 3.48984701634327 race=Other 0.9430277503178127 -0.5792911590169268 race=Black -0.7980154028408146 -0.11336329346932744 sex 0.3405269453744161 -5.656606975965084 capital-gain 1.5057225530918512 -2.5522042967364174 capital-loss 0.9449817398786963 -2.828678122604478 hours-per-week -1.0374427225445446 -0.03472738478247036 native-country=United-States 0.6744521306269734 -3.4422868206694353 native-country=Cambodia 0.620271844822612 0.5205812226355379 native-country=England -0.40276925004881897 0.1344786419434564 native-country=Puerto-Rico 1.4910538642887456 -2.0300485934143673 native-country=Canada -0.2737548371361918 -0.6500784586457325 native-country=Germany 0.2904410184867313 0.6883861629398141 native-country=Outlying-US(Guam-USVI-etc) -1.4743403193172795 2.59084356348964 native-country=India 0.2869883027501342 2.5959200108227596 native-country=Japan -0.49624602212717833 1.881636945680537 native-country=Greece 3.580379649075257 -1.9026666983020257 native-country=South 0.49601241913749694 0.9124686060717304 native-country=China -0.337684001731793 1.1791458334174247 native-country=Cuba -0.41220454380605104 -2.354975833293657 native-country=Iran 0.04895646846057202 0.5792566484259997 native-country=Honduras 0.27927772797392497 -0.6729455750654384 native-country=Philippines -1.334194349744978 -0.8287301973201653 native-country=Italy -0.3742738205237374 1.204700533104578 native-country=Poland 0.8491357711930372 -2.89420567341747 native-country=Jamaica -1.8997486677476492 1.3638662907551367 native-country=Vietnam -1.8853583875099067 1.4078705415051247 native-country=Mexico -0.21439332193704497 -1.0127879286015227 native-country=Portugal -1.7636838638756025 -1.344098081737968 native-country=Ireland -0.3469569162788571 -0.7638104483579524 native-country=France -1.5942079681833685 -0.04352686911241746 native-country=Dominican-Republic -0.014475413120921734 0.7589336493005311 native-country=Laos 0.16516298965481427 0.7486007258880817 native-country=Ecuador -0.2622465345344076 -0.15076208925532705 native-country=Taiwan 0.3196333011370007 1.7971249043669417 native-country=Haiti 0.833595672689345 2.8120530526254295 native-country=Columbia -0.978560676616889 0.1646306542837002 native-country=Hungary -0.11120338878390043 -1.2674795132883037 native-country=Guatemala 1.0090575927295948 1.3443158942924358 native-country=Nicaragua 0.036511782502796165 1.0874106108467794 native-country=Scotland 0.22448443721740616 1.382638187158941 native-country=Thailand -0.813678380060853 1.1184964571423057 native-country=Yugoslavia 0.9490512967113125 -0.29673446085409794 native-country=El-Salvador -0.14999057421152914 0.6787202321661938 native-country=Trinadad&Tobago 0.5585724210881844 0.2826030576820633 native-country=Peru 0.31152226696741964 0.4623085911494988 native-country=Hong 0.5345367555103308 0.5902687432881761 native-country=Holand-Netherlands Hidden Weights: -4.489699108218058 4.4896991082180575 -4.341132010433774 4.341132010433774 >50K <=50K Error sum for iteration 3200 = 746.2442843227544 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -9.634366784439047 0.7015021379977563 age 0.2249359494024226 0.3905299324227882 workclass=Private -1.4475311155935986 1.360267601405515 workclass=Self-emp-not-inc -2.052783650808905 0.11405398881750696 workclass=Self-emp-inc 0.6370553735287153 -0.2871182675857932 workclass=Federal-gov 0.4325682605519326 0.796584009152484 workclass=Local-gov 0.8609404986574337 0.45856278313369514 workclass=State-gov -0.6990844594318991 -0.4236644531006825 workclass=Without-pay 0.0331347352857152 0.4230958567528247 workclass=Never-worked 0.29873102673750734 -0.21865632258495735 fnlwgt -0.07781602474423631 -0.07853001442498235 education=Bachelors -0.0796500617174182 0.3598410803861166 education=Some-college -0.8011026297853511 1.186096474294014 education=11th -0.05581083528590211 0.20541860253131775 education=HS-grad 0.608679181449799 -0.8735697898283626 education=Prof-school -0.062120468657829365 -0.09905964482585781 education=Assoc-acdm 0.015331364821684618 0.14309071622492 education=Assoc-voc -0.6189609236838871 0.7541234055742672 education=9th -1.1873312371840548 0.6498458104231125 education=7th-8th -0.44509835534115244 2.6043639898872835 education=12th -0.1536412913607593 -0.19810737217312382 education=Masters 0.038370891416903925 3.07796159479692 education=1st-4th -1.318969525681377 1.0414479392105838 education=10th 1.6585349289949993 -1.7038884499741926 education=Doctorate 0.8180767291534025 -1.168877761595794 education=5th-6th -0.7648957081832319 1.140618444018555 education=Preschool 0.8479316951877592 -2.2024048225951622 education-num -1.0498614628468572 -2.1099033304835326 marital-status=Married-civ-spouse -0.6176866008143843 1.0948608264809259 marital-status=Divorced -0.6351930391231712 1.0777408356554117 marital-status=Never-married 0.8494587653372064 0.049389811188097495 marital-status=Separated 1.4642575007109984 0.135515576018401 marital-status=Widowed -0.9437872843162226 2.031570226811097 marital-status=Married-spouse-absent -0.5586382352546053 0.4832099151778312 marital-status=Married-AF-spouse -0.3614599228530329 -0.4488163642404587 occupation=Tech-support 1.5687208066294327 -0.487933540364614 occupation=Craft-repair -1.2576262967040963 1.1091305424518236 occupation=Other-service 0.4799891266696483 -0.25121080409579094 occupation=Sales 0.0924125452958942 -0.754892423783683 occupation=Exec-managerial -0.9298464253978098 0.02619163641720274 occupation=Prof-specialty -0.5502598366367013 0.802702616518745 occupation=Handlers-cleaners 1.2101667684333413 0.04761798794860515 occupation=Machine-op-inspct 0.46811999801958715 0.21771758471287495 occupation=Adm-clerical -0.4156239568390346 1.533274602642411 occupation=Farming-fishing 0.8386508211490941 0.1760410872073596 occupation=Transport-moving 0.4060407232774896 1.0026135656897304 occupation=Priv-house-serv -0.3502587556404417 -0.31069656848199817 occupation=Protective-serv -0.4970017216033408 0.5526573049489967 occupation=Armed-Forces 2.2926285519018546 -1.0772160233471388 relationship=Wife -1.7322333246949928 1.8697466926067703 relationship=Own-child 1.5864932693460378 0.47050687352339954 relationship=Husband 0.7876352857719777 -0.6179547902409191 relationship=Not-in-family -0.7843969988280652 0.6958404229417054 relationship=Other-relative -0.7928691577902671 0.17793032028364467 relationship=Unmarried 0.31947909407874 -0.5175742490070565 race=White 0.32996370841108075 -0.9646100455054234 race=Asian-Pac-Islander -1.6357478309443065 0.9936314038229223 race=Amer-Indian-Eskimo -1.1109717187416188 3.5091948613329187 race=Other 0.9552877638662491 -0.5787695744144841 race=Black -0.7974617324633608 -0.1143813844304402 sex 0.34186047322111485 -5.674344517014223 capital-gain 1.536695262375601 -2.5643923702215803 capital-loss 0.9767383257842666 -2.837174180042202 hours-per-week -1.0420388509935246 -0.03367477243524247 native-country=United-States 0.7000296793461037 -3.4817724108888295 native-country=Cambodia 0.664416889538153 0.5142730478758939 native-country=England -0.3909408391074566 0.13629211541764952 native-country=Puerto-Rico 1.507660176689226 -2.036261314652682 native-country=Canada -0.2755013788962794 -0.6513982235103338 native-country=Germany 0.2878606795226223 0.6894018982798986 native-country=Outlying-US(Guam-USVI-etc) -1.5152056608383586 2.612876404383493 native-country=India 0.27171852558228854 2.617393085024653 native-country=Japan -0.4988954374213815 1.8933607543756057 native-country=Greece 3.6426869631237735 -1.9585274683121163 native-country=South 0.48859455987965544 0.9238396388463269 native-country=China -0.3282911978213599 1.1843718661924068 native-country=Cuba -0.37133896826640156 -2.3628471037858825 native-country=Iran 0.03962570543995189 0.5914108980588523 native-country=Honduras 0.30499538677689786 -0.6850384078351305 native-country=Philippines -1.3512998613870784 -0.8326000617869178 native-country=Italy -0.396372108328787 1.2203312360578478 native-country=Poland 0.851399213274036 -2.915873110106131 native-country=Jamaica -1.9633295792006764 1.3763599739038066 native-country=Vietnam -1.9102078427597238 1.416268245487847 native-country=Mexico -0.19196247659745805 -1.0399725212912962 native-country=Portugal -1.8028156138205538 -1.3364868775721828 native-country=Ireland -0.347709167581101 -0.7660179255222002 native-country=France -1.6109912870334318 -0.041120790455529695 native-country=Dominican-Republic -0.01425648099953816 0.7591377853239317 native-country=Laos 0.16250024831285564 0.7592009652443048 native-country=Ecuador -0.27161958850648754 -0.1284382534952722 native-country=Taiwan 0.32435892546341527 1.8117358572572115 native-country=Haiti 0.8333151731178187 2.817234928781304 native-country=Columbia -0.9787967428189277 0.16534423445087817 native-country=Hungary -0.11406532199586522 -1.2803038641593683 native-country=Guatemala 1.0032389186036932 1.3589561268814696 native-country=Nicaragua 0.036424770862932096 1.0897426503483092 native-country=Scotland 0.21692765973860162 1.3936919067662874 native-country=Thailand -0.8137449482190464 1.1288436961026114 native-country=Yugoslavia 0.9552757088310904 -0.3011584584575317 native-country=El-Salvador -0.14601213631039212 0.6865400363877618 native-country=Trinadad&Tobago 0.5724082765970252 0.2844442599734203 native-country=Peru 0.30777384817742576 0.4618181924458138 native-country=Hong 0.534300689308292 0.5909823234553443 native-country=Holand-Netherlands Hidden Weights: -4.523116662480294 4.523116662480294 -4.338586750897917 4.338586750897917 >50K <=50K Error sum for iteration 3300 = 745.0131058074616 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -9.710741836419382 0.6934035826423058 age 0.21048675851193444 0.3961404154978154 workclass=Private -1.4552992142570405 1.3630189483150539 workclass=Self-emp-not-inc -2.0502788577646425 0.1147423613984802 workclass=Self-emp-inc 0.6334832905054142 -0.28489689569782434 workclass=Federal-gov 0.43784763187654874 0.7974813973956466 workclass=Local-gov 0.8764040760995998 0.45539487140068535 workclass=State-gov -0.6992589120640373 -0.42247769895552834 workclass=Without-pay 0.032953663059146245 0.42377504376007974 workclass=Never-worked 0.26548976502582955 -0.20970669473387024 fnlwgt -0.09658444598750597 -0.07385436813521816 education=Bachelors -0.07600543967395444 0.355810257335892 education=Some-college -0.830798192394947 1.1887993500019645 education=11th -0.060333106321548126 0.20313005805311715 education=HS-grad 0.6210070958611085 -0.8733587711150912 education=Prof-school -0.0484456267254978 -0.10775362791236305 education=Assoc-acdm 0.02662029874162752 0.1369085412633557 education=Assoc-voc -0.5946608494368135 0.7415061530887261 education=9th -1.2121135486181924 0.6436147735285358 education=7th-8th -0.48702249682079046 2.6382273391347235 education=12th -0.15481720974593413 -0.19703767039430106 education=Masters 0.045706843969108665 3.109245642351516 education=1st-4th -1.3190799452302473 1.0337558728069738 education=10th 1.66259845508195 -1.7066495538850643 education=Doctorate 0.8600204170570311 -1.1881242535151442 education=5th-6th -0.7668419489814056 1.152855770091161 education=Preschool 0.8402289998876764 -2.2108268896888905 education-num -1.079774411318188 -2.1097597056362583 marital-status=Married-civ-spouse -0.596576149468468 1.092793179848369 marital-status=Divorced -0.6304723870516269 1.077737019366621 marital-status=Never-married 0.8435648075464868 0.05489107931796902 marital-status=Separated 1.4758112036452182 0.13816219498551088 marital-status=Widowed -0.9408478172317013 2.0409322732862103 marital-status=Married-spouse-absent -0.5658716858273265 0.47781562478859685 marital-status=Married-AF-spouse -0.36554930781683603 -0.448812510521874 occupation=Tech-support 1.5742230498666823 -0.48778702966150694 occupation=Craft-repair -1.2312627208348916 1.0981634546180548 occupation=Other-service 0.4792436180226967 -0.25024672382830027 occupation=Sales 0.10135024171399554 -0.7575013267399051 occupation=Exec-managerial -0.9316854793245937 0.02373544732312789 occupation=Prof-specialty -0.5471445339659987 0.8008898597283031 occupation=Handlers-cleaners 1.2173974012208462 0.047902327535503574 occupation=Machine-op-inspct 0.4611531809033759 0.22051112090765043 occupation=Adm-clerical -0.4258505169221144 1.5367882170985872 occupation=Farming-fishing 0.8283164027337617 0.1798518192210075 occupation=Transport-moving 0.39840466855183565 1.0150851348871859 occupation=Priv-house-serv -0.36849794645401246 -0.30836376932756593 occupation=Protective-serv -0.49205777287912694 0.5591233204903827 occupation=Armed-Forces 2.3028608635790495 -1.0679856070267575 relationship=Wife -1.7523533395048054 1.8710335069437647 relationship=Own-child 1.6072623761674665 0.4708809242690415 relationship=Husband 0.7821384042992795 -0.6186914020090555 relationship=Not-in-family -0.7808282791239289 0.6965411350538644 relationship=Other-relative -0.8043574108824699 0.17658355663794398 relationship=Unmarried 0.33597419929757594 -0.5227800344055961 race=White 0.33277282052491286 -0.9644112636324842 race=Asian-Pac-Islander -1.656287732607176 0.9885217930966177 race=Amer-Indian-Eskimo -1.1246444543650842 3.5279662290693405 race=Other 0.9678422448745287 -0.5785948968047877 race=Black -0.797201082501309 -0.11527607498481252 sex 0.34251216737462226 -5.690696267904629 capital-gain 1.5643927184307387 -2.5754243360754225 capital-loss 1.0063340615932501 -2.845172748413968 hours-per-week -1.0458822227133264 -0.03280169860265035 native-country=United-States 0.7247088640245658 -3.520067636610744 native-country=Cambodia 0.7075062497948287 0.5083273670331113 native-country=England -0.37903318402782266 0.1379722361447768 native-country=Puerto-Rico 1.5243461871791635 -2.0421376691831212 native-country=Canada -0.2779476691179311 -0.6520201340706482 native-country=Germany 0.2854096353548428 0.6904630334690525 native-country=Outlying-US(Guam-USVI-etc) -1.554548145882604 2.6335623119391296 native-country=India 0.2567699635369421 2.6380243988928567 native-country=Japan -0.5015356146430242 1.9044668265302893 native-country=Greece 3.702598104400635 -2.0120839892234526 native-country=South 0.4764219912373119 0.9362277667272272 native-country=China -0.3178027588704497 1.189557025585778 native-country=Cuba -0.33019150118936186 -2.3712232622405103 native-country=Iran 0.031182304793058776 0.603892943441769 native-country=Honduras 0.32915686246256826 -0.6961534813445912 native-country=Philippines -1.3675556549143297 -0.8366746346516368 native-country=Italy -0.41713536305114024 1.2349579471551466 native-country=Poland 0.851732782105753 -2.935623484925252 native-country=Jamaica -2.024653283470789 1.3869001978007036 native-country=Vietnam -1.9329726871821222 1.4240685935570647 native-country=Mexico -0.17014304606213876 -1.0674709036435575 native-country=Portugal -1.840250359457152 -1.3287782240192727 native-country=Ireland -0.34836401219403484 -0.7682186840016155 native-country=France -1.6272747259647633 -0.039636072205938754 native-country=Dominican-Republic -0.01394285419158891 0.7593800920829741 native-country=Laos 0.15981608167395442 0.7696558987221777 native-country=Ecuador -0.2792577086655533 -0.1081765340583471 native-country=Taiwan 0.3289905589366797 1.8261174971742664 native-country=Haiti 0.8327963905322415 2.822178627915569 native-country=Columbia -0.9789778150454759 0.16602342145811919 native-country=Hungary -0.1165657108013051 -1.292620237919218 native-country=Guatemala 0.997375460067495 1.373270863375271 native-country=Nicaragua 0.03639289519782251 1.0920520328541639 native-country=Scotland 0.20933969832581711 1.4038287466652033 native-country=Thailand -0.813761443065996 1.139126615908995 native-country=Yugoslavia 0.9613606038641043 -0.30467781284497525 native-country=El-Salvador -0.14196168459625752 0.6943725900410863 native-country=Trinadad&Tobago 0.5868639731945318 0.286605864714958 native-country=Peru 0.3041131915235997 0.4613107763052381 native-country=Hong 0.5341196170817438 0.5916615104625772 native-country=Holand-Netherlands Hidden Weights: -4.555875780276231 4.555875780276228 -4.335964232989084 4.335964232989078 >50K <=50K Error sum for iteration 3400 = 743.8234538921489 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -9.784170268725005 0.6853712374910533 age 0.1960995843754817 0.40153333287697696 workclass=Private -1.4627880853006376 1.3656900118392472 workclass=Self-emp-not-inc -2.046274527289163 0.11531041345065283 workclass=Self-emp-inc 0.6305745922774922 -0.28300576790817056 workclass=Federal-gov 0.4419649210753895 0.7985801808924095 workclass=Local-gov 0.8912118357263052 0.45232974044779106 workclass=State-gov -0.699384683924189 -0.42132297474256963 workclass=Without-pay 0.03282158732801544 0.4244224795935472 workclass=Never-worked 0.2323116788064314 -0.20087417809348032 fnlwgt -0.11521166735693275 -0.0693898615899638 education=Bachelors -0.07249714323663962 0.3519058203161619 education=Some-college -0.8594802839870214 1.1910043270623936 education=11th -0.06479177066466081 0.20091765446415805 education=HS-grad 0.6336464468385685 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1.4870956751111897 0.14069839700094852 marital-status=Widowed -0.9374252758725816 2.050065937222688 marital-status=Married-spouse-absent -0.5730451866179912 0.47248337966075776 marital-status=Married-AF-spouse -0.3695564786472028 -0.4488077731224314 occupation=Tech-support 1.5794269853695528 -0.4875859665078357 occupation=Craft-repair -1.206445850438234 1.0877758181151265 occupation=Other-service 0.4791706118630695 -0.2494584984172171 occupation=Sales 0.11056703615485987 -0.7601347440337511 occupation=Exec-managerial -0.933841655796198 0.02146615562409053 occupation=Prof-specialty -0.5430251376401709 0.7988143382570615 occupation=Handlers-cleaners 1.2232225686238636 0.04863525735441526 occupation=Machine-op-inspct 0.4541603708235243 0.22328379857326758 occupation=Adm-clerical -0.43506701730070524 1.5400015236603803 occupation=Farming-fishing 0.8184876152606166 0.18343532802635776 occupation=Transport-moving 0.3908908735510122 1.0272720779705034 occupation=Priv-house-serv 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-0.03211551642333102 native-country=United-States 0.7485707542964197 -3.557230766107946 native-country=Cambodia 0.7496081579594855 0.5027152230900414 native-country=England -0.3670247102379138 0.13950071802627959 native-country=Puerto-Rico 1.5411103684163057 -2.0477236423782514 native-country=Canada -0.2809221869442472 -0.6520670730101855 native-country=Germany 0.2830920565592106 0.6915809297910683 native-country=Outlying-US(Guam-USVI-etc) -1.5923739211711652 2.6529545924793183 native-country=India 0.2421453443806747 2.657862376348576 native-country=Japan -0.5041640190894019 1.9149966925209576 native-country=Greece 3.7604993549828807 -2.0635214763571 native-country=South 0.4587850972273728 0.9497895819363225 native-country=China -0.30628859318323365 1.1946598848026575 native-country=Cuba -0.28885675498925617 -2.3801231818248056 native-country=Iran 0.02358800115824559 0.6166716277894448 native-country=Honduras 0.35182318175081534 -0.7062320006295865 native-country=Philippines 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0.9914713432597642 1.3872742829443836 native-country=Nicaragua 0.036410105925225734 1.0943406848376849 native-country=Scotland 0.20171276844322625 1.4130559978300359 native-country=Thailand -0.8137341403846026 1.1493423699123326 native-country=Yugoslavia 0.9673133778690688 -0.30743037396324446 native-country=El-Salvador -0.13783773783713518 0.7022310801267736 native-country=Trinadad&Tobago 0.6019454827580121 0.2890604192553927 native-country=Peru 0.30054012078504616 0.46078971003173413 native-country=Hong 0.5339875413506036 0.5923089462960546 native-country=Holand-Netherlands Hidden Weights: -4.588215889070995 4.588215889070994 -4.33326965991691 4.333269659916909 >50K <=50K Error sum for iteration 3500 = 742.6743354548703 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -9.854916073544116 0.6774219578638428 age 0.18180207101052032 0.4067198721607346 workclass=Private 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education=7th-8th -0.5693095114797887 2.7040610672857595 education=12th -0.15820844330460815 -0.1950622103378601 education=Masters 0.05888264156547661 3.168192342663035 education=1st-4th -1.3189478778612733 1.0191901964562706 education=10th 1.6686101908411564 -1.7115478277015614 education=Doctorate 0.9440497990057148 -1.224954238730567 education=5th-6th -0.7705844000059364 1.176744589786407 education=Preschool 0.8231647025421195 -2.226684803609373 education-num -1.1359814868140115 -2.109883312272036 marital-status=Married-civ-spouse -0.5574688210680786 1.0892495179798125 marital-status=Divorced -0.6229765406580507 1.0785927311966275 marital-status=Never-married 0.8344278867365226 0.06426398796687975 marital-status=Separated 1.4981277832815316 0.1431250315601487 marital-status=Widowed -0.9334519569167232 2.0589939741521546 marital-status=Married-spouse-absent -0.5801583587098318 0.4672158195730219 marital-status=Married-AF-spouse -0.3734926036791619 -0.4488015083709656 occupation=Tech-support 1.5843712311999567 -0.48734072785681065 occupation=Craft-repair -1.1830914100830963 1.0779346722784469 occupation=Other-service 0.4797655152415793 -0.2488348921737194 occupation=Sales 0.12004190879625548 -0.7627930433911394 occupation=Exec-managerial -0.9363055955602101 0.019364677191674846 occupation=Prof-specialty -0.5381736097316732 0.7965706415948092 occupation=Handlers-cleaners 1.2276653760864489 0.04980197631482994 occupation=Machine-op-inspct 0.44724066911597427 0.22599744233688934 occupation=Adm-clerical -0.44335193202292 1.5429344236010123 occupation=Farming-fishing 0.8091402208097667 0.18680988756655284 occupation=Transport-moving 0.38348251861178867 1.0391984034219306 occupation=Priv-house-serv -0.4013579949256799 -0.30455671208333945 occupation=Protective-serv -0.4827560888932933 0.5709003581268645 occupation=Armed-Forces 2.3204952030824555 -1.0499555336070623 relationship=Wife -1.7881657211603237 1.8716075491493118 relationship=Own-child 1.6461468740477385 0.4721298034296983 relationship=Husband 0.7723923687487504 -0.6199187425883668 relationship=Not-in-family -0.7724644348659246 0.6975513180826451 relationship=Other-relative -0.8267757261314219 0.17466806465553872 relationship=Unmarried 0.36782929124851876 -0.5329134985150749 race=White 0.33500244264182605 -0.9626073973832863 race=Asian-Pac-Islander -1.6947208938632023 0.9781060704692998 race=Amer-Indian-Eskimo -1.149496672418179 3.563898789258906 race=Other 0.994169862931786 -0.5793275302004902 race=Black -0.7974482464048331 -0.11674857887369437 sex 0.34206956638713887 -5.719714125939792 capital-gain 1.6105480440856557 -2.5943541244383415 capital-loss 1.059388973751738 -2.8597849693868023 hours-per-week -1.051323299678856 -0.03161973684184544 native-country=United-States 0.77169439716819 -3.593320059629022 native-country=Cambodia 0.7907945136539191 0.4974104191031065 native-country=England -0.3548948913527646 0.14086468388963716 native-country=Puerto-Rico 1.5579628298975394 -2.053066919910129 native-country=Canada -0.28427423641443006 -0.6516454632107364 native-country=Germany 0.28091157338940037 0.6927667422917767 native-country=Outlying-US(Guam-USVI-etc) -1.6286859311090929 2.671098707388982 native-country=India 0.22784699520531349 2.6769500545398306 native-country=Japan -0.5067791634022102 1.9249859032476024 native-country=Greece 3.8167602851831335 -2.1130079452627895 native-country=South 0.4349481488298983 0.9646823785784402 native-country=China -0.2938109761985279 1.1996500980630314 native-country=Cuba -0.2474228754013087 -2.389545898761604 native-country=Iran 0.016801259623395782 0.6297152708226511 native-country=Honduras 0.37307216397951404 -0.7152445412621232 native-country=Philippines -1.3978026567154243 -0.8453149192357642 native-country=Italy -0.4550863638063177 1.261490197600614 native-country=Poland 0.8478187807816191 -2.96999061296752 native-country=Jamaica -2.1407812413213194 1.4027739553313154 native-country=Vietnam -1.9727730625695663 1.438047587274286 native-country=Mexico -0.1283213726339963 -1.1230034904700386 native-country=Portugal -1.9103171834462145 -1.3133966409706064 native-country=Ireland -0.3494159131360233 -0.7725924221206852 native-country=France -1.6584287986108739 -0.03890800442301248 native-country=Dominican-Republic -0.012946953439390013 0.7601089852407794 native-country=Laos 0.15436932135559206 0.7901298474491831 native-country=Ecuador -0.28923097476666465 -0.07345420171449298 native-country=Taiwan 0.33798059251589757 1.8542432742642316 native-country=Haiti 0.8311371072880729 2.8314997021159987 native-country=Columbia -0.979198818675012 0.16728916040476405 native-country=Hungary -0.12068388262374963 -1.315958744029731 native-country=Guatemala 0.9855300873050337 1.4009791703221237 native-country=Nicaragua 0.03647048706663422 1.0966104759516386 native-country=Scotland 0.19404221873418756 1.4213793671535968 native-country=Thailand -0.813669076979065 1.1594880661611848 native-country=Yugoslavia 0.9731491017913791 -0.3095304816141466 native-country=El-Salvador -0.13364026413619995 0.7101270370870637 native-country=Trinadad&Tobago 0.6176593419806042 0.2917852502155984 native-country=Peru 0.2970549095491081 0.46025843331470795 native-country=Hong 0.5338986134522077 0.5929272494092247 native-country=Holand-Netherlands Hidden Weights: -4.6203727544307505 4.620372754430748 -4.33050655958361 4.330506559583608 >50K <=50K Error sum for iteration 3600 = 741.5627170909405 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -9.923200520997945 0.6695569105835301 age 0.1676275313208943 0.4117098892243392 workclass=Private -1.476913871827595 1.3707686143646587 workclass=Self-emp-not-inc -2.0344512954914147 0.11606772712890923 workclass=Self-emp-inc 0.6261551869202513 -0.27993083535204133 workclass=Federal-gov 0.4471453593138328 0.8013068755788131 workclass=Local-gov 0.9192482996021841 0.44644061422132253 workclass=State-gov -0.6995132750919274 -0.4190986301687116 workclass=Without-pay 0.0326812071817117 0.4256324341362606 workclass=Never-worked 0.16645701674857885 -0.18358196350540207 fnlwgt -0.15212212695519237 -0.06103956041533256 education=Bachelors -0.06612080945098459 0.3445172315793271 education=Some-college -0.9140874414620556 1.1941299219939474 education=11th -0.07361283105707435 0.1967288859857002 education=HS-grad 0.6602321954404139 -0.8732129375412905 education=Prof-school -0.009828704625979557 -0.13233624310480813 education=Assoc-acdm 0.05923564994587294 0.1196655148338273 education=Assoc-voc -0.5180511134196822 0.7048038616102927 education=9th -1.283231948225102 0.6261327877644561 education=7th-8th -0.6097219012355165 2.7359587628407542 education=12th -0.16037897071758017 -0.19416613980832845 education=Masters 0.06484729086674033 3.196093984515373 education=1st-4th -1.318741666913548 1.0123052580791265 education=10th 1.6705307628351598 -1.7136819149636298 education=Doctorate 0.9861562600935291 -1.24263692941102 education=5th-6th -0.7723932854038519 1.1883903977689165 education=Preschool 0.8138180585786474 -2.23413012008053 education-num -1.1623011925451268 -2.1101473251368668 marital-status=Married-civ-spouse -0.5394466823578472 1.0877407829084305 marital-status=Divorced -0.620272572872033 1.0793975734284165 marital-status=Never-married 0.8309196569742413 0.06823400351129855 marital-status=Separated 1.5089157271091633 0.14544427920911268 marital-status=Widowed -0.9288570999430498 2.0677474598273915 marital-status=Married-spouse-absent -0.5872111142324209 0.46201574785189253 marital-status=Married-AF-spouse -0.37736238287742135 -0.44879419795726105 occupation=Tech-support 1.5890847835518407 -0.48705829205407164 occupation=Craft-repair -1.1611098775254185 1.0686050560839302 occupation=Other-service 0.481004487131225 -0.24835999948997745 occupation=Sales 0.12974849868261099 -0.7654739146284767 occupation=Exec-managerial -0.9390566998331491 0.017410846279306228 occupation=Prof-specialty -0.5328103585038787 0.7942321743226094 occupation=Handlers-cleaners 1.2307515668464233 0.0513872378131022 occupation=Machine-op-inspct 0.44047207920626275 0.22862364455669698 occupation=Adm-clerical -0.45077924677890957 1.5456070499031265 occupation=Farming-fishing 0.8002455594392943 0.1899932253483427 occupation=Transport-moving 0.37616352071068737 1.0508860388852175 occupation=Priv-house-serv -0.4159110554779828 -0.3031099648142841 occupation=Protective-serv -0.4783946190596225 0.5762530257588382 occupation=Armed-Forces 2.32783653847805 -1.0411281740405027 relationship=Wife -1.8041178998924314 1.871086638934506 relationship=Own-child 1.6641668828595337 0.47299735906084484 relationship=Husband 0.7681815872076323 -0.6204207311864418 relationship=Not-in-family -0.7675406753706684 0.6977714521018565 relationship=Other-relative -0.8376182010314719 0.1740590342650703 relationship=Unmarried 0.38331832286646966 -0.5378712557856349 race=White 0.3342681426873026 -0.9609668781384206 race=Asian-Pac-Islander -1.7127397105244309 0.9728096010905811 race=Amer-Indian-Eskimo -1.160803282001618 3.5811138161852645 race=Other 1.0080716782901529 -0.5802373811384902 race=Black -0.7979119049356707 -0.11734396523739184 sex 0.3410927245113709 -5.732593836488628 capital-gain 1.6292979625256478 -2.6024083298622127 capital-loss 1.0830517655331509 -2.8664648279583216 hours-per-week -1.0529404381288516 -0.031312057211610796 native-country=United-States 0.7941555666525213 -3.628393384170939 native-country=Cambodia 0.8311392974455665 0.4923878681257804 native-country=England -0.34262421606619214 0.1420561670821805 native-country=Puerto-Rico 1.5749137608761345 -2.05821522730721 native-country=Canada -0.2878727554776986 -0.6508463896389601 native-country=Germany 0.2788713254230342 0.6940313185019142 native-country=Outlying-US(Guam-USVI-etc) -1.6634855685898906 2.6880353834223363 native-country=India 0.21387678833490156 2.6953263830363534 native-country=Japan -0.5093804294536627 1.9344652405232643 native-country=Greece 3.871726359346076 -2.1606978636248377 native-country=South 0.4041982796189455 0.9810554446756038 native-country=China -0.28042569076124224 1.2045056668227418 native-country=Cuba -0.20597185471461285 -2.399474954873657 native-country=Iran 0.010778442053567833 0.6429924154481906 native-country=Honduras 0.39299629372891537 -0.7231862176065926 native-country=Philippines -1.4119218235361113 -0.8498346858371302 native-country=Italy -0.47243835151680774 1.273527917755564 native-country=Poland 0.8440841244246735 -2.984914125973343 native-country=Jamaica -2.1957022276884235 1.4083734158307153 native-country=Vietnam -1.9900574378319629 1.4443012816463807 native-country=Mexico -0.10829850176351892 -1.1508687741742163 native-country=Portugal -1.943074370135593 -1.3058527117375314 native-country=Ireland -0.349829311107184 -0.7747626801256094 native-country=France -1.6733461691785652 -0.03944965352618505 native-country=Dominican-Republic -0.012221009398006952 0.7606600487970216 native-country=Laos 0.1515997230318491 0.8001499153053014 native-country=Ecuador -0.291500150344507 -0.05877584511506916 native-country=Taiwan 0.34234412410680504 1.8680113668689307 native-country=Haiti 0.8300325830143167 2.835938986823021 native-country=Columbia -0.9792502709229074 0.16788081183431583 native-country=Hungary -0.12239516825901493 -1.3270877853505636 native-country=Guatemala 0.9795547716126575 1.4143972182237696 native-country=Nicaragua 0.036568288435205626 1.0988631248037577 native-country=Scotland 0.1863265160168963 1.4288062018720988 native-country=Thailand -0.813572024684255 1.169560860159148 native-country=Yugoslavia 0.9788891484279136 -0.31107284495785686 native-country=El-Salvador -0.1293703689329277 0.7180705765539018 native-country=Trinadad&Tobago 0.6340109390429975 0.29476119783985116 native-country=Peru 0.29365827788081017 0.45972034328486744 native-country=Hong 0.5338471612043123 0.5935189008387658 native-country=Holand-Netherlands Hidden Weights: -4.652588156608745 4.652588156608745 -4.327679617579132 4.3276796175791326 >50K <=50K Error sum for iteration 3700 = 740.4856694167689 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -9.989213700328524 0.66176894056769 age 0.15362413895488583 0.41650945737918593 workclass=Private -1.4835630129817645 1.3731652754798154 workclass=Self-emp-not-inc -2.0269676876807017 0.11625121079086165 workclass=Self-emp-inc 0.6243966036936037 -0.27862821146776695 workclass=Federal-gov 0.4483988240451754 0.8029071207684575 workclass=Local-gov 0.9326453713313535 0.4435912903594866 workclass=State-gov -0.6995271239885245 -0.4180240568404923 workclass=Without-pay 0.032661819090226266 0.42619962290109276 workclass=Never-worked 0.13392549107365628 -0.17511890818864 fnlwgt -0.1704461477073094 -0.05713398009203148 education=Bachelors -0.06335157415011959 0.34104484605126834 education=Some-college -0.9401431572536774 1.1951383498720665 education=11th -0.07803849230202455 0.19475651882581113 education=HS-grad 0.67427201162261 -0.8732280780928682 education=Prof-school 0.002240049034005782 -0.14007130695760553 education=Assoc-acdm 0.06967177145559596 0.11431691845057974 education=Assoc-voc -0.49144614017630817 0.6928406689992076 education=9th -1.305966802536023 0.6206932112062757 education=7th-8th -0.6496695472912907 2.76714361861434 education=12th -0.16284363346729588 -0.19333945243314965 education=Masters 0.07047115565242094 3.2230882582330787 education=1st-4th -1.3184674463836645 1.0056731970622506 education=10th 1.671799954583974 -1.7156074147766682 education=Doctorate 1.02833303078222 -1.2598860445752593 education=5th-6th -0.7741689863435381 1.199836101695373 education=Preschool 0.8039561173593255 -2.241261729431708 education-num -1.1874551600621144 -2.1105578760170833 marital-status=Married-civ-spouse -0.5224212735958592 1.086383768736572 marital-status=Divorced -0.6183143024887464 1.0804220539561409 marital-status=Never-married 0.8279587382306481 0.07178511635658698 marital-status=Separated 1.5194616341683393 0.14765883453391732 marital-status=Widowed -0.9235700647652674 2.0763625288065257 marital-status=Married-spouse-absent -0.5942036707261874 0.4568859266992471 marital-status=Married-AF-spouse -0.38116785681747684 -0.4487859832440917 occupation=Tech-support 1.5935844497583285 -0.4867419861880037 occupation=Craft-repair -1.1404093566572442 1.0597516041186257 occupation=Other-service 0.4828333408072321 -0.24801166949807166 occupation=Sales 0.13965274131325808 -0.7681715873792581 occupation=Exec-managerial -0.9420492430881771 0.015580926053179072 occupation=Prof-specialty -0.5271159012760197 0.7918557552257842 occupation=Handlers-cleaners 1.2325206871612389 0.05337048418198381 occupation=Machine-op-inspct 0.43391805860043775 0.23114085336044304 occupation=Adm-clerical -0.4574196097568329 1.548038966986811 occupation=Farming-fishing 0.7917740953631197 0.1930010093075444 occupation=Transport-moving 0.3689185706439028 1.0623550240885442 occupation=Priv-house-serv -0.4291968315456633 -0.3019780386168359 occupation=Protective-serv -0.47422342700684406 0.5812747244363791 occupation=Armed-Forces 2.3341550649526903 -1.0323957335490141 relationship=Wife -1.818914322218887 1.8701389888941988 relationship=Own-child 1.681192852534689 0.47402590446980447 relationship=Husband 0.7644166916638674 -0.6208585896560993 relationship=Not-in-family -0.7620520613884206 0.6977460652411772 relationship=Other-relative -0.8481614265739912 0.17364958644270034 relationship=Unmarried 0.3985483094972351 -0.5427574432797705 race=White 0.3322773365693721 -0.9588415294801399 race=Asian-Pac-Islander -1.7300341182807668 0.9674579332350227 race=Amer-Indian-Eskimo -1.1714381436782833 3.5978608134135626 race=Other 1.0225097220209372 -0.5814984177329054 race=Black -0.7985721805832027 -0.1178530881812169 sex 0.33966952985434573 -5.744516996002629 capital-gain 1.6453909542968228 -2.6096218642242777 capital-loss 1.1049464797741833 -2.8727713225204794 hours-per-week -1.0538535925249686 -0.03118140942312542 native-country=United-States 0.8160246149967518 -3.6625079692768665 native-country=Cambodia 0.8707156810125122 0.4876209402763563 native-country=England -0.33019418397367606 0.1430717795837633 native-country=Puerto-Rico 1.5919581330261432 -2.063213369180697 native-country=Canada -0.2916048301564552 -0.6497465584203191 native-country=Germany 0.2769739807891577 0.6953849725851272 native-country=Outlying-US(Guam-USVI-etc) -1.696775575862923 2.70380448806146 native-country=India 0.20023570130607485 2.7130275739492613 native-country=Japan -0.5119678883755012 1.9434618529602399 native-country=Greece 3.9257037773399874 -2.2067364904544613 native-country=South 0.3659278509686513 0.9990366687271267 native-country=China -0.26618476733904717 1.2092095715849764 native-country=Cuba -0.1645804689587158 -2.4098820013153466 native-country=Iran 0.005474296305421586 0.6564719188970809 native-country=Honduras 0.4116992019458684 -0.7300730894297549 native-country=Philippines -1.4254479509427025 -0.8544625967492376 native-country=Italy -0.48879281002727876 1.2848253851859175 native-country=Poland 0.8394470681679554 -2.9985265660691267 native-country=Jamaica -2.24860200917316 1.4125627764982127 native-country=Vietnam -2.0057551614480835 1.4501101369785783 native-country=Mexico -0.08884768981615825 -1.178708365589249 native-country=Portugal -1.9743878674578537 -1.2984724103124108 native-country=Ireland -0.3501779063631486 -0.7769207926439725 native-country=France -1.687854863165959 -0.04047693126282022 native-country=Dominican-Republic -0.011313605079664774 0.7613775744473147 native-country=Laos 0.1487948233760752 0.8100264954683513 native-country=Ecuador -0.29192845826750546 -0.045741665435348695 native-country=Taiwan 0.3466233331431606 1.8815972593070025 native-country=Haiti 0.8287631942237048 2.840265192379838 native-country=Columbia -0.9792696590143629 0.168448000599133 native-country=Hungary -0.12393287034242885 -1.3379229020080654 native-country=Guatemala 0.9735481944810176 1.4275392800911737 native-country=Nicaragua 0.036698013703002526 1.1011000605249341 native-country=Scotland 0.17856712581215115 1.435349594568782 native-country=Thailand -0.8134484083408178 1.1795579787817199 native-country=Yugoslavia 0.984559386585835 -0.312136449644587 native-country=El-Salvador -0.12503017004031228 0.726070327164021 native-country=Trinadad&Tobago 0.6510008396337806 0.29797013581491477 native-country=Peru 0.2903513624446723 0.45917861749584077 native-country=Hong 0.5338277731128568 0.5940860896035927 native-country=Holand-Netherlands Hidden Weights: -4.6851134261000915 4.685113426100093 -4.324798714633594 4.324798714633594 >50K <=50K Error sum for iteration 3800 = 739.4425647723762 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.053125929286677 0.6540514851276162 age 0.13986511707744181 