Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: -0.6368809370879913 -0.45551253008283066 age 0.04382546905304863 0.03766486204507791 workclass=Private -0.06103884974606433 -0.035277980585763924 workclass=Self-emp-not-inc 0.3299238813924592 0.42134326726545335 workclass=Self-emp-inc 0.10604632303718309 -0.7906305641611171 workclass=Federal-gov -0.32071332501733685 -0.3934176475770186 workclass=Local-gov -0.42311456434268147 0.2064006080411971 workclass=State-gov -0.8800030851719163 -0.138607226064819 workclass=Without-pay -0.1869277837517389 0.8980985164906221 workclass=Never-worked 0.6266296512091922 -0.6062658341212857 fnlwgt -0.45073908184243905 0.6615833359871517 education=Bachelors -0.6302231432483305 0.19846832352321964 education=Some-college -0.3829087127606008 0.02541698251884439 education=11th -0.9909291267694627 0.26638970374075854 education=HS-grad 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occupation=Priv-house-serv 0.491444855449757 0.7614627040239108 occupation=Protective-serv 0.9376677558265887 -0.7529062687651906 occupation=Armed-Forces -0.7689796300065814 -0.8296348465442482 relationship=Wife -0.9958710723112902 0.9111332621482444 relationship=Own-child 0.40100898042836564 0.24222759636084779 relationship=Husband 0.8834846125876081 -0.7927180398417215 relationship=Not-in-family 0.39685799780766273 -0.5144878266944284 relationship=Other-relative -0.8285069060992392 0.8733914950209121 relationship=Unmarried -0.5656486700900494 0.9510311847253281 race=White 0.3092912748620791 0.6632003851696928 race=Asian-Pac-Islander 0.8717975301709184 0.44524459150139606 race=Amer-Indian-Eskimo 0.09890254731779713 -0.8996360249375857 race=Other -0.42710839468027695 0.07695242667529834 race=Black -0.20702500714364702 0.9944840312860763 sex 0.8623290395018557 -0.5753603047005937 capital-gain 0.3736983645609193 -0.44498596347272423 capital-loss -0.5869091870534382 0.5465843719522421 hours-per-week -0.8564246098472212 0.03557321909425393 native-country=United-States 0.7408457534570569 -0.10513428865520158 native-country=Cambodia -0.8393253079623357 -0.6413650609753438 native-country=England 0.7518879904124403 0.8380035611425884 native-country=Puerto-Rico -0.8301956889164064 -0.19396938650649798 native-country=Canada -0.6500351822688637 0.06425842507468849 native-country=Germany -0.9658896886131756 0.7802432789774447 native-country=Outlying-US(Guam-USVI-etc) -0.22348318566382663 -0.5334834912472157 native-country=India 0.00306447205105842 -0.020179566920095482 native-country=Japan 0.9292643639584115 0.2568185561850569 native-country=Greece 0.9255478552848195 -0.3070689130373103 native-country=South 0.13549584965274297 0.7993499534374702 native-country=China -0.5875946684075262 -0.1316087950300029 native-country=Cuba -0.02263696992247599 -0.020758657894577315 native-country=Iran 0.37182942968139754 -0.7855989351751294 native-country=Honduras 0.9742284938444656 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-0.19561714500404004 0.5058101525217897 native-country=Guatemala 0.23880129186142596 -0.7530504675242451 native-country=Nicaragua -0.5373120305699877 0.39395112363009965 native-country=Scotland 0.05232582600621938 -0.7284489181284424 native-country=Thailand -0.5781073855412506 0.4358523258670939 native-country=Yugoslavia 0.25932347447861903 -0.5907975624075419 native-country=El-Salvador -0.6264916008976043 0.5828606076361578 native-country=Trinadad&Tobago -0.044488720353997424 -0.23331581903421839 native-country=Peru -0.44590992502591464 -0.6094745673350033 native-country=Hong -0.8981571647304638 -0.6437634710128812 native-country=Holand-Netherlands Hidden Weights: 0.5254739481748913 0.09552031206489442 0.2878607120005465 0.703448835723774 >50K <=50K Error sum for iteration 100 = 767.6382885151628 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: -0.08420767861593538 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0.033668194999633534 1.2659641405345414 education=9th 0.07391093609219573 1.0976253543342824 education=7th-8th 0.16271701348993803 0.9859254725343487 education=12th 0.48844649267683116 -0.35043706206348146 education=Masters -0.021682772247239086 0.8636712514188303 education=1st-4th -0.37446056947283496 1.08942463009614 education=10th -0.29855821281156014 -1.231427451168259 education=Doctorate -0.6590551412373488 -0.22997902912373933 education=5th-6th 0.33728455142655633 0.7493485104428191 education=Preschool 1.1573057674435754 -1.3635447843743707 education-num 0.3596810315377831 -1.2549696397555437 marital-status=Married-civ-spouse 0.0036540999415804847 0.49456063005962597 marital-status=Divorced -0.341450552695746 0.91685113846727 marital-status=Never-married 0.5184507156410958 0.6215874594529966 marital-status=Separated -0.62417457267976 -0.11272621275619499 marital-status=Widowed -0.6967688595636208 0.004310572282874961 marital-status=Married-spouse-absent 0.24862934374481604 0.9608806622915437 marital-status=Married-AF-spouse 0.38826921881058923 -0.6217531102062852 occupation=Tech-support 0.018398842655331437 -0.08659123812729573 occupation=Craft-repair -0.17962825777421879 0.6562542660901944 occupation=Other-service 0.485957080000816 -0.0558724109999792 occupation=Sales 0.6027951455616547 -0.7282968899446063 occupation=Exec-managerial 1.3865448164806504 0.21417029645646518 occupation=Prof-specialty 0.13273331347445488 0.6586162576370805 occupation=Handlers-cleaners 0.06258623825565873 0.4642865524345175 occupation=Machine-op-inspct 0.7158919718094696 0.5767210932473704 occupation=Adm-clerical -0.8217666375149726 0.9606066626329978 occupation=Farming-fishing -0.3538791188081912 0.16839233725138225 occupation=Transport-moving 0.5134446907988595 0.2691391859188563 occupation=Priv-house-serv 0.740805739814964 0.17575964768728278 occupation=Protective-serv 0.9047191869852899 -0.6090173362610017 occupation=Armed-Forces -0.4388289675084585 -1.2017656454716807 relationship=Wife -0.9828382370934273 1.2122934213996894 relationship=Own-child 0.5668898177403597 0.18816489700490727 relationship=Husband 0.10525095083226693 0.3485453985690016 relationship=Not-in-family 0.06311195340438833 0.27783695879510395 relationship=Other-relative -0.5281915306105861 0.7257215338759747 relationship=Unmarried -0.3796350233187896 0.3622897336906516 race=White 0.3083773257135486 0.7923613816299429 race=Asian-Pac-Islander 0.6708662237219455 1.2514078166085867 race=Amer-Indian-Eskimo -0.11031293389673871 -0.16772487207490228 race=Other -0.483047014878544 0.5407087895945302 race=Black 0.5435423439451624 0.008371450807101728 sex 1.0963568031439637 -1.3463086121500092 capital-gain 0.7556766166437024 -1.630445617144006 capital-loss 0.4958081049990184 -2.233333437943655 hours-per-week -0.7283920405275853 -0.4391871130204004 native-country=United-States 0.7595695689514939 -0.14034730358477004 native-country=Cambodia -0.9559067527925217 -0.2117055100311459 native-country=England 0.7296182291916965 1.0217156964280574 native-country=Puerto-Rico -0.6890047251447274 -0.4401743971998071 native-country=Canada -0.6528390101761005 0.03563336949198871 native-country=Germany -0.9904013657643013 0.9024360212510373 native-country=Outlying-US(Guam-USVI-etc) -0.3188920276395586 0.11459357202884486 native-country=India -0.019955676209986967 0.27069959991117803 native-country=Japan 0.895771624399195 0.4368895168485607 native-country=Greece 0.8843222278322049 -0.14781536333606113 native-country=South 0.07612074826480603 0.8427998603459088 native-country=China -0.7765239833222676 0.3814773043715355 native-country=Cuba 0.06962187187012946 -0.3805235797408121 native-country=Iran 0.31674108004685286 -0.5611410413264828 native-country=Honduras 0.9501192498483685 -0.45461916019680976 native-country=Philippines 0.05453677461952314 0.45124905513361024 native-country=Italy -0.2076420590915257 0.20367455020328815 native-country=Poland 0.6115143228241734 -0.05305103195005638 native-country=Jamaica 0.7436795222077246 -0.30963851070177195 native-country=Vietnam -1.0320675295280832 0.7188270835385568 native-country=Mexico 0.6450834994811707 -0.16453568829535561 native-country=Portugal -0.4774078451528928 -0.8646494147879126 native-country=Ireland -0.5918982282615107 -0.6915403030885515 native-country=France 0.7704238719715513 -0.5994621531404687 native-country=Dominican-Republic -0.6553570606175411 1.0596090860398282 native-country=Laos -0.41466380457490876 -0.054762136048831206 native-country=Ecuador 0.8708384342990415 -0.46903475804172096 native-country=Taiwan 0.30255321619857845 0.7632095633906874 native-country=Haiti 0.4907644530136782 1.221755940357193 native-country=Columbia -0.9048723320693128 0.6448732864786997 native-country=Hungary -0.20178759721259823 0.5509288206344616 native-country=Guatemala 0.18375684230032382 -0.40383481489589806 native-country=Nicaragua -0.5605992411679646 0.5144140717110194 native-country=Scotland 0.011425125491561501 -0.5240947007302542 native-country=Thailand -0.609520691455458 0.5773461826664469 native-country=Yugoslavia 0.1926844568805051 -0.2533793192185843 native-country=El-Salvador -0.6712322882282279 0.7602502654352098 native-country=Trinadad&Tobago -0.10635874061609064 -0.06599227433370568 native-country=Peru -0.47148311785330627 -0.48433453379623687 native-country=Hong -0.9197714501334695 -0.5251288336040323 native-country=Holand-Netherlands Hidden Weights: 1.3335508069727957 -1.287905601312189 -3.4974640061922586 3.525290845405157 >50K <=50K Error sum for iteration 200 = 764.9306088404996 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 0.21977854766221672 -1.533811796751011 age -0.06708010453472146 0.22960364554767457 workclass=Private -0.0628104558305622 1.025520906313853 workclass=Self-emp-not-inc 0.4983920867984018 -0.20777446867931465 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0.3317544997961691 relationship=Not-in-family -0.08620114113821861 0.4284277873405514 relationship=Other-relative -0.29971622829112826 0.6139433572227446 relationship=Unmarried -0.47325711339349014 0.1371983807441612 race=White 0.4047011885672472 0.5491278464397504 race=Asian-Pac-Islander 0.630361093291406 1.4709160063830073 race=Amer-Indian-Eskimo -0.2216880065222909 0.5654506476934231 race=Other -0.3572568226178187 0.38826361085862554 race=Black 0.7719355604698062 -0.07403129451307039 sex 1.2100250513712527 -1.887910236020237 capital-gain 0.7284430526611092 -1.948589618683997 capital-loss 0.7046706101376737 -2.7269795602947804 hours-per-week -0.8237736644722427 -0.4857006954715627 native-country=United-States 0.7957457044392438 -0.25836287551334086 native-country=Cambodia -1.018659635754839 0.04914512780630044 native-country=England 0.7422261243751408 1.0610264182560916 native-country=Puerto-Rico -0.5701049821572828 -0.6926155120052851 native-country=Canada -0.6417347905420884 -0.14440742677004792 native-country=Germany -0.9945810094008176 0.9309805990738614 native-country=Outlying-US(Guam-USVI-etc) -0.3409245818387714 0.5555295884548427 native-country=India -0.01385413896815066 0.48445881986463507 native-country=Japan 0.8806698368947312 0.6234992833662965 native-country=Greece 0.8711842562963369 -0.08814235369023055 native-country=South 0.04789415085159132 0.7370594757003186 native-country=China -0.879366388123345 0.6296323829653555 native-country=Cuba 0.12846113487720226 -0.8252399481153717 native-country=Iran 0.2784972693677306 -0.41585712897961313 native-country=Honduras 0.9333457654430144 -0.5447552678569935 native-country=Philippines 0.17576735392330886 -0.024965330223429477 native-country=Italy -0.2532587652333473 0.5021493362937134 native-country=Poland 0.7050230873690863 -0.37118619398094516 native-country=Jamaica 0.7659185749104055 -0.2078021565146381 native-country=Vietnam -1.0053295201728623 0.8888228703149492 native-country=Mexico 0.658016858664599 -0.17451783619547773 native-country=Portugal -0.4421134624479564 -0.9706920258874054 native-country=Ireland -0.5937478835197434 -0.6781896672476995 native-country=France 0.7934256965543998 -0.5476099607773899 native-country=Dominican-Republic -0.6696006228841735 1.1060806664375473 native-country=Laos -0.42429000303769604 -0.012470799063371195 native-country=Ecuador 0.8607673159434245 -0.6321145469503948 native-country=Taiwan 0.27839390280904125 0.8943044192326781 native-country=Haiti 0.46688623790047684 1.501093368982888 native-country=Columbia -0.9066714273013416 0.6704051051456291 native-country=Hungary -0.17595812430376698 0.42848686939700104 native-country=Guatemala 0.16299372486172622 -0.1536616519183491 native-country=Nicaragua -0.565627874898171 0.5435870226492703 native-country=Scotland -0.007877542330576488 -0.35984755346522557 native-country=Thailand -0.6264796224839116 0.6402316347784694 native-country=Yugoslavia 0.16498808633799203 -0.05995996605132596 native-country=El-Salvador -0.6856733677912047 0.807851379659873 native-country=Trinadad&Tobago -0.15786326487723285 0.03298538886071173 native-country=Peru -0.47673197813118573 -0.4551438257492247 native-country=Hong -0.9215705453654983 -0.4995970149371142 native-country=Holand-Netherlands Hidden Weights: 1.3544197118529908 -1.3464297620969308 -3.758211038448537 3.7631984136908185 >50K <=50K Error sum for iteration 300 = 755.2759089246649 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 0.507853918956719 -1.4839188273467188 age 0.03115297454756194 0.2659529394685535 workclass=Private -0.0028718057498773636 1.0450351090614878 workclass=Self-emp-not-inc 0.4752275329823179 -0.18756309975774801 workclass=Self-emp-inc -0.35427394241219257 -0.4654425248049632 workclass=Federal-gov -0.46160567636955574 0.5779664635856451 workclass=Local-gov -0.29607389130243433 0.35829413352692213 workclass=State-gov -0.8994441397419067 0.014949755667282837 workclass=Without-pay -0.20711543690178366 1.051546347009482 workclass=Never-worked 0.5443999167254544 -0.173812133996226 fnlwgt -0.45440108199409573 -0.30471719648106815 education=Bachelors -0.672040349316232 0.3396663803517853 education=Some-college -0.27551784597842877 1.2180548855686453 education=11th -1.1262161704814422 0.0627136234182131 education=HS-grad -0.27471412740922063 -1.0740838086089788 education=Prof-school -0.4474015096262415 -0.2519547154804286 education=Assoc-acdm -0.15649289820185958 0.24977439802649584 education=Assoc-voc 0.004041674190508207 1.363042447305926 education=9th 0.0518191399618024 1.2331488116121305 education=7th-8th 0.1169779285338407 1.4084690679562055 education=12th 0.7177171852441809 -0.2576345521563309 education=Masters -0.029371928676737234 