0.4211181735069115 workclass=Private -1.4899568084033221 1.3754565795011426 workclass=Self-emp-not-inc -2.018657951507533 0.11630196121497871 workclass=Self-emp-inc 0.6228016896369788 -0.27741559813633276 workclass=Federal-gov 0.4488801127939452 0.8046502896739597 workclass=Local-gov 0.9457040812942087 0.44079913192652126 workclass=State-gov -0.6995141245491278 -0.41697195039196244 workclass=Without-pay 0.03266948595480072 0.42674405628945733 workclass=Never-worked 0.10175479591726971 -0.16676643015089126 fnlwgt -0.18870190548225546 -0.05340057100209027 education=Bachelors -0.0609171749989818 0.3377223099626533 education=Some-college -0.965441343809763 1.19582541004501 education=11th -0.08253205841631896 0.19286839045844958 education=HS-grad 0.6887589881316976 -0.873212603006778 education=Prof-school 0.013905956648111957 -0.14759905822747946 education=Assoc-acdm 0.07986775308227428 0.1091507901737284 education=Assoc-voc -0.4643980385255849 0.6809754877194948 education=9th -1.3282801724522835 0.6154360405415337 education=7th-8th -0.6891621833156873 2.797601012866941 education=12th -0.16559188709724776 -0.19258817306537052 education=Masters 0.07580179329855717 3.2492642308057045 education=1st-4th -1.3181461849576 0.999278590407444 education=10th 1.6726070226127325 -1.717339316843097 education=Doctorate 1.0705770657543252 -1.2767332225529946 education=5th-6th -0.7759175802024914 1.2110824951203856 education=Preschool 0.7936277064068605 -2.2480894351614733 education-num -1.2114620833741467 -2.111134217995077 marital-status=Married-civ-spouse -0.5063679497236117 1.0851604741620995 marital-status=Divorced -0.6171407941066614 1.0816462597541026 marital-status=Never-married 0.8254415702395366 0.07495899495901481 marital-status=Separated 1.5297645138822504 0.1497714670488786 marital-status=Widowed -0.91752768126828 2.0848751602811024 marital-status=Married-spouse-absent -0.6011366719197173 0.4518287156875808 marital-status=Married-AF-spouse -0.3849112632319427 -0.44877548550906216 occupation=Tech-support 1.5978720966856477 -0.48639133144455604 occupation=Craft-repair -1.1208976468774086 1.05134004464541 occupation=Other-service 0.4851538677498775 -0.2477597771203587 occupation=Sales 0.14970904082346212 -0.7708755097830744 occupation=Exec-managerial -0.9451974631280954 0.013845317536241424 occupation=Prof-specialty -0.521241090343463 0.7894855025083386 occupation=Handlers-cleaners 1.233038463609687 0.05572060643102787 occupation=Machine-op-inspct 0.4276347332007563 0.23353125477469633 occupation=Adm-clerical -0.4633413773386222 1.5502480842021555 occupation=Farming-fishing 0.7837002378059355 0.19584489864135238 occupation=Transport-moving 0.3617332505829941 1.07362357797736 occupation=Priv-house-serv -0.44122446428491896 -0.30116357965428614 occupation=Protective-serv -0.47023999673397165 0.5859840141720242 occupation=Armed-Forces 2.3394362225222753 -1.0237309339303198 relationship=Wife -1.832645167523154 1.8688395347409401 relationship=Own-child 1.6972136443864863 0.4752153178642354 relationship=Husband 0.7610825150339549 -0.6212447380053221 relationship=Not-in-family -0.7559753112754979 0.697440399066851 relationship=Other-relative -0.8583677680700516 0.17340870954377816 relationship=Unmarried 0.4134787616612254 -0.5475519438424634 race=White 0.32912013137069696 -0.9562773783381592 race=Asian-Pac-Islander -1.7466544068961571 0.9620569277666347 race=Amer-Indian-Eskimo -1.1814504294317747 3.6141624212790804 race=Other 1.0374687186640117 -0.5830910366604092 race=Black -0.7993994787638248 -0.11828023478286989 sex 0.33782834280702695 -5.755572658291304 capital-gain 1.6590635779238154 -2.6160702705114107 capital-loss 1.1251721307122342 -2.8787297295216594 hours-per-week -1.0541093659386802 -0.031204780135185742 native-country=United-States 0.8373631455965378 -3.695720212023349 native-country=Cambodia 0.9095914473338044 0.4830779315363736 native-country=England -0.3175874016238989 0.1439125133049623 native-country=Puerto-Rico 1.609056565123697 -2.068098384274712 native-country=Canada -0.2953737526398285 -0.6484091194348064 native-country=Germany 0.2752217079876993 0.6968371119822255 native-country=Outlying-US(Guam-USVI-etc) -1.728564425774111 2.7184500516670314 native-country=India 0.18692298180464476 2.730088546829825 native-country=Japan -0.5145421161062911 1.952000388420925 native-country=Greece 3.9789350264568286 -2.251264714487788 native-country=South 0.3197536196000117 1.018713743277627 native-country=China -0.2511410803802593 1.2137455724060096 native-country=Cuba -0.12332208836655446 -2.420729673378404 native-country=Iran 8.418211451808088E-4 0.6701223954768852 native-country=Honduras 0.42929049632538197 -0.7359400882331214 native-country=Philippines -1.4384323006293307 -0.8591789723494218 native-country=Italy -0.5042004520590586 1.2954350207282572 native-country=Poland 0.8340747969925689 -3.0109627309301934 native-country=Jamaica -2.2995388121770493 1.4154432474854934 native-country=Vietnam -2.019980158186954 1.4555073604239417 native-country=Mexico -0.06995147492384575 -1.20646724952463 native-country=Portugal -2.004308590444106 -1.291291141141583 native-country=Ireland -0.35046870070521213 -0.7790665040079369 native-country=France -1.7019763198949427 -0.04191497255736847 native-country=Dominican-Republic -0.010204106842937 0.7622903506802587 native-country=Laos 0.14595161923006525 0.8197605413969191 native-country=Ecuador -0.29052956152192805 -0.034255572638349434 native-country=Taiwan 0.35081976929543685 1.8950091583723734 native-country=Haiti 0.8273396500302764 2.844499675261406 native-country=Columbia -0.9792619921498038 0.16899243398750738 native-country=Hungary -0.12533795522542499 -1.3485099734011863 native-country=Guatemala 0.9675130210593179 1.4404155829570593 native-country=Nicaragua 0.03685456546148917 1.1033222465668402 native-country=Scotland 0.17076821320005517 1.4410336271229625 native-country=Thailand -0.8133031664409764 1.1894766884203334 native-country=Yugoslavia 0.9901877322325676 -0.31278862349231945 native-country=El-Salvador -0.12062285298328256 0.7341330369792504 native-country=Trinadad&Tobago 0.6686187385562944 0.3013913354808572 native-country=Peru 0.28713560967358165 0.4586359686024141 native-country=Hong 0.5338354399774159 0.5946305229920107 native-country=Holand-Netherlands Hidden Weights: -4.71820389800038 4.718203898000381 -4.321884148882921 4.32188414888292 >50K <=50K Error sum for iteration 3900 = 738.4315604644585 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.115099447841633 0.6464087198490691 age 0.12645558773807603 0.4255271807909302 workclass=Private -1.4961178488967073 1.3776302383881516 workclass=Self-emp-not-inc -2.009688652230533 0.11621911643398213 workclass=Self-emp-inc 0.6212878259175203 -0.27625137900521923 workclass=Federal-gov 0.4486819243389168 0.8065239979269206 workclass=Local-gov 0.9584362742812428 0.43807142192921716 workclass=State-gov -0.6994786931251821 -0.4159411700432871 workclass=Without-pay 0.03269977273351607 0.4272667775645039 workclass=Never-worked 0.07002550269727237 -0.15851023897557412 fnlwgt -0.20688803914324563 -0.04983767235928227 education=Bachelors -0.05885078941425729 0.33454652873772417 education=Some-college -0.9900236362991581 1.196220765792671 education=11th -0.08715071616988172 0.19106679522236372 education=HS-grad 0.7035261136159013 -0.8731181859285442 education=Prof-school 0.02515232232486651 -0.15492532360563513 education=Assoc-acdm 0.08979109494931307 0.10416025653057578 education=Assoc-voc -0.4369691770094686 0.6691981931331281 education=9th -1.3502168710823528 0.6103503375357018 education=7th-8th -0.7282036097353798 2.8273239175929237 education=12th -0.1686186471960494 -0.1919155214393277 education=Masters 0.08087699694254054 3.274694595946543 education=1st-4th -1.3178008263546823 0.9930990720951868 education=10th 1.6733061195627008 -1.718916572507869 education=Doctorate 1.112871427001047 -1.2932013620681229 education=5th-6th -0.7776448290334986 1.222131299326131 education=Preschool 0.7829172442502529 -2.2546270371844033 education-num -1.2343379849207077 -2.111902298123932 marital-status=Married-civ-spouse -0.4912539251370864 1.0840537051897763 marital-status=Divorced -0.6167895859043916 1.0830539158104342 marital-status=Never-married 0.8232810053932544 0.07779820622985548 marital-status=Separated 1.5398235054467468 0.15178513818372694 marital-status=Widowed -0.9106863854719243 2.0933134177739223 marital-status=Married-spouse-absent -0.6080114239958877 0.4468455879596442 marital-status=Married-AF-spouse -0.3885967827006503 -0.4487590586606415 occupation=Tech-support 1.6019333914256555 -0.48600233186144526 occupation=Craft-repair -1.1024837768650764 1.043338514962597 occupation=Other-service 0.4878125016014467 -0.2475653307410441 occupation=Sales 0.1598569754246259 -0.7735690729397345 occupation=Exec-managerial -0.9483652667268984 0.01216746715555784 occupation=Prof-specialty -0.5153155528926032 0.7871561755785981 occupation=Handlers-cleaners 1.2324086590100873 0.0583911351996008 occupation=Machine-op-inspct 0.4216773257146133 0.23577787492805583 occupation=Adm-clerical -0.4686115304778115 1.552249315386948 occupation=Farming-fishing 0.7760081618321591 0.19853041391594717 occupation=Transport-moving 0.35459423858809996 1.0847080707112307 occupation=Priv-house-serv -0.45202274520352986 -0.30066432490471706 occupation=Protective-serv -0.466440901078517 0.5903986366968711 occupation=Armed-Forces 2.3436894299415436 -1.0151067474687037 relationship=Wife -1.8453843549645916 1.8672580896087208 relationship=Own-child 1.7122451570664232 0.476563887339767 relationship=Husband 0.7581455327304004 -0.621597352080297 relationship=Not-in-family -0.7493241955353787 0.6968300251735994 relationship=Other-relative -0.8682034192624112 0.17329848455749303 relationship=Unmarried 0.4279986897908714 -0.5522138394458762 race=White 0.32501298469379003 -0.9533665120397224 race=Asian-Pac-Islander -1.762648451978063 0.9566193812102493 race=Amer-Indian-Eskimo -1.1908846059926936 3.63003982392985 race=Other 1.0528778869772284 -0.5849844868743138 race=Black -0.8003540102487159 -0.11862999906882934 sex 0.33558776871218465 -5.765844234112878 capital-gain 1.670642604072969 -2.6218345623792536 capital-loss 1.1438119888388323 -2.8843515867004457 hours-per-week -1.0537767869829966 -0.031345534667893735 native-country=United-States 0.8582195823958189 -3.7280852812534833 native-country=Cambodia 0.9478228021514803 0.4787183703852217 native-country=England -0.30478787475469704 0.14458357616750378 native-country=Puerto-Rico 1.6261155137838892 -2.072892344688276 native-country=Canada -0.2990963220981335 -0.6468844880280851 native-country=Germany 0.27361607606722355 0.6983957511577592 native-country=Outlying-US(Guam-USVI-etc) -1.7588720159437807 2.732026502809852 native-country=India 0.17393499539021806 2.7465444141428357 native-country=Japan -0.5171040236530976 1.9601040867999013 native-country=Greece 4.031566652724121 -2.2944236238680524 native-country=South 0.2656593546349168 1.0401104271765425 native-country=China -0.2353544453220551 1.2180933943603025 native-country=Cuba -0.08226939101659902 -2.4319737202086853 native-country=Iran -0.0031682084235663066 0.6839111793022477 native-country=Honduras 0.44587889181832024 -0.7408403306663575 native-country=Philippines -1.4509215355630412 -0.8639581716074567 native-country=Italy -0.5187056775556025 1.3054046669255275 native-country=Poland 0.8280980585383781 -3.0223429483977196 native-country=Jamaica -2.348579651729971 1.4171202421670732 native-country=Vietnam -2.0328469822260007 1.4605268691202664 native-country=Mexico -0.05159220663377383 -1.2340990124171296 native-country=Portugal -2.0328863513395787 -1.2843333511854729 native-country=Ireland -0.3507079535848412 -0.7811999252180829 native-country=France -1.7157288980027456 -0.04369538874066634 native-country=Dominican-Republic -0.008875775130148516 0.7634218463802405 native-country=Laos 0.14306765369715257 0.8293529968888125 native-country=Ecuador -0.2873681293095457 -0.02423855525129654 native-country=Taiwan 0.35493317621874104 1.9082517281785984 native-country=Haiti 0.825771143962158 2.8486606397562833 native-country=Columbia -0.9792317053710992 0.1695151552625413 native-country=Hungary -0.1266490708507401 -1.3588915707341807 native-country=Guatemala 0.9614518940136428 1.4530359133624517 native-country=Nicaragua 0.03703342024962261 1.1055300094804998 native-country=Scotland 0.1629360718992264 1.4458994912750311 native-country=Thailand -0.8131405822259041 1.1993142400479218 native-country=Yugoslavia 0.9958009247636146 -0.31308932306642057 native-country=El-Salvador -0.11615285556327432 0.7422629630998068 native-country=Trinadad&Tobago 0.6868353236689366 0.30499718058552944 native-country=Peru 0.28401252477263716 0.458094363725087 native-country=Hong 0.5338657267561205 0.5951532442670283 native-country=Holand-Netherlands Hidden Weights: -4.752101188266535 4.7521011882665345 -4.318972147496549 4.318972147496548 >50K <=50K Error sum for iteration 4000 = 737.4527450129134 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.175298688723384 0.6388646669033906 age 0.11352908372449795 0.42971948913376906 workclass=Private -1.5020691311662224 1.3796694328662065 workclass=Self-emp-not-inc -2.0002261518810758 0.11600394773667583 workclass=Self-emp-inc 0.6197908189076762 -0.27510081435634387 workclass=Federal-gov 0.4479079400486388 0.8085109875884489 workclass=Local-gov 0.9708059470103645 0.43542734359304414 workclass=State-gov -0.6994245516442134 -0.4149313439424898 workclass=Without-pay 0.03274894186526284 0.4277680866444135 workclass=Never-worked 0.03882903402066882 -0.15033443563787025 fnlwgt -0.22498098644518585 -0.04644557823724601 education=Bachelors -0.057175707292780494 0.33151089336052414 education=Some-college -1.013917256357284 1.1963505493233881 education=11th -0.09195869997302487 0.18935356057254465 education=HS-grad 0.7182795505573474 -0.8728879737039139 education=Prof-school 0.0359423297639114 -0.16204447188920018 education=Assoc-acdm 0.09939016901875453 0.09934355178483475 education=Assoc-voc -0.4092295814928155 0.6575075421184193 education=9th -1.371824647393777 0.6054215792284611 education=7th-8th -0.7667915445818082 2.856312117296597 education=12th -0.1719223340369538 -0.19131888765947624 education=Masters 0.08572196344409477 3.2994324959286176 education=1st-4th -1.3174561819321513 0.9871047530634524 education=10th 1.6744351856348487 -1.720413132166219 education=Doctorate 1.155180816430368 -1.3093034762412956 education=5th-6th -0.7793560832232737 1.2329850191422385 education=Preschool 0.7719503415453675 -2.260892900559281 education-num -1.2560941182994125 -2.112890659089311 marital-status=Married-civ-spouse -0.47703548551952685 1.0830482293493207 marital-status=Divorced -0.6172900864730481 1.0846328965106127 marital-status=Never-married 0.821409034280201 0.08034838648432317 marital-status=Separated 1.5496409536662135 0.15370389164502085 marital-status=Widowed -0.9030373306509334 2.101687902795957 marital-status=Married-spouse-absent -0.6148302246171725 0.4419366615260755 marital-status=Married-AF-spouse -0.3922308698384074 -0.4487308050117595 occupation=Tech-support 1.6057408860551334 -0.4855686978024897 occupation=Craft-repair -1.0850793867624484 1.0357184685582883 occupation=Other-service 0.49060016989240746 -0.2473818942522276 occupation=Sales 0.17002098248486394 -0.7762292686928084 occupation=Exec-managerial -0.9513711098135098 0.010505709190830659 occupation=Prof-specialty -0.5094532969726177 0.7848959944184358 occupation=Handlers-cleaners 1.2307811254270857 0.06131744192431693 occupation=Machine-op-inspct 0.41610337880295845 0.23786275193342618 occupation=Adm-clerical -0.47329624124154135 1.5540532914868104 occupation=Farming-fishing 0.7686975296460241 0.2010553438440813 occupation=Transport-moving 0.34748955205491205 1.095622978080404 occupation=Priv-house-serv -0.4616448978442014 -0.3004707633540617 occupation=Protective-serv -0.4628214033408195 0.5945357348624413 occupation=Armed-Forces 2.346957461532745 -1.0065005894993495 relationship=Wife -1.857190203665325 1.865460264003015 relationship=Own-child 1.7263332245455647 0.478066872716016 relationship=Husband 0.7555523499960884 -0.6219411369079094 relationship=Not-in-family -0.7421562596851935 0.6959060475772636 relationship=Other-relative -0.8776400549032751 0.17327325636024074 relationship=Unmarried 0.4419277767395472 -0.5566832443179022 race=White 0.32031098244337425 -0.9502513647865218 race=Asian-Pac-Islander -1.7780632529304834 0.9511683973925191 race=Amer-Indian-Eskimo -1.1997811141742567 3.645512752302057 race=Other 1.0686013101255434 -0.5871351557713763 race=Black -0.8013849619667506 -0.11890848008831026 sex 0.3329602868411927 -5.775409615413248 capital-gain 1.680565028088308 -2.627005848747325 capital-loss 1.1609272665330537 -2.889629092570592 hours-per-week -1.052942520183364 -0.031555856745262394 native-country=United-States 0.8786244761658522 -3.7596560671504 native-country=Cambodia 0.985447614526473 0.4744908485846759 native-country=England -0.29178160016090965 0.1450940753290083 native-country=Puerto-Rico 1.642975012861565 -2.077593152463642 native-country=Canada -0.3026990050538244 -0.6452114746410897 native-country=Germany 0.2721578508232254 0.7000670482226508 native-country=Outlying-US(Guam-USVI-etc) -1.7877356625398841 2.7446053687425476 native-country=India 0.1612640084293713 2.762431794989125 native-country=Japan -0.5196547575678571 1.9677956054764258 native-country=Greece 4.083617160661831 -2.3363570616036213 native-country=South 0.20411960981810043 1.063160948524617 native-country=China -0.2188977610298487 1.222224286273242 native-country=Cuba -0.04149753035482692 -2.4435644245229255 native-country=Iran -0.006607446852530295 0.6978032640406578 native-country=Honduras 0.46156425344560637 -0.7448449397467811 native-country=Philippines -1.4629579518229552 -0.8687645802049376 native-country=Italy -0.5323497155980814 1.314778076560574 native-country=Poland 0.8216131144599838 -3.0327680776873507 native-country=Jamaica -2.395806488250084 1.4177141685547725 native-country=Vietnam -2.044474704574268 1.4652036059446152 native-country=Mexico -0.03375293552147761 -1.2615629673149216 native-country=Portugal -2.0601718210597815 -1.2776121542316659 native-country=Ireland -0.3509010520647847 -0.7833213592810799 native-country=France -1.7291267241719694 -0.045752859321280634 native-country=Dominican-Republic -0.007319009341677799 0.7647867069068236 native-country=Laos 0.14014119019163196 0.8388048254326906 native-country=Ecuador -0.2825757363658466 -0.015630947027006827 native-country=Taiwan 0.35896054965683866 1.9213249178451408 native-country=Haiti 0.8240661381851949 2.852763517839037 native-country=Columbia -0.9791825362393163 0.17001646434243714 native-country=Hungary -0.12790218916595275 -1.3691063336616627 native-country=Guatemala 0.9553674504127841 1.4654097961398875 native-country=Nicaragua 0.03723075455788069 1.1077229675245868 native-country=Scotland 0.15507821531399243 1.4500111931315227 native-country=Thailand -0.8129641658666368 1.2090678558648027 native-country=Yugoslavia 1.0014207437653735 -0.3130953707784782 native-country=El-Salvador -0.11162609371954894 0.7504613053589262 native-country=Trinadad&Tobago 0.7055937862943984 0.3087494518649359 native-country=Peru 0.28098321372813456 0.4575548072818328 native-country=Hong 0.5339148958879034 0.59565455334694 native-country=Holand-Netherlands Hidden Weights: -4.787002710173625 4.787002710173627 -4.316118247940584 4.316118247940584 >50K <=50K Error sum for iteration 4100 = 736.5093866489152 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.23389479297083 0.631467122540375 age 0.10122744811140881 0.4336740651577835 workclass=Private -1.5078247506507463 1.3815540192200835 workclass=Self-emp-not-inc -1.9904340818619481 0.1156617718576928 workclass=Self-emp-inc 0.6182690447486121 -0.2739374966031963 workclass=Federal-gov 0.4466771152551364 0.8105860189873844 workclass=Local-gov 0.9827285258139269 0.4328973278070057 workclass=State-gov -0.6993547669286287 -0.4139427318735456 workclass=Without-pay 0.0328139138311404 0.4282476821066953 workclass=Never-worked 0.008265125463825145 -0.14222619451943963 fnlwgt -0.24292726201367118 -0.043225021463781314 education=Bachelors -0.05589998777693676 0.32860570289889884 education=Some-college -1.0371346506579024 1.1962394326989347 education=11th -0.0970155643814388 0.18772880288976893 education=HS-grad 0.7326106456312258 -0.8724569614886897 education=Prof-school 0.04621821502698695 -0.16893668721726202 education=Assoc-acdm 0.10859629531769685 0.09470548723041981 education=Assoc-voc -0.3812581328341628 0.6459106891408632 education=9th -1.3931523375047004 0.6006320608536657 education=7th-8th -0.8049180484840668 2.884571049961244 education=12th -0.17549784284855255 -0.19078784018371936 education=Masters 0.09034755390557746 3.3235099617915127 education=1st-4th -1.3171380614259502 0.9812601117664551 education=10th 1.6766722259343814 -1.7219426243391815 education=Doctorate 1.1974495626447823 -1.325042314143109 education=5th-6th -0.7810562912322828 1.2436469826199328 education=Preschool 0.7608870310013552 -2.266909167053005 education-num -1.2767374745237727 -2.114123813132256 marital-status=Married-civ-spouse -0.4636578048228031 1.0821321743142536 marital-status=Divorced -0.6186533473956253 1.086375160922265 marital-status=Never-married 0.8197772231398113 0.08265912829084315 marital-status=Separated 1.5592243268451962 0.15553445741388586 marital-status=Widowed -0.8946189109394403 2.109983651300906 marital-status=Married-spouse-absent -0.6215966904289508 0.4371004820458266 marital-status=Married-AF-spouse -0.39582086940755795 -0.4486837109274373 occupation=Tech-support 1.609263914026685 -0.4850843888262052 occupation=Craft-repair -1.0686005246811683 1.0284549233423932 occupation=Other-service 0.4932724293753613 -0.24716054931958625 occupation=Sales 0.18011465756366732 -0.7788281550705505 occupation=Exec-managerial -0.9540176930833073 0.008819452237075502 occupation=Prof-specialty -0.5037541823422287 0.7827287323938379 occupation=Handlers-cleaners 1.2283520668164578 0.06441783032889176 occupation=Machine-op-inspct 0.41097002672245553 0.23976730689803535 occupation=Adm-clerical -0.47746073721956767 1.5556658090454691 occupation=Farming-fishing 0.7617868450315157 0.20340980042659013 occupation=Transport-moving 0.34040872346395445 1.1063809313284718 occupation=Priv-house-serv -0.47017358229384226 -0.30056280685134024 occupation=Protective-serv -0.4593752721733443 0.5984122103497914 occupation=Armed-Forces 2.349321956687827 -0.9978994166605455 relationship=Wife -1.8681081498864438 1.8635074033209056 relationship=Own-child 1.7395479010997494 0.4797163738696405 relationship=Husband 0.7532333062162059 -0.6223061688455307 relationship=Not-in-family -0.7345714032916014 0.6946799264176856 relationship=Other-relative -0.8866574854827334 0.1732809326187037 relationship=Unmarried 0.4550453186453361 -0.5608913916452285 race=White 0.3154758602436399 -0.9471137656261817 race=Asian-Pac-Islander -1.7929460867019602 0.9457386913845408 race=Amer-Indian-Eskimo -1.2081771829356625 3.6605994690953993 race=Other 1.0844424285087173 -0.5894868773803972 race=Black -0.8024346848084443 -0.11912406196633656 sex 0.32995871531101584 -5.784340523691819 capital-gain 1.689365645520295 -2.6316882658524996 capital-loss 1.1765569745118931 -2.894533401973741 hours-per-week -1.051695745348952 -0.031785167884630774 native-country=United-States 0.8985873676770599 -3.7904810130831743 native-country=Cambodia 1.0224803140656944 0.4703347705231838 native-country=England -0.2785575077008256 0.1454562880321134 native-country=Puerto-Rico 1.659415693434538 -2.082165609445726 native-country=Canada -0.3061128994888077 -0.6434192647759212 native-country=Germany 0.2708466718423601 0.7018550867382123 native-country=Outlying-US(Guam-USVI-etc) -1.8152143316034264 2.756280434853349 native-country=India 0.14889737109171808 2.777789569316539 native-country=Japan -0.5221957414411883 1.9750971583717476 native-country=Greece 4.134960574707376 -2.3772097385189843 native-country=South 0.13613676040652375 1.0876896476850406 native-country=China -0.2018605492678825 1.2260988044637857 native-country=Cuba -0.0010867109693215246 -2.455447556474721 native-country=Iran -0.009529094197727383 0.7117609536315548 native-country=Honduras 0.4764302080697615 -0.7480417150079199 native-country=Philippines -1.474579756562922 -0.8735506760042936 native-country=Italy -0.5451736606077788 1.3235950268415213 native-country=Poland 0.8146890828254061 -3.0423147248061007 native-country=Jamaica -2.44132060163839 1.4173683910848585 native-country=Vietnam -2.0549895723006872 1.469572128466795 native-country=Mexico -0.01641683482037948 -1.288820695042175 native-country=Portugal -2.086218106432724 -1.271129226005076 native-country=Ireland -0.35105255115988215 -0.7854309964898001 native-country=France -1.7421791578022872 -0.04802315237953799 native-country=Dominican-Republic -0.005534569954842203 0.7663876041778914 native-country=Laos 0.13717121350461614 0.8481172005353735 native-country=Ecuador -0.27635588496230284 -0.008388410721436475 native-country=Taiwan 0.36289554937329227 1.934223641446522 native-country=Haiti 0.8222329718067047 2.8568215152141265 native-country=Columbia -0.9791175642734492 0.17049605980469348 native-country=Hungary -0.12913015885018425 -1.3791879836379421 native-country=Guatemala 0.9492621922109566 1.477546677077155 native-country=Nicaragua 0.03744340698337172 1.109900175684053 native-country=Scotland 0.14720217767009094 1.4534582882203637 native-country=Thailand -0.8127767043539825 1.2187348332044954 native-country=Yugoslavia 1.0070604733370807 -0.31286384313105925 native-country=El-Salvador -0.10705012290802184 0.7587260461327217 native-country=Trinadad&Tobago 0.7248044604482843 0.3125979942696443 native-country=Peru 0.27804772734586203 0.4570173342146095 native-country=Hong 0.5339798678537705 0.5961341488091783 native-country=Holand-Netherlands Hidden Weights: -4.823024454547666 4.8230244545476655 -4.313394861268882 4.313394861268879 >50K <=50K Error sum for iteration 4200 = 735.6057355778888 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.29105982655781 0.6242828313918258 age 0.08966612271782472 0.4373733817817063 workclass=Private -1.5133778545067036 1.38326393625829 workclass=Self-emp-not-inc -1.980468536587584 0.11520377570508301 workclass=Self-emp-inc 0.6167070585045242 -0.2727455026610533 workclass=Federal-gov 0.4451217470359752 0.8127148256780419 workclass=Local-gov 0.9940834203460889 0.4305190740196986 workclass=State-gov -0.6992720095219987 -0.41297582579788855 workclass=Without-pay 0.03289200806450651 0.4287050614687414 workclass=Never-worked -0.02156949850890602 -0.13418143152139547 fnlwgt -0.2606394630606413 -0.04017635156814753 education=Bachelors -0.05501012293904613 0.32581890573046335 education=Some-college -1.0596765017549106 1.1959130389787427 education=11th -0.10235881270976954 0.18618928124363338 education=HS-grad 0.7460486387667894 -0.871755031832322 education=Prof-school 0.055908629830744946 -0.1755692762284119 education=Assoc-acdm 0.11733403828153584 0.09025696047891804 education=Assoc-voc -0.3531426684465449 0.6344212476075355 education=9th -1.4142472516504818 0.5959626110268227 education=7th-8th -0.8425709982764527 2.9121100431463387 education=12th -0.17932365434760636 -0.19030543875849612 education=Masters 0.09475108900547141 3.346939899796292 education=1st-4th -1.3168715176015187 0.9755290834254035 education=10th 1.6807154136177807 -1.7236490314126476 education=Doctorate 1.239603897719549 -1.340411550541602 education=5th-6th -0.7827501355334471 1.2541215466127376 education=Preschool 0.7499000037287421 -2.272699490096724 education-num -1.2962744618507662 -2.1156149020590664 marital-status=Married-civ-spouse -0.45105991475748036 1.0812983289103373 marital-status=Divorced -0.6208609785315368 1.0882753145858195 marital-status=Never-married 0.8183531031021326 0.08478260007197146 marital-status=Separated 1.5685858579777705 0.15728781764842284 marital-status=Widowed -0.8855189808888896 2.118158508103508 marital-status=Married-spouse-absent -0.6283158896764091 0.4323342643252685 marital-status=Married-AF-spouse -0.3993720232737426 -0.44861185964894934 occupation=Tech-support 1.6124839047969106 -0.4845471735475133 occupation=Craft-repair -1.052970260225919 1.0215260469275325 occupation=Other-service 0.49559020782959684 -0.24685791798431608 occupation=Sales 0.19004880706054972 -0.7813362818808737 occupation=Exec-managerial -0.9561421805767037 0.007078584000638833 occupation=Prof-specialty -0.4983010195885532 0.7806746758020807 occupation=Handlers-cleaners 1.2253538941137003 0.06759944360659313 occupation=Machine-op-inspct 0.40632439722450797 0.24147552551498738 occupation=Adm-clerical -0.4811682367110488 1.5570888167708363 occupation=Farming-fishing 0.755311540140688 0.20557879577244906 occupation=Transport-moving 0.33334281385092834 1.1169929294832797 occupation=Priv-house-serv -0.47772298466241003 -0.3009069736721619 occupation=Protective-serv -0.4560949850455146 0.602045120175954 occupation=Armed-Forces 2.3509017504103924 -0.9893049226771056 relationship=Wife -1.878176325594445 1.861455676602833 relationship=Own-child 1.7519684169686305 0.4815027404984375 relationship=Husband 0.751113268046037 -0.6227242246741036 relationship=Not-in-family -0.7267005146611887 0.6931855488321591 relationship=Other-relative -0.8952471505594535 0.1732675432073111 relationship=Unmarried 0.4671460652295428 -0.5647782917485064 race=White 0.31099264174723507 -0.9441453598859592 race=Asian-Pac-Islander -1.8073447957127557 0.9403742813957977 race=Amer-Indian-Eskimo -1.216107734391645 3.675316781461963 race=Other 1.1001693859212403 -0.5919753536884677 race=Black -0.8034474559149288 -0.11928747796097657 sex 0.3266054830209406 -5.792701230441048 capital-gain 1.6976201898932186 -2.6359973172772273 capital-loss 1.190727317714781 -2.8990201799030544 hours-per-week -1.0501073050072876 -0.03199263799613636 native-country=United-States 0.9180974035727455 -3.8206009196809316 native-country=Cambodia 1.0589111079108 0.46618752444671907 native-country=England -0.26510864242902316 0.1456843184799608 native-country=Puerto-Rico 1.675192058180639 -2.0865374383722886 native-country=Canada -0.30926850427012503 -0.6415308518788848 native-country=Germany 0.2696806710805028 0.7037620741369033 native-country=Outlying-US(Guam-USVI-etc) -1.8413886840492466 2.7671684194103188 native-country=India 0.13681763880294956 2.792658637168116 native-country=Japan -0.5247288640724916 1.9820296155890278 native-country=Greece 4.185342515871206 -2.4171195141962323 native-country=South 0.06313597602585928 1.1134062655633006 native-country=China -0.18434714255050796 1.2296687524539394 native-country=Cuba 0.03887709618425582 -2.4675654078633653 native-country=Iran -0.01198540571483174 0.7257448712143182 native-country=Honduras 0.49053968459954544 -0.7505309929109955 native-country=Philippines -1.4858214300678014 -0.8782588524655799 native-country=Italy -0.5572212150121553 1.331890976559642 native-country=Poland 0.807381957439087 -3.051033046997227 native-country=Jamaica -2.4852428794791956 1.416250198924935 native-country=Vietnam -2.0645242671929003 1.4736633819181792 native-country=Mexico 4.35112258678522E-4 -1.3158328139012163 native-country=Portugal -2.111081686546403 -1.2648758834099265 native-country=Ireland -0.35116645320666406 -0.7875285496447648 native-country=France -1.7548913513553164 -0.05044348833856153 native-country=Dominican-Republic -0.003535359994377429 0.7682139980933966 native-country=Laos 0.13415719295771078 0.8572918294401513 native-country=Ecuador -0.2689715921323068 -0.0024705010718246673 native-country=Taiwan 0.36672872058202477 1.9469389533022394 native-country=Haiti 0.8202801171251218 2.8608463296024214 native-country=Columbia -0.9790394700400705 0.17095343916673827 native-country=Hungary -0.1303623397056991 -1.389164188951656 native-country=Guatemala 0.9431382414098878 1.489456074613476 native-country=Nicaragua 0.037668618841669256 1.1120605220061337 native-country=Scotland 0.13931427433406285 1.4563526976032513 native-country=Thailand -0.8125805371771372 1.2283127812285983 native-country=Yugoslavia 1.0127228615565564 -0.3124534994438368 native-country=El-Salvador -0.10243413322195022 0.7670524374071224 native-country=Trinadad&Tobago 0.7443465487516946 0.31648324953547297 native-country=Peru 0.27520437909672363 0.4564813052193894 native-country=Hong 0.5340579620871492 0.5965915281712328 native-country=Holand-Netherlands Hidden Weights: -4.860171192880239 4.860171192880239 -4.310880492006265 4.310880492006264 >50K <=50K Error sum for iteration 4300 = 734.7457700479667 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.346951085303974 0.6173846437363164 age 0.07889986849751507 0.4408112217390745 workclass=Private -1.5186914178349207 1.3847839614832003 workclass=Self-emp-not-inc -1.970471983474777 0.11464751405611649 workclass=Self-emp-inc 0.615115484021888 -0.2715211466913785 workclass=Federal-gov 0.44337756183894156 0.8148566283635115 workclass=Local-gov 1.0047377548535823 0.4283309202883467 workclass=State-gov -0.6991789287021921 -0.4120308317701015 workclass=Without-pay 0.032980567478635994 0.4291400349677571 workclass=Never-worked -0.05059843172156689 -0.12620885758264855 fnlwgt -0.2780003448644842 -0.03730005788682014 education=Bachelors -0.05446723783706101 0.3231369810927316 education=Some-college -1.0815379757187937 1.1953999146592593 education=11th -0.10798907443273309 0.1847272888252517 education=HS-grad 0.758143157626873 -0.8707143938693409 education=Prof-school 0.06494309863672916 -0.18190277838208607 education=Assoc-acdm 0.12553704912834918 0.08601182578302326 education=Assoc-voc -0.3249786595827725 0.6230559209973193 education=9th -1.435152200240746 0.5913953841086936 education=7th-8th -0.879736490123404 2.9389399902486084 education=12th -0.1833481098860709 -0.1898535491245605 education=Masters 0.0989202009809602 3.3697221377826008 education=1st-4th -1.3166785617806833 0.9698820581768364 education=10th 1.68712440617417 -1.7256809756154214 education=Doctorate 1.281558944378631 -1.3553987519668456 education=5th-6th -0.7844421956184665 1.2644143068516789 education=Preschool 0.7391451431803556 -2.2782863336287917 education-num -1.3147157364690671 -2.1173609440669443 marital-status=Married-civ-spouse -0.4391845441224962 1.0805448341006 marital-status=Divorced -0.6238584170238487 1.090327572597488 marital-status=Never-married 0.8171128122684624 0.08676997843133878 marital-status=Separated 1.5777396078211605 0.1589793869634054 marital-status=Widowed -0.8758625376530811 2.1261511367081565 marital-status=Married-spouse-absent -0.6349940582343859 0.4276345693373835 marital-status=Married-AF-spouse -0.40288380374754107 -0.44851292566380496 occupation=Tech-support 1.6154079706830342 -0.48396178695480435 occupation=Craft-repair -1.0381217155543514 1.0149125063375304 occupation=Other-service 0.49736599941863874 -0.24644421743368558 occupation=Sales 0.19973990340116216 -0.7837270179551866 occupation=Exec-managerial -0.9576621048800242 0.005271399328791652 occupation=Prof-specialty -0.4931544765309364 0.7787501806632666 occupation=Handlers-cleaners 1.2220357357396598 0.07076771644712838 occupation=Machine-op-inspct 0.4021906075046369 0.24297889317384605 occupation=Adm-clerical -0.4844781984129596 1.5583231523194534 occupation=Farming-fishing 0.7493152807818493 0.20754701267825484 occupation=Transport-moving 0.32628428406616705 1.1274686434733299 occupation=Priv-house-serv -0.48443499287431296 -0.30145629320483025 occupation=Protective-serv -0.45297230755120066 0.6054518850888914 occupation=Armed-Forces 2.351842285047654 -0.9807367956290678 relationship=Wife -1.8874331404108258 1.8593549178943123 relationship=Own-child 1.7636652564946562 0.483416347816362 relationship=Husband 0.7491270474276304 -0.623223485939778 relationship=Not-in-family -0.7186868339516514 0.6914764436879555 relationship=Other-relative -0.9034153381997205 0.1731845629456663 relationship=Unmarried 0.47809985772880004 -0.5683107270228145 race=White 0.30726387346193057 -0.9415081608529154 race=Asian-Pac-Islander -1.8213069312274954 0.9351224301554959 race=Amer-Indian-Eskimo -1.2236061813099968 3.689680091634895 race=Other 1.1155562165241797 -0.5945369208928803 race=Black -0.8043783794057472 -0.11941124476860056 sex 0.32294235367436047 -5.800547343385229 capital-gain 1.705858526735789 -2.6400517636601024 capital-loss 1.2034687120410226 -2.9030427434188315 hours-per-week -1.0482151537608424 -0.03215724451151812 native-country=United-States 0.937128696281955 -3.850045860431624 native-country=Cambodia 1.0947107569613017 0.4619954871247642 native-country=England -0.25143324719131394 0.14579224483858821 native-country=Puerto-Rico 1.6900834566740108 -2.090605304687152 native-country=Canada -0.31209254442217904 -0.6395679241363741 native-country=Germany 0.2686561968990581 0.7057888893655203 native-country=Outlying-US(Guam-USVI-etc) -1.8663558383088938 2.777402971670397 native-country=India 0.12500388725033854 2.8070805160340573 native-country=Japan -0.5272566842604011 1.9886107644341753 native-country=Greece 4.234432907167745 -2.4562058240222195 native-country=South -0.013267361277337221 1.1399254359506878 native-country=China -0.166468883916853 1.2328836266520349 native-country=Cuba 0.07830390724753827 -2.4798585127849706 native-country=Iran -0.01402407528277359 0.7397162837059692 native-country=Honduras 0.5039350527621193 -0.7524184647307653 native-country=Philippines -1.4967141408741553 -0.8828273148975458 native-country=Italy -0.5685405925650113 1.3396966059367317 native-country=Poland 0.7997519120781572 -3.058949877594244 native-country=Jamaica -2.527709017453854 1.4145423635334893 native-country=Vietnam -2.0732126584238677 1.4775010750554634 native-country=Mexico 0.01682700119263542 -1.3425573324975228 native-country=Portugal -2.134822599834358 -1.2588359156567013 native-country=Ireland -0.35124662803386186 -0.7896130105988044 native-country=France -1.7672660004764515 -0.05295516371932056 native-country=Dominican-Republic -0.001345523352470205 0.7702438728517857 native-country=Laos 0.13109871480374713 0.8663312531096707 native-country=Ecuador -0.26071632875959677 0.0021750184992592463 native-country=Taiwan 0.37044872527287 1.9594606588786498 native-country=Haiti 0.8182160391347422 2.864848835283843 native-country=Columbia -0.9789509106259415 0.17138841266573251 native-country=Hungary -0.13162443889110367 -1.3990557363229827 native-country=Guatemala 0.9369971369533332 1.5011476134679251 native-country=Nicaragua 0.03790365618836822 1.1142032301839866 native-country=Scotland 0.13141872373290767 1.4588184954405004 native-country=Thailand -0.8123779523640329 1.237799886284104 native-country=Yugoslavia 1.0184005003648942 -0.31192360041129225 native-country=El-Salvador -0.09778870894515886 0.7754340011566269 native-country=Trinadad&Tobago 0.7640784230816453 0.320342425141564 native-country=Peru 0.2724493602076054 0.45594591364899373 native-country=Hong 0.5341465215012782 0.5970265016702153 native-country=Holand-Netherlands Hidden Weights: -4.898329899206963 4.8983298992069635 -4.308642954933399 4.3086429549334 >50K <=50K Error sum for iteration 4400 = 733.9312930568425 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.40169321935904 0.6108364276494301 age 0.0689085345325444 0.44399638964204585 workclass=Private -1.5236985741475024 1.38610767543814 workclass=Self-emp-not-inc -1.960567888694158 0.11401534730430711 workclass=Self-emp-inc 0.6135257577845101 -0.2702729427435153 workclass=Federal-gov 0.4415687218312708 0.8169698468348839 workclass=Local-gov 1.014571982288191 0.4263650711622451 workclass=State-gov -0.6990784249207053 -0.4111072983930526 workclass=Without-pay 0.033076685443574 0.42955308975284373 workclass=Never-worked -0.07878050102007417 -0.11832966320102174 fnlwgt -0.2948766566460728 -0.0345979469657254 education=Bachelors -0.054209210151269775 0.3205457498818497 education=Some-college -1.1027160800845408 1.1947320600751128 education=11th -0.11386698028619949 0.18333098217436777 education=HS-grad 0.7685438683904504 -0.8692809341439015 education=Prof-school 0.07326798517017258 -0.1878998956709973 education=Assoc-acdm 0.1331624118409259 0.0819821361207348 education=Assoc-voc -0.2968665461398366 0.6118306809022811 education=9th -1.4559029064411249 0.5869166721996789 education=7th-8th -0.9164013393282757 2.9650710081601117 education=12th -0.18748428449229448 -0.1894195520365418 education=Masters 0.10283859189177294 3.39185169176659 education=1st-4th -1.3165761642808589 0.9643015184376105 education=10th 1.6961986058567589 -1.7281582715378188 education=Doctorate 1.3232285242787545 -1.3699893747768699 education=5th-6th -0.7861369815792817 1.274532091936527 education=Preschool 0.7287383686534259 -2.283689298111918 education-num -1.3320789681503271 -2.1193430396300097 marital-status=Married-civ-spouse -0.42798841206507265 1.0798748634356528 marital-status=Divorced -0.6275570058399541 1.0925222424458816 marital-status=Never-married 0.8160330761346677 0.08866716633647712 marital-status=Separated 1.5866971379236858 0.16062694773936634 marital-status=Widowed -0.8657890901796093 2.1338960591021965 marital-status=Married-spouse-absent -0.6416378417625682 0.4229981164181312 marital-status=Married-AF-spouse -0.406347164118867 -0.44838973485740896 occupation=Tech-support 1.6180723497381408 -0.4833408018158113 occupation=Craft-repair -1.0240002118614295 1.0085971359650991 occupation=Other-service 0.49849276818072424 -0.2459073789317267 occupation=Sales 0.20911585061005444 -0.7859800677260741 occupation=Exec-managerial -0.9585885676210226 0.0034058963449646222 occupation=Prof-specialty -0.48834975560623284 0.7769662277594581 occupation=Handlers-cleaners 1.218639791197798 0.07383621349702209 occupation=Machine-op-inspct 0.3985605820757652 0.2442803212811675 occupation=Adm-clerical -0.4874446446497877 1.559372079157708 occupation=Farming-fishing 0.7438366452035229 0.20930398793614072 occupation=Transport-moving 0.31922685201873086 1.1378166423899512 occupation=Priv-house-serv -0.49046870533403936 -0.30215427069022116 occupation=Protective-serv -0.44999901256095215 0.60865010325983 occupation=Armed-Forces 2.3522983563803317 -0.9722318475226958 relationship=Wife -1.895924084678807 1.85724797369999 relationship=Own-child 1.7746890449008903 0.4854480499191037 relationship=Husband 0.7472325827461327 -0.6238239454595569 relationship=Not-in-family -0.710666650402681 0.6896182311341085 relationship=Other-relative -0.9111843210289589 0.1729962959957668 relationship=Unmarried 0.48788279666224743 -0.5714907725861615 race=White 0.3045341980701606 -0.9393038538623065 race=Asian-Pac-Islander -1.8348780079990694 0.9300259506668677 race=Amer-Indian-Eskimo -1.230704866278453 3.7037034800329893 race=Other 1.1304222482667083 -0.5971183790233375 race=Black -0.8051971473724016 -0.11950884975914053 sex 0.3190363067424212 -5.807925559774264 capital-gain 1.714486612928285 -2.643960736059628 capital-loss 1.2148322765007433 -2.906567850552392 hours-per-week -1.046025703925182 -0.03227903181805869 native-country=United-States 0.955648933832826 -3.8788339282506024 native-country=Cambodia 1.1298393164800646 0.45772408545862237 native-country=England -0.23753529295982617 0.14579229875274372 native-country=Puerto-Rico 1.7039394070616314 -2.094251730419952 native-country=Canada -0.314508953241851 -0.6375558906836774 native-country=Germany 0.26776781592787885 0.7079356705201632 native-country=Outlying-US(Guam-USVI-etc) -1.8902204066070396 2.787122722690895 native-country=India 0.11343387830708287 2.821095168520458 native-country=Japan -0.5297824579373145 1.9948536834509176 native-country=Greece 4.281897753521401 -2.4945595708585766 native-country=South -0.09153217166679403 1.1668094244501923 native-country=China -0.14833313094184317 1.2356992973855123 native-country=Cuba 0.11710327415069362 -2.4922681657994064 native-country=Iran -0.015685012843242734 0.7536398155205472 native-country=Honduras 0.516642431581346 -0.7538068001544277 native-country=Philippines -1.5072861337766454 -0.8871981267461186 native-country=Italy -0.5791849121607598 1.347037932515091 native-country=Poland 0.7918764109077371 -3.0660778377805555 native-country=Jamaica -2.5688610402006544 1.4124274390821634 native-country=Vietnam -2.0811814045434844 1.4811000744952278 native-country=Mexico 0.032789254688900794 -1.368950565750067 native-country=Portugal -2.1575039449534046 -1.2529897242403305 native-country=Ireland -0.3512971450664031 -0.7916826967269911 native-country=France -1.779305722129725 -0.055506961984129424 native-country=Dominican-Republic 0.0010031445601211355 0.7724480173392109 native-country=Laos 0.12799521424257007 0.8752389263547871 native-country=Ecuador -0.25187843342804 0.005625078852306029 native-country=Taiwan 0.3740442421248757 1.9717803666760787 native-country=Haiti 0.8160488163944518 2.868839434870313 native-country=Columbia -0.9788547926609761 0.1718014674508231 native-country=Hungary -0.132938554393939 -1.4088764501862434 native-country=Guatemala 0.9308398515682578 1.5126308817090868 native-country=Nicaragua 0.03814553290148014 1.1163282085529926 native-country=Scotland 0.12351743944502071 1.4609773146935594 native-country=Thailand -0.8121714786426809 1.2471950440024193 native-country=Yugoslavia 1.0240784208719702 -0.3113306509719729 native-country=El-Salvador -0.09312536014838477 0.7838635726098588 native-country=Trinadad&Tobago 0.783853428600424 0.32411697642395804 native-country=Peru 0.26977691261101777 0.455410653588754 native-country=Hong 0.5342426394662436 0.597439556455357 native-country=Holand-Netherlands Hidden Weights: -4.93729168443229 4.9372916844322905 -4.306724237893906 4.3067242378939055 >50K <=50K Error sum for iteration 4500 = 733.1643084241165 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.455368070887946 0.6046823954875891 age 0.059609997327074 0.44695056613915024 workclass=Private -1.5283144441835341 1.387238695791397 workclass=Self-emp-not-inc -1.9508577347822995 0.11333138225779242 workclass=Self-emp-inc 0.6119814355844182 -0.2690190971683616 workclass=Federal-gov 0.43979434215066376 0.819018496091535 workclass=Local-gov 1.02349760146496 0.42464335179601026 workclass=State-gov -0.6989736753531992 -0.41020406070754434 workclass=Without-pay 0.033177179679169215 0.4299454394165019 workclass=Never-worked -0.1061146234375343 -0.11057248057421959 fnlwgt -0.3111385431267512 -0.032073534850259294 education=Bachelors -0.054158808908524966 0.31803108118637974 education=Some-college -1.1232151958635996 1.1939435714359825 education=11th -0.11992336521921312 0.18198610984400562 education=HS-grad 0.7770452647900975 -0.867425200976785 education=Prof-school 0.08085747366251797 -0.19353345297056684 education=Assoc-acdm 0.14019721234486096 0.07817409797961189 education=Assoc-voc -0.2689082671869958 0.6007579872809592 education=9th -1.4765264871196995 0.5825184713131235 education=7th-8th -0.9525547270545304 2.9905108910574953 education=12th -0.19161904429725932 -0.18900028649385162 education=Masters 0.10649150590010088 3.4133261499870575 education=1st-4th -1.316575294748109 0.9587834325496741 education=10th 1.707947283722946 -1.7311463951430774 education=Doctorate 1.3645344724889872 -1.384170565470224 education=5th-6th -0.7878387797315174 1.284482651721462 education=Preschool 0.7187481976888002 -2.288924950644723 education-num -1.3483884116410145 -2.1215308784967757 marital-status=Married-civ-spouse -0.417447377082547 1.0792952702434189 marital-status=Divorced -0.6318447606745154 1.0948436296713586 marital-status=Never-married 0.8150863022907423 0.09051162400758471 marital-status=Separated 1.5954638531075396 0.16224709883554023 marital-status=Widowed -0.8554300025937596 2.141338479921379 marital-status=Married-spouse-absent -0.6482532938115402 0.41842237662004356 marital-status=Married-AF-spouse -0.4097439903006518 -0.448250170451696 occupation=Tech-support 1.6205338446841968 -0.48270248991216663 occupation=Craft-repair -1.0105633010680564 1.002565012953748 occupation=Other-service 0.49894400034495345 -0.24525155843609048 occupation=Sales 0.21811868737519338 -0.7880830577591909 occupation=Exec-managerial -0.9590020368206701 0.0015038042298188643 occupation=Prof-specialty -0.4838978700685527 0.775327082486491 occupation=Handlers-cleaners 1.2153803419820266 0.076733814278136 occupation=Machine-op-inspct 0.3953944403052581 0.24539456850756006 occupation=Adm-clerical -0.49011534388330213 1.5602439438178657 occupation=Farming-fishing 0.7388966182687564 0.2108475734390737 occupation=Transport-moving 0.31216543535830316 1.1480444425224063 occupation=Priv-house-serv -0.49598571759783006 -0.3029419086209438 occupation=Protective-serv -0.4471674581242162 0.6116569891158157 occupation=Armed-Forces 2.3524162087638327 -0.9638386443309447 relationship=Wife -1.9037048364873237 1.855170924416645 relationship=Own-child 1.785070518642126 0.4875879846372243 relationship=Husband 0.7454159106078355 -0.6245356057781828 relationship=Not-in-family -0.7027557609081583 0.6876790131489979 relationship=Other-relative -0.9185901934031869 0.17268398096415793 relationship=Unmarried 0.4965665314186961 -0.574350928505407 race=White 0.30287875588421304 -0.9375661073683603 race=Asian-Pac-Islander -1.848099610645788 0.9251171274159133 race=Amer-Indian-Eskimo -1.2374350545175634 3.7173998298446906 race=Other 1.1446521716447633 -0.5996829505312765 race=Black -0.8058855475867818 -0.11959396723900631 sex 0.31497823274495756 -5.814874779405617 capital-gain 1.723751025968892 -2.647811285739877 capital-loss 1.2248973521559796 -2.909586588534921 hours-per-week -1.043528287448421 -0.03237179485514568 native-country=United-States 0.9736279851449124 -3.906972719798936 native-country=Cambodia 1.1642553192238123 0.4533622318450436 native-country=England -0.22342417713706242 0.1456937625921534 native-country=Puerto-Rico 1.7166985474664376 -2.097367117362416 native-country=Canada -0.3164438910899338 -0.6355268686844702 native-country=Germany 0.26700862328571223 0.7102021483008311 native-country=Outlying-US(Guam-USVI-etc) -1.9130852320454887 2.796457331778537 native-country=India 0.10208627255894231 2.8347388934823554 native-country=Japan -0.5323099073617344 2.000766326152927 native-country=Greece 4.327460953352286 -2.5322394341773626 native-country=South -0.17037941382432445 1.1936212603684104 native-country=China -0.1300336508189202 1.2380852407049459 native-country=Cuba 0.1551881563529028 -2.504739096666616 native-country=Iran -0.016999026967873213 0.7674853843112733 native-country=Honduras 0.5286778595287728 -0.7547887856872779 native-country=Philippines -1.5175630392787292 -0.8913242500433077 native-country=Italy -0.589210884224146 1.3539374579086567 native-country=Poland 0.78385312642483 -3.072427552591321 native-country=Jamaica -2.608838259527353 1.4100710308033182 native-country=Vietnam -2.0885417097526733 1.4844681335934162 native-country=Mexico 0.04835684932122492 -1.3949701727881487 native-country=Portugal -2.179190859056451 -1.247318420627327 native-country=Ireland -0.35132235167817133 -0.7937355774485526 native-country=France -1.7910151258767069 -0.05805742239108058 native-country=Dominican-Republic 0.0034760415203583914 0.7747950899360163 native-country=Laos 0.12484595696097728 0.8840190157990763 native-country=Ecuador -0.24271220786574121 0.007985383989184722 native-country=Taiwan 0.3775057927710192 1.9838936986725348 native-country=Haiti 0.8137857723023078 2.8728279628662357 native-country=Columbia -0.9787542984253588 0.17219381711447418 native-country=Hungary -0.13432335677486587 -1.4186339504610836 native-country=Guatemala 0.9246670575579389 1.5239151717206967 native-country=Nicaragua 0.03839098101378109 1.1184360861425824 native-country=Scotland 0.11561046786696579 1.4629347665441732 native-country=Thailand -0.8119639241441342 1.2564977882736885 native-country=Yugoslavia 1.029737672750907 -0.3107245976246073 native-country=El-Salvador -0.08845592962297402 0.7923339648797443 native-country=Trinadad&Tobago 0.8035352322462728 0.327758480897255 native-country=Peru 0.26718001612995995 0.45487553998211766 native-country=Hong 0.5343431337018609 0.5978319061190202 native-country=Holand-Netherlands Hidden Weights: -4.976792013270356 4.976792013270356 -4.305134479747138 4.305134479747136 >50K <=50K Error sum for iteration 4600 = 732.4472017471325 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.508016374561057 0.5989437950063559 age 0.05088944398951355 0.4497024433821794 workclass=Private -1.532454291676376 1.3881890217040616 workclass=Self-emp-not-inc -1.9414206963377587 0.11261836820428836 workclass=Self-emp-inc 0.610529344923057 -0.26778323018693057 workclass=Federal-gov 0.4381220454979428 0.8209764405577612 workclass=Local-gov 1.0314635749334404 0.42317632949646916 workclass=State-gov -0.6988679494172894 -0.4093194486011967 workclass=Without-pay 0.03327877632613074 0.430318812106928 workclass=Never-worked -0.13263360907389893 -0.10296632492390628 fnlwgt -0.32667682091058503 -0.029731042352033093 education=Bachelors -0.0542344974511678 0.3155795862056971 education=Some-college -1.143049071535612 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1.0972704126852704 marital-status=Never-married 0.8142402828711663 0.09233118151272197 marital-status=Separated 1.6040374830443405 0.16385215049207835 marital-status=Widowed -0.8448941949908285 2.1484427489094564 marital-status=Married-spouse-absent -0.6548450025607455 0.41390579516507997 marital-status=Married-AF-spouse -0.4130488667968101 -0.4481056939202805 occupation=Tech-support 1.622855430668675 -0.48206687583038493 occupation=Craft-repair -0.9977786130383473 0.9968035122060558 occupation=Other-service 0.49875258244618903 -0.24449188000264419 occupation=Sales 0.22670560545718257 -0.7900312446520169 occupation=Exec-managerial -0.9590120706668595 -4.083202602136599E-4 occupation=Prof-specialty -0.47979108421987643 0.7738300972746652 occupation=Handlers-cleaners 1.212430244904672 0.0794080272330895 occupation=Machine-op-inspct 0.3926299545617178 0.24634503499865992 occupation=Adm-clerical -0.49253208105245894 1.560952782217983 occupation=Farming-fishing 0.7344919789024282 0.21218464524496858 occupation=Transport-moving 0.3050961639755027 1.1581584390432587 occupation=Priv-house-serv -0.501135580520841 -0.3037649673981465 occupation=Protective-serv -0.4444708879324763 0.614488689205714 occupation=Armed-Forces 2.352320899308513 -0.9556096895044354 relationship=Wife -1.9108398721511977 1.8531539460519681 relationship=Own-child 1.7948277994114896 0.4898240384518523 relationship=Husband 0.7436873725943679 -0.6253596952253697 relationship=Not-in-family -0.6950441002772789 0.6857211151131661 relationship=Other-relative -0.9256778986132428 0.17224515583695027 relationship=Unmarried 0.5042805181192611 -0.5769407991461354 race=White 0.3022449278351398 -0.9362746885529567 race=Asian-Pac-Islander -1.86100808380186 0.9204153324321079 race=Amer-Indian-Eskimo -1.2438266280144936 3.730780997896949 race=Other 1.1581928160568133 -0.6022100267984667 race=Black -0.8064321357381032 -0.11967974529006757 sex 0.3108748070617181 -5.821428137769007 capital-gain 1.7337502359862411 -2.6516615515596604 capital-loss 1.2337679998198012 -2.912116052474096 hours-per-week -1.0407113599152773 -0.0324533219452673 native-country=United-States 0.9910437528282784 -3.934462863655977 native-country=Cambodia 1.1979224658128125 0.4489200078477 native-country=England -0.20911367312172174 0.14550287302930884 native-country=Puerto-Rico 1.7283790429269763 -2.099868037374304 native-country=Canada -0.3178322887112783 -0.6335193060251354 native-country=Germany 0.266370731486471 0.7125876739182424 native-country=Outlying-US(Guam-USVI-etc) -1.9350447637130341 2.8055162561185907 native-country=India 0.09094216887249873 2.8480430206685647 native-country=Japan -0.5348428300544859 2.006352641587118 native-country=Greece 4.370936608351036 -2.5692754744051767 native-country=South -0.2488586953594371 1.2199709818859734 native-country=China -0.11164553233408012 1.2400277753875375 native-country=Cuba 0.19247797913272505 -2.517221396167289 native-country=Iran -0.01798875402289777 0.78122880607198 native-country=Honduras 0.5400528696880839 -0.7554436202022685 native-country=Philippines -1.527568112677448 -0.8951733479349429 native-country=Italy -0.5986763676596616 1.3604160332160982 native-country=Poland 0.7757930052310178 -3.0780182295248597 native-country=Jamaica -2.6477704359250627 1.4076101976583217 native-country=Vietnam -2.095384246316551 1.4876098016753045 native-country=Mexico 0.06356531373192677 -1.4205786251730237 native-country=Portugal -2.1999491715318213 -1.2418065952036488 native-country=Ireland -0.35132671733861165 -0.7957696980645923 native-country=France -1.8024018966918267 -0.0605750480208612 native-country=Dominican-Republic 0.00604003443862122 0.7772556664872046 native-country=Laos 0.12165022673550135 0.892676032884302 native-country=Ecuador -0.23342322735606091 0.00938498253640995 native-country=Taiwan 0.3808268724848163 1.995801012788714 native-country=Haiti 0.811433282785416 2.876823309110442 native-country=Columbia -0.9786527017783663 0.17256718980491806 native-country=Hungary -0.1357943390718923 -1.4283309447828902 native-country=Guatemala 0.9184795027992758 1.5350092446223484 native-country=Nicaragua 0.03863663310179771 1.1205279935752235 native-country=Scotland 0.10769675754439026 1.4647724161203852 native-country=Thailand -0.8117581972937012 1.2657080911177103 native-country=Yugoslavia 1.035358584277993 -0.31014600672112275 native-country=El-Salvador -0.08379201664767014 0.8008381852908373 native-country=Trinadad&Tobago 0.8230080113228219 0.3312313526895243 native-country=Peru 0.2646512738821789 0.4543410657029873 native-country=Hong 0.5344447303488534 0.5982052788094883 native-country=Holand-Netherlands Hidden Weights: -5.016552056606137 5.016552056606137 -4.30385634730536 4.303856347305361 >50K <=50K Error sum for iteration 4700 = 731.7777381224136 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.559647992890433 0.5936216063916167 age 0.042628186320203626 0.45228172075013645 workclass=Private -1.536050064386985 1.3889759176538512 workclass=Self-emp-not-inc -1.9323151110815724 0.11189569542025327 workclass=Self-emp-inc 0.6092129391550225 -0.26658987956472374 workclass=Federal-gov 0.436589451521227 0.8228283869394253 workclass=Local-gov 1.038454285538922 0.4219647533723815 workclass=State-gov -0.6987643512208974 -0.40845158545261306 workclass=Without-pay 0.03337836725502986 0.430675151077746 workclass=Never-worked -0.1583917540823667 -0.09553499130224309 fnlwgt -0.3414127741043222 -0.027573654344577144 education=Bachelors -0.05435997778143059 0.31317929778005343 education=Some-college -1.1622396128386427 1.1921355106312188 education=11th -0.13224383873870582 0.17939436779530837 education=HS-grad 0.7882286627087226 -0.8624766153120385 education=Prof-school 0.09387655583661339 -0.20367233916998154 education=Assoc-acdm 0.15257440465489736 0.07121174264501419 education=Assoc-voc -0.21384777774011557 0.5790996437025093 education=9th -1.5174571527275784 0.5739574942381193 education=7th-8th -1.0232975058204334 3.0393363653402083 education=12th -0.1994158302715361 -0.18823313569075154 education=Masters 0.11296822952515617 3.4543356989618665 education=1st-4th -1.3168942396172496 0.9479660873615632 education=10th 1.738425870546769 -1.7386203398415114 education=Doctorate 1.4458161228968982 -1.4112767155049004 education=5th-6th -0.7912779350550345 1.3039146797289654 education=Preschool 0.7001010811053351 -2.2989491558555843 education-num -1.37796452944769 -2.126380330866592 marital-status=Married-civ-spouse -0.39831199782345506 1.078441209294146 marital-status=Divorced -0.6417097662918948 1.0997779218135229 marital-status=Never-married 0.8134611492378485 0.09414455780738505 marital-status=Separated 1.6124088017371643 0.16544890400577075 marital-status=Widowed -0.8342639382740846 2.1551932949453634 marital-status=Married-spouse-absent -0.6614155959050096 0.40944771872172114 marital-status=Married-AF-spouse -0.4162322336349675 -0.44796933202469436 occupation=Tech-support 1.6250938986713912 -0.4814520053249683 occupation=Craft-repair -0.9856205577053742 0.9913019712550408 occupation=Other-service 0.49798470236497244 -0.24364866894715595 occupation=Sales 0.2348491177600233 -0.7918260969734773 occupation=Exec-managerial -0.9587248374959214 -0.002306114574089693 occupation=Prof-specialty -0.476009851996941 0.7724668666418287 occupation=Handlers-cleaners 1.2099160081821456 0.08182498034824162 occupation=Machine-op-inspct 0.3901955620030583 0.24715895236965976 occupation=Adm-clerical -0.4947316304270056 1.561516969144776 occupation=Farming-fishing 0.7305960027058788 0.2133295179862434 occupation=Transport-moving 0.2980163869723128 1.1681638505118261 occupation=Priv-house-serv -0.5060453096736842 -0.3045789392617129 occupation=Protective-serv -0.44190348060151347 0.6171597515668337 occupation=Armed-Forces 2.352111149197328 -0.9475940808254552 relationship=Wife -1.9173981582907949 1.8512222881731464 relationship=Own-child 1.8039746164873902 0.4921413217575205 relationship=Husband 0.7420729868585496 -0.6262915081215452 relationship=Not-in-family -0.6875968511287471 0.683796120475085 relationship=Other-relative -0.9324952698464901 0.17168947485659022 relationship=Unmarried 0.5111720104889232 -0.5793134319601019 race=White 0.3025121756818507 -0.9353789839755723 race=Asian-Pac-Islander -1.8736340938290554 0.9159281405017942 race=Amer-Indian-Eskimo -1.2499077199667095 3.743858005284881 race=Other 1.1710358598955914 -0.6046905073991191 race=Black -0.8068279349569578 -0.11977816588208388 sex 0.30683714345474 -5.8276151137170755 capital-gain 1.7444726871908878 -2.6555411210468876 capital-loss 1.2415627808063798 -2.9141933401924067 hours-per-week -1.0375720954503151 -0.03253874092018255 native-country=United-States 1.007884495321978 -3.961302011455011 native-country=Cambodia 1.2308129760420492 0.4444220456770175 native-country=England -0.19462048684840116 0.14522344976135218 native-country=Puerto-Rico 1.7390536849548508 -2.10170621355494 native-country=Canada -0.3186230799296704 -0.6315748523399791 native-country=Germany 0.26584577167238843 0.7150910901776272 native-country=Outlying-US(Guam-USVI-etc) -1.956181987517025 2.814382941323426 native-country=India 0.07998573899647957 2.8610336306165283 native-country=Japan -0.5373847108410256 2.011614613463921 native-country=Greece 4.412231444199363 -2.605677102019809 native-country=South -0.3263207511228561 1.2455437629683883 native-country=China -0.09322477402642615 1.2415291993812256 native-country=Cuba 0.22890061978221996 -2.52967123328918 native-country=Iran -0.018670977683311718 0.7948513086080362 native-country=Honduras 0.5507782341262223 -0.7558362770964105 native-country=Philippines -1.5373224335898952 -0.8987281285070278 native-country=Italy -0.607637758618613 1.3664946044854853 native-country=Poland 0.7678088667266434 -3.0828832964163237 native-country=Jamaica -2.685774167475415 1.405149450655087 native-country=Vietnam -2.101778235999441 1.4905300731055173 native-country=Mexico 0.07844661062995058 -1.4457454770015603 native-country=Portugal -2.219843948122298 -1.2364433535193389 native-country=Ireland -0.35131457786704406 -0.7977835113071093 native-country=France -1.813476806301902 -0.06303692959126946 native-country=Dominican-Republic 0.00866611428560622 0.7798044685531307 native-country=Laos 0.11840757204075958 0.9012144743397866 native-country=Ecuador -0.22416707355428947 0.009965352529416905 native-country=Taiwan 0.38400424198122624 2.007506867156838 native-country=Haiti 0.8089967812774899 2.8808330329567453 native-country=Columbia -0.97855311084949 0.1729235287757316 native-country=Hungary -0.1373640915496848 -1.4379666281528316 native-country=Guatemala 0.912278330891537 1.5459212126841293 native-country=Nicaragua 0.038879280290205355 1.1226052636050463 native-country=Scotland 0.09977491422873186 1.4665464128374466 native-country=Thailand -0.8115570496796725 1.274826156103 native-country=Yugoslavia 1.0409230561252432 -0.3096249385678 native-country=El-Salvador -0.07914451612341761 0.8093694019184948 native-country=Trinadad&Tobago 0.8421803856096813 0.33451269761679625 native-country=Peru 0.262183668468129 0.4538080216303427 native-country=Hong 0.5345443212777297 0.5985616177802717 native-country=Holand-Netherlands Hidden Weights: -5.056309134763439 5.0563091347634375 -4.302855189393876 4.302855189393876 >50K <=50K Error sum for iteration 4800 = 731.147228825944 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.610254507467188 0.5887020254530502 age 0.03472215452140144 0.4547151550333337 workclass=Private -1.539060239537374 1.3896189137474448 workclass=Self-emp-not-inc -1.923580752956611 0.11117870904440295 workclass=Self-emp-inc 0.6080684296292572 -0.2654610689005881 workclass=Federal-gov 0.4352106882386499 0.8245683747642074 workclass=Local-gov 1.0444835558394887 0.4210018123026086 workclass=State-gov -0.6986656024210947 -0.4075986350328921 workclass=Without-pay 0.033473227086200805 0.4310163678670476 workclass=Never-worked -0.18345196494368995 -0.0882946448985054 fnlwgt -0.35530006194389174 -0.025602049874827632 education=Bachelors -0.05447038030444132 0.31082020144859646 education=Some-college -1.1808139995739246 1.191171146886108 education=11th -0.13835698854934977 0.17812406190974878 education=HS-grad 0.7911045282539958 -0.8594602897978443 education=Prof-school 0.0993883156559442 -0.20819158224307494 education=Assoc-acdm 0.15799757954367147 0.06803781998563849 education=Assoc-voc -0.1869279714385427 0.5685223636302948 education=9th -1.5377775200611141 0.5697995663316693 education=7th-8th -1.0578774035425111 3.0627285634568806 education=12th -0.20288706186794658 -0.1879068129508055 education=Masters 0.11579075438260583 3.473902540122469 education=1st-4th -1.3172114949261025 0.9426917649677593 education=10th 1.756369220679141 -1.7429793101679878 education=Doctorate 1.4857129792429777 -1.4242025568234182 education=5th-6th -0.7930206581281344 1.3134118643837664 education=Preschool 0.6914286775216355 -2.3037609429992685 education-num -1.3912978332178805 -2.128972157564801 marital-status=Married-civ-spouse -0.38972533379569174 1.0781816553451544 marital-status=Divorced -0.6470674946820267 1.1023409611333936 marital-status=Never-married 0.8127171836733873 0.09596284334734304 marital-status=Separated 1.620563733769912 0.16703934052746633 marital-status=Widowed -0.82359758775311 2.161590697346335 marital-status=Married-spouse-absent -0.6679656472940707 0.4050481874261435 marital-status=Married-AF-spouse -0.41926378082322213 -0.44785388404921833 occupation=Tech-support 1.6272933761194155 -0.48087171704754283 occupation=Craft-repair -0.9740671154523179 0.9860510214690285 occupation=Other-service 0.4967198721724718 -0.24274328688909586 occupation=Sales 0.24253627631602384 -0.7934735239572822 occupation=Exec-managerial -0.9582275485731829 -0.004170713803851638 occupation=Prof-specialty -0.4725288192140325 0.7712251781240156 occupation=Handlers-cleaners 1.2079197080012507 0.08396733108071676 occupation=Machine-op-inspct 0.3880214129885223 0.24786317337013045 occupation=Adm-clerical -0.4967468541205195 1.561956903837809 occupation=Farming-fishing 0.727164365817175 0.2143012718374859 occupation=Transport-moving 0.2909246228467517 1.1780647560355393 occupation=Priv-house-serv -0.5108145784522223 -0.3053509158240033 occupation=Protective-serv -0.43946024421594526 0.6196828778997621 occupation=Armed-Forces 2.35186021779942 -0.9398325569346047 relationship=Wife -1.923448276697059 1.8493969890028024 relationship=Own-child 1.8125258371939865 0.49452290067698446 relationship=Husband 0.7406054452554662 -0.6273232874241566 relationship=Not-in-family -0.6804588017509864 0.6819432234083483 relationship=Other-relative -0.9390879108872195 0.17103338263646775 relationship=Unmarried 0.5173787898725278 -0.5815162553597344 race=White 0.3035415628024735 -0.9348190199928723 race=Asian-Pac-Islander -1.8860029083180274 0.911654331028238 race=Amer-Indian-Eskimo -1.2557044551987122 3.756641209021377 race=Other 1.183198420917701 -0.6071212239839743 race=Black -0.807064632968466 -0.119899542320228 sex 0.3029702405642482 -5.833463085159319 capital-gain 1.7558390272360014 -2.659456496703341 capital-loss 1.2484035288816528 -2.9158665466468054 hours-per-week -1.0341186341487256 -0.032638228106395745 native-country=United-States 1.0241484443996207 -3.987488029286749 native-country=Cambodia 1.2629083752766437 0.43990004627469115 native-country=England -0.1799628075298601 0.14485773212835076 native-country=Puerto-Rico 1.7488242329056296 -2.1028683178269483 native-country=Canada -0.3187817815368077 -0.6297342926063689 native-country=Germany 0.2654253059654218 0.7177106123786304 native-country=Outlying-US(Guam-USVI-etc) -1.9765681583053938 2.8231143615616494 native-country=India 0.06920415353175771 2.8737320496969385 native-country=Japan -0.5399384438048712 2.0165542960319063 native-country=Greece 4.451328958574486 -2.6414416771328377 native-country=South -0.4023479400788064 1.2701086423436956 native-country=China -0.07481081548600388 1.2426043878879636 native-country=Cuba 0.26439360675188966 -2.5420505390035144 native-country=Iran -0.019059172243107315 0.8083385332188731 native-country=Honduras 0.560865879468671 -0.756018843189175 native-country=Philippines -1.5468450872316681 -0.9019843680674919 native-country=Italy -0.6161479446308212 1.3721951792155287 native-country=Poland 0.760005080916908 -3.0870707708704646 native-country=Jamaica -2.722952004362806 1.402763004565475 native-country=Vietnam -2.1077737885424708 1.493236185925367 native-country=Mexico 0.09302654264510685 -1.4704478534581797 native-country=Portugal -2.2389381372819335 -1.231222034904885 native-country=Ireland -0.3512899022850959 -0.799776039062115 native-country=France -1.824253012393998 -0.06542683034610382 native-country=Dominican-Republic 0.011330394197695229 0.782420967977603 native-country=Laos 0.11511799525089286 0.9096385738981805 native-country=Ecuador -0.21505614651560612 0.009868898837695322 native-country=Taiwan 0.3870376205820371 2.0190188714480017 native-country=Haiti 0.8064808909640572 2.884863138323591 native-country=Columbia -0.9784582510182948 0.1732647455650473 native-country=Hungary -0.13904258121418325 -1.4475378985276326 native-country=Guatemala 0.906065262676385 1.5566585391256147 native-country=Nicaragua 0.03911609182901916 1.124669189556468 native-country=Scotland 0.09184374691586654 1.4682909285345636 native-country=Thailand -0.811362858161665 1.2838522777472405 native-country=Yugoslavia 1.0464158740925373 -0.30918137262906703 native-country=El-Salvador -0.07452330614777776 0.8179208715823575 native-country=Trinadad&Tobago 0.860984708275451 0.3375905252423988 native-country=Peru 0.25977103409685315 0.45327730902972435 native-country=Hong 0.5346391811089249 0.5989028345696035 native-country=Holand-Netherlands Hidden Weights: -5.095833326564579 5.09583332656458 -4.302089336899003 4.302089336899003 >50K <=50K Error sum for iteration 4900 = 730.554153813477 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.659819710355674 0.5841620229677142 age 0.027089331442019183 0.457024913411251 workclass=Private -1.5414723606601815 1.3901377039019864 workclass=Self-emp-not-inc -1.9152413441478395 0.11047891720586973 workclass=Self-emp-inc 0.6071231752248422 -0.26441438193831185 workclass=Federal-gov 0.4339842419067736 0.8261972112858069 workclass=Local-gov 1.0495878453413832 0.42027529359767085 workclass=State-gov -0.6985739120174979 -0.40675894542734337 workclass=Without-pay 0.03356114333789861 0.4313441979389402 workclass=Never-worked -0.20787578924643035 -0.0812542208389966 fnlwgt -0.3683214078707705 -0.02381372004748194 education=Bachelors -0.054514994048652204 0.30849449643188565 education=Some-college -1.1988016176566612 1.1901939357568414 education=11th -0.14435919407589362 0.17685939411745394 education=HS-grad 0.7923967791297296 -0.8561583616829209 education=Prof-school 0.10431298912180101 -0.2123686539024714 education=Assoc-acdm 0.16297540291636173 0.06505076982029835 education=Assoc-voc -0.16052309324838768 0.5581179098674637 education=9th -1.5579998761289975 0.5657281799380455 education=7th-8th -1.0919255648776367 3.085445534661712 education=12th -0.20599189350922792 -0.18763123284694186 education=Masters 0.11834349754399304 3.4928746452703776 education=1st-4th -1.3176274916856954 0.9375223242355064 education=10th 1.775561369356978 -1.7476322459664284 education=Doctorate 1.525085894281759 -1.4367204553437178 education=5th-6th -0.7947809717853291 1.3227726926809793 education=Preschool 0.6831632270559627 -2.3084524080071436 education-num -1.403710248669081 -2.131634784006402 marital-status=Married-civ-spouse -0.3817952340207919 1.0780400927026548 marital-status=Divorced -0.6525873667013316 1.1049361129821902 marital-status=Never-married 0.8119817889988579 0.09779129572065406 marital-status=Separated 1.6284858647478526 0.16862231661187427 marital-status=Widowed -0.8129351774244243 2.167646229229127 marital-status=Married-spouse-absent -0.6744938624550667 0.40070771539954575 marital-status=Married-AF-spouse -0.4221152983915415 -0.4477706974458084 occupation=Tech-support 1.629484237887135 -0.48033503573361913 occupation=Craft-repair -0.9630974502603837 0.9810418855051531 occupation=Other-service 0.49503956399198473 -0.24179592240736572 occupation=Sales 0.24976683385587758 -0.7949822390136108 occupation=Exec-managerial -0.9575862475117674 -0.005989113674108135 occupation=Prof-specialty -0.4693209108732107 0.7700910262513301 occupation=Handlers-cleaners 1.2064850155949054 0.08583121855342081 occupation=Machine-op-inspct 0.38604603761308326 0.24848159743753537 occupation=Adm-clerical -0.49860754373768934 1.5622927789036773 occupation=Farming-fishing 0.7241429606113345 0.2151210754486948 occupation=Transport-moving 0.2838204469047748 1.1878642263888006 occupation=Priv-house-serv -0.5155159475160606 -0.30605900217765203 occupation=Protective-serv -0.43713684722065155 0.6220689356286586 occupation=Armed-Forces 2.3516199712822314 -0.9323553041159447 relationship=Wife -1.9290546087508584 1.847695250185477 relationship=Own-child 1.8204999176262275 0.4969512035672861 relationship=Husband 0.7393172634058752 -0.6284463046146632 relationship=Not-in-family -0.6736593624529406 0.6801898847764507 relationship=Other-relative -0.9454958426733663 0.17029554257378185 relationship=Unmarried 0.5230165963292568 -0.5835871983820782 race=White 0.30520513343026257 -0.9345387557083552 race=Asian-Pac-Islander -1.898135069350026 0.9075871627027304 race=Amer-Indian-Eskimo -1.2612408461271327 3.769140435251123 race=Other 1.1947085070657875 -0.6095008122156036 race=Black -0.8071347332572473 -0.12005221401947867 sex 0.29936553139836386 -5.838998163196511 capital-gain 1.7677358035157613 -2.663398374432794 capital-loss 1.2544066186766827 -2.9171867483572034 hours-per-week -1.0303682350416803 -0.03275749506624702 native-country=United-States 1.0398420132910384 -4.013020947103253 native-country=Cambodia 1.2941989079552694 0.43538674268575706 native-country=England -0.16515910358906857 0.14440705201598364 native-country=Puerto-Rico 1.757802424112368 -2.1033701107812512 native-country=Canada -0.3182906336957384 -0.6280341379349629 native-country=Germany 0.2651011228331449 0.7204437991699021 native-country=Outlying-US(Guam-USVI-etc) -1.9962640588039597 2.8317441976180753 native-country=India 0.058587134003418445 2.886155713857556 native-country=Japan -0.5425061893040013 2.0211752522378474 native-country=Greece 4.488267687853963 -2.6765614071469277 native-country=South -0.47668189995967 1.2935131639365267 native-country=China -0.05643011500982598 1.24327663314849 native-country=Cuba 0.29890484992768673 -2.554326152827585 native-country=Iran -0.01916552192472401 0.8216794967547532 native-country=Honduras 0.5703295343016942 -0.7560326871347741 native-country=Philippines -1.5561533383388308 -0.9049479565516494 native-country=Italy -0.6242550820874769 1.3775409046691829 native-country=Poland 0.7524710394924659 -3.0906400843245883 native-country=Jamaica -2.7593932289503047 1.4005003517233554 native-country=Vietnam -2.113405874322419 1.4957375595250442 native-country=Mexico 0.10732405753989091 -1.4946695361259872 native-country=Portugal -2.2572914815639833 -1.2261392888160485 native-country=Ireland -0.351256140251031 -0.8017468875105491 native-country=France -1.8347450980589861 -0.06773348900743821 native-country=Dominican-Republic 0.014013964294054411 0.7850889885479422 native-country=Laos 0.11178204346048223 0.9179521807278378 native-country=Ecuador -0.2061692392737505 0.009229935499648354 native-country=Taiwan 0.38992910995142255 2.030346480653674 native-country=Haiti 0.8038895996067326 2.888918037662762 native-country=Columbia -0.9783703347665879 0.17359257563694042 native-country=Hungary -0.14083743187641654 -1.4570402885099742 native-country=Guatemala 0.8998426404970018 1.567228104089702 native-country=Nicaragua 0.039344748720405394 1.1267208888247247 native-country=Scotland 0.08390256842979657 1.470023692413077 native-country=Thailand -0.8111774950240989 1.2927867751619522 native-country=Yugoslavia 1.0518252914947919 -0.3088266078342542 native-country=El-Salvador -0.06993707752588926 0.826485923126742 native-country=Trinadad&Tobago 0.8793739944851311 0.34046143572632526 native-country=Peru 0.25740825359656566 0.4527498077929121 native-country=Hong 0.5347270973606318 0.5992306646415 