1.057208456313615 education=1st-4th -0.3036709086866977 1.1669103561150973 education=10th -0.2551766493867429 -1.4195060608910874 education=Doctorate -0.6599596265691295 -0.521790600369629 education=5th-6th 0.31541902559581486 0.8249078188749961 education=Preschool 1.1717671862024643 -1.4098496434662742 education-num 0.36091169119640654 -1.5981602431092277 marital-status=Married-civ-spouse 0.301949597294934 0.6964486513714168 marital-status=Divorced -0.11278073518294517 0.9058673863010421 marital-status=Never-married 0.2281612802440233 0.2948598116267356 marital-status=Separated -0.7524738151568815 -0.011624909039418721 marital-status=Widowed -0.7490788682858317 0.8028428573919753 marital-status=Married-spouse-absent 0.2127315396106984 1.0624589521519041 marital-status=Married-AF-spouse 0.4999839744265412 -0.4889137565907184 occupation=Tech-support -0.1934453629145148 -0.07165273395380335 occupation=Craft-repair 0.11798324007493637 0.6434656078038066 occupation=Other-service 0.25434726735746177 -0.02982807762889933 occupation=Sales -0.0433692506645919 -0.7712075215158402 occupation=Exec-managerial 1.6702135569360033 0.2842631163703423 occupation=Prof-specialty 0.2131686936421404 0.639807873777371 occupation=Handlers-cleaners 0.21519673383873758 0.5502518832408647 occupation=Machine-op-inspct 0.4474588919897511 0.4896833563952541 occupation=Adm-clerical -0.8734174980621774 1.2735437771672835 occupation=Farming-fishing 0.026327291523149266 0.3933178476214316 occupation=Transport-moving 0.4794900080072088 0.3806565176042394 occupation=Priv-house-serv 0.9440902481561808 -0.0012702278637736035 occupation=Protective-serv 0.870230345804532 -0.4838121001877537 occupation=Armed-Forces -0.5344482577475579 -0.9501829396634823 relationship=Wife -0.6669357303241362 1.1097534072943809 relationship=Own-child 0.4757452125335133 0.6019517470727522 relationship=Husband -0.1598849410600889 0.22722188690919612 relationship=Not-in-family -0.16565397815260266 0.44942740496389366 relationship=Other-relative -0.14345546694324013 0.6000097611381708 relationship=Unmarried -0.5247132345616956 -0.0159566034308658 race=White 0.4825144566941255 0.3467402961670205 race=Asian-Pac-Islander 0.6307351114223246 1.5203346254977461 race=Amer-Indian-Eskimo -0.26831027487975684 1.1233678422394984 race=Other -0.2954312620451887 0.2571281994070766 race=Black 0.9041425566859936 -0.04301955851860885 sex 1.2838673413240576 -2.328899749169873 capital-gain 0.6303377035459257 -2.035433701414431 capital-loss 0.7601596562236047 -2.784480004540095 hours-per-week -0.8569557773870283 -0.4965882702865091 native-country=United-States 0.8272564907204727 -0.3803969265498875 native-country=Cambodia -1.0395441717709524 0.17356293024771105 native-country=England 0.7547886443762108 1.005982429644073 native-country=Puerto-Rico -0.5022448270661984 -0.7854323767961836 native-country=Canada -0.6406967017498099 -0.2668313469334535 native-country=Germany -0.9937578197913202 0.9433418373051929 native-country=Outlying-US(Guam-USVI-etc) -0.32777882913741097 0.8427682534854031 native-country=India -0.0046835905023541406 0.6688122621624016 native-country=Japan 0.8706317946376357 0.7966493301873917 native-country=Greece 0.8650116900165656 -0.04641973383117675 native-country=South 0.035163712938916264 0.6297119857275751 native-country=China -0.9456314484936607 0.777442358140548 native-country=Cuba 0.1634833592324426 -1.1762046568726643 native-country=Iran 0.25139851814527986 -0.3047834062989304 native-country=Honduras 0.9203745760134644 -0.6083957271412426 native-country=Philippines 0.23213180039164422 -0.4358412673331221 native-country=Italy -0.2646449525800566 0.6878857306733128 native-country=Poland 0.7940344024658343 -0.6493336809087192 native-country=Jamaica 0.7912610975622164 -0.12705738250401521 native-country=Vietnam -0.9674098878434416 1.001842757504474 native-country=Mexico 0.6756546153210313 -0.2036788778870078 native-country=Portugal -0.40737996393994946 -1.0871589345939858 native-country=Ireland -0.5914589812478295 -0.6787945374347922 native-country=France 0.817305689217243 -0.5799961474909769 native-country=Dominican-Republic -0.6777224589298119 1.135499992329166 native-country=Laos -0.4273609968249543 0.010738088662194252 native-country=Ecuador 0.8560398524808952 -0.7478910555144612 native-country=Taiwan 0.26332146145811963 0.9911343274381831 native-country=Haiti 0.45369094480151667 1.7433005198355753 native-country=Columbia -0.903445699816381 0.6796864795888565 native-country=Hungary -0.14965777601134814 0.28521998414880817 native-country=Guatemala 0.154761756248541 0.030747585548421046 native-country=Nicaragua -0.5658283491130746 0.556859849962795 native-country=Scotland -0.016407741110694818 -0.2105574187696405 native-country=Thailand -0.6370375262494531 0.6881814947916046 native-country=Yugoslavia 0.15439130004652626 0.0603610389584458 native-country=El-Salvador -0.6934601768673909 0.8354607125809131 native-country=Trinadad&Tobago -0.20037717888220133 0.11271202704791844 native-country=Peru -0.4763995003316835 -0.4429472207374467 native-country=Hong -0.9183448178805377 -0.49031564049392 native-country=Holand-Netherlands Hidden Weights: 1.382463545434608 -1.3811341062168203 -3.8567095634305266 3.8573922567235317 >50K <=50K Error sum for iteration 400 = 751.2576004051272 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 0.8094824501557883 -1.4002146109410463 age 0.1732794249706809 0.30602077067594446 workclass=Private 0.004305386687485499 1.0410187011256287 workclass=Self-emp-not-inc 0.4689566740350052 -0.18508913718341297 workclass=Self-emp-inc -0.4707465841372559 -0.4831125696456553 workclass=Federal-gov -0.42701718352984996 0.6013017352351121 workclass=Local-gov -0.3135273597511323 0.3716670603508954 workclass=State-gov -0.8956954217777963 0.018400543202435077 workclass=Without-pay -0.2039525112655738 1.0556139688103765 workclass=Never-worked 0.5408662300405717 -0.16343067723882848 fnlwgt -0.49955337364681435 -0.3147645893944503 education=Bachelors -0.7373564966471275 0.3149080334514146 education=Some-college -0.13687552915609907 1.2856628430143084 education=11th -1.1733916976406984 0.052225985000478266 education=HS-grad -0.2529714188750241 -1.0572000417409335 education=Prof-school -0.5570990940426415 -0.2685734014649464 education=Assoc-acdm -0.08480204770383164 0.24221389979253732 education=Assoc-voc 0.021741914550195685 1.3502537905166532 education=9th 0.0628382579725098 1.2297076722057199 education=7th-8th 0.1241086164601382 1.5317279979468794 education=12th 0.8443153195401362 -0.2667393993213418 education=Masters -0.023237087094495318 1.1282558424636742 education=1st-4th -0.2892328228320089 1.175219071978674 education=10th -0.2706459113196435 -1.4123935083975667 education=Doctorate -0.710899448424366 -0.6477105011296708 education=5th-6th 0.30998289132825263 0.8490385398559562 education=Preschool 1.1983393568915301 -1.3978379758773196 education-num 0.32464290600057705 -1.757061589588303 marital-status=Married-civ-spouse 0.42735088370348556 0.7474502158793034 marital-status=Divorced -0.015925240879650852 0.923378390653057 marital-status=Never-married 0.08735535178301165 0.22360763401250697 marital-status=Separated -0.7830481598278582 0.005463150726156303 marital-status=Widowed -0.7104635405623766 0.9903086445183401 marital-status=Married-spouse-absent 0.2069523740463784 1.0805603875070902 marital-status=Married-AF-spouse 0.5384224561413997 -0.47428495159514106 occupation=Tech-support -0.30077745054997407 -0.09209370112920635 occupation=Craft-repair 0.2772378293920438 0.6852637488993576 occupation=Other-service 0.07394840873364449 -0.0746859443865573 occupation=Sales -0.29976553175580684 -0.8298713654289911 occupation=Exec-managerial 1.7683799509618134 0.26581017564218956 occupation=Prof-specialty 0.22459329015385374 0.6467603071174856 occupation=Handlers-cleaners 0.27889772436828164 0.5761451117902795 occupation=Machine-op-inspct 0.38914543604582696 0.4608648741267231 occupation=Adm-clerical -0.8393657629206546 1.3099379024272246 occupation=Farming-fishing 0.21576811536182094 0.45091092909254415 occupation=Transport-moving 0.4649433047264362 0.42172695675736527 occupation=Priv-house-serv 1.0487127372494287 -0.011447328793810118 occupation=Protective-serv 0.8577019962039231 -0.4372434726594821 occupation=Armed-Forces -0.603855854826891 -0.8562107123838222 relationship=Wife -0.5257969871541466 1.106214945151081 relationship=Own-child 0.4569812228340111 0.6836743944442327 relationship=Husband -0.23948505793340918 0.13222941845410394 relationship=Not-in-family -0.2069284578376704 0.4632903941934583 relationship=Other-relative -0.03126706786899511 0.5659295330685774 relationship=Unmarried -0.5649235837622832 -0.10530534962722626 race=White 0.5360394946093576 0.21446396759163772 race=Asian-Pac-Islander 0.6453818666177762 1.5077536603104893 race=Amer-Indian-Eskimo -0.27971877459565664 1.4908784790985887 race=Other -0.2708661729685909 0.17670268591883015 race=Black 0.99638588677755 -0.0037678978747925224 sex 1.3335918398232025 -2.726705049427824 capital-gain 0.5163331722502591 -2.081041144827238 capital-loss 0.7527878202265513 -2.789780208505614 hours-per-week -0.8982411921609171 -0.5104637309684648 native-country=United-States 0.851710037307774 -0.5116270761464833 native-country=Cambodia -1.0433775219102197 0.23626948605774706 native-country=England 0.7636712870070353 0.9035280933755899 native-country=Puerto-Rico -0.4471160586877479 -0.8148430328294637 native-country=Canada -0.6500835933923492 -0.34357350176686285 native-country=Germany -0.9928802341290677 0.9506859071310843 native-country=Outlying-US(Guam-USVI-etc) -0.2998631263921923 1.0464128123552376 native-country=India 7.397537073069979E-4 0.8317127565586523 native-country=Japan 0.8618136864432855 0.953277329229557 native-country=Greece 0.8613645945806256 -0.0158760092270985 native-country=South 0.030732044292339583 0.5459955231188105 native-country=China -0.9931679442480666 0.8783183965070863 native-country=Cuba 0.1854530834375943 -1.4478428951585447 native-country=Iran 0.22814403218608728 -0.20717544223145512 native-country=Honduras 0.91011968201458 -0.6454857469684131 native-country=Philippines 0.2479542802050794 -0.7592516552294212 native-country=Italy -0.25761530484350087 0.8084876336282815 native-country=Poland 0.8720719829012308 -0.8720126795956951 native-country=Jamaica 0.8142249258053054 -0.05628270990754834 native-country=Vietnam -0.9335282530226964 1.0521925263014003 native-country=Mexico 0.6936242921442156 -0.2376193758920635 native-country=Portugal -0.37816592100868984 -1.2001268732356678 native-country=Ireland -0.5893322676093659 -0.6835503383153646 native-country=France 0.8398269261887128 -0.6461170965301846 native-country=Dominican-Republic -0.6852083750520392 1.1602775512076198 native-country=Laos -0.42955503807592066 0.02771627407628393 native-country=Ecuador 0.8515969760617293 -0.8103996839591324 native-country=Taiwan 0.25048591397971554 1.0755395159544463 native-country=Haiti 0.44450880975608176 1.9532700773524108 native-country=Columbia -0.9002827741802008 0.6837541013897687 native-country=Hungary -0.12722755007815173 0.1425716533086768 native-country=Guatemala 0.15073946046888514 0.17912147691946817 native-country=Nicaragua -0.5657836503594049 0.5648129533765887 native-country=Scotland -0.020638844300386122 -0.07178087204017652 native-country=Thailand -0.6444241948164564 0.7285119754362588 native-country=Yugoslavia 0.1539701763739916 0.1364647131903995 native-country=El-Salvador -0.6999713593230302 0.8561641751326022 native-country=Trinadad&Tobago -0.23796002395253535 0.17996331815306213 native-country=Peru -0.4756909363533687 -0.43618067522845394 native-country=Hong -0.9151818922443574 -0.4862480186930071 native-country=Holand-Netherlands Hidden Weights: 1.4585304829374042 -1.458316235349107 -3.9245590341449565 3.9246426029393975 >50K <=50K Error sum for iteration 500 = 752.1914689051414 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 1.1280075083062246 -1.3011129708700764 age 0.3384209329299429 0.350637202620149 workclass=Private -0.02233103366714542 1.0261185654266867 workclass=Self-emp-not-inc 0.47446550306829705 -0.1812466775153229 workclass=Self-emp-inc -0.6035904472846079 -0.5139587822271229 workclass=Federal-gov -0.3596173875371776 0.6233207459256964 workclass=Local-gov -0.34823219300509994 0.37371906881686956 workclass=State-gov -0.8917043056098599 0.019626262008073533 workclass=Without-pay -0.20076210243910925 1.0574812542300531 workclass=Never-worked 0.5387501509681085 -0.15500873552967867 fnlwgt -0.5015220077119967 -0.3133110844842879 education=Bachelors -0.8130805425600558 0.28257431824422313 education=Some-college -0.011929553729178442 1.3232589275544235 education=11th -1.2106997935604709 0.03191297363203521 education=HS-grad -0.24136964062666658 -1.042800313794625 education=Prof-school -0.6466165669959307 -0.282717503801892 education=Assoc-acdm -0.026897607527351666 0.23606322978836275 education=Assoc-voc 0.04915795609596453 1.3288883146931254 education=9th 0.07798228506878535 1.2110070103568062 education=7th-8th 0.14290645440581246 1.6289300517764154 education=12th 0.9598262545174121 -0.2598439343388447 education=Masters -0.014222676054037445 1.1902218385395855 education=1st-4th -0.2932039948860683 1.1666087856286649 education=10th -0.292635893634359 -1.4024408562801 education=Doctorate -0.7803257179719716 -0.7320710110200139 education=5th-6th 0.30612292947395003 0.8703663383545392 education=Preschool 1.2363373369373711 -1.3815896433782877 education-num 0.26083688845410385 -1.8788628726341103 marital-status=Married-civ-spouse 0.5310738639951631 0.7897144453039058 marital-status=Divorced 0.08956621551584126 0.9390264326006382 marital-status=Never-married -0.033994290507469264 0.1695363689672014 marital-status=Separated -0.8120074831956106 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-0.011534269401955012 occupation=Protective-serv 0.8454049110215239 -0.39398472572569165 occupation=Armed-Forces -0.6618791233726815 -0.7915518303103428 relationship=Wife -0.3720437560550602 1.1157523231360986 relationship=Own-child 0.41574811435340914 0.7391726360990731 relationship=Husband -0.3104183259907037 0.053929112296245516 relationship=Not-in-family -0.21828067871315004 0.4838845365123098 relationship=Other-relative 0.04118729056175482 0.5200831910687223 relationship=Unmarried -0.6101973341797826 -0.16200669458130285 race=White 0.5684414457483331 0.12634667273728678 race=Asian-Pac-Islander 0.6673226431355251 