native-country=Holand-Netherlands Hidden Weights: -5.1349331385604815 5.1349331385604815 -4.301517424720046 4.301517424720046 >50K <=50K Error sum for iteration 5000 = 729.9961866443481 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.708326451225158 0.5799736565255823 age 0.019669837301927662 0.45922848519724846 workclass=Private -1.543300333959666 1.3905509775538474 workclass=Self-emp-not-inc -1.907307113672327 0.10980458442610364 workclass=Self-emp-inc 0.6063955535416361 -0.26346232803661856 workclass=Federal-gov 0.4328997282779431 0.8277199627734815 workclass=Local-gov 1.0538200081160323 0.41976935125316384 workclass=State-gov -0.6984909313239682 -0.4059311024693971 workclass=Without-pay 0.03364046141736583 0.43166014584966217 workclass=Never-worked -0.23171719208598254 -0.07441728620226454 fnlwgt -0.3804830454687478 -0.022203034234147198 education=Bachelors -0.05445743404636163 0.3061965753116508 education=Some-college -1.2162316477150321 1.1892171951126076 education=11th 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occupation=Transport-moving 0.2767043351529923 1.1975645092152187 occupation=Priv-house-serv -0.5201983050628082 -0.30669043066377566 occupation=Protective-serv -0.4349294451304808 0.6243271374279157 occupation=Armed-Forces 2.3514258094578246 -0.9251819031041604 relationship=Wife -1.9342751110025136 1.8461305910820855 relationship=Own-child 1.8279193100079874 0.4994094301935257 relationship=Husband 0.7382366355155792 -0.6296520232182165 relationship=Not-in-family -0.6672169175496698 0.6785536573443368 relationship=Other-relative -0.9517519348792791 0.16949379082502442 relationship=Unmarried 0.5281767594434986 -0.5855543666039018 race=White 0.3073979900883366 -0.934491983576017 race=Asian-Pac-Islander -1.910047185249237 0.9037170165742404 race=Amer-Indian-Eskimo -1.2665388201819405 3.7813650769792884 race=Other 1.2055967122807376 -0.6118275888862071 race=Black -0.8070325507980972 -0.12024244209629076 sex 0.296096936682556 -5.8442454533272095 capital-gain 1.7800377497291706 -2.6673483025586897 capital-loss 1.2596776835345922 -2.9182027011264857 hours-per-week -1.0263443546962137 -0.03289919726067816 native-country=United-States 1.0549776090984773 -4.0379038242303364 native-country=Cambodia 1.3246824515690467 0.4309120560928773 native-country=England -0.15022725222612754 0.14387222552569084 native-country=Puerto-Rico 1.7660985240912308 -2.103248642486313 native-country=Canada -0.3171471768379062 -0.6265045608711642 native-country=Germany 0.2648654261431246 0.7232876134884 native-country=Outlying-US(Guam-USVI-etc) -2.015321769612278 2.8402876970591673 native-country=India 0.048126397593556816 2.898319079491181 native-country=Japan -0.5450893432907854 2.0254832645721232 native-country=Greece 4.5231212414329605 -2.71102788003577 native-country=South -0.5491658597354805 1.3156707272684018 native-country=China -0.03809957927986853 1.2435738920759905 native-country=Cuba 0.332393051037102 -2.566468892144495 native-country=Iran -0.01900220676894969 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0.17390852354766137 native-country=Hungary -0.14275420768807484 -1.4664686339077206 native-country=Guatemala 0.8936133744766845 1.5776362887753155 native-country=Nicaragua 0.03956349226810611 1.1287612564465164 native-country=Scotland 0.07595129856909925 1.4717515577213396 native-country=Thailand -0.8110022848704909 1.3016299770100468 native-country=Yugoslavia 1.0571431394785435 -0.30856504870809276 native-country=El-Salvador -0.06539328351587682 0.8350579939539172 native-country=Trinadad&Tobago 0.8973181855081733 0.34312841536633387 native-country=Peru 0.2550912617397008 0.4522263076678204 native-country=Hong 0.5348064154400741 0.5995466125522567 native-country=Holand-Netherlands Hidden Weights: -5.173454575120521 5.173454575120522 -4.301102290156978 4.301102290156977 >50K <=50K Error sum for iteration 5100 = 729.4687412105287 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.755760210974401 0.5761069332048895 age 0.01242258068799651 0.461339332166092 workclass=Private -1.5445790493204299 1.3908759052877848 workclass=Self-emp-not-inc -1.8997773388892718 0.10916138462944959 workclass=Self-emp-inc 0.6058956745730489 -0.2626125486819285 workclass=Federal-gov 0.4319427177452444 0.8291440060570167 workclass=Local-gov 1.0572440064147548 0.4194658874066231 workclass=State-gov -0.6984177724388995 -0.40511392633127374 workclass=Without-pay 0.033710066116753944 0.43196548650537936 workclass=Never-worked -0.2550195331496138 -0.06778415725687681 fnlwgt -0.3918088872937834 -0.020761767749123274 education=Bachelors -0.054274288880538556 0.30392279888750645 education=Some-college -1.2331315412528374 1.1882493076368188 education=11th -0.15587511778839397 0.17432682116697695 education=HS-grad 0.7910432419834903 -0.8489498131703531 education=Prof-school 0.11265897024544606 -0.21979691982889962 education=Assoc-acdm 0.17178338890992137 0.05958066636207077 education=Assoc-voc -0.10952512014372288 0.5378493450639573 education=9th -1.5981204023486215 0.5578551051852161 education=7th-8th -1.1584193527539777 3.1288802050469573 education=12th -0.2110161841441161 -0.18725051383424213 education=Masters 0.12268054595923043 3.5291432037559374 education=1st-4th -1.3187267147208894 0.9275262453724773 education=10th 1.8162468721458391 -1.7574483192079562 education=Doctorate 1.6022446206032104 -1.4605899189758704 education=5th-6th -0.7983560563638181 1.3411096928742792 education=Preschool 0.66776178817454 -2.3175074373052817 education-num -1.4259358324556368 -2.1370780545931867 marital-status=Married-civ-spouse -0.36787177913685704 1.078114530445243 marital-status=Divorced -0.6638481567999052 1.1101455460625798 marital-status=Never-married 0.8104639831983873 0.10148051738300783 marital-status=Separated 1.6435674222610328 0.17175583423725227 marital-status=Widowed -0.791723774423362 2.1788025485156757 marital-status=Married-spouse-absent -0.6874722564848168 0.39220738508597075 marital-status=Married-AF-spouse -0.4271870378273529 -0.44773581218133607 occupation=Tech-support 1.6339060366668114 -0.4794078485953633 occupation=Craft-repair -0.9428243743549545 0.9717141377643407 occupation=Other-service 0.4907410929632855 -0.23984574690625599 occupation=Sales 0.2629050928118372 -0.797625021883186 occupation=Exec-managerial -0.9560559123091632 -0.009457925041245272 occupation=Prof-specialty -0.46362040525220455 0.7680894330901347 occupation=Handlers-cleaners 1.2053294790393683 0.08875630505969256 occupation=Machine-op-inspct 0.3825007481432896 0.24953677888658132 occupation=Adm-clerical -0.5019717599746519 1.5627235102728827 occupation=Farming-fishing 0.7191068871849776 0.21638807581862243 occupation=Transport-moving 0.2695774887768147 1.207167225831817 occupation=Priv-house-serv -0.5248916512854582 -0.3072393258095628 occupation=Protective-serv -0.4328345324998935 0.6264652958200019 occupation=Armed-Forces 2.3513011483672206 -0.9183225294846058 relationship=Wife -1.939160487989563 1.8447129439174357 relationship=Own-child 1.8348098933895136 0.5018825798576145 relationship=Husband 0.7373855044960113 -0.6309325835776037 relationship=Not-in-family -0.6611421320240756 0.6770443520729329 relationship=Other-relative -0.9578816688976761 0.16864354951705707 relationship=Unmarried 0.5329289607231215 -0.5874374577769549 race=White 0.31003970908545514 -0.9346433505272738 race=Asian-Pac-Islander -1.9217526816522759 0.9000331722960687 race=Amer-Indian-Eskimo -1.2716183313073113 3.7933241671095437 race=Other 1.2158926606245593 -0.6140989480895085 race=Black -0.8067552226152397 -0.12047446507605716 sex 0.2932197382869705 -5.8492289877248735 capital-gain 1.7926206864428018 -2.6712836843482095 capital-loss 1.2643093121673794 -2.9189582064313595 hours-per-week -1.0220740996101538 -0.03306423301512664 native-country=United-States 1.0695716102650146 -4.062142896808891 native-country=Cambodia 1.354363364720195 0.42650119041687956 native-country=England -0.1351839820926297 0.143253710606553 native-country=Puerto-Rico 1.7738154451575219 -2.1025548734418473 native-country=Canada -0.3153620884662396 -0.6251686132454417 native-country=Germany 0.26471094021125324 0.7262385386290541 native-country=Outlying-US(Guam-USVI-etc) -2.03378638356912 2.8487467671807396 native-country=India 0.03781514123633901 2.910234410691108 native-country=Japan -0.5476885824653354 2.02948646882582 native-country=Greece 4.555983035254502 -2.744834548282935 native-country=South -0.6197046698939034 1.3365459178741117 native-country=China -0.019829362543270335 1.243525913791249 native-country=Cuba 0.3648278187451799 -2.578452811928799 native-country=Iran -0.018582062937115434 0.8478906921174246 native-country=Honduras 0.5874482749203346 -0.7556791932011467 native-country=Philippines -1.574187628297413 -0.9100536985481524 native-country=Italy -0.6394267474508198 1.3872627548064183 native-country=Poland 0.7384816119620823 -3.0961915652859413 native-country=Jamaica -2.830365979324711 1.39645801573755 native-country=Vietnam -2.123668637125812 1.5001681563668199 native-country=Mexico 0.13511815802536595 -1.5416296391333575 native-country=Portugal -2.291994448584825 -1.2163865400325946 native-country=Ireland -0.35117223244035844 -0.8056244302936496 native-country=France -1.8549371785720083 -0.07206995288714743 native-country=Dominican-Republic 0.019383734661377636 0.7905316364275489 native-country=Laos 0.10497588550691313 0.9342612857505993 native-country=Ecuador -0.1892671731599811 0.00679063498767673 native-country=Taiwan 0.39530313461729716 2.052489961189497 native-country=Haiti 0.7984945085971534 2.8971126033930923 native-country=Columbia -0.9782214119877403 0.17421386420339452 native-country=Hungary -0.14479670178419596 -1.4758175412330272 native-country=Guatemala 0.8873808334881274 1.587889051913307 native-country=Nicaragua 0.03977110868186735 1.1307909741183226 native-country=Scotland 0.06799043902525098 1.4734750570722586 native-country=Thailand -0.8108380260226092 1.3103822319143563 native-country=Yugoslavia 1.062364652497761 -0.3083959725562006 native-country=El-Salvador -0.06089818202813601 0.8436306855230794 native-country=Trinadad&Tobago 0.9148006406149213 0.34559896902677417 native-country=Peru 0.2528169400319023 0.45170748505129676 native-country=Hong 0.5348760201394794 0.5998519532079792 native-country=Holand-Netherlands Hidden Weights: -5.21127709735291 5.211277097352911 -4.300812332163997 4.300812332163999 >50K <=50K Error sum for iteration 5200 = 728.9687318607688 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.802110440519447 0.5725315483422638 age 0.0053210097425918 0.46336773926418967 workclass=Private -1.545358266378381 1.3911279891098463 workclass=Self-emp-not-inc -1.8926427985706986 0.10855297640349834 workclass=Self-emp-inc 0.6056265013894905 -0.2618684565112126 workclass=Federal-gov 0.4310977182435682 0.830477711020491 workclass=Local-gov 1.0599305880296264 0.4193456175212448 workclass=State-gov -0.6983550658511058 -0.40430644137162053 workclass=Without-pay 0.03376932397226251 0.43226129283224024 workclass=Never-worked -0.2778148086703893 -0.061353610764431285 fnlwgt -0.40233534045157454 -0.019479808009814276 education=Bachelors -0.0539530627885422 0.3016711654960679 education=Some-college -1.2495262740281134 1.1872947306071655 education=11th -0.16134027306196436 0.1730533709346555 education=HS-grad 0.7888060211452763 -0.8451625045594322 education=Prof-school 0.11620229550572049 -0.22310084834221378 education=Assoc-acdm 0.1756956545847421 0.05707152521120787 education=Assoc-voc -0.08504099864778827 0.5280000839056971 education=9th -1.6179965423251026 0.5540548941304684 education=7th-8th -1.190863015361303 3.1496172345180486 education=12th -0.2129416358475203 -0.1871463910773277 education=Masters 0.1244889081473211 3.546495325825941 education=1st-4th -1.3193934829111669 0.9227060818218286 education=10th 1.837150565735416 -1.7624485257858862 education=Doctorate 1.6400433681813762 -1.4719772649675047 education=5th-6th -0.8001700251882526 1.350096420720978 education=Preschool 0.6605845760827248 -2.3218854421140684 education-num -1.4358366350442582 -2.139822622410771 marital-status=Married-civ-spouse -0.3618424702013068 1.078326680098434 marital-status=Divorced -0.6694922041504664 1.1127306003324873 marital-status=Never-married 0.8096620586116555 0.10333651539973969 marital-status=Separated 1.6507000162927927 0.17330197935229055 marital-status=Widowed -0.7812087331411112 2.183942629696881 marital-status=Married-spouse-absent -0.6939135583759172 0.38804961957035516 marital-status=Married-AF-spouse -0.42937521601530165 -0.447795779049045 occupation=Tech-support 1.6361511812854126 -0.4790175571692757 occupation=Craft-repair -0.9334762393484336 0.9673776279319221 occupation=Other-service 0.48826436234573833 -0.2388727877008794 occupation=Sales 0.2688522198930557 -0.7987807098720862 occupation=Exec-managerial -0.9552341350536275 -0.011101046979303213 occupation=Prof-specialty -0.46108068207797365 0.7671967959150967 occupation=Handlers-cleaners 1.2055727558123215 0.08984931832020356 occupation=Machine-op-inspct 0.38086167288930256 0.2500019054765085 occupation=Adm-clerical -0.5035225994753498 1.5628474148923999 occupation=Farming-fishing 0.7169905827953621 0.2168726642483686 occupation=Transport-moving 0.26244165886298815 1.2166735512942843 occupation=Priv-house-serv -0.5296119076054393 -0.3077046645762319 occupation=Protective-serv -0.4308488294041688 0.6284900885856153 occupation=Armed-Forces 2.3512609756482368 -0.911779673440372 relationship=Wife -1.9437543089713063 1.8434488035964416 relationship=Own-child 1.8412000926507612 0.5043580052743301 relationship=Husband 0.7367790959517516 -0.6322808978127317 relationship=Not-in-family -0.6554402905853653 0.675666075065109 relationship=Other-relative -0.9639036973755517 0.1677572881957701 relationship=Unmarried 0.537325719546589 -0.5892496979890617 race=White 0.3130707321269475 -0.9349669371571118 race=Asian-Pac-Islander -1.9332624471315574 0.8965248416038355 race=Amer-Indian-Eskimo -1.276497512725403 3.8050264350452223 race=Other 1.2256241777784764 -0.6163115762419726 race=Black -0.8063033397948589 -0.12075066105470651 sex 0.29077131049167365 -5.853971532678912 capital-gain 1.8053681672345614 -2.6751810709288986 capital-loss 1.2683808298543349 -2.9194913632737842 hours-per-week -1.01758636850398 -0.03325262698121466 native-country=United-States 1.0836427301514007 -4.085747337790573 native-country=Cambodia 1.3832514151981596 0.4221740621731446 native-country=England -0.12004456202088319 0.1425516289730666 native-country=Puerto-Rico 1.7810462116242145 -2.1013476959318065 native-country=Canada -0.3129568109512349 -0.6240423430707327 native-country=Germany 0.26463095307568046 0.7292927126360318 native-country=Outlying-US(Guam-USVI-etc) -2.0516974389880076 2.857114493017827 native-country=India 0.027647621093342706 2.921912388449067 native-country=Japan -0.5503039522583495 2.0331951331870943 native-country=Greece 4.586955883535585 -2.7779777836619393 native-country=South -0.6882395543132183 1.356140863628903 native-country=China -0.0016249726201767187 1.243162274588978 native-country=Cuba 0.39618948084392025 -2.5902547393895885 native-country=Iran -0.0179188158740973 0.8607492474888887 native-country=Honduras 0.5951382873048947 -0.7553594863301238 native-country=Philippines -1.5829406551363732 -0.9122333632666426 native-country=Italy -0.6465618532745567 1.3916853589519804 native-country=Poland 0.7321185841398912 -3.098309666035964 native-country=Jamaica -2.8650241003306802 1.3947064180670767 native-country=Vietnam -2.1283285321758387 1.5021173086944166 native-country=Mexico 0.14862729663645474 -1.5643546524799021 native-country=Portugal -2.3084424756422743 -1.2117177915495887 native-country=Ireland -0.3511261159463849 -0.8075324791406029 native-country=France -1.8646664349492674 -0.07409295620689949 native-country=Dominican-Republic 0.022049894527222474 0.7932881169738726 native-country=Laos 0.10150925643450068 0.9422625643471598 native-country=Ecuador -0.18131378045321242 0.005182250797993801 native-country=Taiwan 0.3977966622464841 2.0633265437321766 native-country=Haiti 0.795696751989139 2.901254390770515 native-country=Columbia -0.9781621541322494 0.17450967053023667 native-country=Hungary -0.14696722665750198 -1.4850817139454686 native-country=Guatemala 0.8811487136429978 1.597991990521111 native-country=Nicaragua 0.039966873862204835 1.1328105444323797 native-country=Scotland 0.06002097999990341 1.475191669539006 native-country=Thailand -0.8106850512970031 1.3190439264457396 native-country=Yugoslavia 1.0674881309704345 -0.3083150734108651 native-country=El-Salvador -0.05645694003469445 0.8521978105403694 native-country=Trinadad&Tobago 0.9318151796315357 0.34788360689647474 native-country=Peru 0.2505829655799092 0.45119390521741165 native-country=Hong 0.5349352779949703 0.6001477595348034 native-country=Holand-Netherlands Hidden Weights: -5.248308625383078 5.248308625383075 -4.300621420592245 4.300621420592246 >50K <=50K Error sum for iteration 5300 = 728.4940769336591 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.847370650629266 0.569217914313348 age -0.001650819323711301 0.4653216055544363 workclass=Private -1.5456968873869252 1.3913210817064845 workclass=Self-emp-not-inc -1.8858880418205803 0.10798146992091824 workclass=Self-emp-inc 0.6055851065026812 -0.26123002915417426 workclass=Federal-gov 0.4303497859839573 0.8317296333055471 workclass=Local-gov 1.0619538183978972 0.41938888342236985 workclass=State-gov -0.6983030371205966 -0.4035078385835908 workclass=Without-pay 0.03381800654743606 0.432548470881282 workclass=Never-worked -0.3001243103630775 -0.05512399552744956 fnlwgt -0.4121070449677831 -0.01834585325589993 education=Bachelors -0.05348993926352141 0.29944095463546516 education=Some-college -1.2654381537907262 1.186355002688336 education=11th -0.16659322933777723 0.1717737013416267 education=HS-grad 0.7857869380814212 -0.8413235688941105 education=Prof-school 0.11939775532497261 -0.22616514915603667 education=Assoc-acdm 0.17932536020358333 0.054697723294575396 education=Assoc-voc -0.06129024193998006 0.518352658920401 education=9th -1.6377324335881218 0.5503442180231767 education=7th-8th -1.2227711368333534 3.1697176527634165 education=12th -0.2145017321743345 -0.1870964148949822 education=Masters 0.1260739389415044 3.5633619976360023 education=1st-4th -1.3201268642677721 0.9180049087504301 education=10th 1.8581211125246557 -1.7674220249740875 education=Doctorate 1.6773404468744522 -1.4830260966628384 education=5th-6th 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0.7663621098205404 occupation=Handlers-cleaners 1.2063184625887673 0.09072285766540732 occupation=Machine-op-inspct 0.3792801251991175 0.25043904749873697 occupation=Adm-clerical -0.5050135826444913 1.5629254018684928 occupation=Farming-fishing 0.7150862072531728 0.2172790261541891 occupation=Transport-moving 0.2552989845280963 1.2260843645122197 occupation=Priv-house-serv -0.5343650582499099 -0.30808864379339 occupation=Protective-serv -0.4289692009104205 0.6304072998588599 occupation=Armed-Forces 2.351314451246016 -0.9055499121388194 relationship=Wife -1.948093637206606 1.8423414795334754 relationship=Own-child 1.8471200013048097 0.5068255624286967 relationship=Husband 0.7364262737848314 -0.6336905702517285 relationship=Not-in-family -0.6501128884515827 0.6744189306160612 relationship=Other-relative -0.969830777306534 0.1668446033773101 relationship=Unmarried 0.5414068586562479 -0.590999682542037 race=White 0.3164472198568145 -0.9354440150246577 race=Asian-Pac-Islander -1.944585362246444 0.8931816870233581 race=Amer-Indian-Eskimo -1.2811928412759412 3.816480350827892 race=Other 1.2348176680815535 -0.6184619603862174 race=Black -0.8056811166973823 -0.12107176956412301 sex 0.2887728886166858 -5.858494396810333 capital-gain 1.8181744634152328 -2.6790181167917977 capital-loss 1.2719593314651298 -2.919834876582502 hours-per-week -1.0129105520501178 -0.03346403585481869 native-country=United-States 1.0972108005943357 -4.108728850306794 native-country=Cambodia 1.4113608088072889 0.41794549614273585 native-country=England -0.10482266295718919 0.14176573807160928 native-country=Puerto-Rico 1.7878732015453553 -2.0996894915997517 native-country=Canada -0.30996124491812527 -0.6231354129788779 native-country=Germany 0.2646193168223802 0.7324460554642335 native-country=Outlying-US(Guam-USVI-etc) -2.0690900326662587 2.8653787639171204 native-country=India 0.01761883447446673 2.9333625500243046 native-country=Japan -0.5529349731613113 2.0366212674772 native-country=Greece 4.61614550212966 -2.810457074723732 native-country=South -0.7547333363808025 1.3744839034773932 native-country=China 0.01651120994255254 1.2425111561662199 native-country=Cuba 0.42646860415307314 -2.601854054284497 native-country=Iran -0.01702705928763774 0.8734374406285959 native-country=Honduras 0.6022734691737688 -0.7549689714759178 native-country=Philippines -1.5915335967514617 -0.9141918525813242 native-country=Italy -0.6534358418064018 1.3958448744234224 native-country=Poland 0.7262137942036161 -3.1000753838120216 native-country=Jamaica -2.899201804148739 1.3931420948426485 native-country=Vietnam -2.132688167034656 1.5039002506865367 native-country=Mexico 0.1618817887851543 -1.5865698262721848 native-country=Portugal -2.3243464447904394 -1.2071889848856705 native-country=Ireland -0.3510790901187846 -0.8094213585770068 native-country=France -1.874169370754025 -0.07601813628877828 native-country=Dominican-Republic 0.02469372681966371 0.7960584581504576 native-country=Laos 0.09800322221252647 0.9501650209662043 native-country=Ecuador -0.17371667394865792 0.003415830712023612 native-country=Taiwan 0.40016950565247933 2.0740194491854442 native-country=Haiti 0.7928358125889046 2.905425620870903 native-country=Columbia -0.9781134715570498 0.17479684857926922 native-country=Hungary -0.14926689887200245 -1.4942561812634187 native-country=Guatemala 0.8749209057730831 1.6079503855859618 native-country=Nicaragua 0.040150478391268694 1.134820331168491 native-country=Scotland 0.05204428088957679 1.4768979233362258 native-country=Thailand -0.8105433075157015 1.3276155013304412 native-country=Yugoslavia 1.072514519523723 -0.30831571833018634 native-country=El-Salvador -0.052073771380622975 0.8607534213428566 native-country=Trinadad&Tobago 0.948363705733033 0.3499946329918648 native-country=Peru 0.24838765242043032 0.45068603545517877 native-country=Hong 0.53498396057017 0.6004349375838677 native-country=Holand-Netherlands Hidden Weights: -5.284480687017846 5.2844806870178385 -4.300508170781909 4.300508170781909 >50K <=50K Error sum for iteration 5400 = 728.0422633948202 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.891537946295722 0.5661377919802842 age -0.008501444547585526 0.46720708688394963 workclass=Private -1.545658121360533 1.3914674687473283 workclass=Self-emp-not-inc -1.8794933818796578 0.10744779591399815 workclass=Self-emp-inc 0.6057639068898103 -0.26069460035363945 workclass=Federal-gov 0.4296852512481232 0.8329080587728444 workclass=Local-gov 1.0633883377754938 0.4195762647087598 workclass=State-gov -0.6982615884337973 -0.40271744049457925 workclass=Without-pay 0.03385620884470745 0.4328277927483864 workclass=Never-worked -0.321960071027295 -0.049093805842747695 fnlwgt -0.42117351062852454 -0.017348012439754833 education=Bachelors -0.052887664981875915 0.29723239400061424 education=Some-college -1.2808869689686329 1.1854296352576892 education=11th -0.17162994808308332 0.17048794961826785 education=HS-grad 0.7821629379431618 -0.8374775674617532 education=Prof-school 0.12229086122691557 -0.22901305691654175 education=Assoc-acdm 0.18269973161701986 0.05244940898547561 education=Assoc-voc -0.038304303786215306 0.5089165327932587 education=9th -1.6573139537514059 0.5467206757408096 education=7th-8th -1.2541447650957798 3.189196790219262 education=12th -0.21572529142894692 -0.18709618999243807 education=Masters 0.12744795827440136 3.579768485269603 education=1st-4th -1.320918292716455 0.9134210875832802 education=10th 1.8789843285780556 -1.7723182816808765 education=Doctorate 1.714155473454588 -1.4937569275721605 education=5th-6th -0.8038451920261822 1.3677285650121789 education=Preschool 0.64719051697839 -2.3303737122662107 education-num -1.4534448628410612 -2.145295953545426 marital-status=Married-civ-spouse -0.35151166307283527 1.0790788231306019 marital-status=Divorced -0.6806491059230766 1.1178142425134687 marital-status=Never-married 0.8079650771601676 0.10705157830665141 marital-status=Separated 1.6641065712423073 0.17634855861909055 marital-status=Widowed -0.7604206705240325 2.193441022743944 marital-status=Married-spouse-absent -0.7066735989635065 0.3799246290132786 marital-status=Married-AF-spouse -0.43301795781895375 -0.4480842975229678 occupation=Tech-support 1.6407150464919604 -0.4783713109699705 occupation=Craft-repair -0.9162390871176802 0.9593135330260357 occupation=Other-service 0.4829661180730966 -0.23699042868605696 occupation=Sales 0.2796257327397241 -0.8008126232761773 occupation=Exec-managerial -0.9536051611356935 -0.014198856025638393 occupation=Prof-specialty -0.45652193042216893 0.7655768670638028 occupation=Handlers-cleaners 1.207524380575657 0.09139873204170927 occupation=Machine-op-inspct 0.3777409467489736 0.25085538934096324 occupation=Adm-clerical -0.506462556698735 1.5629660243576082 occupation=Farming-fishing 0.7133619082773991 0.21761987608932726 occupation=Transport-moving 0.24815185187747432 1.2354003656087473 occupation=Priv-house-serv -0.5391503958337917 -0.30839547404045425 occupation=Protective-serv -0.4271926036596407 0.632222022465755 occupation=Armed-Forces 2.3514667144947214 -0.8996254971968622 relationship=Wife -1.952209862573083 1.8413914464446197 relationship=Own-child 1.8526006223815217 0.5092774807848796 relationship=Husband 0.7363302797589196 -0.6351557691515823 relationship=Not-in-family -0.6451586918509036 0.6733003446201536 relationship=Other-relative -0.9756708066786045 0.1659125942033456 relationship=Unmarried 0.545203261576309 -0.5926928901872742 race=White 0.32013611467591724 -0.9360608369877409 race=Asian-Pac-Islander -1.9557287239997903 0.8899940305683528 race=Amer-Indian-Eskimo -1.2857192960580777 3.8276941584880735 race=Other 1.2434988167424674 -0.6205468977107554 race=Black -0.80489616831806 -0.12143713958253294 sex 0.2872318078942849 -5.862817298478243 capital-gain 1.8309456022323947 -2.6827746337164156 capital-loss 1.2751013370937936 -2.9200168149739074 hours-per-week -1.0080755963480073 -0.03369800057373504 native-country=United-States 1.1102959274570587 -4.131101217089683 native-country=Cambodia 1.4387093070895247 0.413825782748499 native-country=England -0.0895303326074377 0.14089540736145706 native-country=Puerto-Rico 1.7943682600054598 -2.097642998908252 native-country=Canada -0.30641162817398754 -0.6224519315039299 native-country=Germany 0.2646704199767836 0.7356943756040811 native-country=Outlying-US(Guam-USVI-etc) -2.08599565162486 2.873524984435634 native-country=India 0.0077242911972610585 2.9445935907069165 native-country=Japan -0.5555807492074549 2.0397781824772423 native-country=Greece 4.643656781437557 -2.8422747816562945 native-country=South -0.8191624833375913 1.3916207975969899 native-country=China 0.0345788593515956 1.2415986638702554 native-country=Cuba 0.45566526045370986 -2.613232637627387 native-country=Iran -0.01592209799335202 0.8859522336186396 native-country=Honduras 0.6088730838225043 -0.754521961242922 native-country=Philippines -1.5999771895535928 -0.9159500438318833 native-country=Italy -0.6600732106371615 1.399761195660515 native-country=Poland 0.7207801335463843 -3.1015470522446984 native-country=Jamaica -2.9329452882611995 1.3917658145464398 native-country=Vietnam -2.13675623069364 1.5055235436025636 native-country=Mexico 0.17488283536456445 -1.6082710733707157 native-country=Portugal -2.3397448048584972 -1.2028012443156533 native-country=Ireland -0.35103205374925783 -0.8112922391014862 native-country=France -1.8834584062370463 -0.0778468274165247 native-country=Dominican-Republic 0.027309605425437998 0.7988366455307344 native-country=Laos 0.09446029397378046 0.9579708883317768 native-country=Ecuador -0.1664857942902595 0.0015492589988559935 native-country=Taiwan 0.40242819365301374 2.084577691447451 native-country=Haiti 0.7899141623964285 2.9096251790863414 native-country=Columbia -0.9780752692597833 0.17507617044638918 native-country=Hungary -0.15169590951464282 -1.5033364580019764 native-country=Guatemala 0.8687013743618396 1.617769236028431 native-country=Nicaragua 0.04032194700173106 1.1368205960258566 native-country=Scotland 0.04406195123646545 1.4785905993016093 native-country=Thailand -0.8104124392310427 1.3360974623172752 native-country=Yugoslavia 1.0774469519597656 -0.30838992570955276 native-country=El-Salvador -0.047752084196487625 0.8692918211935555 native-country=Trinadad&Tobago 0.9644543251904115 0.35194517817012977 native-country=Peru 0.24622980567910985 0.450184260869324 native-country=Hong 0.5350221628674364 0.600714259450986 native-country=Holand-Netherlands Hidden Weights: -5.31974416549715 5.319744165497147 -4.300455062676398 4.300455062676394 >50K <=50K Error sum for iteration 5500 = 727.6104476404779 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.934612410846487 0.5632647070521489 age -0.01523444165674082 0.46902908343763533 workclass=Private -1.5453056799754563 1.3915779664414685 workclass=Self-emp-not-inc -1.873436554221365 0.10695199582693117 workclass=Self-emp-inc 0.6061517957033489 -0.26025757270054023 workclass=Federal-gov 0.42909193426546155 0.8340207678231675 workclass=Local-gov 1.0643072262413196 0.41988902934701816 workclass=State-gov -0.6982303760611089 -0.4019346722738195 workclass=Without-pay 0.03388427181827092 0.43309992366326844 workclass=Never-worked -0.34332666737856954 -0.04326186734334262 fnlwgt -0.42958652696871796 -0.016474277516726282 education=Bachelors -0.052153700199562954 0.2950463733080354 education=Some-college -1.295890316598237 1.1845168476362453 education=11th -0.17645148966576754 0.1691969420633651 education=HS-grad 0.7780945200789743 -0.8336623043490801 education=Prof-school 0.12492045414699386 -0.23166571048361134 education=Assoc-acdm 0.1858414882378164 0.0503178314490942 education=Assoc-voc -0.016106524287402932 0.4997009454361254 education=9th -1.6767268887284152 0.5431811360268523 education=7th-8th -1.2849859154253764 3.208071636151009 education=12th -0.21664464397542335 -0.18714056472861193 education=Masters 0.12862269046873823 3.5957383521479516 education=1st-4th -1.3217595175440415 0.9089520990890875 education=10th 1.8996031450633037 -1.7770980314039042 education=Doctorate 1.7505113386866793 -1.5041901914436797 education=5th-6th -0.8057032022967229 1.3763815469921068 education=Preschool 0.6409434003730611 -2.3344948474296543 education-num -1.4612463056045408 -2.1480091383963984 marital-status=Married-civ-spouse -0.3471430288402274 1.0796068387177136 marital-status=Divorced -0.686123115434748 1.1203023586292467 marital-status=Never-married 0.8070789900232274 0.1089019036785601 marital-status=Separated 1.670374779823231 0.1778497550995712 marital-status=Widowed -0.7501677897620126 2.1978333880371133 marital-status=Married-spouse-absent -0.7129808385234292 0.37595975873913706 marital-status=Married-AF-spouse -0.43447231220925253 -0.44831331402512314 occupation=Tech-support 1.6430302079298864 -0.478108157448526 occupation=Craft-repair -0.9083016675732224 0.9555676229610257 occupation=Other-service 0.4802497828192269 -0.23609897178792866 occupation=Sales 0.2845046824676501 -0.8017078724657851 occupation=Exec-managerial -0.952839244884063 -0.015653867623145492 occupation=Prof-specialty -0.45446960094604394 0.7648341385230946 occupation=Handlers-cleaners 1.2091456215965688 0.09189861876862399 occupation=Machine-op-inspct 0.3762340136657177 0.25125627459583894 occupation=Adm-clerical -0.5078851190531138 1.562976149735889 occupation=Farming-fishing 0.7117934961719494 0.21790563131749183 occupation=Transport-moving 0.24100277691986802 1.2446221632385566 occupation=Priv-house-serv -0.5439629065450929 -0.3086305352887754 occupation=Protective-serv -0.4255160528439489 0.6339388190988433 occupation=Armed-Forces 2.3517201015021523 -0.8939956701616809 relationship=Wife -1.9561295524142444 1.840596764286059 relationship=Own-child 1.8576732493583996 0.5117080730388103 relationship=Husband 0.736489599680325 -0.6366711095285598 relationship=Not-in-family -0.640574441382364 0.6723060414290488 relationship=Other-relative -0.9814278195814639 0.16496633344922806 relationship=Unmarried 0.5487397681743809 -0.5943328325451381 race=White 0.32411110610161115 -0.9368068150669604 race=Asian-Pac-Islander -1.966698584012379 0.8869528968814286 race=Amer-Indian-Eskimo -1.2900905030729088 3.8386758998202772 race=Other 1.2516932044026148 -0.6225638830253387 race=Black -0.8039590189480494 -0.12184498213692785 sex 0.28614386617111054 -5.866958307702478 capital-gain 1.8435994506900548 -2.686433090935959 capital-loss 1.277854643195002 -2.9200614558218825 hours-per-week -1.0031093008942333 -0.033954052003543934 native-country=United-States 1.1229179443871515 -4.15287986460437 native-country=Cambodia 1.4653174242108065 0.40982135605345127 native-country=England -0.07417803888731282 0.13993962442437075 native-country=Puerto-Rico 1.800593219727507 -2.095269179857335 native-country=Canada -0.30234864461743705 -0.621991326787174 native-country=Germany 0.2647791435309902 0.7390334517973282 native-country=Outlying-US(Guam-USVI-etc) -2.1024427837260666 2.8815379843260907 native-country=India -0.0020401437964616747 2.955613563699824 native-country=Japan -0.5582400688941058 2.042680065062574 native-country=Greece 4.669591852835004 -2.873435711469043 native-country=South -0.8815132887874145 1.4076082029960868 native-country=China 0.05257895683412912 1.2404485085823411 native-country=Cuba 0.48378809584909654 -2.624374905984532 native-country=Iran -0.014619726361540828 0.898291350464892 native-country=Honduras 0.6149567790461158 -0.7540302605781742 native-country=Philippines -1.6082813343252993 -0.9175280205259231 native-country=Italy -0.6664950353619413 1.403452477666207 native-country=Poland 0.715821147925203 -3.1027769973579336 native-country=Jamaica -2.9662958441820133 1.3905760262446893 native-country=Vietnam -2.140540841938189 1.5069923944354158 native-country=Mexico 0.18763103465790357 -1.6294545251678485 native-country=Portugal -2.35467217515972 -1.1985554281286181 native-country=Ireland -0.35098559840932725 -0.8131463683847129 native-country=France -1.8925449268618162 -0.07958164807194351 native-country=Dominican-Republic 0.029892824391687108 0.8016172377997869 native-country=Laos 0.0908831123548698 0.9656822247738609 native-country=Ecuador -0.15962620251232956 -3.716155699020268E-4 native-country=Taiwan 0.404579243163365 2.095009544649703 native-country=Haiti 0.7869341031280296 2.9138513950418945 native-country=Columbia -0.9780472062862117 0.17534830136127355 native-country=Hungary -0.15425377295140838 -1.5123186532059578 native-country=Guatemala 0.8624940541759967 1.6274532843302711 native-country=Nicaragua 0.04048156160397784 1.1388115282554159 native-country=Scotland 0.03607574604562135 1.4802673069794834 native-country=Thailand -0.8102918675824332 1.344490385291842 native-country=Yugoslavia 1.0822902966941559 -0.3085291041252987 native-country=El-Salvador -0.04349462096522389 0.8778075652914166 native-country=Trinadad&Tobago 0.9800998580169284 0.35374843456098765 native-country=Peru 0.24410859745909824 0.4496888990300567 native-country=Hong 0.535050225841008 0.6009863903658798 native-country=Holand-Netherlands Hidden Weights: -5.3540657529984585 5.3540657529984585 -4.30044763480941 4.300447634809408 >50K <=50K Error sum for iteration 5600 = 727.197033455226 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -10.976596537251806 0.5605742373089805 age -0.02185021920329915 0.47079159540142596 workclass=Private -1.5447009650792842 1.3916620175756107 workclass=Self-emp-not-inc -1.867694017571084 0.10649345015111245 workclass=Self-emp-inc 0.6067351352082243 -0.2599130239263388 workclass=Federal-gov 0.42855909981834067 0.8350749280368883 workclass=Local-gov 1.0647803819239354 0.420309456232481 workclass=State-gov -0.69820887875265 -0.40115903959521515 workclass=Without-pay 0.033902713954849964 0.4333654427282016 workclass=Never-worked -0.3642231002131151 -0.037627286061692126 fnlwgt -0.4373982089229038 -0.015712872328552875 education=Bachelors -0.0512986881769808 0.2928842115305684 education=Some-college -1.3104640017895557 1.1836141441634063 education=11th -0.18106278994713038 0.16790201571357788 education=HS-grad 0.7737244017819792 -0.8299090785356018 education=Prof-school 0.12731927579183294 -0.23414211376805658 education=Assoc-acdm 0.18876969922767584 0.04829514358794502 education=Assoc-voc 0.005287122497170535 0.4907144203472372 education=9th -1.6959573866179858 0.5397220443489581 education=7th-8th -1.3152976117404713 3.226360438274287 education=12th -0.21729328302073367 -0.18722408430491003 education=Masters 0.12960910124238784 3.6112934000768893 education=1st-4th -1.3226427795429248 0.9045949566204534 education=10th 1.9198715851501786 -1.781731881672098 education=Doctorate 1.786433516576602 -1.5143459271999293 education=5th-6th -0.8075724302384664 1.3849302710784992 education=Preschool 0.6349767456856916 -2.338540349391614 education-num -1.468441506773824 -2.1507000736062136 marital-status=Married-civ-spouse -0.34325745802865054 1.080227221465935 marital-status=Divorced -0.6915111045452965 1.1227510980561872 marital-status=Never-married 0.806177683435906 0.1107418197796146 marital-status=Separated 1.6763550830911327 0.17933763983795623 marital-status=Widowed -0.740021479679716 2.2020084291305917 marital-status=Married-spouse-absent -0.719231893769454 0.3720615158147669 marital-status=Married-AF-spouse -0.4356886590162626 -0.4485970127533193 occupation=Tech-support 1.645363965002602 -0.47787991197994856 occupation=Craft-repair -0.9007859313270093 0.9520004797161736 occupation=Other-service 0.4775474781155524 -0.2352495995086906 occupation=Sales 0.289079581230012 -0.8025341618359103 occupation=Exec-managerial -0.9521287210761017 -0.017047354603424093 occupation=Prof-specialty -0.45254986369842487 0.7641284020400598 occupation=Handlers-cleaners 1.2111369497137237 0.09224328478972514 occupation=Machine-op-inspct 0.37475305270566167 0.2516456027304725 occupation=Adm-clerical -0.5092947277558714 1.562961354061154 occupation=Farming-fishing 0.7103635155792184 0.2181446617849813 occupation=Transport-moving 0.23385431262196524 1.2537503367417668 occupation=Priv-house-serv -0.5487949439820403 -0.308799808012596 occupation=Protective-serv -0.4239366035921015 0.6355618458583866 occupation=Armed-Forces 2.352074955820377 -0.8886477013349712 relationship=Wife -1.9598752276404048 1.83995352952364 relationship=Own-child 1.862368974971331 0.5141133762726204 relationship=Husband 0.7368988239125215 -0.6382315679781996 relationship=Not-in-family -0.6363553239454276 0.6714307370096116 relationship=Other-relative -0.9871028760433334 0.16400932592927278 relationship=Unmarried 0.5520372786065851 -0.5959218794597284 race=White 0.32834965085688167 -0.9376731707328241 race=Asian-Pac-Islander -1.9775000177667974 0.8840499792122194 race=Amer-Indian-Eskimo -1.294318863188354 3.8494334300669917 race=Other 1.25942669086052 -0.6245113451782727 race=Black -0.8028824645022977 -0.12229261437293791 sex 0.2854956159709691 -5.870933855449582 capital-gain 1.8560653603018915 -2.6899787933155097 capital-loss 1.280260103530283 -2.9199900386363127 hours-per-week -0.9980377897052717 -0.03423173911309275 native-country=United-States 1.135096090515375 -4.1740814657207705 native-country=Cambodia 1.4912077012279281 0.4059354682048749 native-country=England -0.05877475284980187 0.13889703657241717 native-country=Puerto-Rico 1.8066006069701015 -2.092625809289703 native-country=Canada -0.2978157756816368 -0.6217491785557999 native-country=Germany 0.2649408092345899 0.7424590907787421 native-country=Outlying-US(Guam-USVI-etc) -2.118457364508679 2.889403287601034 native-country=India -0.011678353802314224 2.9664300089520212 native-country=Japan -0.5609114934630873 2.045341599597269 native-country=Greece 4.694049224362394 -2.903946663493438 native-country=South -0.941780369951103 1.4225089706969731 native-country=China 0.07051327583747576 1.239081919898697 native-country=Cuba 0.5108532684420563 -2.635267863947969 native-country=Iran -0.013135984197630016 0.9104531518187515 native-country=Honduras 0.6205445208654236 -0.7535035822197171 native-country=Philippines -1.6164552177650549 -0.9189446243303743 native-country=Italy -0.6727194345295032 1.4069351483133095 native-country=Poland 0.7113329379200359 -3.1038113376061314 native-country=Jamaica -2.99929062798821 1.3895695715538432 native-country=Vietnam -2.1440498358561353 1.5083109059804478 native-country=Mexico 0.20012677939436996 -1.6501164635721617 native-country=Portugal -2.3691596921770266 -1.194452012738617 native-country=Ireland -0.35094007796359883 -0.8149850287415283 native-country=France -1.9014393143332076 -0.0812262100730988 native-country=Dominican-Republic 0.03243934583356849 0.8043952043981087 native-country=Laos 0.08727437751256356 0.9733009507527651 native-country=Ecuador -0.15313897584396258 -0.0023109729801451527 native-country=Taiwan 0.4066290106183377 2.105322524520944 native-country=Haiti 0.7838977822486698 2.9181021817637975 native-country=Columbia -0.9780287641496501 0.17561382042620668 native-country=Hungary -0.15693954883318265 -1.5211995390026773 native-country=Guatemala 0.8563027668628929 1.6370070364500873 native-country=Nicaragua 0.040629792950261694 1.1407932668295768 native-country=Scotland 0.02808748142483336 1.4819266588201165 native-country=Thailand -0.810180859342786 1.3527949165942246 native-country=Yugoslavia 1.0870507248798031 -0.30872459516778644 native-country=El-Salvador -0.03930358116479913 0.8862954584113599 native-country=Trinadad&Tobago 0.9953166464018218 0.35541706186980876 native-country=Peru 0.24202346669708397 0.44920021216088046 native-country=Hong 0.5350686679775696 0.6012519094308716 native-country=Holand-Netherlands Hidden Weights: -5.387425057837035 5.387425057837033 -4.300473835442383 4.300473835442381 >50K <=50K Error sum for iteration 5700 = 726.8019849799373 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.017494777550025 0.5580442028871884 age -0.028347304531226684 0.4724979762008857 workclass=Private -1.543901131853007 1.3917277833571324 workclass=Self-emp-not-inc -1.862241911554028 0.10607105800133616 workclass=Self-emp-inc 0.6074986021857319 -0.259654203343687 workclass=Federal-gov 0.42807729954274065 0.8360770579392298 workclass=Local-gov 1.064873339228643 0.4208210550609926 workclass=State-gov -0.6981964549226123 -0.40039011242020034 workclass=Without-pay 0.0339121740716608 0.43362485812285073 workclass=Never-worked -0.38464457621002435 -0.03218927897181506 fnlwgt -0.4446595582040604 -0.015052495889012054 education=Bachelors -0.05033524236068566 0.29074747498329717 education=Some-college -1.3246224433773386 1.1827187483454988 education=11th -0.18547168174603412 0.16660487830993503 education=HS-grad 0.7691769012009183 -0.8262431021446592 education=Prof-school 0.12951472426035407 -0.23645922472889433 education=Assoc-acdm 0.19150058916857696 0.04637421409990063 education=Assoc-voc 0.025867252899505543 0.48196438549374376 education=9th -1.7149923115928614 0.5363396832081716 education=7th-8th -1.3450838908574319 3.2440823247223793 education=12th -0.21770422502617293 -0.18734130783997968 education=Masters 0.1304173240653028 3.6264537177775704 education=1st-4th -1.3235609485989541 0.9003464983315118 education=10th 1.9397095145001242 -1.786198879149038 education=Doctorate 1.8219495571904312 -1.5242436002620017 education=5th-6th -0.8094509964476535 1.3933777421457572 education=Preschool 0.6292754690496377 -2.3425143161448845 education-num -1.475075978827982 -2.1533659444502837 marital-status=Married-civ-spouse -0.3398181551943279 1.0809329581092006 marital-status=Divorced -0.6968058106526851 1.1251595924062883 marital-status=Never-married 0.8052699615351769 0.11256751296327776 marital-status=Separated 1.682053060495853 0.18081356617813654 marital-status=Widowed -0.7299906244822725 2.2059801904014096 marital-status=Married-spouse-absent -0.7254212273914667 0.36823100579064594 marital-status=Married-AF-spouse -0.4366759408235558 -0.448932828332677 occupation=Tech-support 1.6477132834732882 -0.47768292418230474 occupation=Craft-repair -0.8936677413265619 0.948603376507472 occupation=Other-service 0.4748946578194606 -0.23444689945368483 occupation=Sales 0.29337498791704447 -0.8032992225392439 occupation=Exec-managerial -0.9514874057625797 -0.01838057282671366 occupation=Prof-specialty 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race=Asian-Pac-Islander -1.9881373390644463 0.8812775765629329 race=Amer-Indian-Eskimo -1.2984156638892423 3.8599744272603242 race=Other 1.266725557584123 -0.6263887468346184 race=Black -0.8016808886069365 -0.12277668705751243 sex 0.28526648392376747 -5.874758794147402 capital-gain 1.868283612194941 -2.6933998752819126 capital-loss 1.2823531930030683 -2.91982136142033 hours-per-week -0.9928851328250121 -0.034530618557831565 native-country=United-States 1.1468488471600662 -4.194723588227622 native-country=Cambodia 1.5164040603940987 0.402168806555927 native-country=England -0.043328052583819505 0.13776602226363552 native-country=Puerto-Rico 1.8124344296689971 -2.089766576203571 native-country=Canada -0.2928578940702132 -0.6217179752548061 native-country=Germany 0.2651511263120131 0.7459671645964392 native-country=Outlying-US(Guam-USVI-etc) -2.1340631072025205 2.8971078975863356 native-country=India -0.0211940341528405 2.9770500347186863 native-country=Japan -0.5635934305676222 2.0477776463105286 native-country=Greece 4.717123492273605 -2.933816020421009 native-country=South -0.9999662977005858 1.436388823497964 native-country=China 0.08838403489340416 1.2375176988042176 native-country=Cuba 0.5368833178017509 -2.645901129384847 native-country=Iran -0.011486914820725589 0.9224365373201574 native-country=Honduras 0.6256565706357847 -0.7529498569983325 native-country=Philippines -1.6245074150548207 -0.9202171917637951 native-country=Italy -0.6787619886847079 1.4102240059695461 native-country=Poland 0.7073057909155146 -3.1046901405034815 native-country=Jamaica -3.0319632811474855 1.3887420951989256 native-country=Vietnam -2.147290805022993 1.509482344963147 native-country=Mexico 0.21237048898254995 -1.6702533894380862 native-country=Portugal -2.3832353604654752 -1.1904910239982183 native-country=Ireland -0.3508956675343859 -0.8168095058058805 native-country=France -1.9101510080942763 -0.08278485141612729 native-country=Dominican-Republic 0.0349456455960049 0.8071658460664631 native-country=Laos 0.083636793419048 0.9808288775524021 native-country=Ecuador -0.1470217923835212 -0.004241157900444976 native-country=Taiwan 0.40858358425337316 2.115523398839031 native-country=Haiti 0.7808072076943773 2.922375152514629 native-country=Columbia -0.9780193040328129 0.1758732358208489 native-country=Hungary -0.15975203489306486 -1.5299765876566749 native-country=Guatemala 0.8501311573490089 1.6464347778702804 native-country=Nicaragua 0.04076724318691816 1.1427659161437873 native-country=Scotland 0.020098971437713 1.4835682105039 native-country=Thailand -0.8100785840958734 1.3610117698904163 native-country=Yugoslavia 1.091735315449697 -0.3089680589717347 native-country=El-Salvador -0.035180722119820755 0.8947505539413891 native-country=Trinadad&Tobago 1.0101235900704713 0.35696274418826696 native-country=Peru 0.2399740416580787 0.44871841674160245 native-country=Hong 0.5350781280944068 0.6015113248255204 native-country=Holand-Netherlands Hidden Weights: -5.419812257019705 5.419812257019704 -4.3005235377168525 4.3005235377168525 >50K <=50K Error sum for iteration 5800 = 726.4229700647277 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.057313214560748 0.5556547694071529 age -0.03472324620775956 0.4741511100002544 workclass=Private -1.5429578871381304 1.3917822333818701 workclass=Self-emp-not-inc -1.8570567095087342 0.10568337778715996 workclass=Self-emp-inc 0.6084258908821895 -0.2594739263817776 workclass=Federal-gov 0.4276381833987798 0.8370330287022736 workclass=Local-gov 1.0646464684059047 0.42140870263645275 workclass=State-gov -0.6981923883220503 -0.39962751345255426 workclass=Without-pay 0.033913365632599494 0.43387861798139044 workclass=Never-worked -0.4045840879956598 -0.026946966942818958 fnlwgt -0.45141944224862135 -0.014482481122092812 education=Bachelors -0.04927702146670052 0.2886378395918504 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marital-status=Divorced -0.7020026802451683 1.1275279165031482 marital-status=Never-married 0.8043648281522826 0.11437556907502298 marital-status=Separated 1.6874769270781873 0.18227885475891414 marital-status=Widowed -0.7200837263757507 2.209761829373298 marital-status=Married-spouse-absent -0.7315435949740025 0.36446926673639973 marital-status=Married-AF-spouse -0.4374453281460502 -0.4493175222199641 occupation=Tech-support 1.6500749918398163 -0.4775138170503333 occupation=Craft-repair -0.8869232779264837 0.9453678432296255 occupation=Other-service 0.47231997143583593 -0.23369393412496947 occupation=Sales 0.2974140057608269 -0.804010076301924 occupation=Exec-managerial -0.9509262557183047 -0.01965505492074187 occupation=Prof-specialty -0.44906234765159275 0.7628116778777694 occupation=Handlers-cleaners 1.2160561063035453 0.09254270997118623 occupation=Machine-op-inspct 0.37185762338037753 0.2523997938158291 occupation=Adm-clerical -0.512119150906828 1.562874740249577 occupation=Farming-fishing 0.7078758624795499 0.21850749661541338 occupation=Transport-moving 0.21956920947582143 1.2717282200064897 occupation=Priv-house-serv -0.5584802865133909 -0.30896580888403413 occupation=Protective-serv -0.42105738238174667 0.6385417063348438 occupation=Armed-Forces 2.3530835860437054 -0.8787411300700491 relationship=Wife -1.966918270525521 1.839098629201318 relationship=Own-child 1.8707508751500785 0.5188387215717228 relationship=Husband 0.7384305724158785 -0.641469270395749 relationship=Not-in-family -0.6289873488870419 0.6700136441452709 relationship=Other-relative -0.9982009636333707 0.16207155851410163 relationship=Unmarried 0.5579874389632336 -0.5989542483873954 race=White 0.3375347655476822 -0.9397358042583153 race=Asian-Pac-Islander -1.9986142706003303 0.8786285255031816 race=Amer-Indian-Eskimo -1.302391176779939 3.870306396966496 race=Other 1.273616454048814 -0.6281965776244891 race=Black -0.8003696049118926 -0.12329339037233797 sex 0.2854306682617435 -5.878446491839518 capital-gain 1.8802047599060014 -2.6966871864357382 capital-loss 1.28416529065574 -2.9195722162855415 hours-per-week -0.9876731080993333 -0.03485022648974408 native-country=United-States 1.1581938808080345 -4.2148243896123585 native-country=Cambodia 1.5409312424259523 0.39852003667508334 native-country=England -0.02784423685529581 0.1365447815498411 native-country=Puerto-Rico 1.8181309984650451 -2.0867405486241157 native-country=Canada -0.2875200932583489 -0.6218877885762326 native-country=Germany 0.2654061407435496 0.7495536319831959 native-country=Outlying-US(Guam-USVI-etc) -2.149281751769196 2.9046407316289455 native-country=India -0.030590728006419515 2.9874803690002456 native-country=Japan -0.5662841933445267 2.050002977515091 native-country=Greece 4.738905316347437 -2.9630534140722276 native-country=South -1.056081632460169 1.4493140444359875 native-country=China 0.10619367261716038 1.2357723490707342 native-country=Cuba 0.5619060227697722 -2.6562669069913363 native-country=Iran -0.009688340589602336 0.9342408686455936 native-country=Honduras 0.6303134804696663 -0.7523754811535256 native-country=Philippines -1.6324459746922617 -0.9213614189833156 native-country=Italy -0.6846361102183275 1.413332364418073 native-country=Poland 0.7037255598629059 -3.1054477930033983 native-country=Jamaica -3.064344433390148 1.3880882898394902 native-country=Vietnam -2.1502710032219303 1.5105093783241883 native-country=Mexico 0.22436273433275458 -1.68986216578387 native-country=Portugal -2.3969243892608647 -1.1866719985394982 native-country=Ireland -0.3508524112618398 -0.8186210655349778 native-country=France -1.9186885803165596 -0.0842623950059524 native-country=Dominican-Republic 0.03740862921466069 0.8099247708617473 native-country=Laos 0.0799730255501249 0.9882677294473328 native-country=Ecuador -0.1412693511554251 -0.0061410396103326395 native-country=Taiwan 0.410448709778378 2.1256182159955155 native-country=Haiti 0.7776642626691087 2.9266677174001 native-country=Columbia -0.978018112471837 0.17612699567937473 native-country=Hungary -0.16268993030387432 -1.5386479829871276 native-country=Guatemala 0.843982648463756 1.655740587029538 native-country=Nicaragua 0.040894599682465484 1.144729556640509 native-country=Scotland 0.012111984192011314 1.48519228375873 native-country=Thailand -0.8099841593636594 1.3691417208850007 native-country=Yugoslavia 1.0963517055742846 -0.30925173419057506 native-country=El-Salvador -0.03112743779796152 0.9031681565348191 native-country=Trinadad&Tobago 1.0245413584357483 0.3583958795392853 native-country=Peru 0.2379600820598937 0.44824369086502525 native-country=Hong 0.5350793196553827 0.6017650846840272 native-country=Holand-Netherlands Hidden Weights: -5.451226180196475 5.451226180196475 -4.300588193611748 4.300588193611748 >50K <=50K Error sum for iteration 5900 = 726.0575925200815 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.096059331052231 0.5533884690807827 age -0.04097523400650278 0.47575353490574757 workclass=Private -1.541916880482221 1.3918312366568741 workclass=Self-emp-not-inc -1.852115618598815 0.10532873660212198 workclass=Self-emp-inc 0.6095002848191912 -0.2593648795496495 workclass=Federal-gov 0.42723432009358775 0.8379480856262399 workclass=Local-gov 1.0641545047277534 0.42205871039597764 workclass=State-gov -0.6981959230136697 -0.39887091004691644 workclass=Without-pay 0.033907041767875415 0.4341271181091736 workclass=Never-worked -0.42403374004643096 -0.02189917962173822 fnlwgt -0.45772391031490767 -0.013992888668793132 education=Bachelors -0.04813804976826238 0.2865569895287475 education=Some-college -1.3517465457025368 1.1809391440878263 education=11th -0.19372356393109189 0.1640120078861103 education=HS-grad 0.7599557277066146 -0.8192464488811713 education=Prof-school 0.13338314872863066 -0.24067414187718505 education=Assoc-acdm 0.19642504868781016 0.042811772430288324 education=Assoc-voc 0.06457773833288642 0.4651965707482356 education=9th -1.7524280021693086 0.5297906277339495 education=7th-8th -1.4031012131839042 3.277904293326434 education=12th -0.21793656972732733 -0.18765633718592206 education=Masters 0.1315355208292906 3.6556626429216985 education=1st-4th -1.3254772137606345 0.8921631891077141 education=10th 1.9778763224340803 -1.7945826833328578 education=Doctorate 1.8918817040731717 -1.543339305734191 education=5th-6th -0.8132287524514934 1.4099798649848632 education=Preschool 0.6186037006610968 -2.3502612422133957 education-num -1.4868373212001655 -2.1586170680725543 marital-status=Married-civ-spouse -0.33413440872433936 1.0825724399801706 marital-status=Divorced -0.70709903487644 1.1298567514591134 marital-status=Never-married 0.8034709182220057 0.116162998518145 marital-status=Separated 1.6926370321816322 0.1837346368618386 marital-status=Widowed -0.7103088256380112 2.2133657733311027 marital-status=Married-spouse-absent -0.7375941190389006 0.36077724911515796 marital-status=Married-AF-spouse -0.43800951250141446 -0.44974738832168576 occupation=Tech-support 1.6524458112912526 -0.47736953850698827 occupation=Craft-repair -0.8805291480220578 0.942285681169309 occupation=Other-service 0.46984563819645775 -0.23299241264306536 occupation=Sales 0.3012181115322752 -0.8046730594258586 occupation=Exec-managerial -0.9504533755025983 -0.020872559623198842 occupation=Prof-specialty -0.44747521689105263 0.7621949252125554 occupation=Handlers-cleaners 1.2189032876018198 0.09253100720301215 occupation=Machine-op-inspct 0.37044211027284063 0.2527677686399899 occupation=Adm-clerical -0.5135516663510336 1.5628102025760622 occupation=Farming-fishing 0.706806700075684 0.21864034439384605 occupation=Transport-moving 0.21243732239698343 1.2805792491027037 occupation=Priv-house-serv -0.5633135776587463 -0.308974765989559 occupation=Protective-serv -0.41975186803276693 0.6399055236229162 occupation=Armed-Forces 2.353732234814 -0.8741534027948108 relationship=Wife -1.9702458914178813 1.838873206724955 relationship=Own-child 1.8744952040529776 0.5211563353292712 relationship=Husband 0.739529568593234 -0.6431379379417932 relationship=Not-in-family -0.6258236581526627 0.6694597847253203 relationship=Other-relative -1.0036175414318247 0.16109316871263343 relationship=Unmarried 0.5606729094557097 -0.6004007484046061 race=White 0.342440704604105 -0.9409169951264243 race=Asian-Pac-Islander -2.008934079000305 0.8760961363652862 race=Amer-Indian-Eskimo -1.3062547433041773 3.880436673978553 race=Other 1.2801262091827585 -0.629936272952242 race=Black -0.798964272209489 -0.12383863465269394 sex 0.2859587946153237 -5.882008944599332 capital-gain 1.891788904285175 -2.699834109689496 capital-loss 1.2857246732537335 -2.919257689045207 hours-per-week -0.9824210915323217 -0.03519004392168823 native-country=United-States 1.169148051818412 -4.234402355979565 native-country=Cambodia 1.5648143274949622 0.3949862712319358 native-country=England -0.012328441832772158 0.13523143377793065 native-country=Puerto-Rico 1.8237197535137455 -2.08359190095009 native-country=Canada -0.2818467414274059 -0.6222468678272872 native-country=Germany 0.2657021896240488 0.7532145482005103 native-country=Outlying-US(Guam-USVI-etc) -2.164133259209068 2.9119928109051925 native-country=India -0.03987184314040585 2.997727392680593 native-country=Japan -0.5689820460861696 2.052032068096252 native-country=Greece 4.759481478686393 -2.9916694686473218 native-country=South -1.1101449544417905 1.461349891674423 native-country=China 0.12394471287123666 1.2338602482900365 native-country=Cuba 0.5859532943482259 -2.6663599022147295 native-country=Iran -0.007755665358600713 0.9458659085294394 native-country=Honduras 0.6345360870517142 -0.7517855285309295 native-country=Philippines -1.640278487863515 -0.9223913135881072 native-country=Italy -0.6903533651925271 1.4162722176040603 native-country=Poland 0.7005748162544544 -3.1061134849031884 native-country=Jamaica -3.096462115257439 1.3876020613949556 native-country=Vietnam -2.152997188985697 1.511394255844218 native-country=Mexico 0.23610429801465266 -1.7089401910312332 native-country=Portugal -2.410249504590454 -1.1829939649517913 native-country=Ireland -0.3508102594859125 -0.8204209372681378 native-country=France -1.9270598141584645 -0.08566393564201837 native-country=Dominican-Republic 0.039825594628862815 0.8126679034230797 native-country=Laos 0.07628567029633884 0.9956191606903863 native-country=Ecuador -0.13587371718032804 -0.007994626250828953 native-country=Taiwan 0.4122297433831563 2.1356123449194455 native-country=Haiti 0.7744707207387069 2.930977162156685 native-country=Columbia -0.9780244363365239 0.17637549580714987 native-country=Hungary -0.1657519709942507 -1.5472126112926579 native-country=Guatemala 0.837860411472098 1.6649283469893545 native-country=Nicaragua 0.04101259938865314 1.1466842516962994 native-country=Scotland 0.0041282138149563215 1.4867997472334864 native-country=Thailand -0.8098966846209693 1.3771856009188044 native-country=Yugoslavia 1.1009077907683953 -0.3095685980445287 native-country=El-Salvador -0.027144817816668974 0.9115438285595867 native-country=Trinadad&Tobago 1.0385917452100892 0.3597253853161648 native-country=Peru 0.23598143725113224 0.4477761798028207 native-country=Hong 0.5350729957906958 0.6020135848118017 native-country=Holand-Netherlands Hidden Weights: -5.481672726944705 5.481672726944706 -4.300660592376447 4.300660592376449 >50K <=50K Error sum for iteration 6000 = 725.7055209894781 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.133741843841838 0.5512301479100717 age -0.04710051369443288 0.4773075281153867 workclass=Private -1.5408175532971735 1.3918796554392183 workclass=Self-emp-not-inc -1.847396783396347 0.10500531440164267 workclass=Self-emp-inc 0.6107051110073692 -0.2593198491728468 workclass=Federal-gov 0.42685904232092675 0.8388268799268468 workclass=Local-gov 1.0634463570925559 0.4227588354406419 workclass=State-gov -0.6982062890479148 -0.39812000854758967 workclass=Without-pay 0.033893969597598515 0.4343707075100338 workclass=Never-worked -0.44298580398749 -0.017044298535724266 fnlwgt -0.4636157791738742 -0.013574552316329688 education=Bachelors -0.04693223671534472 0.2845065448002266 education=Some-college -1.3647372483143345 1.1800503112760523 education=11th -0.19759050675545703 0.16272064458229116 education=HS-grad 0.7554416358147004 -0.8159406347456312 education=Prof-school 0.13509119191192273 -0.2425971684640324 education=Assoc-acdm 0.19864228778437604 0.0411583389887568 education=Assoc-voc 0.08271539083436993 0.4571863660927981 education=9th -1.7708081048839743 0.5266172302392658 education=7th-8th -1.4313450176608677 3.2940442476826974 education=12th -0.21781376933386482 -0.1878448123290696 education=Masters 0.131861619151212 3.6697439794646756 education=1st-4th -1.3264649569791789 0.8882225100424872 education=10th 1.9961371194634503 -1.7984881884855863 education=Doctorate 1.9263604742285247 -1.5525729229879845 education=5th-6th -0.8151244416759026 1.4181395488559039 education=Preschool 0.6135974028096908 -2.3540395967103316 education-num -1.492046827164726 -2.161201635094793 marital-status=Married-civ-spouse -0.3318212932538265 1.0834925100799975 marital-status=Divorced -0.7120934292053419 1.1321471191313672 marital-status=Never-married 0.8025960980126324 0.11792723604501161 marital-status=Separated 1.6975453589920853 0.1851817548405989 marital-status=Widowed -0.7006734072243147 2.216803839782146 marital-status=Married-spouse-absent -0.7435683417850025 0.3571557974215481 marital-status=Married-AF-spouse -0.43838208139036283 -0.45021843067627476 occupation=Tech-support 1.654822359535609 -0.47724737430625636 occupation=Craft-repair -0.8744624750006796 0.9393489670021633 occupation=Other-service 0.46748800133368423 -0.23234288062856173 occupation=Sales 0.3048070831103443 -0.8052938527773883 occupation=Exec-managerial -0.9500741395138278 -0.022035025921710368 occupation=Prof-specialty -0.4459815264157877 0.7616032766262135 occupation=Handlers-cleaners 1.221960170803497 0.09243102877599368 occupation=Machine-op-inspct 0.36904936837937 0.2531307755158269 occupation=Adm-clerical -0.5150070216291995 1.562735616843657 occupation=Farming-fishing 0.7058509613357187 0.21874505603485114 occupation=Transport-moving 0.2053154942675533 1.2893393156050126 occupation=Priv-house-serv -0.568127191858449 -0.3089421445807283 occupation=Protective-serv -0.41853197429596223 0.6411896167163766 occupation=Armed-Forces 2.3544725948248346 -0.8697900342408956 relationship=Wife -1.9734608241763116 1.8387724069068787 relationship=Own-child 1.8779785568834653 0.5234432807246512 relationship=Husband 0.7408326026093554 -0.6448345713556922 relationship=Not-in-family -0.6229957998143318 0.6690011185838821 relationship=Other-relative -1.0089402242530852 0.16010920574901022 relationship=Unmarried 0.5631859352866831 -0.6018030524217378 race=White 0.3475280922950123 -0.9421879630278185 race=Asian-Pac-Islander -2.0190996808460184 0.8736741367082795 race=Amer-Indian-Eskimo -1.310014851073973 3.89037242217696 race=Other 1.2862815670628536 -0.6316100873637793 race=Black -0.7974804074463032 -0.12440820413465539 sex 0.2868193274649867 -5.885456895355491 capital-gain 1.903004913902256 -2.7028363353774796 capital-loss 1.2870572443804202 -2.9188913567580137 hours-per-week -0.977146058430877 -0.03554946223833093 native-country=United-States 1.17972745922735 -4.253476082100467 native-country=Cambodia 1.5880783377909455 0.3915634708395144 native-country=England 0.0032152430385190066 0.13382411213402876 native-country=Puerto-Rico 1.8292240784240898 -2.0803598350697063 native-country=Canada -0.27588074394792755 -0.6227821592788 native-country=Germany 0.26603586186477435 0.756946067232186 native-country=Outlying-US(Guam-USVI-etc) -2.178635969717179 2.919157284606098 native-country=India -0.04904065665209364 3.0077971621689117 native-country=Japan -0.5716852383096744 2.0538789349083544 native-country=Greece 4.778934935961963 -3.019675610670456 native-country=South -1.1621826896095513 1.47255953197287 native-country=China 0.1416396971372373 1.231793833819953 native-country=Cuba 0.6090601394989729 -2.6761771790297773 native-country=Iran -0.005703709288777673 0.9573117721980783 native-country=Honduras 0.6383454905452612 -0.7511839438650945 native-country=Philippines -1.6480121451007652 -0.9233192046314336 native-country=Italy -0.6959237505198689 1.419054406111188 native-country=Poland 0.6978338066139728 -3.1067117380327787 native-country=Jamaica -3.1283421030231158 1.387276664613295 native-country=Vietnam -2.1554754602140247 1.5121389355241954 native-country=Mexico 0.24759619876915187 -1.7274855718164228 native-country=Portugal -2.4232312322811165 -1.179455439052271 native-country=Ireland -0.35076909666671535 -0.82221030115314 native-country=France -1.9352717795947207 -0.0869946567296972 native-country=Dominican-Republic 0.04219422280411595 0.8153915105592796 native-country=Laos 0.07257723412275208 1.0028847685174562 native-country=Ecuador -0.1308246407856472 -0.009789931722412234 native-country=Taiwan 0.4139316268992137 2.145510522021267 native-country=Haiti 0.7712282608630037 2.93530071152582 native-country=Columbia -0.978037508506806 0.17661908520801403 native-country=Hungary -0.1689370393469006 -1.5556700362573053 native-country=Guatemala 0.8317673498968534 1.6740017559126579 native-country=Nicaragua 0.04112200239358357 1.1486300519013215 native-country=Scotland -0.0038507354243318406 1.4883918009742412 native-country=Thailand -0.8098152657125353 1.3851442902185398 native-country=Yugoslavia 1.1054114756489564 -0.3099124475203214 native-country=El-Salvador -0.023233690163893622 0.9198733992788115 native-country=Trinadad&Tobago 1.0522971418084266 0.360958602649156 native-country=Peru 0.23403801693275092 0.44731600021318807 native-country=Hong 0.5350599236204137 0.6022571742127025 native-country=Holand-Netherlands Hidden Weights: -5.51116354134831 5.5111635413483135 -4.300734690913737 4.300734690913739 >50K <=50K Error sum for iteration 6100 = 725.3686668593093 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.1703705732156 0.5491668515831426 age -0.053096654176683224 0.47881516486589343 workclass=Private -1.5396933242749493 1.3919314420650573 workclass=Self-emp-not-inc -1.8428793462760151 0.10471120788938593 workclass=Self-emp-inc 0.6120240904904604 -0.25933188675267715 workclass=Federal-gov 0.42650632005685657 0.8396735060105809 workclass=Local-gov 1.062565145289906 0.4234982461470922 workclass=State-gov -0.6982227204562174 -0.39737455026489854 workclass=Without-pay 0.033874912242145665 0.43460969246718245 workclass=Never-worked -0.4614335115321421 -0.012380148829640635 fnlwgt -0.4691344302994686 -0.013219089334900772 education=Bachelors -0.04567305252195855 0.28248801142294344 education=Some-college -1.3773632845577026 1.1791597425740943 education=11th -0.20130208744967415 0.16143567820838792 education=HS-grad 0.7510718111214756 -0.8127729966906433 education=Prof-school 0.13666727128723305 -0.24441171969892686 education=Assoc-acdm 0.20071021292983104 0.03958268410713362 education=Assoc-voc 0.10005271242197301 0.4494277720612833 education=9th -1.7889515043321638 0.5235073059949472 education=7th-8th -1.459088770944174 3.3096966002035404 education=12th -0.21756435000977833 -0.188048421555855 education=Masters 0.13204186012280117 3.683496331753908 education=1st-4th -1.327466958990389 0.8843789442407335 education=10th 2.013825260035986 -1.802202159861652 education=Doctorate 1.9605581197549016 -1.5616197004108547 education=5th-6th -0.8170225274037851 1.4262080986535806 education=Preschool 0.6087848050675967 -2.357757223416006 education-num -1.49686042817836 -2.1637593105488753 marital-status=Married-civ-spouse -0.3298177886073704 1.0844707349390066 marital-status=Divorced -0.7169851717766135 1.1344001817435274 marital-status=Never-married 0.8017472133202994 0.11966612379343014 marital-status=Separated 1.7022150506700586 0.18662071259371554 marital-status=Widowed -0.6911843177987932 2.2200873197580853 marital-status=Married-spouse-absent -0.7494622595893101 0.353605634284122 marital-status=Married-AF-spouse -0.43857698667818984 -0.45072651388373375 occupation=Tech-support 1.6572011541702871 -0.4771449374412414 occupation=Craft-repair -0.8687009759647815 0.9365500512844529 occupation=Other-service 0.46525820484858954 -0.2317449169270561 occupation=Sales 0.30819899586778243 -0.8058775157833487 occupation=Exec-managerial -0.9497914159471967 -0.023144528603168412 occupation=Prof-specialty -0.4445741824340704 0.7610354252723707 occupation=Handlers-cleaners 1.2251942753977576 0.09225507053054072 occupation=Machine-op-inspct 0.36768124256576784 0.2534891418505495 occupation=Adm-clerical -0.5164906146875926 1.5626536480432383 occupation=Farming-fishing 0.705008615593118 0.21882379514496617 occupation=Transport-moving 0.19820575180897682 1.2980092336530664 occupation=Priv-house-serv -0.5729113852359863 -0.30887339756838167 occupation=Protective-serv -0.41739491246290245 0.6423970577140616 occupation=Armed-Forces 2.3553007504516446 -0.8656369451252247 relationship=Wife -1.9765732949943582 1.838788433160807 relationship=Own-child 1.881226824357055 0.525699528079702 relationship=Husband 0.7423251353900149 -0.6465556064428001 relationship=Not-in-family -0.6204948860284519 0.6686319293954653 relationship=Other-relative -1.0141644260781997 0.15911985670003198 relationship=Unmarried 0.5655413618344366 -0.6031630746665931 race=White 0.35277598706382335 -0.9435409744195382 race=Asian-Pac-Islander -2.0291137249527105 0.8713566220697374 race=Amer-Indian-Eskimo -1.3136792028376334 3.9001206334671177 race=Other 1.2921088959959395 -0.6332209459358751 race=Black -0.7959330052886765 -0.12499788309502809 sex 0.28797974524345116 -5.888799950940075 capital-gain 1.9138296023113934 -2.7056916072579504 capital-loss 1.28818704124232 -2.918485416317784 hours-per-week -0.971862672420459 -0.035927752906337006 native-country=United-States 1.1899475012399257 -4.2720640892391435 native-country=Cambodia 1.6107479168521002 0.38824678412724223 native-country=England 0.018783662388992615 0.13232104713057583 native-country=Puerto-Rico 1.8346620859442653 -2.0770786470812834 native-country=Canada -0.2696629944689337 -0.6234797554478051 native-country=Germany 0.26640396559517443 0.7607444394494903 native-country=Outlying-US(Guam-USVI-etc) -2.19280673740224 2.9261293462525804 native-country=India -0.058100312725840826 3.0176954264911138 native-country=Japan -0.5743920292263701 2.0555570191336874 native-country=Greece 4.797344832646099 -3.04708392952837 native-country=South -1.2122286697878946 1.4830033447914333 native-country=China 0.15928116711247567 1.22958378815986 native-country=Cuba 0.6312637208432069 -2.685717971816564 native-country=Iran -0.0035465782523558358 0.9685788883607316 native-country=Honduras 0.6417630117876947 -0.7505737247127875 native-country=Philippines -1.6556537829939297 -0.9241557910611483 native-country=Italy -0.7013559308398541 1.4216887745301197 native-country=Poland 0.6954812396337339 -3.1072629385832586 native-country=Jamaica -3.160008213736023 1.3871048337321483 native-country=Vietnam -2.1577111105073974 1.5127451582162288 native-country=Mexico 0.25883969857274497 -1.7454972761359446 native-country=Portugal -2.4358881507869707 -1.1760544300533378 native-country=Ireland -0.3507287616353523 -0.8239902787483914 native-country=France -1.9433309039709274 -0.08825967705071174 native-country=Dominican-Republic 0.04451258214403039 0.8180922311000349 native-country=Laos 0.06885012050148136 1.0100661031490097 native-country=Ecuador -0.1261098733776353 -0.011518074699623229 native-country=Taiwan 0.41555888056432855 2.1553169021989027 native-country=Haiti 0.7679384818213185 2.9396355794987974 native-country=Columbia -0.9780565658622316 0.17685807016515231 native-country=Hungary -0.17224425122513096 -1.5640204617758273 native-country=Guatemala 0.8257060940020714 1.682964336741321 native-country=Nicaragua 0.04122357309712967 1.1505669976081525 native-country=Scotland -0.011823356382066582 1.4899697890796704 native-country=Thailand -0.8097390313896946 1.3930187113073111 native-country=Yugoslavia 1.109870473904122 -0.310277919556598 native-country=El-Salvador -0.01939465144554291 0.9281529751639563 native-country=Trinadad&Tobago 1.0656801123606854 0.36210128253777485 native-country=Peru 0.23212977130929052 0.44686324335397987 native-country=Hong 0.5350408662649881 0.6024961591698828 native-country=Holand-Netherlands Hidden Weights: -5.539714888646911 5.539714888646914 -4.300805489730146 4.300805489730145 >50K <=50K Error sum for iteration 6200 = 725.0426839597067 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.205956325168687 0.5471876657804279 age -0.05896170930788951 0.48027835957870907 workclass=Private -1.5385720049574783 1.3919897376160588 workclass=Self-emp-not-inc -1.8385434109530825 0.10444447813158453 workclass=Self-emp-inc 0.6134415988211789 -0.2593944226795541 workclass=Federal-gov 0.4261706592876863 0.8404915417155308 workclass=Local-gov 1.0615484151165944 0.4242674528085976 workclass=State-gov -0.698244467158486 -0.3966343085075977 workclass=Without-pay 0.03385061692182147 0.4348443397140384 workclass=Never-worked -0.47937160907046383 -0.007903939952482073 fnlwgt -0.4743157682146799 -0.012918886080674303 education=Bachelors -0.04437332184740185 0.280502749049538 education=Some-college -1.3896367618307854 1.1782662399041424 education=11th -0.20487180283993747 0.16015937161800958 education=HS-grad 0.74688873772098 -0.8097467468738128 education=Prof-school 0.13812286178587543 -0.24612716595546813 education=Assoc-acdm 0.20263831709105423 0.0380795936185546 education=Assoc-voc 0.11660217326944966 0.441920809940796 education=9th -1.8068512793430156 0.5204583356690827 education=7th-8th -1.4863407405095235 3.3248807948904555 education=12th -0.21720939490457494 -0.18826358139181767 education=Masters 0.1320824618628657 3.6969331822645275 education=1st-4th -1.3284801776127388 0.8806301132679534 education=10th 2.030934684804692 -1.805728009709751 education=Doctorate 1.9945087746510164 -1.5704958925941812 education=5th-6th -0.8189215706059181 1.4341877079748757 education=Preschool 0.6041449169779523 -2.361415468351062 education-num -1.5013138950088585 -2.166290840991701 marital-status=Married-civ-spouse -0.3280941501254598 1.0855009224883623 marital-status=Divorced -0.721773980022826 1.1366170981732 marital-status=Never-married 0.8009299606718481 0.12137788341807153 marital-status=Separated 1.7066599803518034 0.188051665879533 marital-status=Widowed -0.6818477056020754 2.223227028747333 marital-status=Married-spouse-absent -0.755272342029343 0.3501273475510476 marital-status=Married-AF-spouse -0.438608109449414 -0.4512674874231073 occupation=Tech-support 1.6595786261748997 -0.47706014463438695 occupation=Craft-repair -0.8632230289431161 0.9338815548837536 occupation=Other-service 0.4631629328608084 -0.23119732650044217 occupation=Sales 0.3114102663251547 -0.8064285234613287 occupation=Exec-managerial -0.9496058632651272 -0.024203235135976237 occupation=Prof-specialty -0.4432467952960509 0.7604904407357778 occupation=Handlers-cleaners 1.2285763234730285 0.09201379409825186 occupation=Machine-op-inspct 0.3663398954499419 0.25384292346568144 occupation=Adm-clerical -0.5180068013264332 1.56256669701294 occupation=Farming-fishing 0.7042806596217416 0.21887811730963863 occupation=Transport-moving 0.1911099680499143 1.3065898790902946 occupation=Priv-house-serv -0.5776568697516327 -0.30877362049099855 occupation=Protective-serv -0.4163379341291836 0.643530783767134 occupation=Armed-Forces 2.3562125449883906 -0.8616805962696855 relationship=Wife -1.9795920715661384 1.8389135469312343 relationship=Own-child 1.8842644613277366 0.5279252277977963 relationship=Husband 0.7439923357703547 -0.6482977910544933 relationship=Not-in-family -0.6183117215087057 0.6683467504974508 relationship=Other-relative -1.0192855803984597 0.15812511932162288 relationship=Unmarried 0.5677536040595482 -0.6044829232917979 race=White 0.35816340125082435 -0.9449682502248924 race=Asian-Pac-Islander -2.0389786552723907 0.8691380131597868 race=Amer-Indian-Eskimo -1.317254779656734 3.9096881264271666 race=Other 1.2976339075584105 -0.6347722913462419 race=Black -0.7943362613277349 -0.12560355503052772 sex 0.2894074941000182 -5.892046692342874 capital-gain 1.9242468776589254 -2.7083994533690263 capital-loss 1.2891365671566093 -2.91805077163883 hours-per-week -0.9665834373673714 -0.0363240438005966 native-country=United-States 1.1998229383363264 -4.290184677197413 native-country=Cambodia 1.6328470788959075 0.3850308337230971 native-country=England 0.03437448699366071 0.13072063396460576 native-country=Puerto-Rico 1.8400473620268276 -2.073777903857076 native-country=Canada -0.26323199166500755 -0.6243252785162035 