1.468778365100312 race=Amer-Indian-Eskimo -0.2731148155803723 1.7399597052691291 race=Other -0.24506379447892576 0.13569010522181357 race=Black 1.041909688971909 0.024602335420587193 sex 1.3684600705786976 -3.1051221559436675 capital-gain 0.3988199754448455 -2.1078711239010923 capital-loss 0.7098090633815713 -2.780884555357302 hours-per-week -0.9580360435187801 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0.2426244947695043 -0.9867222433619518 native-country=Italy -0.24045914699549345 0.8897097609187212 native-country=Poland 0.940897592378177 -1.0432282166527551 native-country=Jamaica 0.8354678471604517 0.009540365892688408 native-country=Vietnam -0.906049951223734 1.0580888848243608 native-country=Mexico 0.7122500184122611 -0.2703770573750436 native-country=Portugal -0.35262463131405725 -1.3047952048128637 native-country=Ireland -0.5866482407006562 -0.6898905706721226 native-country=France 0.8627743406074501 -0.733052819702712 native-country=Dominican-Republic -0.6924677077785854 1.1835155590985604 native-country=Laos -0.43134013252286363 0.041995197022516306 native-country=Ecuador 0.8472289516278917 -0.838730440096676 native-country=Taiwan 0.23968987367865133 1.1520486811423551 native-country=Haiti 0.4375720390968092 2.1373996729643903 native-country=Columbia -0.8970923653537237 0.6856213868093282 native-country=Hungary -0.1057825713742071 0.007837665476325183 native-country=Guatemala 0.14891250123091732 0.30307308129237986 native-country=Nicaragua -0.5654053677139176 0.570461398065896 native-country=Scotland -0.022095673166132986 0.057341892670082516 native-country=Thailand -0.6488718850641091 0.7636194344620264 native-country=Yugoslavia 0.16193856936692194 0.1819061788624183 native-country=El-Salvador -0.7056940039765931 0.8736694658931606 native-country=Trinadad&Tobago -0.27124280753146374 0.23617617275494862 native-country=Peru -0.474601221515865 -0.4316697646086317 native-country=Hong -0.9119914834178804 -0.48438073327339015 native-country=Holand-Netherlands Hidden Weights: 1.5676398818654598 -1.5676080558287357 -3.9820270565636466 3.9820355471403923 >50K <=50K Error sum for iteration 600 = 755.5764103006591 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 1.4641163173235097 -1.1871609943199017 age 0.5189715371596076 0.4022338417001419 workclass=Private -0.07005589261580564 1.002026618544052 workclass=Self-emp-not-inc 0.4986386319608404 -0.17249233970711728 workclass=Self-emp-inc -0.7600446523255985 -0.5596081696231688 workclass=Federal-gov -0.25814820580343406 0.6486219269053554 workclass=Local-gov -0.3956130073864154 0.3666973889990971 workclass=State-gov -0.8866778226432633 0.01952930163692608 workclass=Without-pay -0.1967848011423394 1.0580673997900751 workclass=Never-worked 0.5413717695660434 -0.14718836132839466 fnlwgt -0.47728216862035505 -0.30262628263589986 education=Bachelors -0.8921910111774443 0.2459022648242067 education=Some-college 0.10860120775407733 1.339802383252391 education=11th -1.2395309033140567 0.010377828634509182 education=HS-grad -0.23380571051136687 -1.02862912345109 education=Prof-school -0.7092390382984555 -0.29246311566594024 education=Assoc-acdm 0.009324230625979334 0.2312921551387932 education=Assoc-voc 0.08205363418649218 1.3044077825210827 education=9th 0.09739461248315619 1.1794387066438572 education=7th-8th 0.17313632948387628 1.7055207095748892 education=12th 1.064748650418111 -0.24351334591153817 education=Masters -0.0024080544470514607 1.2456730508838683 education=1st-4th -0.3086113691711536 1.1457455239659475 education=10th -0.31916803499184876 -1.3929823609122367 education=Doctorate -0.858245097538435 -0.7868917973961792 education=5th-6th 0.30416983854494173 0.8896601988222795 education=Preschool 1.2827254190468786 -1.3605708500824631 education-num 0.1771496830268802 -1.9741091095561865 marital-status=Married-civ-spouse 0.6258185112888425 0.8266620832184111 marital-status=Divorced 0.20609847527183026 0.9622005202132549 marital-status=Never-married -0.1345143561712458 0.12763625301575535 marital-status=Separated -0.844619865972411 0.037174254702950105 marital-status=Widowed -0.5892741014466665 1.1728603872272667 marital-status=Married-spouse-absent 0.20372188011497888 1.098083909581209 marital-status=Married-AF-spouse 0.5965737875673541 -0.4461030232183565 occupation=Tech-support -0.5430743316414283 -0.1628947968038367 occupation=Craft-repair 0.5634720432918714 0.7597832090295296 occupation=Other-service -0.2423400384775245 -0.1548609117275006 occupation=Sales -0.7767754123551512 -0.9625742704703896 occupation=Exec-managerial 1.9686291416795922 0.25620391478694166 occupation=Prof-specialty 0.21596427262941803 0.6508416647904558 occupation=Handlers-cleaners 0.3658045011408493 0.6042739069857773 occupation=Machine-op-inspct 0.4032231949380172 0.4485842435571342 occupation=Adm-clerical -0.713280869703557 1.304704090865661 occupation=Farming-fishing 0.46922769875062176 0.5083607491401522 occupation=Transport-moving 0.4333491669992889 0.49918290119300973 occupation=Priv-house-serv 1.2812384471686047 -0.001304525103301769 occupation=Protective-serv 0.8335205248354322 -0.35242842961355364 occupation=Armed-Forces -0.7050440427300613 -0.7438039024914697 relationship=Wife -0.20933464055416462 1.134656737318265 relationship=Own-child 0.351909083912825 0.772810825904841 relationship=Husband -0.37261164910877365 -0.014409611647793457 relationship=Not-in-family -0.20325125630401047 0.5051861768693146 relationship=Other-relative 0.08832824372253553 0.4750357806892784 relationship=Unmarried -0.6612049164913384 -0.20109955364442286 race=White 0.5809879681741932 0.05754242952753292 race=Asian-Pac-Islander 0.6951680061749461 1.4176227259470586 race=Amer-Indian-Eskimo -0.2560804881882724 1.9225288115452157 race=Other -0.19977750816676326 0.11979363265220437 race=Black 1.0514604096900702 0.036194872426585416 sex 1.3906892753787026 -3.4592395853022184 capital-gain 0.2862799577759386 -2.1202314723686273 capital-loss 0.65137574203268 -2.761596215750451 hours-per-week -1.0329922642916922 -0.561340724023615 native-country=United-States 0.8928730030809162 -0.8218208290573822 native-country=Cambodia -1.0290303455939311 0.2645437599395315 native-country=England 0.7766859175238695 0.648913531412908 native-country=Puerto-Rico -0.3216012779720681 -0.8293423994683743 native-country=Canada -0.686939460161999 -0.42234719169015456 native-country=Germany -0.9900503575366187 0.9602765127538474 native-country=Outlying-US(Guam-USVI-etc) -0.2358478074782683 1.2951070468713535 native-country=India 0.002077296283934804 1.0989672561939414 native-country=Japan 0.8460927990158729 1.217923988342089 native-country=Greece 0.8617498696493849 0.0322697689948373 native-country=South 0.0404083519898442 0.46118606272737267 native-country=China -1.0517443345296922 0.9917782799980122 native-country=Cuba 0.21992569886466676 -1.8110861463388555 native-country=Iran 0.18943243092491768 -0.031454170598997286 native-country=Honduras 0.9024009513512338 -0.6906966215955246 native-country=Philippines 0.22663765659126894 -1.1356319765489253 native-country=Italy -0.21779168278770542 0.945477667325134 native-country=Poland 1.0023826252659103 -1.1749862950592869 native-country=Jamaica 0.856127261667631 0.07120776911926521 native-country=Vietnam -0.8847539096472378 1.0385441130407522 native-country=Mexico 0.7322266495798138 -0.2992915721309554 native-country=Portugal -0.3286866293954731 -1.4000455464100847 native-country=Ireland -0.5821473108866723 -0.6972687228479932 native-country=France 0.8868568271558832 -0.8205669535365328 native-country=Dominican-Republic -0.6989375776635282 1.2061350283203072 native-country=Laos -0.4322732119088524 0.05481901914701234 native-country=Ecuador 0.843636630888462 -0.8459992841940246 native-country=Taiwan 0.2323426757255115 1.2208969827535445 native-country=Haiti 0.43279778010825476 2.301743517536698 native-country=Columbia -0.8931150640569864 0.6862075323693256 native-country=Hungary -0.08291745765330304 -0.114832868214407 native-country=Guatemala 0.1490963076068493 0.4091329223040761 native-country=Nicaragua -0.563980049492611 0.5747760209472522 native-country=Scotland -0.020772324909913868 0.17802869423313922 native-country=Thailand -0.6502345147803118 0.7942975801398834 native-country=Yugoslavia 0.1787452984401671 0.20527267211219646 native-country=El-Salvador -0.7102811498423188 0.8894029286321636 native-country=Trinadad&Tobago -0.29941382539706357 0.2809105474507782 native-country=Peru -0.4722976088474946 -0.4285043593984881 native-country=Hong -0.908014182121143 -0.4837945877133726 native-country=Holand-Netherlands Hidden Weights: 1.6983429571407813 -1.6983386771752722 -4.042370569854167 4.042371171361469 >50K <=50K Error sum for iteration 700 = 759.3706450217214 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 1.8137345945717522 -1.0633786563016263 age 0.6919338612641301 0.45527260335634107 workclass=Private -0.12390153645744668 0.9726444455753984 workclass=Self-emp-not-inc 0.5452312313081433 -0.1566491942542754 workclass=Self-emp-inc -0.9365156427634918 -0.6190426916617574 workclass=Federal-gov -0.12896695085233248 0.6793960009050796 workclass=Local-gov -0.44739152050188374 0.353573823842979 workclass=State-gov -0.8804868176170794 0.01858264274125189 workclass=Without-pay -0.19192933207340288 1.0578520039267112 workclass=Never-worked 0.5483651719371367 -0.1392002317618991 fnlwgt -0.44268395945279576 -0.28705004224319447 education=Bachelors -0.970571705190609 0.20759033815187566 education=Some-college 0.23097551576204525 1.3442100559163912 education=11th -1.2524646173456357 -0.003903722226832104 education=HS-grad -0.2266386584364895 -1.0153597298670587 education=Prof-school -0.7428458267500012 -0.29597901700774926 education=Assoc-acdm 0.016257343258618395 0.22429402496930206 education=Assoc-voc 0.11758260577096655 1.2809926280714041 education=9th 0.1201233850931119 1.1386785799174886 education=7th-8th 0.21429484582839523 1.7635409055109121 education=12th 1.1575148358364566 -0.22390888513534313 education=Masters 0.011614962305721422 1.2974128516348866 education=1st-4th -0.3307028867413328 1.1188081655981474 education=10th -0.3515692617237477 -1.383586538873157 education=Doctorate -0.939403054527891 -0.8276094722994054 education=5th-6th 0.303994849394245 0.9074149354507147 education=Preschool 1.329876390573428 -1.3362861374165742 education-num 0.08818040831401709 -2.0468018253230884 marital-status=Married-civ-spouse 0.7130775280557876 0.8593183025769873 marital-status=Divorced 0.33184610824060545 0.9963890620951641 marital-status=Never-married -0.21776239588869045 0.09624184786213705 marital-status=Separated -0.8811290459211446 0.045041740807637114 marital-status=Widowed -0.5226242684307899 1.1952751705105231 marital-status=Married-spouse-absent 0.2056239277764473 1.1018130619230184 marital-status=Married-AF-spouse 0.6252485257619541 -0.43213348405240615 occupation=Tech-support -0.6706462511356278 -0.206306338549321 occupation=Craft-repair 0.6649328488305251 0.7851682245171825 occupation=Other-service -0.3574598154921133 -0.18555885517166987 occupation=Sales -0.9984686406397371 -1.0374845474803662 occupation=Exec-managerial 2.1022270523846744 0.2562814835315354 occupation=Prof-specialty 0.1962934528873522 0.6447923597103667 occupation=Handlers-cleaners 0.38855566141553527 0.6091506029196467 occupation=Machine-op-inspct 0.4655645074823165 0.46220543126378105 occupation=Adm-clerical -0.6348771652072083 1.2881029161036537 occupation=Farming-fishing 0.5420413635490885 0.5214442526819788 occupation=Transport-moving 0.4174569858165799 0.537555259150923 occupation=Priv-house-serv 1.3996642268066208 0.015214373846181265 occupation=Protective-serv 0.8218196938800321 -0.31140166405333647 occupation=Armed-Forces -0.7387515563873119 -0.704995199873274 relationship=Wife -0.043041145671001584 1.1596664193728508 relationship=Own-child 0.28386264563372365 0.7901690459492895 relationship=Husband -0.43938896321079224 -0.0795541626305976 relationship=Not-in-family -0.1692554058890966 0.5223957142483959 relationship=Other-relative 0.12454673142795238 0.4387786474887721 relationship=Unmarried -0.7099707924375791 -0.2274050079360029 race=White 0.5716659859276026 -0.00492026977150741 race=Asian-Pac-Islander 0.7280509520086578 1.3615421074466227 race=Amer-Indian-Eskimo -0.23338264138925177 2.0651243009323537 race=Other -0.1341493447104956 0.11924676913248487 race=Black 1.0401169171359574 0.03484281604185465 sex 1.400136753960672 -3.763787524231725 capital-gain 0.18478099110589377 -2.12066031778614 capital-loss 0.5892378927755654 -2.7340286220156202 hours-per-week -1.1178824665721883 -0.5921480937826122 native-country=United-States 0.9132918054313653 -1.0166696801071633 native-country=Cambodia -1.0166990171040555 0.24870669067143464 native-country=England 0.7826169111249693 0.5170317286316508 native-country=Puerto-Rico -0.2501619777234248 -0.8366125349782916 native-country=Canada -0.7100853564775769 -0.44436915447030195 native-country=Germany -0.9871152696949522 0.9636847663977567 native-country=Outlying-US(Guam-USVI-etc) -0.20768675090440972 1.3688129007226 native-country=India -8.753969330465243E-5 1.2069946604478095 native-country=Japan 0.8396138249379005 1.3254546495639847 native-country=Greece 0.8664940346739325 0.05654034392503842 native-country=South 0.053122590996438956 0.44852593326600226 native-country=China -1.0660164350801709 1.0158386206157948 native-country=Cuba 0.2383236553691568 -1.9225170679428265 native-country=Iran 0.17539508812920204 0.04917761447449245 native-country=Honduras 0.9070663293675674 -0.717014871435548 native-country=Philippines 0.20511220687427317 -1.2297753500772597 native-country=Italy -0.19299163846825915 0.9834078722470817 native-country=Poland 1.05748093365408 -1.281307992727753 native-country=Jamaica 0.8763906868298205 0.12853130317888034 native-country=Vietnam -0.8706205148397897 1.0050499105981494 native-country=Mexico 0.7535787382957981 -0.3235349072909889 native-country=Portugal -0.3059143749976271 -1.486655297996467 native-country=Ireland -0.5756588921457935 -0.7055402497751481 native-country=France 0.9119287739010591 -0.8792273691204694 native-country=Dominican-Republic -0.7044853254173277 1.228608316425374 native-country=Laos -0.432321006337343 0.06694754535955104 native-country=Ecuador 0.8408912507562925 -0.8386223658972808 native-country=Taiwan 0.22900331290132217 1.2814211074279378 native-country=Haiti 0.4299887052896094 2.4517517426884536 native-country=Columbia -0.8882595949880557 0.6859921365060011 