native-country=Germany 0.26680350200553 0.7646060070842388 native-country=Outlying-US(Guam-USVI-etc) -2.206661049900242 2.9329060833070155 native-country=India -0.06705381718423808 3.0274276417949015 native-country=Japan -0.5771007045665335 2.0570791055862836 native-country=Greece 4.814786475874595 -3.0739070722203037 native-country=South -1.260323446266927 1.4927384927393275 native-country=China 0.1768716845999653 1.2272392141505322 native-country=Cuba 0.6526025272783189 -2.6949834646882453 native-country=Iran -0.0012975675181179293 0.9796679674199595 native-country=Honduras 0.6448101263933366 -0.7499570938813961 native-country=Philippines -1.6632099234682687 -0.9249102150916304 native-country=Italy -0.70665743971741 1.4241843140372075 native-country=Poland 0.6934949277982726 -3.107783847097946 native-country=Jamaica -3.191482563642926 1.387078917402947 native-country=Vietnam -2.1597085226001393 1.5132144823148583 native-country=Mexico 0.26983630271943565 -1.762975255971186 native-country=Portugal -2.4482371148131445 -1.172788455701143 native-country=Ireland -0.35068906177494996 -0.8257619259876628 native-country=France -1.9512430361305808 -0.08946392685924075 native-country=Dominican-Republic 0.04677913685903635 0.8207671021398497 native-country=Laos 0.06510662281674681 1.0171646755521868 native-country=Ecuador -0.12171548518369076 -0.013172579456236622 native-country=Taiwan 0.4171156093554967 2.1650351117421525 native-country=Haiti 0.7646029155290698 2.943979008519035 native-country=Columbia -0.9780808611825511 0.17709271741200444 native-country=Hungary -0.17567302342649352 -1.572264686137395 native-country=Guatemala 0.8196790034832705 1.691819446322982 native-country=Nicaragua 0.041318067449088856 1.1524951203961313 native-country=Scotland -0.019788240713131015 1.491535051172073 native-country=Thailand -0.8096671436486886 1.4008098228772905 native-country=Yugoslavia 1.1142921542505153 -0.31066046560407484 native-country=El-Salvador -0.0156280881966199 0.93637894972855 native-country=Trinadad&Tobago 1.0787630567201751 0.36315763682144436 native-country=Peru 0.23025667809015998 0.44641797759016183 native-country=Hong 0.5350165709446686 0.6027308064167526 native-country=Holand-Netherlands Hidden Weights: -5.567346695342 5.567346695342 -4.30086893520961 4.300868935209613 >50K <=50K Error sum for iteration 6300 = 724.7266363148669 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.2405107717639 0.5452835274475031 age -0.06469430525597737 0.4816988950155847 workclass=Private -1.5374763568664245 1.392056970449518 workclass=Self-emp-not-inc -1.8343699465856165 0.10420318518479312 workclass=Self-emp-inc 0.6149428495135087 -0.2595013386963493 workclass=Federal-gov 0.425847021478712 0.841284090024425 workclass=Local-gov 1.0604284825315131 0.42505821315790526 workclass=State-gov -0.6982708022241703 -0.3958990862655054 workclass=Without-pay 0.033821807704678644 0.4350748790611706 workclass=Never-worked -0.49679670663929504 -0.0036122497651324 fnlwgt -0.47919229676230013 -0.012667066796726065 education=Bachelors -0.04304510433521227 0.2785519520239034 education=Some-college -1.401569892690104 1.1773690764816311 education=11th -0.20831328056345838 0.1588939438060391 education=HS-grad 0.7429230258356497 -0.8068624441588492 education=Prof-school 0.1394678262993492 -0.2477518718695144 education=Assoc-acdm 0.20443541320696465 0.03664411229169913 education=Assoc-voc 0.13237867658401858 0.43466417596488577 education=9th -1.8245018895778364 0.5174681575097196 education=7th-8th -1.5131097869544945 3.3396158342358846 education=12th -0.21676735440751632 -0.1884871255239769 education=Masters 0.13198898022957237 3.7100670748581037 education=1st-4th -1.3295024041534218 0.8769738467733924 education=10th 2.0474665746994103 -1.809071343275809 education=Doctorate 2.028247563377639 -1.5792172387119134 education=5th-6th -0.8208202785224065 1.4420804763150288 education=Preschool 0.5996557786262209 -2.365015176815249 education-num -1.5054405997352707 -2.1687971619819386 marital-status=Married-civ-spouse -0.32662263239937833 1.0865771936466062 marital-status=Divorced -0.7264597426597379 1.1387989274486845 marital-status=Never-married 0.8001488554246712 0.12306108149544974 marital-status=Separated 1.7108943751866705 0.18947444160798363 marital-status=Widowed -0.6726689878733776 2.2262333326190515 marital-status=Married-spouse-absent -0.7609955379657138 0.3467213806368642 marital-status=Married-AF-spouse -0.43848891821493097 -0.4518372854210445 occupation=Tech-support 1.6619511451027547 -0.4769911869803089 occupation=Craft-repair -0.8580077300991231 0.931336365198923 occupation=Other-service 0.4612051584904427 -0.23069832089591344 occupation=Sales 0.31445572719632 -0.8069508058188057 occupation=Exec-managerial -0.9495162659944174 -0.02521336511183777 occupation=Prof-specialty -0.441993538202359 0.7599676612533726 occupation=Handlers-cleaners 1.2320800915606276 0.09171637100815529 occupation=Machine-op-inspct 0.3650275824076526 0.25419199058074526 occupation=Adm-clerical -0.5195590637094574 1.5624769295491994 occupation=Farming-fishing 0.7036686719711507 0.2189091038751156 occupation=Transport-moving 0.18402986423180343 1.3150821844456788 occupation=Priv-house-serv -0.582354922176815 -0.3086475291097759 occupation=Protective-serv -0.41535833554616813 0.6445936057806143 occupation=Armed-Forces 2.3572037048796317 -0.8579080864371664 relationship=Wife -1.9825246697678083 1.8391402245884356 relationship=Own-child 1.8871144611317336 0.5301206115480934 relationship=Husband 0.7458194326173933 -0.6500581984024708 relationship=Not-in-family -0.6164369496748416 0.6681403924848176 relationship=Other-relative -1.0242993396129836 0.15712486430229095 relationship=Unmarried 0.569836623830321 -0.6057648823885481 race=White 0.3636695819872649 -0.9464620562111384 race=Asian-Pac-Islander -2.0486967581139663 0.8670130186366054 race=Amer-Indian-Eskimo -1.3207478994053543 3.919081545094896 race=Other 1.302881409818481 -0.6362679388949861 race=Black -0.7927033886786575 -0.12622127662989915 sex 0.2910707399754271 -5.89520477562474 capital-gain 1.934246884152921 -2.7109609132351125 capital-loss 1.2899269959569168 -2.9175970999697127 hours-per-week -0.9613188883035091 -0.036737303318527356 native-country=United-States 1.2093679514692255 -4.307855806885112 native-country=Cambodia 1.6543990202125167 0.38190995388690174 native-country=England 0.049986111525376214 0.1290214813032917 native-country=Puerto-Rico 1.845389657188451 -2.0704827010571836 native-country=Canada -0.25662359709531884 -0.6253042016877213 native-country=Germany 0.26723164499629687 0.768527199125984 native-country=Outlying-US(Guam-USVI-etc) -2.220213138040217 2.93948628898844 native-country=India -0.07590403136773362 3.0369989849177395 native-country=Japan -0.5798095875156922 2.0584572731194495 native-country=Greece 4.831331288365569 -3.100158158376598 native-country=South -1.306513416999513 1.5018186845787074 native-country=China 0.1944138786386245 1.224767794151701 native-country=Cuba 0.6731156619397185 -2.70397655209639 native-country=Iran 0.0010309025243705628 0.9905799750104912 native-country=Honduras 0.6475083783043719 -0.7493356609733908 native-country=Philippines -1.6706868077301804 -0.9255901512018904 native-country=Italy -0.7118348496891932 1.426549287912978 native-country=Poland 0.6918523041544004 -3.108288072156031 native-country=Jamaica -3.222785799479652 1.3871910181359184 native-country=Vietnam -2.1614711037952676 1.5135482900198984 native-country=Mexico 0.28058775824422283 -1.7799205345753384 native-country=Portugal -2.460293451793203 -1.1696545649704881 native-country=Ireland -0.35064978258196944 -0.8275262279673026 native-country=France -1.9590135038938452 -0.09061205167819389 native-country=Dominican-Republic 0.048992753066507355 0.8234135771801968 native-country=Laos 0.06134892170480309 1.0241819635332918 native-country=Ecuador -0.11762618128719395 -0.014748844631421086 native-country=Taiwan 0.41860551935584067 2.1746683014775177 native-country=Haiti 0.7612230388961766 2.9483282995085114 native-country=Columbia -0.9781096703997204 0.17732325675915214 native-country=Hungary -0.17922312457067224 -1.5804040505164694 native-country=Guatemala 0.8136881761947513 1.7005702841353743 native-country=Nicaragua 0.04140622483879039 1.1544144439039044 native-country=Scotland -0.02774407732506837 1.4930888145765113 native-country=Thailand -0.8095988033778246 1.4085186142697201 native-country=Yugoslavia 1.1186834279578497 -0.31105629387590367 native-country=El-Salvador -0.011934192213531456 0.9445480115607262 native-country=Trinadad&Tobago 1.091567949653269 0.364130437889714 native-country=Peru 0.22841873431393145 0.4459802504152406 native-country=Hong 0.5349877617274993 0.6029613457638756 native-country=Holand-Netherlands Hidden Weights: -5.594081726104555 5.594081726104556 -4.300921835472584 4.300921835472586 >50K <=50K Error sum for iteration 6400 = 724.4203008914905 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.274046321689413 0.5434470224144692 age -0.07029367589471952 0.4830784433767777 workclass=Private -1.5364247196388792 1.3921349523265643 workclass=Self-emp-not-inc -1.8303406607062935 0.10398541241768434 workclass=Self-emp-inc 0.6165140128538013 -0.2596470081301621 workclass=Federal-gov 0.4255307589681391 0.8420538211757929 workclass=Local-gov 1.0592328623834635 0.42586342177226755 workclass=State-gov -0.6983010257065504 -0.3951687142737494 workclass=Without-pay 0.03378918168251601 0.4353015057141494 workclass=Never-worked -0.5137074573887737 4.98956286300825E-4 fnlwgt -0.48379327697945795 -0.012457451602173259 education=Bachelors -0.04169963737769799 0.2766366407708572 education=Some-college -1.4131750818470845 1.176467971234687 education=11th -0.21164010826537263 0.1576415443993319 education=HS-grad 0.7391951899385931 -0.8041185100639342 education=Prof-school 0.140710734818311 -0.24929332949402216 education=Assoc-acdm 0.2061096837310578 0.03527154255241429 education=Assoc-voc 0.1473990361294642 0.42765539524029544 education=9th -1.8418991348459295 0.5145349535271063 education=7th-8th -1.5394052752913299 3.353920193347665 education=12th -0.21625422922744084 -0.18871627520879775 education=Masters 0.13176634310901653 3.722909707028476 education=1st-4th -1.3305322299878988 0.8734081654037568 education=10th 2.0634276667498628 -1.8122393422995242 education=Doctorate 2.06181057411724 -1.5877990289918809 education=5th-6th -0.8227175070374164 1.449888423750936 education=Preschool 0.5952946693596607 -2.3685567211628458 education-num -1.5092714991615848 -2.171279315284945 marital-status=Married-civ-spouse -0.3253774499052031 1.0876939906057694 marital-status=Divorced -0.7310423651755646 1.140946569984452 marital-status=Never-married 0.7994072716854633 0.12471459128955167 marital-status=Separated 1.7149324988613088 0.19088857604997814 marital-status=Widowed -0.663652845621448 2.2291161564518287 marital-status=Married-spouse-absent -0.7666292710376245 0.34338802617082215 marital-status=Married-AF-spouse -0.4382322130732447 -0.4524320038424898 occupation=Tech-support 1.664315052979905 -0.4769364992241227 occupation=Craft-repair -0.853034939515023 0.9289076328257742 occupation=Other-service 0.4593848607840432 -0.23024568036400164 occupation=Sales 0.31734872201910475 -0.8074477889488314 occupation=Exec-managerial -0.9495198800600841 -0.026177153646696733 occupation=Prof-specialty -0.44080903248391323 0.759466606540391 occupation=Handlers-cleaners 1.2356822020396232 0.09137063915062557 occupation=Machine-op-inspct 0.3637464879577009 0.2545360953943874 occupation=Adm-clerical -0.5211501618418695 1.5623862921790415 occupation=Farming-fishing 0.7031745055734193 0.21891746593814185 occupation=Transport-moving 0.17696701515505958 1.3234871323711623 occupation=Priv-house-serv -0.5869974632344408 -0.308499447451941 occupation=Protective-serv -0.4144534617705218 0.6455882137984827 occupation=Armed-Forces 2.358269941038441 -0.8543072098085539 relationship=Wife -1.9853775280522643 1.8394612722510955 relationship=Own-child 1.8897983619726133 0.5322859239073178 relationship=Husband 0.7477920060250756 -0.6518342382194178 relationship=Not-in-family -0.6148611917071952 0.6680079582992523 relationship=Other-relative -1.0292017140137153 0.1561188747961672 relationship=Unmarried 0.5718038772711653 -0.6070113802623357 race=White 0.3692743024229397 -0.9480148008787355 race=Asian-Pac-Islander -2.0582701968110957 0.8649766028301233 race=Amer-Indian-Eskimo -1.3241642713237716 3.9283073581761867 race=Other 1.307875108269428 -0.6377119471394316 race=Black -0.7910465138195355 -0.12684732914597735 sex 0.29293894142637517 -5.898281022685266 capital-gain 1.9438251564968299 -2.713378271524893 capital-loss 1.290578288567754 -2.9171329111006203 hours-per-week -0.9560778007066655 -0.037166332464735316 native-country=United-States 1.2185961917737576 -4.3250950096861525 native-country=Cambodia 1.675425984200175 0.3788783848028363 native-country=England 0.06561755861428416 0.12722244120401024 native-country=Puerto-Rico 1.8506955169302752 -2.067213978820928 native-country=Canada -0.24987090949382865 -0.6264021123986252 native-country=Germany 0.26768572581100897 0.7725045266576753 native-country=Outlying-US(Guam-USVI-etc) -2.2334760784972993 2.9458702563482286 native-country=India -0.08465366695392314 3.0464143668246737 native-country=Japan -0.5825170452530813 2.059702870617447 native-country=Greece 4.8470467602896345 -3.125850705178722 native-country=South -1.3508498411279353 1.5102940778734564 native-country=China 0.21191051198724117 1.222175929802206 native-country=Cuba 0.6928422470059383 -2.71270159335107 native-country=Iran 0.0034273221501820725 1.0013161093820009 native-country=Honduras 0.6498792777156831 -0.748710570353266 native-country=Philippines -1.6780904265399637 -0.9262019041768023 native-country=Italy -0.7168939153853233 1.428791339835555 native-country=Poland 0.6905308322016599 -3.108786501224967 native-country=Jamaica -3.253937309149425 1.3874331322612639 native-country=Vietnam -2.1630012617462913 1.5137477754117068 native-country=Mexico 0.2910960528270872 -1.7963352577876337 native-country=Portugal -2.4720711337407573 -1.1666493670187859 native-country=Ireland -0.3506106938328253 -0.8292840951999063 native-country=France -1.9666471651422177 -0.09170834148159233 native-country=Dominican-Republic 0.05115269923019721 0.8260295342272075 native-country=Laos 0.05757908557963715 1.0311194165793893 native-country=Ecuador -0.11382560827983479 -0.016243746591975115 native-country=Taiwan 0.42003194112783504 2.184219198857551 native-country=Haiti 0.7578002840567036 2.952680834353905 native-country=Columbia -0.9781422964218868 0.17754988341214273 native-country=Hungary -0.18289471219110906 -1.588440384234079 native-country=Guatemala 0.8077354610753288 1.7092199006835553 native-country=Nicaragua 0.04148876343909109 1.156324984331755 native-country=Scotland -0.035689649348760975 1.494632124056725 native-country=Thailand -0.8095332525855529 1.4161461006001759 native-country=Yugoslavia 1.1230506728241252 -0.3114622906461711 native-country=El-Salvador -0.008312972183356807 0.9526571496549223 native-country=Trinadad&Tobago 1.1041161452896322 0.3650211524273298 native-country=Peru 0.2266159514721022 0.44555009014694497 native-country=Hong 0.5349551357053329 0.6031879724168849 native-country=Holand-Netherlands Hidden Weights: -5.619944878665192 5.619944878665194 -4.300961782296938 4.300961782296938 >50K <=50K Error sum for iteration 6500 = 724.12264057259 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.30657597825975 0.5416721822286762 age -0.07575966257355873 0.48441858195920695 workclass=Private -1.53543165693732 1.3922249699995852 workclass=Self-emp-not-inc -1.826437860904347 0.10378928270425364 workclass=Self-emp-inc 0.6181422816807866 -0.2598263115695399 workclass=Federal-gov 0.42521756218663226 0.842803014274203 workclass=Local-gov 1.0579847434668495 0.4266769911887308 workclass=State-gov -0.6983344660335372 -0.39444304929200646 workclass=Without-pay 0.033753407590946645 0.43552438242078506 workclass=Never-worked -0.5301046032622283 0.004434280088219449 fnlwgt -0.48814493696838324 -0.012284508135203615 education=Bachelors -0.04034732237059009 0.27475766113146133 education=Some-college -1.4244649819844604 1.1755630512573492 education=11th -0.21486570812730202 0.15640423711546864 education=HS-grad 0.7357173532998947 -0.8015116920247695 education=Prof-school 0.14185911614516455 -0.2507582737025736 education=Assoc-acdm 0.20766869985377817 0.03395744861380583 education=Assoc-voc 0.16168151029309477 0.4208909902356423 education=9th -1.8590400930968058 0.5116572277816183 education=7th-8th -1.565236990863584 3.3678117586820315 education=12th -0.21568379074299657 -0.18894860438647582 education=Masters 0.1314188786949304 3.735472005716691 education=1st-4th -1.3315690042631987 0.8699312630713825 education=10th 2.078828844670831 -1.8152402526597113 education=Doctorate 2.095234853963984 -1.5962561754689473 education=5th-6th -0.8246122589681544 1.4576135033261723 education=Preschool 0.5910383174831884 -2.372040029162845 education-num -1.512835161390445 -2.173738391445465 marital-status=Married-civ-spouse -0.32433468793332126 1.088846076610224 marital-status=Divorced -0.7355216772516657 1.1430607377109627 marital-status=Never-married 0.7987075315055545 0.12633755320360704 marital-status=Separated 1.7187883927137846 0.19229336347413808 marital-status=Widowed -0.6548032426361381 2.2318849835242833 marital-status=Married-spouse-absent -0.7721714267359495 0.34012742278877356 marital-status=Married-AF-spouse -0.4378499457814669 -0.4530479574268411 occupation=Tech-support 1.6666667022848565 -0.4768947303194398 occupation=Craft-repair -0.8482853137910601 0.9265887685675881 occupation=Other-service 0.4576996810402634 -0.22983689431356324 occupation=Sales 0.32010121056775276 -0.8079224370542938 occupation=Exec-managerial -0.9496127645481992 -0.027096819787013553 occupation=Prof-specialty -0.4396882572164119 0.758986909638814 occupation=Handlers-cleaners 1.2393618801442536 0.09098326076045384 occupation=Machine-op-inspct 0.36249861261487126 0.2548749238951567 occupation=Adm-clerical -0.5227822669320815 1.5622965207066974 occupation=Farming-fishing 0.7028000946098677 0.2189036226106071 occupation=Transport-moving 0.1699228565850038 1.3318057482700592 occupation=Priv-house-serv -0.5915771145650488 -0.3083333036114927 occupation=Protective-serv -0.4136207104974179 0.6465171803288103 occupation=Armed-Forces 2.3594070282934205 -0.850866482964182 relationship=Wife -1.9881561560144787 1.8398699057424572 relationship=Own-child 1.8923362794823912 0.5344213773114015 relationship=Husband 0.7498962211641697 -0.6536236650351391 relationship=Not-in-family -0.6135751761703132 0.6679448506140051 relationship=Other-relative -1.033989158774234 0.1551068694498574 relationship=Unmarried 0.573668253986315 -0.6082249524177199 race=White 0.3749581266075874 -0.9496191263736866 race=Asian-Pac-Islander -2.0677010364798276 0.8630239579790623 race=Amer-Indian-Eskimo -1.3275090470631348 3.9373718588568027 race=Other 1.3126374595873085 -0.639108508132803 race=Black -0.789376636172487 -0.12747825031114446 sex 0.29498326687630955 -5.901281502181132 capital-gain 1.9529818072841791 -2.7156548064910093 capital-loss 1.2911092541760956 -2.9166656075794153 hours-per-week -0.9508674018517667 -0.03760976434518625 native-country=United-States 1.2275208208351325 -4.341919319942592 native-country=Cambodia 1.6959491716919615 0.3759304281065253 native-country=England 0.08126838956619725 0.1253226214462494 native-country=Puerto-Rico 1.8559688461876613 -2.0639888747074044 native-country=Canada -0.2430042319428234 -0.627604921764332 native-country=Germany 0.2681632217728049 0.7765345791750784 native-country=Outlying-US(Guam-USVI-etc) -2.246461890894596 2.9520595683490827 native-country=India -0.09330528261356681 3.055678446213918 native-country=Japan -0.5852214922987047 2.060826513482013 native-country=Greece 4.861996418868621 -3.150998555480293 native-country=South -1.3933878115739544 1.5182112826223007 native-country=China 0.22936456079720194 1.2194688606005077 native-country=Cuba 0.7118209396557055 -2.721164171589764 native-country=Iran 0.005881103869057096 1.011877781506646 native-country=Honduras 0.6519441893586454 -0.7480826328217675 native-country=Philippines -1.6854265480467308 -0.9267505113724998 native-country=Italy -0.7218396935583797 1.430917585971736 native-country=Poland 0.6895083247124949 -3.1092876868083135 native-country=Jamaica -3.2849554161086103 1.3877972850906652 native-country=Vietnam -2.1643004153699903 1.5138139224730358 native-country=Mexico 0.3013634145168511 -1.8122227114846876 native-country=Portugal -2.48358292710018 -1.1637690650704515 native-country=Ireland -0.35057155333717976 -0.8310363610964613 native-country=France -1.9741484529642563 -0.09275668247053709 native-country=Dominican-Republic 0.05325863962031557 0.8286132736917694 native-country=Laos 0.05379907337048748 1.0379784597428583 native-country=Ecuador -0.11029664317059018 -0.017655347055359073 native-country=Taiwan 0.4213978575710005 2.193690157996319 native-country=Haiti 0.7543360469602547 2.957034092262109 native-country=Columbia -0.9781780705134436 0.17777276011876725 native-country=Hungary -0.18668835848630017 -1.5963759487849045 native-country=Guatemala 0.8018224737746216 1.7177712055897794 native-country=Nicaragua 0.041566378037588586 1.1582267507979798 native-country=Scotland -0.04362383079943386 1.4961658034347136 native-country=Thailand -0.8094697742312253 1.4236933184959275 native-country=Yugoslavia 1.127399688225965 -0.31187593001816016 native-country=El-Salvador -0.004764263230942924 0.9607036555750639 native-country=Trinadad&Tobago 1.1164282364947198 0.36583009631569763 native-country=Peru 0.22484835283147 0.4451275074087185 native-country=Hong 0.5349193616137761 0.6034108491234893 native-country=Holand-Netherlands Hidden Weights: -5.644962582652777 5.644962582652776 -4.3009870753803 4.3009870753803 >50K <=50K Error sum for iteration 6600 = 723.8334609553365 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.338113185538546 0.5399542899545702 age -0.08109269016734473 0.48572080509880955 workclass=Private -1.5345085825181668 1.3923278705185511 workclass=Self-emp-not-inc -1.8226443182061802 0.10361296824769392 workclass=Self-emp-inc 0.6198158948295514 -0.260034634403023 workclass=Federal-gov 0.4249034155501179 0.8435335976107096 workclass=Local-gov 1.05670347890781 0.4274937311547038 workclass=State-gov -0.698370479717057 -0.3937219725057771 workclass=Without-pay 0.03371512611049557 0.4357436415179473 workclass=Never-worked -0.5459909197765626 0.008198828560552311 fnlwgt -0.49227071046796705 -0.01214330013327898 education=Bachelors -0.03899774061240916 0.2729156897756513 education=Some-college -1.4354525249172654 1.1746548089304065 education=11th -0.21800324883533703 0.15518399116726417 education=HS-grad 0.7324948214434434 -0.7990374691373656 education=Prof-school 0.1429196545078126 -0.2521527813284808 education=Assoc-acdm 0.20911942476223538 0.0326976623122763 education=Assoc-voc 0.1752453912526451 0.4143666534758655 education=9th -1.875923043462964 0.5088337815274732 education=7th-8th -1.5906150614335928 3.3813077868759223 education=12th -0.2150678170805722 -0.18918200282042447 education=Masters 0.1309503383064556 3.747764188767232 education=1st-4th -1.3326127859836066 0.866541491478951 education=10th 2.0936839727262937 -1.8180829670926373 education=Doctorate 2.1285584232514054 -1.6046032864257151 education=5th-6th -0.826503679451117 1.465257611512108 education=Preschool 0.5868630934242649 -2.3754646112541735 education-num -1.5161578278979013 -2.176175492221227 marital-status=Married-civ-spouse -0.32347218110037584 1.0900285298360515 marital-status=Divorced -0.7398973843912232 1.1451419452778628 marital-status=Never-married 0.7980510242175357 0.12792933566428527 marital-status=Separated 1.7224756724330674 0.1936879085675873 marital-status=Widowed -0.6461234641798481 2.2345488504352304 marital-status=Married-spouse-absent -0.7776203330161783 0.33693955476389537 marital-status=Married-AF-spouse -0.4373531043873538 -0.45368171894182113 occupation=Tech-support 1.6690024934636265 -0.47686471665778835 occupation=Craft-repair -0.8437403240896114 0.9243734403062284 occupation=Other-service 0.4561455017886145 -0.2294692790129866 occupation=Sales 0.3227238785306758 -0.8083772945667731 occupation=Exec-managerial -0.9497900842092131 -0.02797454045100687 occupation=Prof-specialty -0.4386264800580785 0.7585282657347512 occupation=Handlers-cleaners 1.2431006950790218 0.09055987469076054 occupation=Machine-op-inspct 0.36128570042848596 0.25520813430144995 occupation=Adm-clerical -0.5244570765303266 1.56220914572217 occupation=Farming-fishing 0.7025473514346056 0.21886775782263157 occupation=Transport-moving 0.16289869369700885 1.3400390926350145 occupation=Priv-house-serv -0.5960872376816295 -0.30815263165358125 occupation=Protective-serv -0.4128575355203839 0.6473829624736434 occupation=Armed-Forces 2.360610864138195 -0.8475751489651224 relationship=Wife -1.9908652617940241 1.8403598025754109 relationship=Own-child 1.8947469599184232 0.5365271241971338 relationship=Husband 0.7521190090404836 -0.6554245833524621 relationship=Not-in-family -0.6125698568537582 0.6679467743503721 relationship=Other-relative -1.0386586171946868 0.15408851367316911 relationship=Unmarried 0.5754420216138494 -0.6094082046698963 race=White 0.38070262801239557 -0.95126798460191 race=Asian-Pac-Islander -2.076991261065072 0.8611504806382755 race=Amer-Indian-Eskimo -1.3307868684596258 3.9462811653282217 race=Other 1.3171895772910365 -0.6404618585202364 race=Black -0.7877036363378896 -0.12811085016590432 sex 0.2971768799214003 -5.904211601501351 capital-gain 1.9617207642226384 -2.7177945594339725 capital-loss 1.2915375804144196 -2.9162015497704776 hours-per-week -0.9456935724935293 -0.03806607001953071 native-country=United-States 1.2361545421397964 -4.3583452270471925 native-country=Cambodia 1.7159886886712754 0.37306056801084764 native-country=England 0.09693862185463156 0.12332138255279526 native-country=Puerto-Rico 1.861211405945917 -2.060821096352161 native-country=Canada -0.23605111045024707 -0.6288990252229539 native-country=Germany 0.2686617482745787 0.7806140220965084 native-country=Outlying-US(Guam-USVI-etc) -2.259181629892557 2.958056893194685 native-country=India -0.10186128287923915 3.064795643297875 native-country=Japan -0.5879213916093599 2.0618380960335285 native-country=Greece 4.876239829301043 -3.175615805591411 native-country=South -1.43418524467252 1.525613437077744 native-country=China 0.2467793027271345 1.216650760652419 native-country=Cuba 0.7300895499486638 -2.729370865270179 native-country=Iran 0.00838257429462185 1.022266597107612 native-country=Honduras 0.6537242171798084 -0.7474524390055122 native-country=Philippines -1.6927007440701518 -0.9272398455649907 native-country=Italy -0.7266766434217388 1.4329346924779574 native-country=Poland 0.6887631855301083 -3.1097981887947643 native-country=Jamaica -3.3158575602438556 1.3882756563592864 native-country=Vietnam -2.1653690342411474 1.513747478952156 native-country=Mexico 0.311392311743527 -1.8275873089236037 native-country=Portugal -2.4948405231200406 -1.1610094938514843 native-country=Ireland -0.350532109031182 -0.8327837805085089 native-country=France -1.981521415380844 -0.093760528375239 native-country=Dominican-Republic 0.055310620875185304 0.8311635070806963 native-country=Laos 0.050010738738284585 1.0447604967771285 native-country=Ecuador -0.10702165738787255 -0.018982678934385388 native-country=Taiwan 0.4227059342283351 2.203083206909509 native-country=Haiti 0.7508316944372753 2.961385661178633 native-country=Columbia -0.9782163519938866 0.1779920192159322 native-country=Hungary -0.1906050668430869 -1.6042133821775069 native-country=Guatemala 0.7959506138016558 1.7262269753648456 native-country=Nicaragua 0.04163973960382815 1.160119745653565 native-country=Scotland -0.05154558364719986 1.4976904425485786 native-country=Thailand -0.8094076904475079 1.4311613223766488 native-country=Yugoslavia 1.1317356759438633 -0.31229517968261555 native-country=El-Salvador -0.0012877354451407144 0.9686851223562628 native-country=Trinadad&Tobago 1.1285239594086827 0.3665565998947421 native-country=Peru 0.22311597218775356 0.4447124964688688 native-country=Hong 0.5348810801333331 0.6036301082206158 native-country=Holand-Netherlands Hidden Weights: -5.669162291038584 5.669162291038584 -4.3009966477315285 4.300996647731528 >50K <=50K Error sum for iteration 6700 = 723.5528762719326 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.36867166531664 0.5382897015690389 age -0.08629372807715315 0.48698653353232274 workclass=Private -1.5336643420772211 1.3924441390420588 workclass=Self-emp-not-inc -1.8189431396658606 0.1034546954434037 workclass=Self-emp-inc 0.6215241278753804 -0.26026785147685333 workclass=Federal-gov 0.4245845597609588 0.8442471870218854 workclass=Local-gov 1.055405068310369 0.42830923095025497 workclass=State-gov -0.6984084499526391 -0.39300538800600887 workclass=Without-pay 0.03367495127683591 0.43595938690364816 workclass=Never-worked -0.5613710886164603 0.0117981416734233 fnlwgt -0.496191486514571 -0.012029435321140827 education=Bachelors -0.03765968883973095 0.2711112442045806 education=Some-college -1.446150934100227 1.173744058502782 education=11th -0.22106558845139718 0.1539826795421045 education=HS-grad 0.7295274896042225 -0.7966903992563092 education=Prof-school 0.1438983421970636 -0.25348235585587664 education=Assoc-acdm 0.2104682108345035 0.031488288236192014 education=Assoc-voc 0.18811064662494376 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marital-status=Married-AF-spouse -0.43675165081260037 -0.45433014344684697 occupation=Tech-support 1.6713189083636177 -0.47684545854692534 occupation=Craft-repair -0.839382259014154 0.9222555691388707 occupation=Other-service 0.45471694144950175 -0.22914007312416987 occupation=Sales 0.3252262467151921 -0.8088145275300033 occupation=Exec-managerial -0.9500463737158313 -0.028812429953672305 occupation=Prof-specialty -0.43761920581489466 0.7580903956255977 occupation=Handlers-cleaners 1.2468822980263927 0.09010523853857812 occupation=Machine-op-inspct 0.3601091984787067 0.25553538436552087 occupation=Adm-clerical -0.5261759120094841 1.5621254976799754 occupation=Farming-fishing 0.7024181312541091 0.21880985975013664 occupation=Transport-moving 0.1558957098345887 1.348188253447896 occupation=Priv-house-serv -0.6005219573573377 -0.307960578489779 occupation=Protective-serv -0.41216144979283564 0.6481879034328707 occupation=Armed-Forces 2.3618775084281523 -0.844423164434388 relationship=Wife -1.993508861700001 1.8409251321590698 relationship=Own-child 1.897047848869751 0.5386032413610674 relationship=Husband 0.7544481991398007 -0.6572354498393281 relationship=Not-in-family -0.6118365169871858 0.6680097359154784 relationship=Other-relative -1.0432075281670972 0.15306342271629841 relationship=Unmarried 0.5771367830696352 -0.6105637796040553 race=White 0.38649055362309453 -0.9529546953367128 race=Asian-Pac-Islander -2.0861427844901335 0.8593517519064542 race=Amer-Indian-Eskimo -1.3340019121522722 3.9550412220875777 race=Other 1.321551184504709 -0.6417762108648822 race=Black -0.7860363193636504 -0.12874221412872927 sex 0.29949511527097605 -5.907076090946123 capital-gain 1.970049069825173 -2.7198021292626073 capital-loss 1.2918798497401285 -2.9157461266618636 hours-per-week -0.9405610312623397 -0.03853356940394368 native-country=United-States 1.2445096251679408 -4.374388643887079 native-country=Cambodia 1.735563524173279 0.3702635622907795 native-country=England 0.11262865327957325 0.12121832229030913 native-country=Puerto-Rico 1.8664232429717833 -2.057721299119329 native-country=Canada -0.2290364250843901 -0.6302714198320006 native-country=Germany 0.2691790532567955 0.784739595440912 native-country=Outlying-US(Guam-USVI-etc) -2.2716454722982173 2.963865790943163 native-country=India -0.11032391924550135 3.073770153624863 native-country=Japan -0.5906152541325028 2.0627468158121975 native-country=Greece 4.889832634640862 -3.199716731582308 native-country=South -1.473301930770512 1.532540333944521 native-country=China 0.2641584099372132 1.2137248136736336 native-country=Cuba 0.7476847493153203 -2.7373290378241393 native-country=Iran 0.010922950699760816 1.0324843400621526 native-country=Honduras 0.6552400908312844 -0.7468204535126278 native-country=Philippines -1.6999184154324318 -0.9276727155831358 native-country=Italy -0.731408710274411 1.4348489402341587 native-country=Poland 0.6882745868940046 -3.110322875478943 native-country=Jamaica -3.346660467029224 1.388860692244871 native-country=Vietnam -2.1662066997702514 1.5135489299732832 native-country=Mexico 0.3211854528127797 -1.8424345525706904 native-country=Portugal -2.505854651083318 -1.1583661591953525 native-country=Ireland -0.3504920999653666 -0.8345270292022283 native-country=France -1.98876975015602 -0.09472288812596658 native-country=Dominican-Republic 0.0573090525940306 0.8336793380940848 native-country=Laos 0.04621583523625447 1.0514669126685596 native-country=Ecuador -0.10398275077368119 -0.020225589088202024 native-country=Taiwan 0.4239585504564072 2.2124000914469866 native-country=Haiti 0.7472885699265366 2.9657332452670686 native-country=Columbia -0.978256526827555 0.17820776460162796 native-country=Hungary -0.194646280897589 -1.6119556447252967 native-country=Guatemala 0.7901210823000826 1.7345898608307337 native-country=Nicaragua 0.04170949602812073 1.1620039648027483 native-country=Scotland -0.05945395567531961 1.4992064031298644 native-country=Thailand -0.8093463597433272 1.438551181193393 native-country=Yugoslavia 1.1360632417948955 -0.3127184083792859 native-country=El-Salvador 0.002117097992949538 0.9765994403358088 native-country=Trinadad&Tobago 1.1404221341281315 0.3671991749561488 native-country=Peru 0.22141885353307664 0.4443050364796214 native-country=Hong 0.5348409052996647 0.603845853606273 native-country=Holand-Netherlands Hidden Weights: -5.692572054294914 5.692572054294914 -4.300989992453449 4.300989992453449 >50K <=50K Error sum for iteration 6800 = 723.2801579517522 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.398265248562097 0.5366756868155707 age -0.09136424249106115 0.4882171219336385 workclass=Private -1.5329057370862957 1.3925739684783285 workclass=Self-emp-not-inc -1.8153176537281877 0.10331274589748767 workclass=Self-emp-inc 0.623257259638094 -0.2605223030917799 workclass=Federal-gov 0.4242574589622851 0.8449451217544155 workclass=Local-gov 1.0541026150063124 0.42911974828584104 workclass=State-gov -0.6984477845253323 -0.3922932213364105 workclass=Without-pay 0.033633472583643735 0.43617169593128635 workclass=Never-worked -0.5762515220506536 0.01523811685982797 fnlwgt -0.4999258574718092 -0.011939014276892696 education=Bachelors -0.036341227273413504 0.2693446961357048 education=Some-college -1.4565737238038488 1.1728318953848382 education=11th -0.2240652426459987 0.15280208306757634 education=HS-grad 0.726811068176662 -0.7944644092816318 education=Prof-school 0.1448005977844499 -0.2547519995563949 education=Assoc-acdm 0.21172079697531812 0.030325706786099544 education=Assoc-voc 0.20029761016020656 0.40201781030173905 education=9th -1.9089135192255111 0.5033462729654441 education=7th-8th -1.6400520729924661 3.4071789728438846 education=12th -0.21373782066796868 -0.18964492713934816 education=Masters 0.12966225671839468 3.7715758212317927 education=1st-4th -1.3347248521692099 0.8600174704859563 education=10th 2.1218209104222523 -1.8233306949620935 education=Doctorate 2.195060583011163 -1.621024787679039 education=5th-6th -0.8302737776375186 1.4803102684976297 education=Preschool 0.5786606805861718 -2.382133698353948 education-num -1.5221740680266478 -2.1809881080814004 marital-status=Married-civ-spouse -0.3222071643648038 1.092466361491165 marital-status=Divorced -0.7483360931740309 1.1492065952873567 marital-status=Never-married 0.7968694096684626 0.13101775423644188 marital-status=Separated 1.7293958519452415 0.1964420466775074 marital-status=Widowed -0.6292834592283635 2.239595594410768 marital-status=Married-spouse-absent -0.7882337736575956 0.3307812045019996 marital-status=Married-AF-spouse -0.4360545002796322 -0.4549903802415078 occupation=Tech-support 1.6736125371653552 -0.4768361000174911 occupation=Craft-repair -0.8351942125567893 0.9202293242405717 occupation=Other-service 0.45340776497253965 -0.22884651278195098 occupation=Sales 0.32761677643925374 -0.8092359634890086 occupation=Exec-managerial -0.9503757600314149 -0.029612524799573978 occupation=Prof-specialty -0.4366621392283475 0.757673021431737 occupation=Handlers-cleaners 1.2506921655147727 0.08962335826671625 occupation=Machine-op-inspct 0.3589702406677074 0.2558563496068591 occupation=Adm-clerical -0.5279397993727607 1.5620467129563953 occupation=Farming-fishing 0.7024142452998159 0.2187297465408251 occupation=Transport-moving 0.14891497508258936 1.3562543388679704 occupation=Priv-house-serv -0.6048761712297626 -0.3077599148235434 occupation=Protective-serv -0.4115300280886164 0.6489342337378367 occupation=Armed-Forces 2.363203206148817 -0.841401174252285 relationship=Wife -1.9960903745761756 1.841560569525949 relationship=Own-child 1.8992551708724987 0.5406497226436252 relationship=Husband 0.756872609519684 -0.6590550728541663 relationship=Not-in-family -0.6113668587236235 0.66813004001746 relationship=Other-relative -1.047633805362629 0.15203115918438895 relationship=Unmarried 0.5787634496123276 -0.6116943280597062 race=White 0.39230593349654697 -0.9546729860850965 race=Asian-Pac-Islander -2.095157457368184 0.8576235210667086 race=Amer-Indian-Eskimo -1.3371579311013988 3.9636578020347146 race=Other 1.3257406069040434 -0.6430557034089117 race=Black -0.7843824814311351 -0.12936969639561602 sex 0.30191556614042997 -5.909879181277793 capital-gain 1.9779762516878476 -2.721682494200889 capital-loss 1.2921515532115404 -2.9153038315240294 hours-per-week -0.9354734975435759 -0.03901044585348041 native-country=United-States 1.2525979238931446 -4.3900648886844085 native-country=Cambodia 1.7546915519927022 0.36753450728976955 native-country=England 0.1283391924792949 0.11901325057240238 native-country=Puerto-Rico 1.8716030558492105 -2.0546974568379395 native-country=Canada -0.22198251769304175 -0.6317097839616747 native-country=Germany 0.26971301351427934 0.7889081135166417 native-country=Outlying-US(Guam-USVI-etc) -2.2838627989868696 2.9694905351228553 native-country=India -0.11869529329516156 3.0826059617541843 native-country=Japan -0.5933016373363111 2.0635612063511655 native-country=Greece 4.902826636875411 -3.223315714552527 native-country=South -1.510798674778718 1.5390285802695713 