native-country=Hungary -0.05803853647006205 -0.22300521462724862 native-country=Guatemala 0.15108008011371274 0.5015327862682265 native-country=Nicaragua -0.5614220289813179 0.5782727121783051 native-country=Scotland -0.016793774542441284 0.29176529673914986 native-country=Thailand -0.6488620923313387 0.8209794201652506 native-country=Yugoslavia 0.2039819203303754 0.21313234416285762 native-country=El-Salvador -0.7137510703282137 0.9042097163818773 native-country=Trinadad&Tobago -0.32213855342167225 0.3132101560201118 native-country=Peru -0.4686182502677892 -0.4263155847233382 native-country=Hong -0.9031587130522124 -0.4840099835767242 native-country=Holand-Netherlands Hidden Weights: 1.8436932978213 -1.8436927659873357 -4.107270385756052 4.107270397636077 >50K <=50K Error sum for iteration 800 = 762.6677821673578 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 2.168907611154101 -0.9367287919290103 age 0.8316375757966233 0.5006469756981932 workclass=Private -0.17449558785597352 0.9422656175696704 workclass=Self-emp-not-inc 0.6104564195657591 -0.13291011751225187 workclass=Self-emp-inc -1.1160169274634992 -0.6855781464788696 workclass=Federal-gov 0.0139089729728785 0.7142210142041332 workclass=Local-gov -0.4962092169580173 0.3380986942982832 workclass=State-gov -0.8738106074927218 0.017147265183105283 workclass=Without-pay -0.1868914651277306 1.0571929154237774 workclass=Never-worked 0.5562567194450686 -0.132161082296354 fnlwgt -0.4098206072035402 -0.2722894873791194 education=Bachelors -1.0390245038838704 0.17052732508577254 education=Some-college 0.3554355825616026 1.3445128749456443 education=11th -1.2457880243043404 -0.010002942594298915 education=HS-grad -0.22014065869065483 -1.0036252213290364 education=Prof-school -0.7512793107577621 -0.2946835252826582 education=Assoc-acdm -0.010355605316681595 0.21141010599416005 education=Assoc-voc 0.15311880251928425 1.2608178543750317 education=9th 0.1426239172648594 1.095263452535707 education=7th-8th 0.2641238845691371 1.805198116472382 education=12th 1.2361446690482791 -0.2051331543328879 education=Masters 0.026478405965515324 1.3493511149066029 education=1st-4th -0.35536870740751486 1.0901244522047195 education=10th -0.3928969941637778 -1.3718696340953935 education=Doctorate -1.021635553508095 -0.863963975222087 education=5th-6th 0.3047718830846655 0.9240895972148394 education=Preschool 1.3679545239423778 -1.3138603260791508 education-num 0.010990861323602935 -2.0967352399211325 marital-status=Married-civ-spouse 0.7886463468886976 0.8893661172009814 marital-status=Divorced 0.4582167312422243 1.037051001595391 marital-status=Never-married -0.2901293944467179 0.07415534972191702 marital-status=Separated -0.9197719057099871 0.0482796792255211 marital-status=Widowed -0.4639284874201188 1.181623941748151 marital-status=Married-spouse-absent 0.20875611445361253 1.103650183338591 marital-status=Married-AF-spouse 0.6487087439617296 -0.4205049426950416 occupation=Tech-support -0.787984496112988 -0.24744492642314503 occupation=Craft-repair 0.7375135323520531 0.8005697788034232 occupation=Other-service -0.44840581750020153 -0.21017127857928286 occupation=Sales -1.1874188630178506 -1.1070395673737405 occupation=Exec-managerial 2.2562191278970607 0.2541336402839979 occupation=Prof-specialty 0.16414803336829262 0.63375258663942 occupation=Handlers-cleaners 0.3936694889347927 0.6071342030196514 occupation=Machine-op-inspct 0.5468958637859624 0.48296062502505127 occupation=Adm-clerical -0.560601716244887 1.2742093327285282 occupation=Farming-fishing 0.5888942627835025 0.5273315516424565 occupation=Transport-moving 0.4025402185545654 0.575811405306844 occupation=Priv-house-serv 1.5096690773045667 0.031927770536325506 occupation=Protective-serv 0.8093380630781138 -0.27014011155907725 occupation=Armed-Forces -0.765368372493449 -0.6703177278564284 relationship=Wife 0.11733071793877028 1.1883051069590658 relationship=Own-child 0.22947216149948546 0.7979226700702678 relationship=Husband -0.5213111759233434 -0.14313983220086055 relationship=Not-in-family -0.12774890512168505 0.5352052557144485 relationship=Other-relative 0.15612801724303466 0.40925775282896215 relationship=Unmarried -0.7473331657222486 -0.24358478962304733 race=White 0.5374388101179054 -0.06567920456437656 race=Asian-Pac-Islander 0.7640875716670611 1.306474889625286 race=Amer-Indian-Eskimo -0.2085866460044839 2.1813577141159186 race=Other -0.057900140365620564 0.12645113971298827 race=Black 1.0178731514126027 0.027938119755102367 sex 1.3972384520228711 -4.007390609816662 capital-gain 0.09667963035220165 -2.1122350765940245 capital-loss 0.5284427042941511 -2.702135903360524 hours-per-week -1.204579173592745 -0.6207572191469798 native-country=United-States 0.9333105753738279 -1.2504604587947903 native-country=Cambodia -1.0057359203267575 0.22239862042785877 native-country=England 0.7875344916537053 0.3921639891975062 native-country=Puerto-Rico -0.17996413458802418 -0.8480796621380208 native-country=Canada -0.736440599995211 -0.46199611570552335 native-country=Germany -0.9836454023399628 0.9664842217551263 native-country=Outlying-US(Guam-USVI-etc) -0.18392917055006244 1.4221821861896975 native-country=India -0.0036400099892123466 1.3011849160496676 native-country=Japan 0.8340943232309042 1.415342817222123 native-country=Greece 0.8730642284233311 0.0841850216147086 native-country=South 0.0684250557680956 0.45113272778039526 native-country=China -1.0733454326774579 1.0242318011712643 native-country=Cuba 0.256981897796152 -1.9970501045051385 native-country=Iran 0.165006913234153 0.12480077191274085 native-country=Honduras 0.9165253637320946 -0.747835062919343 native-country=Philippines 0.18049074799929354 -1.2879682274206294 native-country=Italy -0.16862159789698214 1.0083141079176519 native-country=Poland 1.106231492647807 -1.373171662064326 native-country=Jamaica 0.8957556034639746 0.18165241785777028 native-country=Vietnam -0.8652227130045412 0.9652818144529514 native-country=Mexico 0.7753124193260449 -0.3428731039807862 native-country=Portugal -0.2851982524323624 -1.5652436829908605 native-country=Ireland -0.5682312228151991 -0.7144769496821954 native-country=France 0.9374151839443275 -0.8987642731593094 native-country=Dominican-Republic -0.7097450981038854 1.2512369382597162 native-country=Laos -0.43205002736299486 0.07890489451310459 native-country=Ecuador 0.838087000505347 -0.819597145131594 native-country=Taiwan 0.22859197497620162 1.3335754580911856 native-country=Haiti 0.4282605684041397 2.5914037147875524 native-country=Columbia -0.8832217280423673 0.6853330480031966 native-country=Hungary -0.03219655075451937 -0.31622486728926236 native-country=Guatemala 0.15406825702745008 0.5832260929212433 native-country=Nicaragua -0.5584392310333969 0.5813412294701142 native-country=Scotland -0.010917437968829281 0.39839322034225716 native-country=Thailand -0.6458468039348226 0.8440867008575196 native-country=Yugoslavia 0.23500723418018082 0.21135481404322962 native-country=El-Salvador -0.7166698966703067 0.9186167483667432 native-country=Trinadad&Tobago -0.3406171957512702 0.33313058747555924 native-country=Peru -0.4643377362740866 -0.4248320337785005 native-country=Hong -0.898120846106524 -0.48466907207958415 native-country=Holand-Netherlands Hidden Weights: 1.9918406043442827 -1.9918405404959532 -4.170286309341084 4.1702863048210785 >50K <=50K Error sum for iteration 900 = 765.2810520004721 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 2.5215064103161193 -0.8142552042581754 age 0.929024152179621 0.5334139761931324 workclass=Private -0.22011171845639835 0.914763618840858 workclass=Self-emp-not-inc 0.6845222499098533 -0.10362538793484045 workclass=Self-emp-inc -1.2791755455695033 -0.7496968337389905 workclass=Federal-gov 0.15515325333919622 0.7492676980800993 workclass=Local-gov -0.5395406870196102 0.3228231637186783 workclass=State-gov -0.8674419339052963 0.015578665482486827 workclass=Without-pay -0.18242752233354045 1.056435155269112 workclass=Never-worked 0.5607978306142363 -0.1282933315082215 fnlwgt -0.38212690425093 -0.26114863886884343 education=Bachelors -1.091509546603217 0.13737361770691345 education=Some-college 0.4788786929243867 1.3450639276092191 education=11th -1.2234983813360711 -0.010879229428276068 education=HS-grad -0.21564311907840347 -0.9932822327235018 education=Prof-school -0.7425948056040319 -0.2911857629050724 education=Assoc-acdm -0.06785253671677935 0.19166029885380834 education=Assoc-voc 0.1865895635520026 1.2429612917315456 education=9th 0.16095404331898827 1.055084969610747 education=7th-8th 0.3194705977015398 1.833507741843966 education=12th 1.3007004817478072 -0.18988915969837275 education=Masters 0.040974016204197154 1.4073123490752144 education=1st-4th -0.37807887705831983 1.0613328208143895 education=10th -0.44483445080887474 -1.355935527823176 education=Doctorate -1.10353561124466 -0.9005573673898464 education=5th-6th 0.30562864409005974 0.9401216113777677 education=Preschool 1.3912535671936839 -1.2978048135990337 education-num -0.046460859579501676 -2.126398128556092 marital-status=Married-civ-spouse 0.8506405787577629 0.9180689575356148 marital-status=Divorced 0.5777756550189269 1.0795002594433811 marital-status=Never-married -0.3560851162591539 0.05962391067098806 marital-status=Separated -0.9595006646383076 0.05062561347851582 marital-status=Widowed -0.41873448442945627 1.140196016732738 marital-status=Married-spouse-absent 0.21210429937390476 1.1044080012834459 marital-status=Married-AF-spouse 0.6609596965104059 -0.4125136941853183 occupation=Tech-support -0.8845033139392083 -0.28162113718293297 occupation=Craft-repair 0.7874979030398005 0.8079729265583391 occupation=Other-service -0.5178563733848762 -0.22926337722351744 occupation=Sales -1.3271014276398578 -1.1605345121571486 occupation=Exec-managerial 2.414146859862764 0.24884972096120866 occupation=Prof-specialty 0.11994701234260881 0.6187204939796744 occupation=Handlers-cleaners 0.3806536018555313 0.5982683172202732 occupation=Machine-op-inspct 0.629180587603917 0.5043781059752465 occupation=Adm-clerical -0.49771705624951346 1.2650505538722856 occupation=Farming-fishing 0.616944160944798 0.5277707684065085 occupation=Transport-moving 0.3892860237316415 0.6132203475612583 occupation=Priv-house-serv 1.6047126855272955 0.044101454817820594 occupation=Protective-serv 0.7952419004114519 -0.22854062465212213 occupation=Armed-Forces -0.7829228463042879 -0.6378001942198948 relationship=Wife 0.2634900388986303 1.218934269674011 relationship=Own-child 0.19240419567446848 0.8011706223135917 relationship=Husband -0.6166051694271518 -0.20375507352456917 relationship=Not-in-family -0.08795135090669179 0.5452892163067746 relationship=Other-relative 0.18258277432647546 0.3827857427993977 relationship=Unmarried -0.767550899377106 -0.2523786727426041 race=White 0.4779157400594583 -0.12470068451816656 race=Asian-Pac-Islander 0.8012198329647867 1.2576610152501075 race=Amer-Indian-Eskimo -0.1834503914138502 2.2788956680879964 race=Other 0.017603403783751522 0.13569154117816534 race=Black 0.9888022424749676 0.018922739766232457 sex 1.3831441997349498 -4.198297131412026 capital-gain 0.02109351674150713 -2.0992885048607897 capital-loss 0.47014174061894193 -2.670514015107489 hours-per-week -1.2842386052659402 -0.6441613184969776 native-country=United-States 0.9517952220331414 -1.5276409156350401 native-country=Cambodia -0.999438279426613 0.1925344839131425 native-country=England 0.7906883503761529 0.28008432610472905 native-country=Puerto-Rico -0.11693467875566474 -0.8619488855369748 native-country=Canada -0.7670053980481292 -0.47701960756232986 native-country=Germany -0.9803858165447384 0.968981941987814 native-country=Outlying-US(Guam-USVI-etc) -0.1643933376311971 1.4619139045958118 native-country=India -0.008529719447389825 1.3842228264686323 native-country=Japan 0.8296333228850074 1.4866953662244542 native-country=Greece 0.8800606438869896 0.11665543001310842 native-country=South 0.08438082446750467 0.467261215518165 native-country=China -1.0766694549675158 1.0217217829567504 native-country=Cuba 0.2743770990538929 -2.0418773640174006 native-country=Iran 0.15737193324357088 0.19515962801141298 native-country=Honduras 0.9294482105133196 -0.7785555709010076 native-country=Philippines 0.15460454282297456 -1.3230846358466242 native-country=Italy -0.14600962438516113 1.02403137644256 native-country=Poland 1.1485936741440097 -1.4552105743209671 native-country=Jamaica 0.9138715935064167 0.23129628847922842 native-country=Vietnam -0.8689342351044963 0.9245951019480192 native-country=Mexico 0.7959575219987172 -0.35707376796809137 native-country=Portugal -0.26744032104281207 -1.635318384369825 native-country=Ireland -0.5610654063393083 -0.7236908351469027 native-country=France 0.9624241397185188 -0.888408921023625 native-country=Dominican-Republic -0.7154991227425895 1.274215366973565 native-country=Laos -0.4320636392307942 0.09103999953851319 native-country=Ecuador 0.8341296927286518 -0.7907975066725904 native-country=Taiwan 0.22950665740144263 1.3783799929180458 native-country=Haiti 0.42666839321593447 2.722963674499761 native-country=Columbia -0.8787577852481953 0.6845752878484687 native-country=Hungary -0.006841128115023331 -0.3957978293606988 native-country=Guatemala 0.15716568830944486 0.6565356107665299 native-country=Nicaragua -0.5558157058630196 0.5843518925894293 native-country=Scotland -0.004023508758675113 0.4964086032140241 native-country=Thailand -0.6423749954938639 0.8642512480013854 native-country=Yugoslavia 0.2682774003812684 0.20504156330715398 native-country=El-Salvador -0.7195943512337248 0.9329227435939419 native-country=Trinadad&Tobago -0.3567367564703553 0.3427038041374625 native-country=Peru -0.4603657908688097 -0.423701538645319 native-country=Hong -0.8936569033123519 -0.4854268322342971 native-country=Holand-Netherlands Hidden Weights: 2.12899698854816 -2.1289969807705336 -4.225425592231024 4.225425591200836 >50K <=50K Error sum for iteration 1000 = 767.0972527369003 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 2.8673171121429353 -0.7009147602946827 age 0.9885138272048883 0.554208254676903 workclass=Private -0.2591519153259959 0.8940857407422534 workclass=Self-emp-not-inc 0.7563026133789077 -0.07336234409748907 workclass=Self-emp-inc -1.4157029129720264 -0.8047069205428551 workclass=Federal-gov 0.28539949742931114 0.7817023356247458 workclass=Local-gov -0.5778751065445129 0.30901479622238653 workclass=State-gov -0.8618082687975281 0.014262733817585907 