native-country=China 0.2815060443833271 1.210693266801843 native-country=Cuba 0.7646418574420054 -2.7450466489196126 native-country=Iran 0.013494306270893111 1.0425329568306658 native-country=Honduras 0.6565120583984115 -0.7461870899677235 native-country=Philippines -1.7070848167454398 -0.9280509625765124 native-country=Italy -0.7360393949891934 1.436666278622794 native-country=Poland 0.6880225934981479 -3.110865186518041 native-country=Jamaica -3.377380306139979 1.389545201735304 native-country=Vietnam -2.1668121822142967 1.5132184737251448 native-country=Mexico 0.3307457841469139 -1.8567709752754982 native-country=Portugal -2.5166351764886605 -1.1558342785134301 native-country=Ireland -0.35045125658307213 -0.8362667041548685 native-country=France -1.9958968351648623 -0.09564632680440754 native-country=Dominican-Republic 0.05925468331915631 0.8361602379944558 native-country=Laos 0.042416022035031725 1.058099075664353 native-country=Ecuador -0.10116195272790332 -0.021384621247600103 native-country=Taiwan 0.425157830270392 2.221642315607333 native-country=Haiti 0.7437079980898227 2.9700746692744002 native-country=Columbia -0.9782980055207622 0.17842007362926274 native-country=Hungary -0.1988138875644042 -1.6196059670585599 native-country=Guatemala 0.7843348997926864 1.7428623941550359 native-country=Nicaragua 0.04177627361941345 1.1638793980380782 native-country=Scotland -0.06734807926693911 1.5007138378576896 native-country=Thailand -0.8092851736132907 1.4458639755366733 native-country=Yugoslavia 1.140386413592772 -0.31314429913665326 native-country=El-Salvador 0.0054508727743551155 0.9844447902968531 native-country=Trinadad&Tobago 1.1521406333915878 0.3677556769383153 native-country=Peru 0.2197570512987749 0.44390509263520955 native-country=Hong 0.5347994266064575 0.6040581626338848 native-country=Holand-Netherlands Hidden Weights: -5.715220168181842 5.715220168181841 -4.300967091902906 4.3009670919029075 >50K <=50K Error sum for iteration 6900 = 723.0178467142482 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.426907705115548 0.5351102911600161 age -0.09630614446574791 0.48941386513791546 workclass=Private -1.532237984829939 1.3927173207662553 workclass=Self-emp-not-inc -1.8117513092541222 0.10318545447041987 workclass=Self-emp-inc 0.6250065216721598 -0.26079476564939785 workclass=Federal-gov 0.42391877171258613 0.8456284974542593 workclass=Local-gov 1.0528067477370036 0.4299221070084058 workclass=State-gov -0.698487913317591 -0.39158541811631015 workclass=Without-pay 0.03359125748220512 0.4363806212079514 workclass=Never-worked -0.5906401584951647 0.018524934427909374 fnlwgt -0.5034903567390387 -0.011868581414167245 education=Bachelors -0.03504973514378452 0.26761628728483056 education=Some-college -1.4667346895156952 1.1719196601841262 education=11th -0.22701437351299422 0.1516438992064199 education=HS-grad 0.7243381246007488 -0.7923530325893506 education=Prof-school 0.14563135785977901 -0.2559662748931843 education=Assoc-acdm 0.2128823094988988 0.029206574594526573 education=Assoc-voc 0.21182671754499868 0.3961820114812342 education=9th -1.9250228093958337 0.5006810905474856 education=7th-8th -1.6641323811040145 3.419585333054768 education=12th -0.213039463383245 -0.1898714900848917 education=Masters 0.12884748180737107 3.783112560489365 education=1st-4th -1.335796346736103 0.8568806300341241 education=10th 2.1351376814062224 -1.825754100966273 education=Doctorate 2.2283204424635352 -1.629127596029287 education=5th-6th -0.8321513927249572 1.487722400545966 education=Preschool 0.5745857633506054 -2.38537534320843 education-num -1.524909400974991 -2.183365735539944 marital-status=Married-civ-spouse -0.32176776397535595 1.0937133663624257 marital-status=Divorced -0.7523978049729317 1.1511901731496659 marital-status=Never-married 0.7963436312756246 0.13251394427408583 marital-status=Separated 1.732652695608063 0.1977993405698476 marital-status=Widowed -0.6211269356794067 2.2419942916559044 marital-status=Married-spouse-absent -0.7933969446403316 0.3278099472020665 marital-status=Married-AF-spouse -0.43526953247952993 -0.4556598750436582 occupation=Tech-support 1.6758800975262835 -0.4768359117569828 occupation=Craft-repair -0.8311600580883447 0.9182891160546115 occupation=Other-service 0.45221121562740607 -0.2285858885793518 occupation=Sales 0.32990296886310577 -0.8096431292510643 occupation=Exec-managerial -0.9507721430885396 -0.03037677319854381 occupation=Prof-specialty -0.43575115872651415 0.7572758522109603 occupation=Handlers-cleaners 1.2545173533967469 0.0891176044665352 occupation=Machine-op-inspct 0.35786964923093295 0.25617073434282567 occupation=Adm-clerical -0.5297495345920623 1.5619737414448494 occupation=Farming-fishing 0.7025375066963954 0.21862708148272153 occupation=Transport-moving 0.1419574543273196 1.3642384703481478 occupation=Priv-house-serv -0.6091455472940829 -0.30755304935610994 occupation=Protective-serv -0.4109609092759286 0.6496240724177363 occupation=Armed-Forces 2.3645843956936 -0.8385004774835709 relationship=Wife -1.9986127028572631 1.8422612969488272 relationship=Own-child 1.9013840159338316 0.5426664769931564 relationship=Husband 0.7593821002225168 -0.6608826097372582 relationship=Not-in-family -0.6111530775489545 0.6683042845153216 relationship=Other-relative -1.0519357949854515 0.150991226901906 relationship=Unmarried 0.5803322300846103 -0.6128024862769984 race=White 0.39813414050545015 -0.9564170152340605 race=Asian-Pac-Islander -2.104037070446376 0.8559616921614696 race=Amer-Indian-Eskimo -1.3402582930449949 3.9721365093571963 race=Other 1.3297747981257166 -0.6443043658631534 race=Black -0.7827489904847895 -0.12999090639591468 sex 0.30441810171657285 -5.912624575686196 capital-gain 1.9855137672557246 -2.7234408609875524 capital-loss 1.2923671082426849 -2.9148783405992256 hours-per-week -0.9304338311677653 -0.039494763133169665 native-country=United-States 1.2604308914443156 -4.405388677621233 native-country=Cambodia 1.7733895506909336 0.36486888096176456 native-country=England 0.1440711952941934 0.11670615755726842 native-country=Puerto-Rico 1.8767485021128438 -2.0517552164600743 native-country=Canada -0.21490934308617982 -0.6332025251686642 native-country=Germany 0.270261632286893 0.7931164653938242 native-country=Outlying-US(Guam-USVI-etc) -2.2958422713856335 2.974935951389833 native-country=India -0.12697736152439767 3.09130685459305 native-country=Japan -0.5959791430843334 2.0642891755724575 native-country=Greece 4.9152699172707175 -3.2464271662032216 native-country=South -1.5467365426879827 1.5451117782073789 native-country=China 0.2988269536263251 1.2075574640354734 native-country=Cuba 0.7809946953391618 -2.752532088951594 native-country=Iran 0.016089527560236953 1.0524145417138697 native-country=Honduras 0.6575597886586747 -0.7455527679515392 native-country=Philippines -1.7142050809183664 -0.9283755503096368 native-country=Italy -0.7405718115763495 1.4383923700442875 native-country=Poland 0.6879882432237366 -3.1114273614063266 native-country=Jamaica -3.4080328403787763 1.3903224365246492 native-country=Vietnam -2.1671835287224988 1.5127560004340763 native-country=Mexico 0.34007648678466296 -1.8706040655204477 native-country=Portugal -2.527191186047975 -1.1534088209505564 native-country=Ireland -0.3504093005638008 -0.838003324573943 native-country=France -2.002905754741281 -0.096532976979473 native-country=Dominican-Republic 0.0611485733976168 0.8386060171040531 native-country=Laos 0.038612869948927514 1.0646583388734245 native-country=Ecuador -0.09854138972379754 -0.0224609264882206 native-country=Taiwan 0.4263056720114331 2.230811178090475 native-country=Haiti 0.7400912885443699 2.974407880453891 native-country=Columbia -0.9783402206221778 0.1786289989059236 native-country=Hungary -0.20311021514711863 -1.6271678008008186 native-country=Guatemala 0.7785929234312027 1.7510469954635857 native-country=Nicaragua 0.04184067906747664 1.1657460293820598 native-country=Scotland -0.0752271711093126 1.5022127177799045 native-country=Thailand -0.8092235528533025 1.4531007950362693 native-country=Yugoslavia 1.1447086715365935 -0.3135717709463128 native-country=El-Salvador 0.008714365426266689 0.9922196344155367 native-country=Trinadad&Tobago 1.1636963721324955 0.36822345771755344 native-country=Peru 0.21813063095754034 0.443512617253132 native-country=Hong 0.5347572115050419 0.6042670879105714 native-country=Holand-Netherlands Hidden Weights: -5.737134886599388 5.737134886599388 -4.30092835041723 4.300928350417232 >50K <=50K Error sum for iteration 7000 = 722.7650813173972 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.454612575074638 0.5335922188538165 age -0.10112173708003548 0.4905780034136323 workclass=Private -1.5316651145206128 1.3928739799936887 workclass=Self-emp-not-inc -1.8082275874643985 0.10307120501125178 workclass=Self-emp-inc 0.6267640367347274 -0.2610824194774063 workclass=Federal-gov 0.4235653251098432 0.8462981960498668 workclass=Local-gov 1.0515260009424618 0.43071360479941107 workclass=State-gov -0.6985282856251718 -0.3908819427564551 workclass=Without-pay 0.03354885407170081 0.43658619227211354 workclass=Never-worked -0.6045462442261551 0.021664987230854298 fnlwgt -0.5068996806295284 -0.011815078813830454 education=Bachelors -0.033791970143761105 0.26592614673995035 education=Some-college -1.476647893346118 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1.153141103122081 marital-status=Never-married 0.7958599965258822 0.13397800290435258 marital-status=Separated 1.7357887030241919 0.19914186900520145 marital-status=Widowed -0.6131477819719249 2.2443196835152697 marital-status=Married-spouse-absent -0.7984640802065771 0.32490988749691796 marital-status=Married-AF-spouse -0.4344036256697951 -0.45633636471971284 occupation=Tech-support 1.6781184455679896 -0.476844276830936 occupation=Craft-repair -0.8272644099152323 0.9164295875756326 occupation=Other-service 0.45112027598908444 -0.22835558709110418 occupation=Sales 0.3320914568613334 -0.8100372860330995 occupation=Exec-managerial -0.9512293374659481 -0.03110702864690483 occupation=Prof-specialty -0.43488229827728403 0.7568985773083837 occupation=Handlers-cleaners 1.2583462643285839 0.08859081543381386 occupation=Machine-op-inspct 0.3568079484784224 0.2564782771552356 occupation=Adm-clerical -0.5316057347446951 1.5619073556829832 occupation=Farming-fishing 0.7027897966506605 0.218501380194417 occupation=Transport-moving 0.13502401459463706 1.3721417762480963 occupation=Priv-house-serv -0.613326511073254 -0.3073420454805183 occupation=Protective-serv -0.41045179823217987 0.6502594281979871 occupation=Armed-Forces 2.366017705216841 -0.835712987364355 relationship=Wife -2.0010783019166882 1.8430229969382081 relationship=Own-child 1.9034484296013197 0.5446533297382828 relationship=Husband 0.7619675959035759 -0.6627175623471576 relationship=Not-in-family -0.6111879219488648 0.6685293535768022 relationship=Other-relative -1.0561122181446858 0.1499430624950583 relationship=Unmarried 0.5818526349894163 -0.6138908586739303 race=White 0.4039619075250012 -0.9581813808814599 race=Asian-Pac-Islander -2.112783355693367 0.8543623129716527 race=Amer-Indian-Eskimo -1.3433060159438408 3.9804827831716207 race=Other 1.3336693900105423 -0.6455260986093708 race=Black -0.7811418733763621 -0.13060369061054278 sex 0.30698483091435247 -5.915315517037277 capital-gain 1.9926745233979382 -2.7250825405999834 capital-loss 1.2925398835629551 -2.914472592675033 hours-per-week -0.9254441490264235 -0.03998448365627624 native-country=United-States 1.2680195924885176 -4.420374125977824 native-country=Cambodia 1.79167323724599 0.3622625677397914 native-country=England 0.15982580631732493 0.11429717743809052 native-country=Puerto-Rico 1.8818564522581782 -2.0488982300513934 native-country=Canada -0.2078346332178313 -0.6347388018378227 native-country=Germany 0.2708230376991727 0.7973616159127428 native-country=Outlying-US(Guam-USVI-etc) -2.307591902314514 2.9802072740488494 native-country=India -0.13517194149214617 3.099876434231177 native-country=Japan -0.59864641511003 2.0649380475048025 native-country=Greece 4.927206991238919 -3.2690654563932147 native-country=South -1.5811762198042196 1.5508207168394306 native-country=China 0.31612656598794203 1.2043178601984719 native-country=Cuba 0.7967754930161624 -2.7597940369507734 native-country=Iran 0.018702267065450657 1.0621313228338665 native-country=Honduras 0.6584022850558163 -0.7449179535475206 native-country=Philippines -1.7212842435678826 -0.9286466483388264 native-country=Italy -0.7450087347114718 1.4400326266738934 native-country=Poland 0.6881535932767331 -3.112010637079493 native-country=Jamaica -3.4386335656076117 1.391186154775996 native-country=Vietnam -2.1673181588689876 1.512161075093852 native-country=Mexico 0.3491809709644601 -1.8839421811164812 native-country=Portugal -2.537531061132438 -1.151084546230295 native-country=Ireland -0.35036594441562446 -0.8397373335432449 native-country=France -2.0097993223878707 -0.09738455781279776 native-country=Dominican-Republic 0.06299206615094716 0.8410167941203487 native-country=Laos 0.03480786758392484 1.0711460414929346 native-country=Ecuador -0.09610342008926902 -0.02345619209198965 native-country=Taiwan 0.4274037762600553 2.2399078050809105 native-country=Haiti 0.7364397389274202 2.978730948590526 native-country=Columbia -0.9783826240326076 0.17883456997010502 native-country=Hungary -0.20753802734534715 -1.6346447720819157 native-country=Guatemala 0.7728958634377712 1.7591459789970014 native-country=Nicaragua 0.04190330166229012 1.167603837409773 native-country=Scotland -0.08309053271893665 1.503702864270851 native-country=Thailand -0.8091609437882072 1.4602627359799305 native-country=Yugoslavia 1.149032987731656 -0.31399991036144786 native-country=El-Salvador 0.011908485310920171 0.9999227055448623 native-country=Trinadad&Tobago 1.1751053118051509 0.368599506067062 native-country=Peru 0.21653966984823442 0.4431275507731111 native-country=Hong 0.5347148080946121 0.6044726589747677 native-country=Holand-Netherlands Hidden Weights: -5.758344191412079 5.758344191412082 -4.300874531711588 4.300874531711588 >50K <=50K Error sum for iteration 7100 = 722.5192679082508 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.481393004730341 0.5321207360023421 age -0.10581366391654401 0.49171072704254654 workclass=Private -1.5311903030869563 1.3930435978312161 workclass=Self-emp-not-inc -1.8047299252140419 0.10296842427675289 workclass=Self-emp-inc 0.628522751049844 -0.2613828157083927 workclass=Federal-gov 0.4231940916382806 0.8469549124351783 workclass=Local-gov 1.0502671515407325 0.43149193123652624 workclass=State-gov -0.6985683674233809 -0.3901827772886978 workclass=Without-pay 0.03350679383777976 0.436788417124867 workclass=Never-worked -0.6179801124656897 0.02466481671597144 fnlwgt -0.5101668913233238 -0.011775803337560122 education=Bachelors -0.03257412928588183 0.2642743092791709 education=Some-college -1.4863276474606204 1.1701013874815835 education=11th -0.23280798994423 0.1494012204732317 education=HS-grad 0.72008226721835 -0.7884473823585607 education=Prof-school 0.14709614314325672 -0.25824507772115235 education=Assoc-acdm 0.214949596394976 0.027086649807340192 education=Assoc-voc 0.23299231345956808 0.3851575557311845 education=9th -1.9564803415989929 0.49550672622873204 education=7th-8th -1.7110708761100597 3.4434126291153233 education=12th -0.2116064375189156 -0.19030881616558018 education=Masters 0.12688445493761819 3.8054868620173883 education=1st-4th -1.3379821912222212 0.8508518398817427 education=10th 2.160357401620068 -1.8302441595821268 education=Doctorate 2.2950697113421983 -1.6451884758880857 education=5th-6th -0.8358899441919421 1.5023270084882157 education=Preschool 0.5663698000971497 -2.3916631024829966 education-num -1.5299247096717192 -2.188068747090822 marital-status=Married-civ-spouse -0.3211918527428871 1.0962445998260801 marital-status=Divorced -0.7602018302283408 1.155059124993523 marital-status=Never-married 0.795417195406547 0.13540993657557812 marital-status=Separated 1.7388138600962488 0.20046845257783638 marital-status=Widowed -0.6053468276420287 2.246578597229127 marital-status=Married-spouse-absent -0.8034353132433857 0.3220803023162638 marital-status=Married-AF-spouse -0.4334627063002665 -0.45701786661310456 occupation=Tech-support 1.6803245789940986 -0.4768606788018862 occupation=Craft-repair -0.8234925742629629 0.9146456036391567 occupation=Other-service 0.4501278674790534 -0.22815311957335924 occupation=Sales 0.33418808867766453 -0.8104194616657879 occupation=Exec-managerial -0.9517411791502801 -0.031805046895026945 occupation=Prof-specialty -0.4340517349560032 0.756540865520163 occupation=Handlers-cleaners 1.2621684299560256 0.08804538789153789 occupation=Machine-op-inspct 0.35578538631477064 0.2567787521852792 occupation=Adm-clerical -0.5335088761679377 1.561848161181998 occupation=Farming-fishing 0.7031731416722428 0.21835201187533232 occupation=Transport-moving 0.12811543153692637 1.3799653859727423 occupation=Priv-house-serv -0.6174162244048832 -0.30712863972305965 occupation=Protective-serv -0.41000046744231317 0.6508422007605307 occupation=Armed-Forces 2.3674999395773484 -0.8330311875444714 relationship=Wife -2.0034892390847827 1.8438418393371456 relationship=Own-child 1.905461503837726 0.5466100255091898 relationship=Husband 0.7646210833155822 -0.6645597713275991 relationship=Not-in-family -0.611464739188448 0.6688024093525495 relationship=Other-relative -1.0601621030206976 0.1488860256484396 relationship=Unmarried 0.5833334931371612 -0.6149620058259433 race=White 0.40977731024500474 -0.9599611180676861 race=Asian-Pac-Islander -2.1213979857427474 0.852821565849705 race=Amer-Indian-Eskimo -1.346303800489442 3.988701901867381 race=Other 1.3374387606967673 -0.6467246627594155 race=Black -0.7795664039043412 -0.13120611163259685 sex 0.30960002621773014 -5.917954831071239 capital-gain 1.9994724683195535 -2.7266128486208676 capital-loss 1.2926822323286926 -2.914088867470566 hours-per-week -0.920505919860337 -0.0404774870846842 native-country=United-States 1.275374714619218 -4.435034755839066 native-country=Cambodia 1.809557310490716 0.3597118687254761 native-country=England 0.17560430482664713 0.11178655004998712 native-country=Puerto-Rico 1.8869231968745672 -2.046128459822158 native-country=Canada -0.20077406625918778 -0.6363085237954409 native-country=Germany 0.2713954817095321 0.8016406069908456 native-country=Outlying-US(Guam-USVI-etc) -2.319119121098746 2.9853100203838143 native-country=India -0.1432807189233756 3.1083181301437626 native-country=Japan -0.6013021362641651 2.0655146055203213 native-country=Greece 4.938678991422988 -3.2912448443287774 native-country=South -1.6141774789791123 1.5561835676010276 native-country=China 0.3334110843274291 1.200974016293951 native-country=Cuba 0.8120148412191647 -2.7668413410510757 native-country=Iran 0.021326893299734733 1.0716856488055826 native-country=Honduras 0.6590578125817957 -0.7442831856255202 native-country=Philippines -1.7283272674640044 -0.9288637073343504 native-country=Italy -0.7493526388332133 1.441592240774631 native-country=Poland 0.6885017392932331 -3.1126154181292964 native-country=Jamaica -3.469197842333344 1.3921306699658516 native-country=Vietnam -2.167212965334506 1.511432924026381 native-country=Mexico 0.35806286891756367 -1.8967944552085758 native-country=Portugal -2.5476625411034726 -1.1488560413884032 native-country=Ireland -0.35032089094018054 -0.8414691002027456 native-country=France -2.016580100190771 -0.09820239965438027 native-country=Dominican-Republic 0.0647867586068989 0.8433929646887107 native-country=Laos 0.031002427485790355 1.0775635097091139 native-country=Ecuador -0.09383073817489124 -0.02437258242720118 native-country=Taiwan 0.4284536716342898 2.2489331793580014 native-country=Haiti 0.7327546374777216 2.9830420645655664 native-country=Columbia -0.9784246842665411 0.17903679482284715 native-country=Hungary -0.21210051369192212 -1.6420406378202748 native-country=Guatemala 0.7672442985375729 1.7671615587922977 native-country=Nicaragua 0.041964715625597435 1.1694527955297815 native-country=Scotland -0.09093755165344854 1.5051839826336468 native-country=Thailand -0.8090968145506181 1.467350899097411 native-country=Yugoslavia 1.1533618721355139 -0.3144279135968333 native-country=El-Salvador 0.015034266759731784 1.007552995362035 native-country=Trinadad&Tobago 1.1863824744133902 0.3688805742518753 native-country=Peru 0.21498425813593683 0.44274982266267987 native-country=Hong 0.5346727478606786 0.6046748838275171 native-country=Holand-Netherlands Hidden Weights: -5.778875611661487 5.7788756116614906 -4.3008067017992335 4.3008067017992335 >50K <=50K Error sum for iteration 7200 = 722.280926987436 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.507261589261324 0.5306955918653451 age -0.11038486036079552 0.49281318040029176 workclass=Private -1.530816156418235 1.3932257319401569 workclass=Self-emp-not-inc -1.801241647745824 0.10287557439087877 workclass=Self-emp-inc 0.6302763641187875 -0.2616938435476546 workclass=Federal-gov 0.42280216847640095 0.8475991779722323 workclass=Local-gov 1.0490355127359308 0.4322550960070889 workclass=State-gov -0.6986076386823962 -0.3894879203291686 workclass=Without-pay 0.033465594340166854 0.4369872835921169 workclass=Never-worked -0.6309529678912893 0.027531056568843252 fnlwgt -0.513303599551521 -0.011748367232794318 education=Bachelors -0.031401909342046994 0.26266073412533747 education=Some-college -1.4957884978631382 1.1691990174487266 education=11th -0.23567513963255088 0.14831983019442677 education=HS-grad 0.7182757932971912 -0.7866397143283534 education=Prof-school 0.14773820622552097 -0.2593169654505094 education=Assoc-acdm 0.21586263859962554 0.026080520042665995 education=Assoc-voc 0.24266835331806388 0.37995660162521516 education=9th -1.9718351308326136 0.49299770904085877 education=7th-8th -1.7339509392413583 3.4548608485527565 education=12th -0.210881148952053 -0.19051762635098174 education=Masters 0.12573786991001187 3.8163384123021706 education=1st-4th -1.3391026966062145 0.8479581403197665 education=10th 2.172295505765848 -1.8323273384973253 education=Doctorate 2.3286478059274187 -1.653175443865892 education=5th-6th -0.8377504595051112 1.5095229107386945 education=Preschool 0.5621816507068809 -2.3947043229928013 education-num -1.53223568456203 -2.190396140146255 marital-status=Married-civ-spouse -0.3210249664399271 1.0975219673850234 marital-status=Divorced -0.7639422099562732 1.1569438841443616 marital-status=Never-married 0.7950137087857221 0.13680980191683983 marital-status=Separated 1.7417373471864948 0.2017779432927458 marital-status=Widowed -0.5977246163060341 2.24877745879688 marital-status=Married-spouse-absent -0.8083110491977719 0.31932034804684 marital-status=Married-AF-spouse -0.43245180816462464 -0.45770266421214156 occupation=Tech-support 1.6824956330291068 -0.4768846918555298 occupation=Craft-repair -0.8198304916873419 0.9129322382502525 occupation=Other-service 0.44922699805343236 -0.22797614031008137 occupation=Sales 0.3361980030817407 -0.8107904796689154 occupation=Exec-managerial -0.9523016020692756 -0.03247248565813919 occupation=Prof-specialty -0.4332557803219605 0.7562023684335551 occupation=Handlers-cleaners 1.2659743078422994 0.0874833565813062 occupation=Machine-op-inspct 0.3548019600388873 0.25707196740020144 occupation=Adm-clerical -0.5354593207218357 1.5617966074551866 occupation=Farming-fishing 0.7036897951408333 0.21817819617371562 occupation=Transport-moving 0.1212323949873828 1.387710424628517 occupation=Priv-house-serv -0.6214125578743888 -0.3069142612369248 occupation=Protective-serv -0.4096047583355674 0.6513741820529508 occupation=Armed-Forces 2.369028060225895 -0.8304480862690286 relationship=Wife -2.0058472435827817 1.8447144645717444 relationship=Own-child 1.9074354665370299 0.5485362317147403 relationship=Husband 0.7673355888180384 -0.6664094095593099 relationship=Not-in-family -0.6119775084169623 0.6691208823733019 relationship=Other-relative -1.0640847111113034 0.14781938868533168 relationship=Unmarried 0.5847829781990659 -0.6160184370070049 race=White 0.4155697236953967 -0.9617516870740261 race=Asian-Pac-Islander -2.1298825722357746 0.8513357598688824 race=Amer-Indian-Eskimo -1.3492540597832137 3.9967989880837385 race=Other 1.3410961145023113 -0.6479036787333575 race=Black -0.7780271876325318 -0.131796425952581 sex 0.3122500190795352 -5.920544966049687 capital-gain 2.005922251333437 -2.7280370278066886 capital-loss 1.2928055328945978 -2.9137288610445298 hours-per-week -0.9156200390984115 -0.04097158861563748 native-country=United-States 1.2825065797407 -4.449383508726578 native-country=Cambodia 1.827055501203799 0.35721350034150273 native-country=England 0.19140805417737836 0.10917458202375296 native-country=Puerto-Rico 1.8919446132062696 -2.0434464538618324 native-country=Canada -0.19374143446712516 -0.6379023365829537 native-country=Germany 0.27197733931212004 0.8059505590199763 native-country=Outlying-US(Guam-USVI-etc) -2.3304308329888417 2.9902498821229764 native-country=India -0.15130525543254933 3.1166352106705486 native-country=Japan -0.6039450256504901 2.0660251357233923 native-country=Greece 4.949723872116906 -3.3129794147819065 native-country=South -1.6457987521231672 1.5612260777511027 native-country=China 0.3506875779885748 1.197524576959869 native-country=Cuba 0.8267416779347548 -2.773682919941863 native-country=Iran 0.023958440189836568 1.0810799760951764 native-country=Honduras 0.6595438379392948 -0.7436490901927326 native-country=Philippines -1.7353390671242699 -0.9290255261588345 native-country=Italy -0.7536057301727421 1.443076209681612 native-country=Poland 0.6890168138703621 -3.113241422886427 native-country=Jamaica -3.499741019582476 1.3931508865982722 native-country=Vietnam -2.1668644184562234 1.5105704251816199 native-country=Mexico 0.36672602625447126 -1.9091706979054852 native-country=Portugal -2.557592777778665 -1.1467177548063976 native-country=Ireland -0.35027383265265344 -0.8431989223723273 native-country=France -2.0232504152508364 -0.09898747220853801 native-country=Dominican-Republic 0.06653447281898665 0.8457351703907257 native-country=Laos 0.02719789220474198 1.0839120573092662 native-country=Ecuador -0.09170645082964886 -0.025212687627715034 native-country=Taiwan 0.4294567382756403 2.2578881659020107 native-country=Haiti 0.7290372652831549 2.987339537806869 native-country=Columbia -0.9784658837641723 0.17923566129009094 native-country=Hungary -0.21680127668786958 -1.6493592445193752 native-country=Guatemala 0.7616386902639444 1.775095853874713 native-country=Nicaragua 0.042025482451630715 1.171292872195964 native-country=Scotland -0.09876770327054811 1.506655695268344 native-country=Thailand -0.809030651504401 1.4743663874633468 native-country=Yugoslavia 1.1576974227611025 -0.3148550390335554 native-country=El-Salvador 0.01809286146412574 1.0151097418677872 native-country=Trinadad&Tobago 1.197541962118831 0.3690632903408709 native-country=Peru 0.21346449984599 0.4423793522168983 native-country=Hong 0.5346315483630474 0.6048737502947743 native-country=Holand-Netherlands Hidden Weights: -5.798756085171306 5.798756085171305 -4.300726177993412 4.300726177993414 >50K <=50K Error sum for iteration 7300 = 722.0526990079975 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.532230223768233 0.5293169562716664 age -0.11483850860847873 0.49388646568175804 workclass=Private -1.5305449428855644 1.3934198781085665 workclass=Self-emp-not-inc -1.7977459092172874 0.10279114408675269 workclass=Self-emp-inc 0.6320192588916681 -0.26201369883092457 workclass=Federal-gov 0.4223867591223277 0.8482313809234476 workclass=Local-gov 1.0478351871812526 0.4330013666749385 workclass=State-gov -0.6986455908050742 -0.38879738619100773 workclass=Without-pay 0.03342576177716424 0.4371827605000869 workclass=Never-worked -0.6434766820477701 0.03027038448305992 fnlwgt -0.5163201268833535 -0.011730662279939259 education=Bachelors -0.03028056552081625 0.2610853237560079 education=Some-college -1.5050452102221243 1.1683038811184978 education=11th -0.2385371562234852 0.14726709830813994 education=HS-grad 0.7166666844859755 -0.7849200659679262 education=Prof-school 0.14832493347367334 -0.2603482768983233 education=Assoc-acdm 0.21669917798513957 0.02510715088873154 education=Assoc-voc 0.2517653608482766 0.37495505150290037 education=9th -1.9869460072139333 0.49054124816419165 education=7th-8th -1.756452811541737 3.466015941800881 education=12th -0.21015505470953286 -0.19071875939413938 education=Masters 0.1244815193590843 3.8269747082192587 education=1st-4th -1.340246376777452 0.8451439960160041 education=10th 2.183808253674738 -1.8343128810193408 education=Doctorate 2.3624230532692887 -1.6611531740890215 education=5th-6th -0.8396050039986221 1.5166501343303083 education=Preschool 0.5579088566584781 -2.39767328775369 education-num -1.534433708049581 -2.1927087980033053 marital-status=Married-civ-spouse -0.3209198723274359 1.0988029540391102 marital-status=Divorced -0.7675734168420019 1.1587949485222027 marital-status=Never-married 0.7946478852703199 0.13817768777643413 marital-status=Separated 1.7445675590234937 0.20306923887270326 marital-status=Widowed -0.5902814679274472 2.2509223173910398 marital-status=Married-spouse-absent -0.8130919380822329 0.3166290684577821 marital-status=Married-AF-spouse -0.43137513638652253 -0.45838929059204475 occupation=Tech-support 1.6846288700782803 -0.4769159725694327 occupation=Craft-repair -0.8162646729104461 0.9112847600641282 occupation=Other-service 0.4484108671507793 -0.22782245681254845 occupation=Sales 0.338125696089592 -0.8111509851392195 occupation=Exec-managerial -0.9529046891395248 -0.03311090649894693 occupation=Prof-specialty -0.4324908741567874 0.7558827265940197 occupation=Handlers-cleaners 1.269755092411982 0.08690646413690584 occupation=Machine-op-inspct 0.35385744376720235 0.2573577607389722 occupation=Adm-clerical -0.5374573310677107 1.5617529991970156 occupation=Farming-fishing 0.7043423185990441 0.21797899682829577 occupation=Transport-moving 0.11437551352493226 1.3953780081729048 occupation=Priv-house-serv -0.6253140589188464 -0.3067000517186541 occupation=Protective-serv -0.40926258242930214 0.6518570576081596 occupation=Armed-Forces 2.3705991601552765 -0.8279571697722762 relationship=Wife -2.00815374853474 1.8456379645806023 relationship=Own-child 1.9093817680162084 0.5504315418300983 relationship=Husband 0.7701051404576462 -0.6682669751981263 relationship=Not-in-family -0.612720862512377 0.6694824608941812 relationship=Other-relative -1.0678794609940085 0.14674232589407227 relationship=Unmarried 0.5862086424383852 -0.6170626065644426 race=White 0.42132975987416305 -0.9635489552067452 race=Asian-Pac-Islander -2.1382386634813977 0.84990132379247 race=Amer-Indian-Eskimo -1.352158946326628 4.004779014239461 race=Other 1.3446535685542251 -0.6490666313188028 race=Black -0.7765282405720365 -0.13237306160218898 sex 0.31492307622412113 -5.92308802919588 capital-gain 2.0120389447243476 -2.729360190156393 capital-loss 1.2929202359377459 -2.913393756821504 hours-per-week -0.9107868858910189 -0.041464556500411 native-country=United-States 1.2894251561708352 -4.463432761785497 native-country=Cambodia 1.8441806263540719 0.3547645842036228 native-country=England 0.20723845363695778 0.10646160884547373 native-country=Puerto-Rico 1.8969162972238132 -2.0408515918174066 native-country=Canada -0.18674880641500544 -0.6395115934973721 native-country=Germany 0.27256710779911936 0.8102886721829818 native-country=Outlying-US(Guam-USVI-etc) -2.341533473053181 2.995032632947652 native-country=India -0.1592469965892269 3.1248307937167215 native-country=Japan -0.6065738357292724 2.066475469500308 native-country=Greece 4.960376628287118 -3.3342830203596234 native-country=South -1.676096795319126 1.5659717578297636 native-country=China 0.3679640725762351 1.1939672305296496 native-country=Cuba 0.8409833016761176 -2.780327683289943 native-country=Iran 0.026592557175017982 1.09031685708164 native-country=Honduras 0.6598769827182177 -0.7430163851605743 native-country=Philippines -1.7423245336636615 -0.9291303106084811 native-country=Italy -0.7577699728718713 1.4444893563955206 native-country=Poland 0.6896839699463708 -3.113887808363621 native-country=Jamaica -3.5302785517062993 1.3942423249131173 native-country=Vietnam -2.1662686742443693 1.5095721020986839 native-country=Mexico 0.375174492519928 -1.9210812962855204 native-country=Portugal -2.567328382128769 -1.1446640271528832 native-country=Ireland -0.35022445121593254 -0.8449270295336604 native-country=France -2.0298123734156395 -0.09974041471080525 native-country=Dominican-Republic 0.068237228556796 0.8480442690298723 native-country=Laos 0.023395540216356734 1.0901929860417 native-country=Ecuador -0.08971412954504543 -0.02597947744403539 native-country=Taiwan 0.43041422894356646 2.2667735342170876 native-country=Haiti 0.7252888983035256 2.991621792902191 native-country=Columbia -0.9785057163271853 0.17943113819806428 native-country=Hungary -0.22164431564539402 -1.6566044891607477 native-country=Guatemala 0.7560793960712624 1.7829508929575155 native-country=Nicaragua 0.04208615318042911 1.1731240310302216 native-country=Scotland -0.10658055290866704 1.5081175730144947 native-country=Thailand -0.8089619558796513 1.481310304487226 native-country=Yugoslavia 1.1620413784476744 -0.3152805695671138 native-country=El-Salvador 0.02108553123645662 1.0225924166690394 native-country=Trinadad&Tobago 1.208596979149989 0.36914425666210143 native-country=Peru 0.21198051392303155 0.4420160492403094 native-country=Hong 0.5345917158000344 0.6050692272028004 native-country=Holand-Netherlands Hidden Weights: -5.818011856179981 5.818011856179981 -4.300634484249587 4.300634484249586 >50K <=50K Error sum for iteration 7400 = 721.8316587141754 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.556309963689046 0.5279853709118176 age -0.11917799679303383 0.49493164637590664 workclass=Private -1.5303787861945581 1.3936254968949682 workclass=Self-emp-not-inc -1.794225639733219 0.10271363888497113 workclass=Self-emp-inc 0.6337464343321487 -0.2623408544293694 workclass=Federal-gov 0.42194515728662235 0.8488517839902713 workclass=Local-gov 1.0466692829073756 0.43372921517639884 workclass=State-gov -0.6986817242440483 -0.38811120415820366 workclass=Without-pay 0.03338779336932228 0.43737479865218376 workclass=Never-worked -0.6555636031197936 0.03288948209107991 fnlwgt -0.5192256482797007 -0.011720827421585676 education=Bachelors -0.029214967358182107 0.2595479424999061 education=Some-college -1.5141127588761512 1.167418217195026 education=11th -0.24140472238593752 0.14624454061681172 education=HS-grad 0.7152418741157648 -0.7832821066999816 education=Prof-school 0.14885968350330073 -0.2613420266228939 education=Assoc-acdm 0.21746145969759895 0.024164506722839527 education=Assoc-voc 0.2603016078787287 0.3701470060677177 education=9th -2.001817698049108 0.488137933100677 education=7th-8th -1.7785874143243183 3.476890041445832 education=12th -0.2094312113499608 -0.1909114984513979 education=Masters 0.12311500617277536 3.8374014994834846 education=1st-4th -1.3414172883985045 0.8424089362875173 education=10th 2.1949115498462413 -1.8362078920705713 education=Doctorate 2.396443537885879 -1.66913699727665 education=5th-6th -0.8414535818611802 1.5237103552298852 education=Preschool 0.5535281244177662 -2.4005667103943615 education-num -1.5365307403066 -2.1950077414940745 marital-status=Married-civ-spouse -0.32086319474776115 1.1000846411826168 marital-status=Divorced -0.7710943052230728 1.1606118225291255 marital-status=Never-married 0.794318003752214 0.1395137002045886 marital-status=Separated 1.7473121350911416 0.20434129187220368 marital-status=Widowed -0.5830175354599035 2.253018872583504 marital-status=Married-spouse-absent -0.817778848158625 0.3140054024592292 marital-status=Married-AF-spouse -0.43023613272078426 -0.45907651077629485 occupation=Tech-support 1.686721664066437 -0.47695425299416355 occupation=Craft-repair -0.8127821299742423 0.9096986161790969 occupation=Other-service 0.4476729361267468 -0.2276900337710726 occupation=Sales 0.3399750795482422 -0.8115014674927504 occupation=Exec-managerial -0.9535447022943012 -0.03372177839707061 occupation=Prof-specialty -0.4317535795238871 0.7555815774276414 occupation=Handlers-cleaners 1.273502538719401 0.08631622271057461 occupation=Machine-op-inspct 0.3529514155372304 0.2576359948301999 occupation=Adm-clerical -0.5395030756515127 1.56171750707708 occupation=Farming-fishing 0.7051336596878883 0.21775331292267205 occupation=Transport-moving 0.10754531800012525 1.4029692390181423 occupation=Priv-house-serv -0.6291199175199884 -0.30648688520302786 occupation=Protective-serv -0.4089719223612538 0.6522924078245907 occupation=Armed-Forces 2.3722104357875793 -0.8255523558280339 relationship=Wife -2.0104099261643107 1.8466098625156222 relationship=Own-child 1.911311163223278 0.5522954780077176 relationship=Husband 0.7729247184518493 -0.670133284627612 relationship=Not-in-family -0.6136901001441712 0.6698850794318586 relationship=Other-relative -1.0715458522756753 0.14565390285838495 relationship=Unmarried 0.5876174550239746 -0.6180969133899689 race=White 0.4270491928670094 -0.9653491741461949 race=Asian-Pac-Islander -2.146467741757765 0.8485147994264607 race=Amer-Indian-Eskimo -1.3550203764940223 4.0126468085260205 race=Other 1.3481222421178383 -0.6502168794969511 race=Black -0.7750730597146712 -0.13293459650154912 sex 0.31760926429863895 -5.925585820152549 capital-gain 2.017837821231594 -2.7305872757348886 capital-loss 1.293035916246551 -2.9130842912323502 hours-per-week -0.9060063645083408 -0.04195412853848104 native-country=United-States 1.2961400719545397 -4.477194346370815 native-country=Cambodia 1.8609446455434338 0.35236263057222145 native-country=England 0.22309689156501317 0.10364795885855886 native-country=Puerto-Rico 1.9018336668871019 -2.038342300970074 native-country=Canada -0.17980668048755552 -0.6411283189003083 native-country=Germany 0.2731634059409392 0.8146522275600664 native-country=Outlying-US(Guam-USVI-etc) -2.352433054820135 2.999664050685716 native-country=India -0.1671072801116283 3.1329078566508906 native-country=Japan -0.6091873494444145 2.0668710245476625 native-country=Greece 4.970669523065895 -3.355169230452996 native-country=South -1.7051264364259604 1.5704420602409135 native-country=China 0.3852496371638572 1.1902986519402543 native-country=Cuba 0.854765404859969 -2.7867844688923595 native-country=Iran 0.029225460983857466 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0.1796231763501566 native-country=Hungary -0.22663400699751032 -1.6637802816483254 native-country=Guatemala 0.7505666812278439 1.790728618654063 