workclass=Without-pay -0.1788776580738706 1.0559471349892773 workclass=Never-worked 0.5585041014996742 -0.1294239435371153 fnlwgt -0.35796264149943446 -0.252807903464625 education=Bachelors -1.1300566930343847 0.10913791665487077 education=Some-college 0.5982769992983661 1.3466026379685987 education=11th -1.191668661034379 -0.008772526915368555 education=HS-grad -0.21320737127314024 -0.98430346290557 education=Prof-school -0.7252460237870793 -0.28716627004906675 education=Assoc-acdm -0.14741116143077074 0.16710241040896628 education=Assoc-voc 0.21694375865898938 1.224784412781619 education=9th 0.17322181253563662 1.0204920295205233 education=7th-8th 0.3773354596701462 1.8518196056795684 education=12th 1.352978942384583 -0.17921100716845925 education=Masters 0.054543287205129395 1.4787991941310838 education=1st-4th -0.39511944023485535 1.0336943991894623 education=10th -0.5067233725953018 -1.3372240841124832 education=Doctorate -1.1832925537107992 -0.9390321505511455 education=5th-6th 0.3061062079172007 0.9559130219020279 education=Preschool 1.3991206277900283 -1.2912961336363902 education-num -0.08603210926193251 -2.1426494764563886 marital-status=Married-civ-spouse 0.9004366220610933 0.9448923143021903 marital-status=Divorced 0.6878483606241357 1.1204261169533405 marital-status=Never-married -0.41666234114717315 0.0501374537568044 marital-status=Separated -0.9992720966524117 0.054188179979022165 marital-status=Widowed -0.3884409895433433 1.0869215543795854 marital-status=Married-spouse-absent 0.2151099260589031 1.1047881834761981 marital-status=Married-AF-spouse 0.6603899448287911 -0.4083357450669174 occupation=Tech-support -0.9542215445962906 -0.3066148369550256 occupation=Craft-repair 0.8219281310387355 0.810165944510375 occupation=Other-service -0.566495572789944 -0.24317515334436124 occupation=Sales -1.4154050491486487 -1.1943360247418435 occupation=Exec-managerial 2.5620466358901712 0.24216003756669593 occupation=Prof-specialty 0.06626511899292602 0.600636806901282 occupation=Handlers-cleaners 0.3517931175279384 0.5839072350091057 occupation=Machine-op-inspct 0.6994223109368218 0.5219383054925416 occupation=Adm-clerical -0.44723018896315997 1.2614950836811065 occupation=Farming-fishing 0.6316037159852076 0.524797720306607 occupation=Transport-moving 0.37792065235321604 0.6491802499519004 occupation=Priv-house-serv 1.6820227531239724 0.050432922041603566 occupation=Protective-serv 0.7794492491497742 -0.18712964755840372 occupation=Armed-Forces -0.790393276147252 -0.6077688102054836 relationship=Wife 0.3917257365007226 1.2506203835045224 relationship=Own-child 0.16674315679646015 0.8028383787203491 relationship=Husband -0.7154714921397647 -0.25821618758124903 relationship=Not-in-family -0.05393896094445706 0.5538457825599221 relationship=Other-relative 0.20203057783118145 0.35847275243323334 relationship=Unmarried -0.7688949047872662 -0.2573996026969254 race=White 0.39665283725983413 -0.1771352942013093 race=Asian-Pac-Islander 0.838211649015612 1.218093411206019 race=Amer-Indian-Eskimo -0.15841616225171534 2.3625988491024064 race=Other 0.08433250215634312 0.14266724020701674 race=Black 0.9558153810893596 0.008917600257241658 sex 1.3591672588138581 -4.349360673114743 capital-gain -0.044572209220768357 -2.087006125460153 capital-loss 0.41342529282654944 -2.6437432421423717 hours-per-week -1.3516803410609703 -0.663291301465971 native-country=United-States 0.9676387044804685 -1.833706011785961 native-country=Cambodia -0.9992857131835219 0.16381244665657532 native-country=England 0.7918748859030841 0.1838201791421832 native-country=Puerto-Rico -0.06384986579947455 -0.8766832189297501 native-country=Canada -0.8018033433025009 -0.49094539370717416 native-country=Germany -0.9777467693457359 0.971572003857623 native-country=Outlying-US(Guam-USVI-etc) -0.14835083341835656 1.49199066864951 native-country=India -0.014529212882761574 1.4581236114080316 native-country=Japan 0.826411208369438 1.539502020096619 native-country=Greece 0.8867140160443687 0.15408027121949083 native-country=South 0.10020030466867345 0.4930832982086414 native-country=China -1.078098951525134 1.012558520345675 native-country=Cuba 0.2897408911449105 -2.064706622186335 native-country=Iran 0.1515783161088825 0.26022731837763696 native-country=Honduras 0.9449385051145092 -0.804959964802229 native-country=Philippines 0.12948561707697542 -1.3440676502642652 native-country=Italy -0.12540190502400944 1.033585627801657 native-country=Poland 1.1848933601650258 -1.526446215114756 native-country=Jamaica 0.9309682921397129 0.277609425707176 native-country=Vietnam -0.8806755624763255 0.8863333972354308 native-country=Mexico 0.8143501015968719 -0.36616063909538427 native-country=Portugal -0.2528141631376096 -1.696222370921598 native-country=Ireland -0.5547956924020613 -0.7327904876555715 native-country=France 0.986312998256889 -0.8611535651688307 native-country=Dominican-Republic -0.7221408187763656 1.2974925980138219 native-country=Laos -0.43262710648072605 0.10357868635699534 native-country=Ecuador 0.8283377438343758 -0.7551794180515015 native-country=Taiwan 0.23066649146438953 1.417419378418561 native-country=Haiti 0.4247224649111729 2.8472981033346683 native-country=Columbia -0.875207920988503 0.6840872675686143 native-country=Hungary 0.017140716814629878 -0.46388701936086235 native-country=Guatemala 0.15984899657173446 0.7232547623698834 native-country=Nicaragua -0.5539158070601283 0.5876657736727416 native-country=Scotland 0.003416762534485468 0.5840652744513708 native-country=Thailand -0.6391813731767292 0.8822672407144285 native-country=Yugoslavia 0.3010130846618777 0.19770947566975852 native-country=El-Salvador -0.7227700755004853 0.9473154814681657 native-country=Trinadad&Tobago -0.3719858923594888 0.345082435267987 native-country=Peru -0.45716137979391375 -0.4225045563884363 native-country=Hong -0.8901070390526596 -0.48591485251414746 native-country=Holand-Netherlands Hidden Weights: 2.248260021265002 -2.2482600202675003 -4.269818343635916 4.2698183434685815 >50K <=50K Error sum for iteration 1100 = 767.9622782878304 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 3.206763369446851 -0.5980735199766656 age 1.0180571483109937 0.5663053824167528 workclass=Private -0.2883677464255295 0.883333660034302 workclass=Self-emp-not-inc 0.8177034451588748 -0.046122556308080175 workclass=Self-emp-inc -1.5254489115239886 -0.8492686780317195 workclass=Federal-gov 0.40212293678623917 0.8112375986841296 workclass=Local-gov -0.6118370818153356 0.2975725715572301 workclass=State-gov -0.8570198939961473 0.013534476998224451 workclass=Without-pay -0.17624218059906463 1.0560396589163483 workclass=Never-worked 0.546986444375988 -0.13631897067138715 fnlwgt -0.33538561640455367 -0.24511822670462657 education=Bachelors -1.1598728214289926 0.08566230467266062 education=Some-college 0.7114556418662452 1.3491620641200661 education=11th -1.1539104016590234 -0.0040603862213010695 education=HS-grad -0.21208109760523 -0.9768960551422058 education=Prof-school -0.7056566924867141 -0.28325410785900085 education=Assoc-acdm -0.23876276503912375 0.1410548936995653 education=Assoc-voc 0.2437683153077138 1.2040483862472233 education=9th 0.17968807712885235 0.9911582445998393 education=7th-8th 0.43513559978603245 1.8634193159653651 education=12th 1.3949820330391054 -0.1726134751821458 education=Masters 0.06715991518674301 1.5688722167291802 education=1st-4th -0.4046668603464627 1.0093414913322925 education=10th -0.5767567381683875 -1.3203961540918816 education=Doctorate -1.2592128704953167 -0.9800750263477185 education=5th-6th 0.30608628978424524 0.9717433115038605 education=Preschool 1.393294907301585 -1.2960982209075333 education-num -0.1126094703349238 -2.154672057614452 marital-status=Married-civ-spouse 0.9403568489125812 0.9678449047995921 marital-status=Divorced 0.7867310302537004 1.1562549780555715 marital-status=Never-married -0.47113034178740143 0.041764126529186964 marital-status=Separated -1.0373883684522494 0.05762599252787557 marital-status=Widowed -0.3710447043143613 1.0459602438215567 marital-status=Married-spouse-absent 0.2176045399839735 1.105313997178473 marital-status=Married-AF-spouse 0.6493962902606906 -0.4072486682411716 occupation=Tech-support -0.9963622108878517 -0.32281416765599663 occupation=Craft-repair 0.8456361650271649 0.8093554294751772 occupation=Other-service -0.5947638384660293 -0.25220703126935795 occupation=Sales -1.4609670217566746 -1.2121029426746133 occupation=Exec-managerial 2.692558518562541 0.23657962315715947 occupation=Prof-specialty 0.006126786668592623 0.5803434684499083 occupation=Handlers-cleaners 0.309936084638712 0.5658490159141059 occupation=Machine-op-inspct 0.7519532131111822 0.5342521334046897 occupation=Adm-clerical -0.40488634050275296 1.2662199088553088 occupation=Farming-fishing 0.6362910506436245 0.5203756606258778 occupation=Transport-moving 0.36829784797830967 0.6835036410389264 occupation=Priv-house-serv 1.7417683096351064 0.051857164810976596 occupation=Protective-serv 0.7624849238625643 -0.1468048116991552 occupation=Armed-Forces -0.7884964630601637 -0.5809353118877578 relationship=Wife 0.5012637264073033 1.2833152416842477 relationship=Own-child 0.14461085629788026 0.8039205695930453 relationship=Husband -0.8066504062043048 -0.3035694864380981 relationship=Not-in-family -0.026486533583918597 0.5614069069816543 relationship=Other-relative 0.21335124668737424 0.33694971447823036 relationship=Unmarried -0.7536014982186049 -0.26183789285828246 race=White 0.30102943558178225 -0.21647200203147365 race=Asian-Pac-Islander 0.8747352197937868 1.1878394075839518 race=Amer-Indian-Eskimo -0.13350218353166987 2.4358079199089566 race=Other 0.13748615494000502 0.14468998206695874 race=Black 0.9233840009556917 -3.7594099968539995E-4 sex 1.3265384061180554 -4.470991004303509 capital-gain -0.10322010915926987 -2.0804131916470907 capital-loss 0.35672321745091184 -2.6258099705296094 hours-per-week -1.4061998060838188 -0.6808832893229945 native-country=United-States 0.9798211168721219 -2.126603166429756 native-country=Cambodia -1.0051978464392801 0.1381202676977159 native-country=England 0.7912777320660522 0.10341133706987393 native-country=Puerto-Rico -0.020668713621588425 -0.8928214161367002 native-country=Canada -0.8400852342917662 -0.5057767403356767 native-country=Germany -0.9758041138647012 0.974593373646027 native-country=Outlying-US(Guam-USVI-etc) -0.13495509027132638 1.5134522734115534 native-country=India -0.021229705283376008 1.5239303660927144 native-country=Japan 0.8243548128379536 1.5752430459924252 native-country=Greece 0.8928670469518191 0.19540404051672572 native-country=South 0.11597879578878562 0.5207103505412625 native-country=China -1.0788441680831504 1.0000228983916517 native-country=Cuba 0.30313222895581987 -2.0738528845465605 native-country=Iran 0.14697145492113664 0.32009232102828017 native-country=Honduras 0.9624776122781528 -0.8268428854533502 native-country=Philippines 0.10706287707447405 -1.3574958938627355 native-country=Italy -0.10649160062036087 1.0390432435070276 native-country=Poland 1.2157753414708685 -1.5849178129686923 native-country=Jamaica 0.9477504544104949 0.31905443721031873 native-country=Vietnam -0.8988045855223467 0.8523921264475008 native-country=Mexico 0.8299651602528272 -0.37065578917214503 native-country=Portugal -0.24088607250271563 -1.7481265545638878 native-country=Ireland -0.5495565543072294 -0.7415098482348108 native-country=France 1.008890268328628 -0.8277493504906853 native-country=Dominican-Republic -0.7296348299035998 1.3205303624040725 native-country=Laos -0.43373747513634303 0.11661625591575203 native-country=Ecuador 0.8204155399115355 -0.7181797015932602 native-country=Taiwan 0.23158521312017444 1.4522502731279783 native-country=Haiti 0.4223013825759387 2.964580520913384 native-country=Columbia -0.8725724435136747 0.6841797914957987 native-country=Hungary 0.03952400748421188 -0.5227317464823718 native-country=Guatemala 0.1619392714559745 0.784598984520802 native-country=Nicaragua -0.5527602240435584 0.5915561704812652 native-country=Scotland 0.011412189700748025 0.6595349984294826 native-country=Thailand -0.6365582592550012 0.898872386414682 native-country=Yugoslavia 0.3315267807550898 0.1909774133963818 native-country=El-Salvador -0.7262528687603153 0.9619174635559079 native-country=Trinadad&Tobago -0.3872624049633378 0.34322211127252983 native-country=Peru -0.4547936377866885 -0.42088775427009134 native-country=Hong -0.8874715615778314 -0.48582232858701274 native-country=Holand-Netherlands Hidden Weights: 2.350621020757962 -2.3506210206203892 -4.302049096882792 4.302049096857404 >50K <=50K Error sum for iteration 1200 = 767.858525102904 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 3.542029069358351 -0.5047090990257286 age 1.0255238703719813 0.572657375387914 workclass=Private -0.3066873556417685 0.8825426410038348 workclass=Self-emp-not-inc 0.8657797881955411 -0.023628565172072943 workclass=Self-emp-inc -1.6134687914632746 -0.8855366054269533 workclass=Federal-gov 0.5063418109467203 0.8386802430144554 workclass=Local-gov -0.6411144413171428 0.2888504400634792 workclass=State-gov -0.8530326953922212 0.013442876432284234 workclass=Without-pay -0.17436669465208154 1.0567340555798466 workclass=Never-worked 0.5250503985089996 -0.14865998026595859 fnlwgt -0.31352154164643303 -0.23725263629364765 education=Bachelors -1.1842899489282692 0.06630350642657334 education=Some-college 0.8170012565763282 1.3531693494559558 education=11th -1.1117849803880573 0.0032327695376904333 education=HS-grad -0.21155858778341685 -0.9709952560262358 education=Prof-school -0.6877198483433543 -0.2798122838697077 education=Assoc-acdm -0.3339145460069409 0.1157783422439399 education=Assoc-voc 0.2666185613353393 1.1801483597918214 education=9th 0.18174998944124773 0.9659805020584569 education=7th-8th 0.490821143480649 1.8711717569615027 education=12th 1.4286486322555656 -0.16904437673448688 education=Masters 0.07916017587691625 1.675118692345775 education=1st-4th -0.40632333301646617 0.9899684985131694 education=10th -0.653057278352917 -1.308899247890505 education=Doctorate -1.3304673259310797 -1.023743168568854 education=5th-6th 0.3056193026236638 0.9875895092933348 education=Preschool 1.3763314776885756 -1.3113081908285158 education-num -0.12941370334261812 -2.1690549584069636 marital-status=Married-civ-spouse 0.9718492150347112 0.9863979818786839 marital-status=Divorced 0.8724735513278448 1.185831694949368 marital-status=Never-married -0.5192490383270814 0.03142129012133714 marital-status=Separated -1.072441102889484 0.05876494797156004 marital-status=Widowed -0.3621919074437879 1.0310175159956916 marital-status=Married-spouse-absent 0.21962480910654641 1.106129662740391 marital-status=Married-AF-spouse 0.63199308126007 -0.408498999057168 occupation=Tech-support -1.0149862394319433 -0.3321352136943765 occupation=Craft-repair 0.8614208923973093 0.8074277041207639 occupation=Other-service -0.6033851843050594 -0.256279574191656 occupation=Sales -1.4745650160134844 -1.2190330311362676 occupation=Exec-managerial 2.803050548076035 0.2327815037312587 occupation=Prof-specialty -0.05790391363215388 0.5585545408315407 occupation=Handlers-cleaners 0.25759782405563847 0.5454432297491667 occupation=Machine-op-inspct 0.7868961153627019 0.5421754615514998 occupation=Adm-clerical -0.36495531262673253 1.278998546067036 occupation=Farming-fishing 0.6331151884882668 0.5157972845646136 occupation=Transport-moving 0.36014796453598935 0.7161348973410929 occupation=Priv-house-serv 1.785208144671992 0.04968439804490019 occupation=Protective-serv 0.7450963767705239 -0.10861559713408325 occupation=Armed-Forces -0.7780788524191772 -0.5572733493090253 relationship=Wife 0.5930551356517514 1.317199949638725 relationship=Own-child 0.11988582227270698 0.8048718819982207 relationship=Husband -0.8830430245525439 -0.34056314288314415 relationship=Not-in-family -0.005068849147186016 0.5685445032000699 relationship=Other-relative 0.2170989979964046 0.3180293450550351 relationship=Unmarried -0.7258631975296723 -0.265384595535156 race=White 0.20008234062272778 -0.2444415519323008 race=Asian-Pac-Islander 0.9108625197142571 1.165531348102623 race=Amer-Indian-Eskimo -0.10872683246413015 2.5009745560709695 race=Other 0.17417361553290706 0.14237481458913764 race=Black 0.8954355347871342 -0.00847559350330208 sex 1.2863821312855244 -4.570927912423712 capital-gain -0.15734985710438915 -2.0819989911629753 capital-loss 0.2985645950633479 -2.6184753815877775 hours-per-week -1.4486380337004117 -0.6977175418584808 native-country=United-States 0.987927380539896 -2.368431369170305 native-country=Cambodia -1.016387611329864 0.11583953088693796 native-country=England 0.7892088688907077 0.03706174630506606 native-country=Puerto-Rico 0.013836048876970812 -0.911439145299791 native-country=Canada -0.881135048715307 -0.5230199700861573 native-country=Germany -0.9744581035264828 0.9780879660975165 native-country=Outlying-US(Guam-USVI-etc) -0.12350582430846051 1.5266030170997225 native-country=India -0.028200825167357942 1.582367416120306 native-country=Japan 0.8230995755523153 1.5967229012933806 native-country=Greece 0.8985881447830296 0.23910754624435732 native-country=South 0.13204145582042018 0.5428976220352475 native-country=China -1.0795628332827938 0.9865880545477556 native-country=Cuba 0.31500163210393595 -2.0772845033362533 native-country=Iran 0.14314795820201232 0.3747869408070157 native-country=Honduras 0.9816961599969247 -0.8460804090004239 native-country=Philippines 0.08869565731809854 -1.3679448509666006 native-country=Italy -0.088845699277461 1.0416890017423381 native-country=Poland 1.242084067004392 -1.632153033223693 native-country=Jamaica 0.9650650995552524 0.3536883119366374 native-country=Vietnam -0.9218657125021785 0.8238444616273644 native-country=Mexico 0.8428034211648784 -0.3715623797991291 native-country=Portugal -0.2309515620970737 -1.7921736413895395 native-country=Ireland -0.5452334287378503 -0.7498875162890202 native-country=France 1.0301861404046715 -0.7958043433818264 native-country=Dominican-Republic -0.7377115816311368 1.3424571601455528 native-country=Laos -0.4352756390108095 0.12999003763807415 native-country=Ecuador 0.8102595354766207 -0.6848364355276677 native-country=Taiwan 0.23212828997635557 1.4840033513769681 native-country=Haiti 0.4194407823612344 3.074885180955993 native-country=Columbia -0.8706969575666967 0.6848741881592888 native-country=Hungary 0.06045846923321734 -0.5743498189320462 native-country=Guatemala 0.1634348825215576 0.841269091273123 native-country=Nicaragua -0.5522149052827675 0.5959992908247167 native-country=Scotland 0.02023663112455056 0.7217454995327489 native-country=Thailand -0.6345295269561493 0.9144577122711238 native-country=Yugoslavia 0.35886827329559606 0.18516478954393484 native-country=El-Salvador -0.7300374982910511 0.9766511619711054 native-country=Trinadad&Tobago -0.4030546249042572 0.33930615161830024 native-country=Peru -0.45314607950060376 -0.4188001543289528 native-country=Hong -0.8855960756308534 -0.4851279319235317 native-country=Holand-Netherlands Hidden Weights: 2.4401982537442723 -2.440198253723526 -4.321526118047464 4.321526118043382 >50K <=50K Error sum for iteration 1300 = 766.9873335127235 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 3.8742908023981877 -0.41901319955086874 age 1.0177000100228761 0.5752047237726751 workclass=Private -0.3160213889594879 0.8894407481986818 workclass=Self-emp-not-inc 0.9021012132496898 -0.005690233445286647 workclass=Self-emp-inc -1.6855350920967798 -0.9162022462130747 workclass=Federal-gov 0.5993120860304385 0.8643446301028697 workclass=Local-gov -0.6650366551083084 0.28254451180790363 workclass=State-gov -0.8497711732062984 0.01381401431289051 workclass=Without-pay -0.17307290703659703 1.0578305717954652 workclass=Never-worked 0.49274652585119605 -0.16570592231798925 fnlwgt -0.29243100994697396 -0.2296057546454666 education=Bachelors -1.2045198865253641 0.05011731551661455 education=Some-college 0.9143406477571885 1.3585520964447246 education=11th -1.0667236012495374 0.01247595623083548 education=HS-grad -0.2111086592627828 -0.9662419586874049 education=Prof-school -0.6732358299152976 -0.277326525316654 education=Assoc-acdm -0.4281926992125795 0.09178691390031653 education=Assoc-voc 0.2848683740432891 1.1538283929367328 education=9th 0.18127013837268466 0.9438722814173208 education=7th-8th 0.5430993682357638 1.877273917516041 education=12th 1.4561851803485433 -0.16757795596705116 education=Masters 0.0910131805920043 1.7904443958771092 education=1st-4th -0.4002370858041766 0.9756735577697256 education=10th -0.7340193239319012 -1.3022475619526734 education=Doctorate -1.3970864098704874 -1.069237925134801 education=5th-6th 0.3048101903341711 1.0032435605135623 education=Preschool 1.3507863730591996 -1.3337217673096418 education-num -0.13788103886904263 -2.187314980497862 marital-status=Married-civ-spouse 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1.2963594137584769 occupation=Farming-fishing 0.6235132344881963 0.5114706166726033 occupation=Transport-moving 0.35324185181634404 0.7470095473627333 occupation=Priv-house-serv 1.8136566630653088 0.045107911105103315 occupation=Protective-serv 0.7279712594660784 -0.07344816778240362 occupation=Armed-Forces -0.7602804601344655 -0.5357670676864115 relationship=Wife 0.6696332372917808 1.3519680348442809 relationship=Own-child 0.08939642249509376 0.8060062228874724 relationship=Husband -0.9433798635751054 -0.3720630588401024 relationship=Not-in-family 0.011437887844484237 0.5757484842083813 relationship=Other-relative 0.21515503249694376 0.3002677993044492 relationship=Unmarried -0.6895759498883126 -0.26668213944678837 race=White 0.10079021240570063 -0.26763428431292663 race=Asian-Pac-Islander 0.9466605567723573 1.1500490761038935 race=Amer-Indian-Eskimo -0.08417691518066489 2.5599597819474855 race=Other 0.19364978076832878 0.1376168478061405 race=Black 0.8732655689371344 -0.01590851411214487 sex 1.239770247447702 -4.655167778714057 capital-gain -0.2092137631069429 -2.0910689812376004 capital-loss 0.23768633149885482 -2.6203252048538603 hours-per-week -1.4791192667832225 -0.7134413999509864 native-country=United-States 0.9922759651437847 -2.553026089960775 native-country=Cambodia -1.031948989699929 0.09689048613965391 native-country=England 0.7859662681686891 -0.01733281614593145 native-country=Puerto-Rico 0.040973379701664835 -0.9324705936790599 native-country=Canada -0.9245903142514031 -0.5430919381321178 native-country=Germany -0.973558546307518 0.9818759527704418 native-country=Outlying-US(Guam-USVI-etc) -0.11359550139942029 1.5333477943687484 native-country=India -0.03512503769893122 1.634443876660999 native-country=Japan 0.8221851798339427 1.6072557795112967 native-country=Greece 0.9038563071906182 0.28400780174268087 native-country=South 0.14848646340126434 0.5586616062128645 native-country=China -1.0806337981936103 0.9741015785105704 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native-country=Haiti 0.4162017344892885 3.178501525579102 native-country=Columbia -0.8694031699512145 0.6859707043748712 native-country=Hungary 0.08019031665359891 -0.6203583291987885 native-country=Guatemala 0.16439109054745937 0.8937711974182317 native-country=Nicaragua -0.5521198236666018 0.6007587298239266 native-country=Scotland 0.030154238518732075 0.7715911642846861 native-country=Thailand -0.6330084890693612 0.929120930648299 native-country=Yugoslavia 0.3825335803159188 0.1802316030183688 native-country=El-Salvador -0.7341114162648957 0.9913034713339605 native-country=Trinadad&Tobago -0.41961575944241547 0.3349018896129768 native-country=Peru -0.4520621937333562 -0.41641351619073397 native-country=Hong -0.8843022880153711 -0.4840314157079601 native-country=Holand-Netherlands Hidden Weights: 2.5217536860703205 -2.5217536860669054 -4.329830396418318 4.3298303964176075 >50K <=50K Error sum for iteration 1400 = 765.6394658610579 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 4.202725545642574 -0.3392661463577818 age 1.0000081077317693 0.575380512317271 workclass=Private -0.3182468251013718 0.9016603515274124 workclass=Self-emp-not-inc 0.9301965840092074 0.008614924226693507 workclass=Self-emp-inc -1.7464572307196495 -0.9433071470288524 workclass=Federal-gov 0.680646245891707 0.8879959851229371 workclass=Local-gov -0.6832841980851075 0.2781816149809873 workclass=State-gov -0.8471746023006007 0.01447395679683796 workclass=Without-pay -0.17221030160367726 1.059133508422655 workclass=Never-worked 0.4510732639602747 -0.18680956678731347 fnlwgt -0.2726811887404733 -0.22255708004102967 education=Bachelors -1.2208705490153238 0.03635345548624236 education=Some-college 1.0035133917592853 1.364912825583853 education=11th -1.0201825579255959 0.02297123353199356 education=HS-grad -0.2102822218759075 -0.9623411447856287 education=Prof-school -0.6627556208399017 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0.7116504234517719 -0.04183062712172637 occupation=Armed-Forces -0.7368472469230072 -0.5151392661021483 relationship=Wife 0.7341208583671054 1.3871255223209291 relationship=Own-child 0.052065665955604024 0.8071549145041115 relationship=Husband -0.9890541622265994 -0.40009587847953754 relationship=Not-in-family 0.024333416397231637 0.5828517279119322 relationship=Other-relative 0.20942020090923225 0.28250450734242155 relationship=Unmarried -0.648177674163946 -0.26578394246727477 race=White 0.007294697688974592 -0.289878468308085 race=Asian-Pac-Islander 0.9821600231853136 1.1405259782439683 race=Amer-Indian-Eskimo -0.05995990002709906 2.6140913324601907 race=Other 0.19724440882210373 0.13129255832150602 race=Black 0.8565721814853392 -0.02277184615054383 sex 1.1877491147395633 -4.728074912019308 capital-gain -0.2610691870098716 -2.105948479644306 capital-loss 0.17372323171538795 -2.6284747678652507 hours-per-week -1.4973042266270273 -0.7279699774007664 native-country=United-States 0.9934208656206229 -2.691907963654471 native-country=Cambodia -1.0510226422084443 0.0807329865922928 native-country=England 0.7817880668154229 -0.0616274376142969 native-country=Puerto-Rico 0.061808420000835855 -0.9551028338906313 native-country=Canada -0.9701480557873765 -0.5659267642570506 native-country=Germany -0.9729595371204964 0.9857777022291676 native-country=Outlying-US(Guam-USVI-etc) -0.10503342325905624 1.5362650609531192 native-country=India -0.04180835541450348 1.68124186271516 native-country=Japan 0.8212120190262352 1.6098831994810627 native-country=Greece 0.9085425212943192 0.32947328917388097 native-country=South 0.16523356505956352 0.5707538117299665 native-country=China -1.0822851419169457 0.9637080369542881 native-country=Cuba 0.3358179965989186 -2.0865839267046655 native-country=Iran 0.13696867407647886 0.4692371388752563 native-country=Honduras 1.0234869385752219 -0.8765218684349165 native-country=Philippines 0.06588085122164498 -1.3881397073462887 native-country=Italy -0.05607685489097094 1.0416715411211013 native-country=Poland 1.283706059799222 -1.7085144910865064 native-country=Jamaica 1.0037319290246756 0.4026422495076564 native-country=Vietnam -0.9780369315016735 0.7821216736748896 native-country=Mexico 0.8612683532361579 -0.3670875147959279 native-country=Portugal -0.21430773085307825 -1.8623469114788473 native-country=Ireland -0.5386228018527177 -0.766599592966146 native-country=France 1.0691640322260083 -0.75116030357471 native-country=Dominican-Republic -0.7545541334593749 1.3808361488141148 native-country=Laos -0.4391304493313724 0.1566239362848652 native-country=Ecuador 0.7829388575549545 -0.6312689569105976 native-country=Taiwan 0.23217800984778514 1.5409356547019566 native-country=Haiti 0.412621866717681 3.275933065917445 native-country=Columbia -0.86854056451828 0.6872736410019693 native-country=Hungary 0.09896767696419237 -0.6619369279262901 native-country=Guatemala 0.16487192877262202 0.9425911474555614 native-country=Nicaragua -0.55234051331307 0.6056133712926621 native-country=Scotland 0.041336477239000045 0.811227749721904 native-country=Thailand -0.6318855104783458 0.9428915991073815 native-country=Yugoslavia 0.4023301539521528 0.17617629501037074 native-country=El-Salvador -0.7384652718210885 1.0056869289994574 native-country=Trinadad&Tobago -0.4370844694924492 0.331072386695115 native-country=Peru -0.45140480504000685 -0.41389854405431037 native-country=Hong -0.8834396825824367 -0.4827284790808541 native-country=Holand-Netherlands Hidden Weights: 2.599651179234491 -2.599651179233885 -4.330087953824459 4.330087953824349 >50K <=50K Error sum for iteration 1500 = 764.0331023590182 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 4.524897034170219 -0.26456547022757987 age 0.9768571566954595 0.574278773648362 workclass=Private -0.31395072997197254 0.9175541666657442 workclass=Self-emp-not-inc 0.9535298334237343 0.020229761901517263 workclass=Self-emp-inc -1.8000067122728198 -0.9681865830134277 workclass=Federal-gov 0.7487534116389735 0.9092138430557967 