native-country=Nicaragua 0.042147270541217245 1.1749462308389964 native-country=Scotland -0.11437575838893722 1.5095691638224757 native-country=Thailand -0.8088902406687258 1.488183751966346 native-country=Yugoslavia 1.1663951729143254 -0.31570378394611875 native-country=El-Salvador 0.024013641228034614 1.0300007124114439 native-country=Trinadad&Tobago 1.2195598534539218 0.369120135434862 native-country=Peru 0.21053243526768622 0.44165981460123116 native-country=Hong 0.5345537473921598 0.6052612653549294 native-country=Holand-Netherlands Hidden Weights: -5.836668403318088 5.83666840331809 -4.300533312858089 4.300533312858089 >50K <=50K Error sum for iteration 7500 = 721.6181984097552 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.57951089526488 0.5267017122941039 age -0.12340688225635522 0.495949750562137 workclass=Private -1.5303198243144727 1.3938420355398211 workclass=Self-emp-not-inc -1.7906634982686123 0.1026415702955064 workclass=Self-emp-inc 0.6354534417741167 -0.2626740327912934 workclass=Federal-gov 0.4214747330876602 0.8494605391822064 workclass=Local-gov 1.0455400959952075 0.4344372721212828 workclass=State-gov -0.6987155463511114 -0.3874294179260902 workclass=Without-pay 0.033352179509666076 0.4375633316020946 workclass=Never-worked -0.6672263819862438 0.035395002753515585 fnlwgt -0.5220283160500836 -0.0117172197430654 education=Bachelors -0.02820965101141006 0.2580484347507309 education=Some-college -1.5230063196649588 1.1665444195386634 education=11th -0.24428833178509865 0.14525369488827639 education=HS-grad 0.7139883262640877 -0.7817197428978957 education=Prof-school 0.14934560724730087 -0.2623010120880257 education=Assoc-acdm 0.2181512150298981 0.023250789542191428 education=Assoc-voc 0.2682946025539395 0.3655267933899366 education=9th -2.0164553942902534 0.48578856423503175 education=7th-8th -1.8003656228131053 3.4874947215186776 education=12th -0.20871221416243643 -0.19109519716729956 education=Masters 0.12163745690957498 3.847624066270394 education=1st-4th -1.342619833718567 0.8397526750973602 education=10th 2.2056204103816865 -1.8380190042737146 education=Doctorate 2.4307590322713652 -1.6771428028748112 education=5th-6th -0.8432962715762494 1.5307052407180497 education=Preschool 0.5490161889736166 -2.4033809510803237 education-num -1.5385375692221455 -2.197294016019262 marital-status=Married-civ-spouse -0.3208420778702525 1.1013642826435426 marital-status=Divorced -0.7745036692733139 1.1623939576778866 marital-status=Never-married 0.7940223231278882 0.1408179500471459 marital-status=Separated 1.7499779970512364 0.20559311446861406 marital-status=Widowed -0.5759328551557361 2.255072503274683 marital-status=Married-spouse-absent -0.8223728416050308 0.3114481914933682 marital-status=Married-AF-spouse -0.42903753966345837 -0.4597633038991429 occupation=Tech-support 1.688771480378975 -0.4769993347509854 occupation=Craft-repair -0.8093703044556809 0.9081694144243357 occupation=Other-service 0.44700697132896644 -0.2275769923460241 occupation=Sales 0.34174953204476743 -0.8118422801831476 occupation=Exec-managerial -0.9542160955026937 -0.03430648261002293 occupation=Prof-specialty -0.4310405784547532 0.7552985640928088 occupation=Handlers-cleaners 1.277208797628685 0.0857139687919152 occupation=Machine-op-inspct 0.3520832827344095 0.2579065507914292 occupation=Adm-clerical -0.5415966238420423 1.561690177670965 occupation=Farming-fishing 0.7060672246896587 0.21749986836037946 occupation=Transport-moving 0.10074226396607232 1.4104852020446084 occupation=Priv-house-serv -0.6328299312208748 -0.30627538728783815 occupation=Protective-serv -0.4087308329042734 0.6526817091542665 occupation=Armed-Forces 2.373859157445339 -0.8232279481439966 relationship=Wife -2.012616717244403 1.8476280919668848 relationship=Own-child 1.913233788713729 0.5541274927128514 relationship=Husband 0.7757901971596699 -0.6720094655652233 relationship=Not-in-family -0.6148811894882151 0.6703269067515241 relationship=Other-relative -1.0750833917424785 0.14455306593464723 relationship=Unmarried 0.5890158425588601 -0.6191237027809787 race=White 0.4327208767485711 -0.9671489545754208 race=Asian-Pac-Islander -2.154571220509435 0.8471728349903891 race=Amer-Indian-Eskimo -1.3578400526869019 4.02040706126444 race=Other 1.3515123454704412 -0.6513576696304018 race=Black -0.7736646840632982 -0.13347973812553654 sex 0.3203003086677657 -5.9280398616116825 capital-gain 2.023334180439175 -2.7317230256247917 capital-loss 1.293161327394993 -2.912800813335805 hours-per-week -0.9012779321569824 -0.04243802746245515 native-country=United-States 1.302660629701047 -4.490679568086183 native-country=Cambodia 1.8773587181534346 0.3500055173562147 native-country=England 0.23898469877140346 0.10073391998539076 native-country=Puerto-Rico 1.9066920417951407 -2.035916244048161 native-country=Canada -0.17292412758697062 -0.6427451657133897 native-country=Germany 0.2737649729764072 0.819038587935365 native-country=Outlying-US(Guam-USVI-etc) -2.3631352140326976 3.004149852680814 native-country=India -0.17488734404130896 3.14086924539751 native-country=Japan -0.6117843774206603 2.0672168439444922 native-country=Greece 4.980632318426216 -3.375651287125507 native-country=South -1.7329403937350039 1.5746565470382692 native-country=China 0.40255446829893726 1.1865144284569389 native-country=Cuba 0.86811212178179 -2.793061994255782 native-country=Iran 0.03185388973714849 1.1083289026401637 native-country=Honduras 0.6601466953906912 -0.7417584566151518 native-country=Philippines -1.7562360666205956 -0.9291589297134106 native-country=Italy -0.7658386815197814 1.4471217024194092 native-country=Poland 0.691420069342909 -3.1152361660716634 native-country=Jamaica -3.5913996809644555 1.396624115507413 native-country=Vietnam -2.1643193213003924 1.5071602952717902 native-country=Mexico 0.3914445128888079 -1.943549399250836 native-country=Portugal -2.586239666906263 -1.140787235259491 native-country=Ireland -0.35011738837121414 -0.8483786948295099 native-country=France -2.0426186018024497 -0.10115099989227613 native-country=Dominican-Republic 0.07151678220401345 0.8525674930701224 native-country=Laos 0.015802213781727536 1.1025571343514011 native-country=Ecuador -0.08606216497333107 -0.02730663609163675 native-country=Taiwan 0.4321969663694002 2.2843381297516445 native-country=Haiti 0.7177042692990776 3.0001348983332314 native-country=Columbia -0.9785792985947036 0.1798117093000572 native-country=Hungary -0.2317750805829189 -1.6708905081525924 native-country=Guatemala 0.7451007294788163 1.7984308912138314 native-country=Nicaragua 0.04220937090829488 1.1767594255132579 native-country=Scotland -0.1221530727668986 1.5110100183309252 native-country=Thailand -0.8088150278286317 1.494987828186796 native-country=Yugoslavia 1.1707599891433553 -0.3161239360925692 native-country=El-Salvador 0.026878653654281652 1.03733453065979 native-country=Trinadad&Tobago 1.230442056129208 0.36898772301741284 native-country=Peru 0.20912041569746032 0.44131054065226516 native-country=Hong 0.5345181335325161 0.6054497983048476 native-country=Holand-Netherlands Hidden Weights: -5.854750392930948 5.854750392930949 -4.300424492290409 4.300424492290409 >50K <=50K Error sum for iteration 7600 = 721.412738826451 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.601842016468888 0.5254671642434146 age -0.12752885864887342 0.49694177406744366 workclass=Private -1.5303703405773206 1.3940689458459914 workclass=Self-emp-not-inc -1.7870418316911456 0.10257344408575084 workclass=Self-emp-inc 0.637136325980433 -0.2630121807039438 workclass=Federal-gov 0.4209729216740441 0.8500577002704558 workclass=Local-gov 1.0444492641792804 0.4351242879626312 workclass=State-gov -0.6987465695145634 -0.38675208520807725 workclass=Without-pay 0.03331940562537011 0.43774827622455753 workclass=Never-worked -0.6784778153470794 0.03779354668448173 fnlwgt -0.5247353665931662 -0.011718388631457067 education=Bachelors -0.02726886728605614 0.2565866427134214 education=Some-college -1.5317412668025172 1.1656850408757744 education=11th -0.24719832968258615 0.14429614190307924 education=HS-grad 0.7128932193558084 -0.7802271410913411 education=Prof-school 0.14978567510598864 -0.2632278358206579 education=Assoc-acdm 0.2187696872372419 0.022364430288845997 education=Assoc-voc 0.27576103145056785 0.3610890239381998 education=9th -2.030864696578083 0.4834941626877397 education=7th-8th -1.8217982514529993 3.497841025074537 education=12th -0.20800028054103958 -0.19126926440473602 education=Masters 0.12004753115072919 3.8576472336567473 education=1st-4th -1.3438587433913678 0.8371751262625899 education=10th 2.2159489023526904 -1.839752393599391 education=Doctorate 2.4654210987847214 -1.6851871646450165 education=5th-6th -0.8451332207472203 1.53763645263475 education=Preschool 0.5443497573555213 -2.40611199894854 education-num -1.5404639387334653 -2.199568700357092 marital-status=Married-civ-spouse -0.320844087624097 1.1026392869280934 marital-status=Divorced -0.7778002437895146 1.1641407600929308 marital-status=Never-married 0.793759121012179 0.14209054279999828 marital-status=Separated 1.752571390393467 0.2068237797809016 marital-status=Widowed -0.5690273900794054 2.257088297278664 marital-status=Married-spouse-absent -0.8268751523909589 0.30895618639902905 marital-status=Married-AF-spouse -0.427781461715643 -0.46044884582238527 occupation=Tech-support 1.6907758522423593 -0.4770510838806675 occupation=Craft-repair -0.8060169943337286 0.9066929043285931 occupation=Other-service 0.44640706585000683 -0.2274816060907093 occupation=Sales 0.3434519427031075 -0.812173657572218 occupation=Exec-managerial -0.954913514264874 -0.03486631851501966 occupation=Prof-specialty -0.4303486678511039 0.7550333446458081 occupation=Handlers-cleaners 1.2808662609483759 0.0851009125725319 occupation=Machine-op-inspct 0.3512523049491295 0.25816932146427096 occupation=Adm-clerical -0.5437379314272891 1.5616709421204695 occupation=Farming-fishing 0.7071469442542903 0.2172172000161347 occupation=Transport-moving 0.09396673294305086 1.4179269609768377 occupation=Priv-house-serv -0.6364444709545011 -0.3060659534449655 occupation=Protective-serv -0.40853744206983644 0.6530263351486553 occupation=Armed-Forces 2.3755426398728337 -0.8209785920923535 relationship=Wife -2.014774855850805 1.8486909761961567 relationship=Own-child 1.9151592336548475 0.5559269692272348 relationship=Husband 0.7786982808790258 -0.6738969504613685 relationship=Not-in-family -0.6162907648999782 0.6708063335589024 relationship=Other-relative -1.0784915231925385 0.1434386319422856 relationship=Unmarried 0.590409729719754 -0.6201452700397058 race=White 0.4383386604786298 -0.9689452394576104 race=Asian-Pac-Islander -2.1625504416489703 0.8458721782128671 race=Amer-Indian-Eskimo -1.3606194833915761 4.028064331528369 race=Other 1.3548332659278974 -0.6524921508840976 race=Black -0.7723057452488288 -0.13400730493225216 sex 0.3229894507414236 -5.930451427194934 capital-gain 2.0285432174578775 -2.73277196659265 capital-loss 1.293304457603736 -2.9125433381103116 hours-per-week -0.8966006150778885 -0.042913975270300254 native-country=United-States 1.3089958231266892 -4.503899227462197 native-country=Cambodia 1.893433260081881 0.34769146627657493 native-country=England 0.25490310082538176 0.09771970975492168 native-country=Puerto-Rico 1.9114867039148629 -2.033570480702271 native-country=Canada -0.16610892179243014 -0.6443553694800538 native-country=Germany 0.2743706673268922 0.8234451982502489 native-country=Outlying-US(Guam-USVI-etc) -2.3736452479493906 3.008495642769355 native-country=India -0.18258833481593137 3.1487176827434933 native-country=Japan -0.6143637552770145 2.0675176330315588 native-country=Greece 4.990292504678864 -3.395742067883111 native-country=South -1.759589154644153 1.5786330457208764 native-country=China 0.4198899697437303 1.1826089679165164 native-country=Cuba 0.8810460867751511 -2.799168820337411 native-country=Iran 0.03447505975785638 1.117109554206592 native-country=Honduras 0.6601120251865538 -0.7411350802935535 native-country=Philippines -1.763172027781299 -0.9290766269036255 native-country=Italy -0.7697460363084111 1.4483498143290046 native-country=Poland 0.6924641425686757 -3.115934526696319 native-country=Jamaica -3.622015677998383 1.3979087003126474 native-country=Vietnam -2.1629574824089306 1.5057420857646224 native-country=Mexico 0.3992751036023058 -1.9541296813684164 native-country=Portugal -2.595426195060547 -1.1389525459742722 native-country=Ireland -0.3500590120876204 -0.8501024005259971 native-country=France -2.048866068476458 -0.10180854632207514 native-country=Dominican-Republic 0.073098391221699 0.8547841770678422 native-country=Laos 0.012013526238882829 1.1086428975729201 native-country=Ecuador -0.08437218643635906 -0.02787447466165956 native-country=Taiwan 0.4330242384437722 2.2930185785783066 native-country=Haiti 0.7138705498169727 3.0043631355131466 native-country=Columbia -0.978612072479004 0.1799966539224977 native-country=Hungary -0.23707259115997115 -1.6779389946165044 native-country=Guatemala 0.739681652474985 1.8060594918004502 native-country=Nicaragua 0.04227298600944343 1.1785635638075074 native-country=Scotland -0.12991234729037077 1.5124397122419233 native-country=Thailand -0.8087358458378892 1.5017236260640558 native-country=Yugoslavia 1.1751368134016928 -0.31654024133946806 native-country=El-Salvador 0.029682122033955375 1.0445939704587177 native-country=Trinadad&Tobago 1.2412542171610799 0.36874401444855504 native-country=Peru 0.20774462476869526 0.44096811151507564 native-country=Hong 0.5344853596482158 0.6056347429272793 native-country=Holand-Netherlands Hidden Weights: -5.87228165339983 5.872281653399833 -4.300309960856277 4.3003099608562785 >50K <=50K Error sum for iteration 7700 = 721.2142834134278 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.623311128761834 0.5242831979371253 age -0.13154772623760172 0.4979086834907419 workclass=Private -1.5305328721929854 1.3943056986539764 workclass=Self-emp-not-inc -1.7833426410882094 0.10250774763244555 workclass=Self-emp-inc 0.6387915714615181 -0.2633544462014736 workclass=Federal-gov 0.42043721449968596 0.8506432331019438 workclass=Local-gov 1.0433978955346823 0.43578910015407196 workclass=State-gov -0.69877430964754 -0.3860792775021263 workclass=Without-pay 0.0332899536872168 0.43792953309183624 workclass=Never-worked -0.6893307059188635 0.04009164275852912 fnlwgt -0.5273532113814389 -0.011723052924529699 education=Bachelors -0.026396624815447727 0.2551624236704109 education=Some-college -1.5403331736183647 1.1648428006899985 education=11th -0.2501449514174597 0.1433735265969626 education=HS-grad 0.711944073803286 -0.7787987392119611 education=Prof-school 0.15018270316561153 -0.2641249249871558 education=Assoc-acdm 0.2193176584336856 0.02150408071234083 education=Assoc-voc 0.28271671883444516 0.3568286377442195 education=9th -2.0450515686146367 0.48125598329215175 education=7th-8th -1.8428960431453179 3.5079394926275476 education=12th -0.20729732091153621 -0.19143315080687737 education=Masters 0.1183434314529131 3.867475385752736 education=1st-4th -1.3451390644335288 0.8346764199660252 education=10th 2.225910109255435 -1.8414138026730569 education=Doctorate 2.5004831810645207 -1.693287474413826 education=5th-6th -0.8469646418251142 1.5445056506232087 education=Preschool 0.5395054497771379 -2.4087554498171944 education-num -1.5423186723285738 -2.201832914102323 marital-status=Married-civ-spouse -0.3208571242926319 1.10390719981471 marital-status=Divorced -0.7809827021204265 1.1658515950852442 marital-status=Never-married 0.7935267234203238 0.14333157038136257 marital-status=Separated 1.7550979280808066 0.20803242050929963 marital-status=Widowed -0.5623010665173327 2.259071080615412 marital-status=Married-spouse-absent -0.831287166526302 0.3065280536277812 marital-status=Married-AF-spouse -0.4264694228457577 -0.46113249266663664 occupation=Tech-support 1.6927323542747577 -0.4771094261986724 occupation=Craft-repair -0.8027102809759318 0.9052649569540133 occupation=Other-service 0.44586764493202014 -0.2274022945343342 occupation=Sales 0.3450847484951429 -0.812495729168942 occupation=Exec-managerial -0.9556317845406975 -0.035402510196963256 occupation=Prof-specialty -0.4296747554163734 0.7547856010758773 occupation=Handlers-cleaners 1.2844674151739903 0.08447818309172525 occupation=Machine-op-inspct 0.3504576137265696 0.2584242043189797 occupation=Adm-clerical -0.5459268164195036 1.561659623190257 occupation=Farming-fishing 0.7083773311144803 0.21690364494399778 occupation=Transport-moving 0.08721903242196707 1.425295555076917 occupation=Priv-house-serv -0.6399644488876831 -0.3058587661796667 occupation=Protective-serv -0.4083899524190214 0.6533275573212215 occupation=Armed-Forces 2.3772582141535623 -0.8187992321322348 relationship=Wife -2.0168848904660632 1.849797207651506 relationship=Own-child 1.9170966042336042 0.5576932209742977 relationship=Husband 0.7816464350942771 -0.6757974702135452 relationship=Not-in-family -0.6179161176567404 0.6713219601409961 relationship=Other-relative -1.0817695620291221 0.14230927809194835 relationship=Unmarried 0.5918045781512044 -0.6211638652136547 race=White 0.4438973030235539 -0.9707352770249554 race=Asian-Pac-Islander -2.1704066731519402 0.844609668931294 race=Amer-Indian-Eskimo -1.3633600013839682 4.035623053922547 race=Other 1.358093649250786 -0.6536233919809649 race=Black -0.7709985071056106 -0.1345162098741265 sex 0.3256713070444041 -5.932821566652404 capital-gain 2.0334799276115407 -2.733738405325604 capital-loss 1.2934725852659201 -2.9123115933687873 hours-per-week -0.8919730145772757 -0.04337970667900118 native-country=United-States 1.315154355396971 -4.516863640596771 native-country=Cambodia 1.9091779992649356 0.3454190174638626 native-country=England 0.27085316803246934 0.09460544910279209 native-country=Puerto-Rico 1.9162129436139692 -2.0313016049336454 native-country=Canada -0.15936765830622152 -0.6459527008967747 native-country=Germany 0.2749794649581173 0.827869585683211 native-country=Outlying-US(Guam-USVI-etc) -2.38396815067469 3.0127068683013434 native-country=India -0.19021131521954898 3.1564557758915077 native-country=Japan -0.616924341107712 2.067777794007661 native-country=Greece 4.9996755253385325 -3.415454055020284 native-country=South -1.7851209041721472 1.5823877924015988 native-country=China 0.43726882623344837 1.1785753889618242 native-country=Cuba 0.8935884990838626 -2.8051133252921856 native-country=Iran 0.03708662525450727 1.1257437146404778 native-country=Honduras 0.6599819805542675 -0.7405167637557215 native-country=Philippines -1.7701014986967394 -0.9289250788352592 native-country=Italy -0.7735703449159237 1.4495249500528584 native-country=Poland 0.6936104785852466 -3.116646186483237 native-country=Jamaica -3.6526910231170913 1.399252979828979 native-country=Vietnam -2.1613322362825884 1.5041786177062526 native-country=Mexico 0.4069090636993804 -1.964289692107356 native-country=Portugal -2.6044398393205954 -1.1371792046260252 native-country=Ireland -0.3499969226553608 -0.8518246936168969 native-country=France -2.0550115837934047 -0.10243382940877928 native-country=Dominican-Republic 0.07464462502215055 0.8569728281494761 native-country=Laos 0.008231605869114887 1.1146661286656052 native-country=Ecuador -0.08275349233932389 -0.028383866340257115 native-country=Taiwan 0.43381001118978174 2.3016318781211185 native-country=Haiti 0.7100109237752795 3.0085709185230964 native-country=Columbia -0.9786415244171623 0.18017791078978043 native-country=Hungary -0.2425318841447141 -1.6849294696153365 native-country=Guatemala 0.7343094979617829 1.8136161253349175 native-country=Nicaragua 0.04233864431846302 1.1803585889998298 native-country=Scotland -0.13765353454379411 1.5138578656104624 native-country=Thailand -0.808652227663413 1.508392231321332 native-country=Yugoslavia 1.1795264884017214 -0.3169518685355632 native-country=El-Salvador 0.0324256859027102 1.051779317744357 native-country=Trinadad&Tobago 1.2520061363571462 0.36838626006884856 native-country=Peru 0.20640525038050997 0.4406324032322582 native-country=Hong 0.5344559077100574 0.6058159997945609 native-country=Holand-Netherlands Hidden Weights: -5.889285166733256 5.8892851667332575 -4.300191745716048 4.30019174571605 >50K <=50K Error sum for iteration 7800 = 721.0229398610707 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.64392474014389 0.5231515575706637 age -0.135467364494479 0.49885141906292496 workclass=Private -1.5308103004638793 1.3945517954423343 workclass=Self-emp-not-inc -1.7795475577853421 0.1024429363757895 workclass=Self-emp-inc 0.6404160543737475 -0.263700157422488 workclass=Federal-gov 0.4198651536007422 0.8512170240615169 workclass=Local-gov 1.0423866762371956 0.43643060550708923 workclass=State-gov -0.6987982851056034 -0.3854110800032861 workclass=Without-pay 0.03326430328941946 0.43810698667145404 workclass=Never-worked -0.6997977391719495 0.0422957362716623 fnlwgt -0.5298875136232888 -0.011730080862833794 education=Bachelors -0.025596727868752774 0.2537756668130261 education=Some-college -1.5487978166288652 1.1640205968995265 education=11th -0.25313835669603274 0.1424875790787654 education=HS-grad 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occupation=Priv-house-serv -0.6433912891755574 -0.3056538109061424 occupation=Protective-serv -0.40828664271163634 0.6535865457972929 occupation=Armed-Forces 2.3790032023151317 -0.8166850711883261 relationship=Wife -2.018947202494812 1.8509458278604156 relationship=Own-child 1.9190545808652868 0.5594254897134022 relationship=Husband 0.7846328141288742 -0.6777130480921996 relationship=Not-in-family -0.6197551816385675 0.671872584176433 relationship=Other-relative -1.084916635415563 0.1411635321579741 relationship=Unmarried 0.5932054219716705 -0.6221816984302407 race=White 0.4493923910756839 -0.9725165942831906 race=Asian-Pac-Islander -2.178141107121922 0.8433822310411929 race=Amer-Indian-Eskimo -1.3660627803445777 4.043087545415097 race=Other 1.3613014751372394 -0.6547543985736528 race=Black -0.7697448937401385 -0.135005446232296 sex 0.32834173226207586 -5.935151128403567 capital-gain 2.038159041318678 -2.7346264303868995 capital-loss 1.2936723328344664 -2.9121050604536913 hours-per-week -0.8873933044491054 -0.04383298196596713 native-country=United-States 1.321144659310702 -4.529582659151974 native-country=Cambodia 1.9246020294257695 0.3431870034675628 native-country=England 0.2868357617472938 0.09139114035892051 native-country=Puerto-Rico 1.9208660948317633 -2.0291058609492625 native-country=Canada -0.15270585844322915 -0.6475314183101091 native-country=Germany 0.2755904573130647 0.8323093593645574 native-country=Outlying-US(Guam-USVI-etc) -2.3941086450326874 3.0167887856885445 native-country=India -0.19775727224620274 3.164086023302849 native-country=Japan -0.6194650131967984 2.0680014582599378 native-country=Greece 5.008804994709286 -3.434799311055733 native-country=South -1.8095814942323514 1.585935562128495 native-country=China 0.4547050686103292 1.1744053925813067 native-country=Cuba 0.9057591917802504 -2.8109036862190027 native-country=Iran 0.039686640872578234 1.1342342620479955 native-country=Honduras 0.6597686463089708 -0.7399045640154134 native-country=Philippines -1.7770296434238129 -0.9287001357664373 native-country=Italy -0.7773126076048872 1.4506512622483596 native-country=Poland 0.6948488229350228 -3.1173688054795723 native-country=Jamaica -3.6834432427051156 1.4006556941347603 native-country=Vietnam -2.1594399502378434 1.502466695138407 native-country=Mexico 0.41435134347988983 -1.974041277149769 native-country=Portugal -2.613284996700527 -1.135461363346474 native-country=Ireland -0.3499307429321272 -0.8535455139060055 native-country=France -2.061056276731958 -0.10302629075595175 native-country=Dominican-Republic 0.07615815796350345 0.8591350180548915 native-country=Laos 0.004457491196587566 1.120628067931288 native-country=Ecuador -0.08119214838076126 -0.028839098358864917 native-country=Taiwan 0.43455513535369644 2.310178558157067 native-country=Haiti 0.7061266670864644 3.012757180681971 native-country=Columbia -0.9786671748149749 0.18035536436941296 native-country=Hungary -0.24815855429959013 -1.6918655257072288 native-country=Guatemala 0.7289842567102109 1.8211024229323507 native-country=Nicaragua 0.042406872049921406 1.182144438441545 native-country=Scotland -0.14537669177639811 1.5152641593170904 native-country=Thailand -0.808563709208569 1.5149947207089847 native-country=Yugoslavia 1.1839297652325285 -0.3173579370242163 native-country=El-Salvador 0.03511106591176133 1.0588910357197805 native-country=Trinadad&Tobago 1.2627067886755614 0.36791201601264156 native-country=Peru 0.2051024990638093 0.4403032837951458 native-country=Hong 0.5344302573122448 0.6059934533741805 native-country=Holand-Netherlands Hidden Weights: -5.9057830742679425 5.9057830742679425 -4.30007194673283 4.30007194673283 >50K <=50K Error sum for iteration 7900 = 720.8388883432112 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.663687980231987 0.5220742498025461 age -0.1392917057056676 0.49977089726638274 workclass=Private -1.531205925959408 1.3948067774847006 workclass=Self-emp-not-inc -1.7756378328525582 0.10237741942061816 workclass=Self-emp-inc 0.6420070001874121 -0.26404880312438284 workclass=Federal-gov 0.4192543293738403 0.8517788869808914 workclass=Local-gov 1.041415961162366 0.43704773708295586 workclass=State-gov -0.69881801612936 -0.3847475916418902 workclass=Without-pay 0.03324293220369826 0.43828050536779506 workclass=Never-worked -0.7098913757732829 0.044412181891855106 fnlwgt -0.5323432519404437 -0.011738472677474894 education=Bachelors -0.02487280829949944 0.25242630972948055 education=Some-college -1.5571511820353847 1.1632215209683152 education=11th -0.25618865747638464 0.14164013529127903 education=HS-grad 0.7104359252164041 -0.7761136510652559 education=Prof-school 0.15085829036283557 -0.26583883359301647 education=Assoc-acdm 0.22020308895661928 0.019857078783208908 education=Assoc-voc 0.2951547146319317 0.34882166362544464 education=9th -2.0727834613518117 0.4769545771767766 education=7th-8th -1.8841296888865067 3.5274327427867207 education=12th -0.20592478158014735 -0.19172832369458434 education=Masters 0.11458330117702158 3.8865620605094064 education=1st-4th -1.3478456715692106 0.8299172448639517 education=10th 2.24477800638329 -1.8445416548509461 education=Doctorate 2.572030991509703 -1.70973045900773 education=5th-6th -0.8506120548558127 1.5580646524363584 education=Preschool 0.5291889253244324 -2.413759812666857 education-num -1.545844633295635 -2.206334645115123 marital-status=Married-civ-spouse -0.32086910550295544 1.1064125200732327 marital-status=Divorced -0.7869996301820464 1.1691626296382323 marital-status=Never-married 0.7931480186546054 0.14571919134576108 marital-status=Separated 1.7599699880468826 0.21038043567316386 marital-status=Widowed -0.5493855320583073 2.2629557774625177 marital-status=Married-spouse-absent -0.8398465081995927 0.3018576809936693 marital-status=Married-AF-spouse -0.4236809710600093 -0.46249233675917567 occupation=Tech-support 1.696492080788087 -0.4772458663627236 occupation=Craft-repair -0.7961899609835851 0.9025387148057322 occupation=Other-service 0.44494956777270284 -0.22728625483826942 occupation=Sales 0.34814921646188496 -0.8131120176982274 occupation=Exec-managerial -0.9571109647517421 -0.03640852421791408 occupation=Prof-specialty -0.4283690856831535 0.754341440063843 occupation=Handlers-cleaners 1.2914703899965359 0.08320806469085615 occupation=Machine-op-inspct 0.34897307168298586 0.25890987575444374 occupation=Adm-clerical -0.5504456862120987 1.5616595134107674 occupation=Farming-fishing 0.7113113473531469 0.21617614344822292 occupation=Transport-moving 0.07380797286671452 1.4398172655751458 occupation=Priv-house-serv -0.6467269021977105 -0.3054508905114384 occupation=Protective-serv -0.4082258700372521 0.6538043697382977 occupation=Armed-Forces 2.38077489593247 -0.8146315322104208 relationship=Wife -2.0209620232859096 1.8521362076547514 relationship=Own-child 1.9210414675376588 0.5611229427370429 relationship=Husband 0.7876561855438329 -0.6796459936268687 relationship=Not-in-family -0.6218065145327463 0.6724571889092402 relationship=Other-relative -1.087931628634931 0.13999976291308872 relationship=Unmarried 0.5946168984060335 -0.6232009453147491 race=White 0.4548202610158658 -0.9742869716308833 race=Asian-Pac-Islander -2.185754858512254 0.8421868637034664 race=Amer-Indian-Eskimo -1.3687288501655346 4.050462012105798 race=Other 1.3644641258596868 -0.6558881306418427 race=Black -0.7685465057105118 -0.13547407596627287 sex 0.33099768769525395 -5.9374407794624435 capital-gain 2.0425949839281032 -2.7354399203288327 capital-loss 1.293909717990474 -2.911923009038389 hours-per-week -0.8828592210879483 -0.044271599542128885 native-country=United-States 1.326974919348581 -4.542065689169663 native-country=Cambodia 1.93971386168282 0.34099452339600966 native-country=England 0.3028514756497045 0.08807664985301522 native-country=Puerto-Rico 1.9254415629372572 -2.026979239969929 native-country=Canada -0.14612806171469991 -0.6490862213395172 native-country=Germany 0.276202848728514 0.8367622097593621 native-country=Outlying-US(Guam-USVI-etc) -2.4040712115157117 3.02074643304667 native-country=India -0.2052271249664034 3.171610820885648 native-country=Japan -0.6219846680500082 2.0681925165192765 native-country=Greece 5.017702906204276 -3.4537894596482857 native-country=South -1.8330144457803639 1.5892897864494655 native-country=China 0.47221412643792954 1.1700891142221947 native-country=Cuba 0.9175767027424634 -2.8165478670522024 native-country=Iran 0.04227352696971273 1.1425841137723305 native-country=Honduras 0.6594831991895734 -0.7392995659515275 native-country=Philippines -1.7839617638118919 -0.9283972525244403 native-country=Italy -0.7809736618400888 1.4517327942198843 native-country=Poland 0.6961697226806347 -3.118099922237535 native-country=Jamaica -3.7142905510127546 1.4021162383956043 native-country=Vietnam -2.1572774370235006 1.500602826130854 native-country=Mexico 0.42160706496537964 -1.9833963193055346 native-country=Portugal -2.6219656876459947 -1.1337931860126165 native-country=Ireland -0.34986008475254177 -0.8552647542434431 native-country=France -2.067001094819564 -0.10358521691416145 native-country=Dominican-Republic 0.0776417448800383 0.861272406011248 native-country=Laos 6.921863841701841E-4 1.1265299422043076 native-country=Ecuador -0.07967467472184318 -0.02924462515607027 native-country=Taiwan 0.4352604129201166 2.318659132099284 native-country=Haiti 0.702219059593513 3.0169209421476944 native-country=Columbia -0.9786885459007126 0.1805288830657713 native-country=Hungary -0.2539583958254773 -1.698750578370732 native-country=Guatemala 0.7237058681562566 1.8285199439674962 native-country=Nicaragua 0.04247819365576317 1.1839210430133251 native-country=Scotland -0.15308198442071305 1.5166583490899102 native-country=Thailand -0.8084698283315689 1.5215321602758887 native-country=Yugoslavia 1.1883473537632883 -0.317757517583879 native-country=El-Salvador 0.037740059169456934 1.0659297562541488 native-country=Trinadad&Tobago 1.2733643233640086 0.36731919028724397 native-country=Peru 0.20383659583554484 0.4399806130622099 native-country=Hong 0.5344088862265071 0.6061669720705742 native-country=Holand-Netherlands Hidden Weights: -5.9217966938022615 5.921796693802262 -4.299952724590716 4.299952724590716 >50K <=50K Options: -I 8000 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 8000 -E 0.01 -S 1693840825 -H 2 -M 0.01 Input Weights: -11.682419545809488 0.5210634541071251 age -0.14298781706116528 0.5006591497281518 workclass=Private -1.5317177372948683 1.3950675576141012 workclass=Self-emp-not-inc -1.7716355062301241 0.10231024042105957 workclass=Self-emp-inc 0.6435465833705059 -0.2643964905602566 workclass=Federal-gov 0.4186091131826853 0.852323133265028 workclass=Local-gov 1.0404949511351615 0.4376336572952894 workclass=State-gov -0.6988328997809574 -0.38409548760814693 workclass=Without-pay 0.0332264573533355 0.43844826781352886 workclass=Never-worked -0.719528184203736 0.046427272956317725 fnlwgt -0.5347013116396319 -0.011747257201717721 education=Bachelors -0.024234391286063108 0.2511272888869282 education=Some-college -1.5653273073160332 1.162456460332008 education=11th -0.25927439957806997 0.14084101971687446 education=HS-grad 0.7098595629291277 -0.7748596240724525 education=Prof-school 0.1511392793016278 -0.2666516768301239 education=Assoc-acdm 0.2205370460030152 0.019076543486551915 education=Assoc-voc 0.3006113801867081 0.3451036930905002 education=9th -2.086207297643772 0.47491546748977576 education=7th-8th -1.9040865170021095 3.5367532731592726 education=12th -0.20526458017241847 -0.1918573790620973 education=Masters 0.11254272778390667 3.895735526042182 education=1st-4th -1.3492689013508206 0.8276804694614774 education=10th 2.2536182182269258 -1.846003187799552 education=Doctorate 2.6082644804337884 -1.7180288671411033 education=5th-6th -0.852410625042367 1.5646911404208579 education=Preschool 0.5237255675876556 -2.416086722633524 education-num -1.5475133279580364 -2.208552277531807 marital-status=Married-civ-spouse -0.32084529426421515 1.1076333013742636 marital-status=Divorced -0.7898033741633615 1.17074556689446 marital-status=Never-married 0.7930001522547308 0.14685453638528306 marital-status=Separated 1.7623006749977617 0.21150708104192878 marital-status=Widowed -0.5432572208157471 2.2648472572215255 marital-status=Married-spouse-absent -0.8439561353435764 0.2996345613717523 marital-status=Married-AF-spouse -0.42222019053680837 -0.4631612750748142 occupation=Tech-support 1.698272694440629 -0.4773232598413929 occupation=Craft-repair -0.7929856524605771 0.9012454686118915 occupation=Other-service 0.4445649883742916 -0.2272473557805503 occupation=Sales 0.3495697222148639 -0.8134031723955475 occupation=Exec-managerial -0.9578547001427795 -0.036875862791954914 occupation=Prof-specialty -0.4277379990349034 0.7541464663029516 occupation=Handlers-cleaners 1.2948230028520231 0.08256937545069559 occupation=Machine-op-inspct 0.34828773518284034 0.25913815214656966 occupation=Adm-clerical -0.5527507483574067 1.5616697271432611 occupation=Farming-fishing 0.7130092756220406 0.21576212815832826 occupation=Transport-moving 0.06721132961742057 1.4469011062032893 occupation=Priv-house-serv -0.6499416258306189 -0.30525164453464365 occupation=Protective-serv -0.40820607265241177 0.6539804173074985 occupation=Armed-Forces 2.3825524742961486 -0.8126539309466335 relationship=Wife -2.0229100111236384 1.8533555045485526 relationship=Own-child 1.923044786878138 0.5627682320652909 relationship=Husband 0.790685075893909 -0.6815792590515871 relationship=Not-in-family -0.6240456019945672 0.6730685927430922 relationship=Other-relative -1.0907849892948127 0.13882811125826963 relationship=Unmarried 0.5960289215597754 -0.6242134993273719 race=White 0.4601247053068676 -0.9760269145793932 race=Asian-Pac-Islander -2.1931746126793916 0.8410321593735299 race=Amer-Indian-Eskimo -1.371332983230839 4.057678082478257 race=Other 1.3675573725926333 -0.6570160879290412 race=Black -0.7674157596853959 -0.1359168584033859 sex 0.3336108080174022 -5.939668714129462 capital-gain 2.0467608755680415 -2.7361754694028915 capital-loss 1.294187166411378 -2.9117659980396207 hours-per-week -0.8784127568939285 -0.04468928068706663 native-country=United-States 1.3325970410244268 -4.554200243250287 native-country=Cambodia 1.9543748785805544 0.33886226293502963 native-country=England 0.3187399145047936 0.08469634378982864 native-country=Puerto-Rico 1.9298903371091236 -2.0249378698537086 native-country=Canada -0.1397023631327096 -0.6505971045243335 native-country=Germany 0.2768098206458201 0.8411812242224329 native-country=Outlying-US(Guam-USVI-etc) -2.413763071926876 3.0245468030910088 native-country=India -0.21254815623366086 3.178958754397647 native-country=Japan -0.6244573562893493 2.0683531572522242 native-country=Greece 5.026303940663833 -3.4722508761444586 native-country=South -1.8552412648332168 1.5924317903250422 native-country=China 0.4896363723606493 1.1656605216606952 native-country=Cuba 0.9289451383873791 -2.821999213857387 native-country=Iran 0.044820386745302004 1.1507147702105582 native-country=Honduras 0.6591396697323899 -0.7387087913128864 native-country=Philippines -1.7908338486843314 -0.9280157867655598 native-country=Italy -0.7845187800340255 1.4527632666306305 native-country=Poland 0.6975502037288231 -3.1188296013129753 native-country=Jamaica -3.744941687057402 1.4036191964857743 native-country=Vietnam -2.154867818893157 1.498604235484431 native-country=Mexico 0.4286116623246506 -1.9922788286443192 native-country=Portugal -2.630401156497608 -1.1321849047519175 native-country=Ireland -0.34978533095167647 -0.8569650982006075 native-country=France -2.0727888373167906 -0.10410469258856364 native-country=Dominican-Republic 0.07908376925112323 0.8633656913450014 native-country=Laos -0.003025831740887227 1.1323148214264886 native-country=Ecuador -0.07820277328212386 -0.02960164717925469 native-country=Taiwan 0.4359201320016447 2.326990276632176 native-country=Haiti 0.6983287873875964 3.0210200198178025 native-country=Columbia -0.9787050207510823 0.18069664551149991 native-country=Hungary -0.25987664631667684 -1.7055196759792444 native-country=Guatemala 0.7185263102029174 1.8357970038213614 native-country=Nicaragua 0.042552362709234286 1.1856707000847084 native-country=Scotland -0.16069289861542224 1.5180265191850544 native-country=Thailand -0.8083711519157396 1.5279411826287776 native-country=Yugoslavia 1.1927355681985978 -0.3181457555428971 native-country=El-Salvador 0.04028905343156812 1.0728269615785533 native-country=Trinadad&Tobago 1.2838799944380754 0.3666138169619776 native-country=Peru 0.20261988715797935 0.4396673756182063 native-country=Hong 0.5343924113761374 0.6063347345163023 native-country=Holand-Netherlands Hidden Weights: -5.937193277559183 5.937193277559186 -4.299837435708244 4.299837435708244 >50K <=50K === Error on training data === Correctly Classified Instances 4287 85.4835 % Incorrectly Classified Instances 728 14.5165 % Mean absolute error 0.2634 Root mean squared error 0.3293 Relative absolute error 71.3245 % Root relative squared error 76.6386 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 805 420 | a = >50K 308 3482 | b = <=50K === Error on test data === Correctly Classified Instances 4191 83.5693 % Incorrectly Classified Instances 824 16.4307 % Mean absolute error 0.2707 Root mean squared error 0.3415 Relative absolute error 74.2643 % Root relative squared error 80.5395 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 727 451 | a = >50K 373 3464 | b = <=50K