workclass=Local-gov -0.6960368587482448 0.27536837842860357 workclass=State-gov -0.8451925886195831 0.015316124013724586 workclass=Without-pay -0.1716592728890275 1.0605184595398227 workclass=Never-worked 0.40149522868468757 -0.2112858700019745 fnlwgt -0.25502090228920776 -0.21627603311719534 education=Bachelors -1.2335276440818403 0.024592386782361836 education=Some-college 1.084858330723415 1.3720075932266687 education=11th -0.9732314194064746 0.03429667330708204 education=HS-grad -0.20868229770843363 -0.9590803462758348 education=Prof-school -0.6562742635258653 -0.27624149199994535 education=Assoc-acdm -0.6081195123753749 0.04630251132677047 education=Assoc-voc 0.3055353298538852 1.0978438955161984 education=9th 0.18034102507138158 0.9058077914650411 education=7th-8th 0.6358884302280554 1.8900570789512083 education=12th 1.5012669442448925 -0.16794367903225235 education=Masters 0.11589193703334807 2.0249332267968967 education=1st-4th -0.3664884697888217 0.9589169228351884 education=10th -0.9048673523959788 -1.2971949236828142 education=Doctorate -1.5181774683778506 -1.161867552968377 education=5th-6th 0.3025671263008058 1.0333859591504309 education=Preschool 1.281422253561093 -1.3882378996555296 education-num -0.13427965450669574 -2.2314671088932116 marital-status=Married-civ-spouse 1.0213622022735165 1.0312165749918634 marital-status=Divorced 1.0531850248999113 1.2525391088420674 marital-status=Never-married -0.6359470601517344 -0.005471232597813549 marital-status=Separated -1.1545231168035228 0.055994488298578664 marital-status=Widowed -0.3524277206156579 1.075448846701705 marital-status=Married-spouse-absent 0.2238934748160263 1.1090135173048188 marital-status=Married-AF-spouse 0.572412334192663 -0.41945903894498665 occupation=Tech-support -0.9932314750192872 -0.34001678276230535 occupation=Craft-repair 0.8823169551205102 0.8053080752853062 occupation=Other-service -0.527739184148643 -0.23984846813694402 occupation=Sales -1.4016247614322785 -1.2042091352768578 occupation=Exec-managerial 3.014051931719595 0.2271857081543919 occupation=Prof-specialty -0.2534501350632836 0.4878673468054524 occupation=Handlers-cleaners 0.06473638230451645 0.4749917150440766 occupation=Machine-op-inspct 0.8301038374583805 0.5535522910307098 occupation=Adm-clerical -0.2379168812742415 1.3345359242054269 occupation=Farming-fishing 0.5891997296925472 0.5031637094277931 occupation=Transport-moving 0.3425841043393385 0.8036119537690969 occupation=Priv-house-serv 1.8303150472627532 0.032974334685890616 occupation=Protective-serv 0.6965358632441208 -0.013965595382315395 occupation=Armed-Forces -0.7096215437115017 -0.49454320647864014 relationship=Wife 0.7892993107151055 1.4222948840060354 relationship=Own-child 0.0079983897287439 0.8079350220168208 relationship=Husband -1.0218453499982 -0.4255860766947024 relationship=Not-in-family 0.03469749697576303 0.5893372268439367 relationship=Other-relative 0.20122483077459308 0.26435299344426877 relationship=Unmarried -0.6047308758401628 -0.2634119782545046 race=White -0.07805811604118011 -0.3122398362326563 race=Asian-Pac-Islander 1.0173697948862592 1.1359984756692458 race=Amer-Indian-Eskimo -0.03618854727618222 2.6642835605074033 race=Other 0.1873326730670275 0.12362160108358385 race=Black 0.8446684187923122 -0.028929258162496432 sex 1.1313577637904215 -4.792626876098179 capital-gain -0.31523480160170697 -2.1252626629238556 capital-loss 0.10756734909755628 -2.64019006825107 hours-per-week -1.5028768480726977 -0.741228632718667 native-country=United-States 0.9918114672029145 -2.798280492575512 native-country=Cambodia -1.0728277821137333 0.06652555037840541 native-country=England 0.7768519397311773 -0.097396268536034 native-country=Puerto-Rico 0.0771147887599132 -0.9784346650944155 native-country=Canada -1.0173125350686452 -0.591367261138626 native-country=Germany -0.9725285128146866 0.9896787737490114 native-country=Outlying-US(Guam-USVI-etc) -0.09772092487809712 1.5373887733541705 native-country=India -0.04813769878864763 1.7236752390079506 native-country=Japan 0.8198860984530603 1.607070107619776 native-country=Greece 0.9124900523492104 0.3752530462228096 native-country=South 0.18217987737153743 0.5818912435222849 native-country=China -1.0846598733526593 0.9559237574475511 native-country=Cuba 0.34525843287885866 -2.0960469658015928 native-country=Iran 0.13435788903535437 0.5096392624757647 native-country=Honduras 1.045200939910705 -0.8862214556420208 native-country=Philippines 0.06097974004967761 -1.3986798518821377 native-country=Italy -0.04052236076218243 1.0399562941051865 native-country=Poland 1.2997151910006743 -1.7435536286667408 native-country=Jamaica 1.0257991133696127 0.4193021270779741 native-country=Vietnam -1.0090402434591277 0.7662918945367105 native-country=Mexico 0.8676121395356584 -0.3634272608774606 native-country=Portugal -0.20644520728687188 -1.8908087358609393 native-country=Ireland -0.5360217183254553 -0.7753098997167664 native-country=France 1.0869394803419377 -0.7404557780161157 native-country=Dominican-Republic -0.7628608632520338 1.3969567939695553 native-country=Laos -0.44126037292189796 0.16954408282327982 native-country=Ecuador 0.7656159902624169 -0.6083117938951662 native-country=Taiwan 0.2317984366712335 1.566965098817573 native-country=Haiti 0.40871071294675504 3.367769259782102 native-country=Columbia -0.8679895358036667 0.6886585921191025 native-country=Hungary 0.1170352349749815 -0.6999405624893733 native-country=Guatemala 0.16494115861609207 0.9881933107212777 native-country=Nicaragua -0.5527723263427936 0.6104231810539703 native-country=Scotland 0.05389081475016035 0.8429191408904206 native-country=Thailand -0.6310559055629046 0.9558161725978357 native-country=Yugoslavia 0.4182582080103087 0.17310256908713206 native-country=El-Salvador -0.7430858450139544 1.019673728905262 native-country=Trinadad&Tobago -0.45555290339152593 0.3284603514769994 native-country=Peru -0.45106302597059317 -0.41136068929355946 native-country=Hong -0.8828886538678233 -0.4813435279637152 native-country=Holand-Netherlands Hidden Weights: 2.676873950934199 -2.6768739509341026 -4.325363284865026 4.325363284865017 >50K <=50K Error sum for iteration 1600 = 762.2921343002708 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 4.837755957966177 -0.19490818694062675 age 0.9518669904713132 0.5727368924947116 workclass=Private -0.3029549885190984 0.9361113644224556 workclass=Self-emp-not-inc 0.9744610877677335 0.029835720735248476 workclass=Self-emp-inc -1.849170719841168 -0.9917368177617086 workclass=Federal-gov 0.8024333826077671 0.9277389582092813 workclass=Local-gov -0.7040118949279012 0.273779594859138 workclass=State-gov -0.8437805306854875 0.0162859613905134 workclass=Without-pay -0.17133328524052635 1.0619169401831348 workclass=Never-worked 0.3455405462207823 -0.23828820295720046 fnlwgt -0.24016689754752196 -0.21085845593419178 education=Bachelors -1.2429140632240245 0.014582817337084846 education=Some-college 1.1588383078472764 1.3797498330335596 education=11th -0.9265422062469819 0.046228054712197195 education=HS-grad -0.20596254358239666 -0.9562644913334113 education=Prof-school -0.6537104049821186 -0.2777199483582238 education=Assoc-acdm -0.6936731175183363 0.023900579014534313 education=Assoc-voc 0.3074298400282713 1.0694310479761409 education=9th 0.18320247733766123 0.8889758146357525 education=7th-8th 0.6767000543197309 1.898257542895669 education=12th 1.522140792703536 -0.1686683590266587 education=Masters 0.12950418830968727 2.1376726238602064 education=1st-4th -0.3398893044321982 0.9546895482284412 education=10th -0.9927175352615318 -1.297137391383628 education=Doctorate -1.5737438236836059 -1.2075034337574837 education=5th-6th 0.30128773300264544 1.04776776582044 education=Preschool 1.2400531479957588 -1.4170156483462097 education-num -0.12430005325425245 -2.2550790602218345 marital-status=Married-civ-spouse 1.0250222670695195 1.0450069829179895 marital-status=Divorced 1.0912681237716286 1.2702534430602204 marital-status=Never-married -0.6685757366487605 -0.01638623295679692 marital-status=Separated -1.1725728031384683 0.05677738915796534 marital-status=Widowed -0.349715342614056 1.097848363134269 marital-status=Married-spouse-absent 0.22502650945394806 1.1098305192058313 marital-status=Married-AF-spouse 0.5554263991068178 -0.42349620338841226 occupation=Tech-support -0.9762023493515674 -0.3406543799739774 occupation=Craft-repair 0.885184264652985 0.8060348933288236 occupation=Other-service -0.47747672492152177 -0.22679512674808344 occupation=Sales -1.3574938927746822 -1.1930803628023574 occupation=Exec-managerial 3.0470090745317724 0.2266365089597091 occupation=Prof-specialty -0.31482946494044295 0.46320695603006196 occupation=Handlers-cleaners -0.001628921345682337 0.4496300560836106 occupation=Machine-op-inspct 0.8395537934078292 0.5566284413211038 occupation=Adm-clerical -0.19227127282603804 1.3532417247709878 occupation=Farming-fishing 0.5659633407832217 0.4986482339796912 occupation=Transport-moving 0.33865018066637304 0.829568789264103 occupation=Priv-house-serv 1.8206757768428703 0.02672360979372022 occupation=Protective-serv 0.6829052728320284 0.010165471438177351 occupation=Armed-Forces -0.6802195001261495 -0.4736903248396805 relationship=Wife 0.837315400778744 1.4572107722746763 relationship=Own-child -0.041970295113509894 0.8080523788879949 relationship=Husband -1.043397543598046 -0.4488409042117096 relationship=Not-in-family 0.043240718556070985 0.5947544330955503 relationship=Other-relative 0.19134818106649018 0.2458832169369233 relationship=Unmarried -0.5617068374617606 -0.26025338584582963 race=White -0.15402238918362185 -0.33463071920276455 race=Asian-Pac-Islander 1.0522436574729077 1.1354178820128789 race=Amer-Indian-Eskimo -0.012995954459429472 2.711199436692246 race=Other 0.16644429185826864 0.11469885747931333 race=Black 0.8368235552721905 -0.03432153776636362 sex 1.0716005249947878 -4.850867816779423 capital-gain -0.3740138272362063 -2.1480482968578207 capital-loss 0.040976058369462054 -2.6534245405844468 hours-per-week -1.4957848341771436 -0.7530103945055422 native-country=United-States 0.9877101419018647 -2.8822625687057895 native-country=Cambodia -1.096665860125 0.053453757371340685 native-country=England 0.7712774052778594 -0.12595801356636221 native-country=Puerto-Rico 0.08740440865491103 -1.0017301400176475 native-country=Canada -1.0653413605503768 -0.6192121895480481 native-country=Germany -0.9721538003914186 0.9935161123265016 native-country=Outlying-US(Guam-USVI-etc) -0.09158879868077982 1.5379965282817245 native-country=India -0.0540568985725806 1.762471307589502 native-country=Japan 0.8179983169160644 1.6007263257868671 native-country=Greece 0.9155532679908136 0.4212732309630463 native-country=South 0.19924700520299057 0.5936366860434977 native-country=China -1.0878667555626447 0.9508373267660468 native-country=Cuba 0.35421937755311056 -2.1088015503807656 native-country=Iran 0.13196128106922703 0.5460251677347773 native-country=Honduras 1.0669984815865374 -0.8919912108944897 native-country=Philippines 0.05970287147832639 -1.4091495951907507 native-country=Italy -0.025311790715510967 1.037492575426775 native-country=Poland 1.3126237842514183 -1.7786443029570929 native-country=Jamaica 1.0499068671545295 0.4323793597391172 native-country=Vietnam -1.0408570288901706 0.7516893091289322 native-country=Mexico 0.8724831306560313 -0.35955554392756645 native-country=Portugal -0.19828368199617238 -1.91604256146795 native-country=Ireland -0.5337319341415976 -0.7843655382996777 native-country=France 1.1036112272628593 -0.736948645749359 native-country=Dominican-Republic -0.7708021433383712 1.4110313307057205 native-country=Laos -0.4434445494272573 0.18212297437173153 native-country=Ecuador 0.74578950725707 -0.5865728728015639 native-country=Taiwan 0.23121636827465566 1.5917579373823456 native-country=Haiti 0.4044449740181984 3.45458510901493 native-country=Columbia -0.8676635481551362 0.6900570727623427 native-country=Hungary 0.13463012629434282 -0.7350124668741617 native-country=Guatemala 0.16465198739322653 1.031003077983483 native-country=Nicaragua -0.5533428675668622 0.615112182768758 native-country=Scotland 0.06787533812763752 0.8685592361414745 native-country=Thailand -0.6304351973923247 0.9679615236843723 native-country=Yugoslavia 0.4303976469480519 0.17121622377155132 native-country=El-Salvador -0.747955507947646 1.033173890930189 native-country=Trinadad&Tobago -0.4750999892823026 0.32741600311553554 native-country=Peru -0.45095633818768105 -0.40885517448932207 native-country=Hong -0.8825626662192929 -0.4799450473203995 native-country=Holand-Netherlands Hidden Weights: 2.7549188801604343 -2.7549188801604085 -4.317925762043797 4.317925762043791 >50K <=50K Error sum for iteration 1700 = 760.5042141075597 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 5.138456519134257 -0.13070307456821478 age 0.9279273822426387 0.571427304790761 workclass=Private -0.28499070676238825 0.9567002210498649 workclass=Self-emp-not-inc 0.99389445459423 0.03780672598062418 workclass=Self-emp-inc -1.8963458813539913 -1.0146909749215562 workclass=Federal-gov 0.8418972752694759 0.9436623748738581 workclass=Local-gov -0.7083787463270795 0.27310360531468764 workclass=State-gov -0.8428990718370121 0.01735501817108369 workclass=Without-pay -0.17118252664368086 1.0632911135771823 workclass=Never-worked 0.2845801217336656 -0.26686617098226684 fnlwgt -0.2287209769632943 -0.2063848671151677 education=Bachelors -1.24960673161303 0.006141165902993252 education=Some-college 1.2259734792322168 1.3880821416482831 education=11th -0.8807289145768147 0.05853511739660827 education=HS-grad -0.20183691214133898 -0.9536922644030797 education=Prof-school -0.655112052635816 -0.2805732675906262 education=Assoc-acdm -0.7765531648449383 0.001285951739357333 education=Assoc-voc 0.30360342050122346 1.0411590502204626 education=9th 0.18994335380790156 0.8733650909696792 education=7th-8th 0.7142595984129796 1.9081182455386985 education=12th 1.5434796092186556 -0.16930491178831675 education=Masters 0.14412678273028606 2.2455182070641406 education=1st-4th -0.30753825750025415 0.9523231483657094 education=10th -1.0810634511984323 -1.2982531630240721 education=Doctorate -1.6267825116678574 -1.2519175416745412 education=5th-6th 0.29995843263293004 1.0616816059257985 education=Preschool 1.1952830155925782 -1.4458856960245516 education-num -0.11018074631085487 -2.278615239453779 marital-status=Married-civ-spouse 1.0235359989381454 1.058156764115866 marital-status=Divorced 1.119190165720746 1.2857089599358296 marital-status=Never-married -0.6987393959153578 -0.02595233232525713 marital-status=Separated -1.1850972049242603 0.05914296501205594 marital-status=Widowed -0.3464014399335383 1.1198819835859608 marital-status=Married-spouse-absent 0.2261069660172976 1.1105409043366514 marital-status=Married-AF-spouse 0.5406516688754156 -0.42725126773832695 occupation=Tech-support -0.9586891224037809 -0.3412962039065205 occupation=Craft-repair 0.8869438666367634 0.8070029138367207 occupation=Other-service -0.4201377735191444 -0.21151470734216493 occupation=Sales -1.3084794882152224 -1.1801682848567978 occupation=Exec-managerial 3.0629708786504994 0.22660498557820213 occupation=Prof-specialty -0.37290153144266974 0.4382974956277393 occupation=Handlers-cleaners -0.06421649555738876 0.4244169159075954 occupation=Machine-op-inspct 0.8519821076249389 0.5604279642358129 occupation=Adm-clerical -0.1452481660693318 1.371174854311589 occupation=Farming-fishing 0.5392589905310146 0.49353273817814736 occupation=Transport-moving 0.3355397198901089 0.8541484712683813 occupation=Priv-house-serv 1.8001796134962766 0.02060998025327357 occupation=Protective-serv 0.6709278972969 0.03070457137106474 occupation=Armed-Forces -0.6502205749940753 -0.4527871261057258 relationship=Wife 0.8797487087192063 1.4916516879746238 relationship=Own-child -0.09642514037701658 0.8074409987220451 relationship=Husband -1.0552125302821502 -0.4698922037487438 relationship=Not-in-family 0.05034693368425406 0.59883388642203 relationship=Other-relative 0.18019018516918098 0.22736075639511064 relationship=Unmarried -0.5208614025007936 -0.2568322072997082 race=White -0.22013874567529285 -0.3566441770828446 race=Asian-Pac-Islander 1.0866651096256432 1.137787983104784 race=Amer-Indian-Eskimo 0.009460378628304152 2.7553526354840416 race=Other 0.13679728990754939 0.10463209105110848 race=Black 0.832426705793242 -0.03893072761906731 sex 1.009366153284241 -4.9042605762861395 capital-gain -0.43948831003023625 -2.1736477417266777 capital-loss -0.024121402347806704 -2.6668288673505938 hours-per-week -1.476461537232599 -0.7631075846691239 native-country=United-States 0.981212048920405 -2.950830900700087 native-country=Cambodia -1.1218960922295724 0.040913956744878056 native-country=England 0.7651275545104821 -0.14841202428688452 native-country=Puerto-Rico 0.09300437849685278 -1.0244653136682453 native-country=Canada -1.1132633363077042 -0.6492209452015443 native-country=Germany -0.9717530967940173 0.9972552534835925 native-country=Outlying-US(Guam-USVI-etc) -0.08657111257235178 1.5387795694844228 native-country=India -0.05955866532281763 1.7982135009206208 native-country=Japan 0.8153882443552634 1.592318913544062 native-country=Greece 0.9176092377052353 0.4674937973567773 native-country=South 0.21637307602232136 0.6065721062329018 native-country=China -1.0920145787872684 0.9482819530448997 native-country=Cuba 0.3627526051265071 -2.1242410676316283 native-country=Iran 0.12971308559989767 0.5787936320510749 native-country=Honduras 1.088652531551908 -0.8941784918423166 native-country=Philippines 0.06145105585464433 -1.4192031960117926 native-country=Italy -0.010333956921579648 1.034498702794826 native-country=Poland 1.3222947460693146 -1.8145696510147606 native-country=Jamaica 1.076030251804367 0.44284468299521795 native-country=Vietnam -1.0728614521399984 0.7369992115428818 native-country=Mexico 0.8761401659462202 -0.35580860532715775 native-country=Portugal -0.18949898893514033 -1.9387255623018635 native-country=Ireland -0.5316828203505559 -0.7937775220345411 native-country=France 1.1191905738826784 -0.7396406372098793 native-country=Dominican-Republic -0.7782020943148346 1.4231371883932782 native-country=Laos -0.44565813800163107 0.19435912781317174 native-country=Ecuador 0.7234487181014416 -0.5657588887344543 native-country=Taiwan 0.23045290722504325 1.6155236454812205 native-country=Haiti 0.3997604185860577 3.5368904572502107 native-country=Columbia -0.8675127895582827 0.6914312461563202 native-country=Hungary 0.15197921263867484 -0.767660034198429 native-country=Guatemala 0.16403646014297907 1.0713967518395067 native-country=Nicaragua -0.5540153296754767 0.6196412899342213 native-country=Scotland 0.08329921905517353 0.8896164198421864 native-country=Thailand -0.6299695828821187 0.9794024095293735 native-country=Yugoslavia 0.43883567788225875 0.1707787449338631 native-country=El-Salvador -0.7530548165188656 1.0461119897772677 native-country=Trinadad&Tobago -0.4958074242438734 0.32809831445683435 native-country=Peru -0.45103931387146196 -0.4064106374453253 native-country=Hong -0.8824119076224394 -0.47857087392644587 native-country=Holand-Netherlands Hidden Weights: 2.834166278957715 -2.834166278957711 -4.309233124716183 4.30923312471618 >50K <=50K Error sum for iteration 1800 = 758.7267376251448 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 5.424652435839675 -0.07222115060216837 age 0.9071141306248589 0.5708751712402522 workclass=Private -0.2600560961019839 0.9788747355563158 workclass=Self-emp-not-inc 1.0114975540386624 0.044304921486603484 workclass=Self-emp-inc -1.9433546672640005 -1.037749804456603 workclass=Federal-gov 0.8687238584114602 0.9573925722966132 workclass=Local-gov -0.7103984736132538 0.27305586978686097 workclass=State-gov -0.8425083566439721 0.018503430264818158 workclass=Without-pay -0.17118831040193444 1.0646172883049339 workclass=Never-worked 0.2198387540562232 -0.29608751490740653 fnlwgt -0.22117866406797512 -0.2029216237908537 education=Bachelors -1.2541270850362045 -8.661537745237673E-4 education=Some-college 1.2868267151181843 1.3969355050612149 education=11th -0.8366539546041909 0.07085010082704357 education=HS-grad -0.19608442303983978 -0.9511617154329431 education=Prof-school -0.6605488613999314 -0.28483808890748846 education=Assoc-acdm -0.8566471600704849 -0.02165129255419492 education=Assoc-voc 0.2941518578618559 1.0131713238501416 education=9th 0.20135810312541205 0.8589644457073241 education=7th-8th 0.7489472233907106 1.9197116269942216 education=12th 1.56592954893491 -0.16967209630488098 education=Masters 0.15980234402551374 2.348004316194134 education=1st-4th -0.2700113140324015 0.9513360752110549 education=10th -1.1692090767221328 -1.3003645020852777 education=Doctorate -1.6778767377746866 -1.2947182352283986 education=5th-6th 0.2985843774868649 1.0751322168745905 education=Preschool 1.1476349213167671 -1.474636992935111 education-num -0.09299734381205428 -2.3015845847632295 marital-status=Married-civ-spouse 1.017786296288631 1.0705142434453172 marital-status=Divorced 1.1373196320622765 1.2986969891402844 marital-status=Never-married -0.7266121615614843 -0.03412696606917246 marital-status=Separated -1.1919897519373184 0.06310159449292302 marital-status=Widowed -0.342324588902581 1.1410086856565276 marital-status=Married-spouse-absent 0.2271455050805668 1.1111466642203685 marital-status=Married-AF-spouse 0.5278719116081922 -0.43073749554772 occupation=Tech-support -0.9415065112763779 -0.34204726197595686 occupation=Craft-repair 0.8878582493260998 0.8080167752748565 occupation=Other-service -0.3591590469880978 -0.1951935323112122 occupation=Sales -1.2553479333620305 -1.1656229649808447 occupation=Exec-managerial 3.0628301479890343 0.22709056139668218 occupation=Prof-specialty -0.42742511233846786 0.41325065659816174 occupation=Handlers-cleaners -0.12059715848622163 0.40023084236842077 occupation=Machine-op-inspct 0.8690901040818011 0.5653287062726132 occupation=Adm-clerical -0.09745227090363812 1.3880701110360036 occupation=Farming-fishing 0.5093299416804369 0.4876495692150893 occupation=Transport-moving 0.33316157629248017 0.8774806199239941 occupation=Priv-house-serv 1.769311264110671 0.014498915537288205 occupation=Protective-serv 0.6606897613783891 0.04785076792686634 occupation=Armed-Forces -0.6214090150117931 -0.43242125473385434 relationship=Wife 0.9177696310982582 1.5254245691390491 relationship=Own-child -0.1534583499055343 0.8062794980379582 relationship=Husband -1.0587293023558304 -0.48871085059877195 relationship=Not-in-family 0.0561979358169341 0.6014616929823554 relationship=Other-relative 0.1679757096615694 0.2091407910204585 relationship=Unmarried -0.48328767593428545 -0.2535467173231864 race=White -0.2764934842396177 -0.3778927011570822 race=Asian-Pac-Islander 1.120464020334346 1.1422818380009507 race=Amer-Indian-Eskimo 0.03101855301907376 2.797149407368376 race=Other 0.10014602794825701 0.09354476982873401 race=Black 0.8310702791172014 -0.04268277455477355 sex 0.9453567099849677 -4.9538751166752535 capital-gain -0.5132275720713557 -2.201647449172816 capital-loss -0.08620804447882113 -2.6796173839117796 hours-per-week -1.4459702183947134 -0.7714593597211815 native-country=United-States 0.97229481636831 -3.0086705793796433 native-country=Cambodia -1.1478989193623506 0.028538788937976445 native-country=England 0.7584192762525609 -0.16568223463940487 native-country=Puerto-Rico 0.0941553723046516 -1.0463099142050283 native-country=Canada -1.1599041465641908 -0.6811351036068319 native-country=Germany -0.9712728165470816 1.000875798905845 native-country=Outlying-US(Guam-USVI-etc) -0.08258800525440935 1.5400407909211629 native-country=India -0.06467345392841553 1.8313762055341642 native-country=Japan 0.8119220689138095 1.5829736760947224 native-country=Greece 0.9185675536150095 0.5138392242025719 native-country=South 0.23350207319435193 0.62070726597542 native-country=China -1.0972247036796152 0.9479477895884109 native-country=Cuba 0.3708818814009935 -2.141673228127659 native-country=Iran 0.12754326583350042 0.6083337932427056 native-country=Honduras 1.110054232277338 -0.8932824488787136 native-country=Philippines 0.06566581523557422 -1.428612080666892 native-country=Italy 0.004516442372699445 1.0311725422289375 native-country=Poland 1.3284442499027964 -1.85170283395356 native-country=Jamaica 1.1040187719857948 0.4514790002042924 native-country=Vietnam -1.1045389220131465 0.7212222629801722 native-country=Mexico 0.8787671654614476 -0.352424974594864 native-country=Portugal -0.179864177804503 -1.959400868806492 native-country=Ireland -0.5298384439501065 -0.8035321325542487 native-country=France 1.1336994299783094 -0.7473652603918531 native-country=Dominican-Republic -0.7849377772932232 1.4333868400593341 native-country=Laos -0.44790020223983773 0.2062633246889285 native-country=Ecuador 0.6985982222193751 -0.5459509561555677 native-country=Taiwan 0.22950291441679024 1.6384371398765085 native-country=Haiti 0.39455156426683224 3.6151119616658223 native-country=Columbia -0.8675185733165484 0.6927574208839691 native-country=Hungary 0.1693064616649339 -0.7983006311137613 native-country=Guatemala 0.16310509530343523 1.1096937624471863 native-country=Nicaragua -0.5547824562493795 0.6239895215571014 native-country=Scotland 0.10012984525256084 0.9072058572706126 native-country=Thailand -0.6296341757571415 0.9902118826746432 native-country=Yugoslavia 0.4436414315116189 0.17202672155602142 native-country=El-Salvador -0.7583582625547044 1.0584161375218224 native-country=Trinadad&Tobago -0.5177665569774651 0.3305371481422687 native-country=Peru -0.45129671542590083 -0.40404406010925786 native-country=Hong -0.882417691380705 -0.4772446991987117 native-country=Holand-Netherlands Hidden Weights: 2.914184144709082 -2.914184144709082 -4.30014469438879 4.300144694388792 >50K <=50K Error sum for iteration 1900 = 757.0140395442768 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 5.694509050538498 -0.019306219470882898 age 0.8904372221809645 0.5713842768319615 workclass=Private -0.22848176011438012 1.00228433980548 workclass=Self-emp-not-inc 1.0263244520871375 0.0494191955304357 workclass=Self-emp-inc -1.9913573811531298 -1.0615452604488445 workclass=Federal-gov 0.8852324810706214 0.9694862829475573 workclass=Local-gov -0.7109412446366387 0.27345242626988814 workclass=State-gov -0.8425566924674392 0.019713268122752144 workclass=Without-pay -0.17134570190090678 1.065879797163824 workclass=Never-worked 0.15258015416864468 -0.32515103507502885 fnlwgt -0.21800224353845432 -0.20052527991105418 education=Bachelors -1.2568823480934004 -0.006550375889315267 education=Some-college 1.341994825736274 1.4062578608562988 education=11th -0.7953124300901935 0.08272443031696138 education=HS-grad -0.1885379275975325 -0.9484935184956212 education=Prof-school -0.669872462436719 -0.29048005790266607 education=Assoc-acdm -0.9335228679586284 -0.04484486148657298 education=Assoc-voc 0.2793329913861414 0.9855539027894458 education=9th 0.2179018887756506 0.845826225720909 education=7th-8th 0.7811232936990071 1.9329832570555348 education=12th 1.5896834349278077 -0.16966579411511518 education=Masters 0.1764872979308737 2.445028838198071 education=1st-4th -0.22795198926375995 0.9513494729164552 education=10th -1.2565687187144083 -1.303385017012025 education=Doctorate -1.7275456770295685 -1.3356898704117255 education=5th-6th 0.29715842948691606 1.0881229026264245 education=Preschool 1.0975365897107536 -1.5031919917924408 education-num -0.07382844983083374 -2.32368288372327 marital-status=Married-civ-spouse 1.0087841271012348 1.0820520757006102 marital-status=Divorced 1.1463016527034322 1.309147281422458 marital-status=Never-married -0.7524013649790492 -0.04100709642737544 marital-status=Separated -1.1936017096744516 0.0685001628082465 marital-status=Widowed -0.33742600563601605 1.1610373946788217 marital-status=Married-spouse-absent 0.22813846504894847 1.1116473245478513 marital-status=Married-AF-spouse 0.5167336919463211 -0.4340597762863998 occupation=Tech-support -0.9246906063378355 -0.3428772265703339 occupation=Craft-repair 0.8884896095913974 0.8090793982604957 occupation=Other-service -0.29775305805410274 -0.1790077985292859 occupation=Sales -1.1979997659910335 -1.149448706546793 occupation=Exec-managerial 3.047316387818667 0.22814626644950897 occupation=Prof-specialty -0.47836153385366104 0.3881029698327875 occupation=Handlers-cleaners -0.16890508093137863 0.377891651565181 occupation=Machine-op-inspct 0.8918130458974138 0.5716093977434824 occupation=Adm-clerical -0.04980864052963795 1.4036578789983443 occupation=Farming-fishing 0.4763925556443914 0.48092750093305386 occupation=Transport-moving 0.3314238514806673 0.8996833086055848 occupation=Priv-house-serv 1.7283195230170587 0.008105758641523929 occupation=Protective-serv 0.6522223304364592 0.06183084253426575 occupation=Armed-Forces -0.5955768702198095 -0.41332632356778454 relationship=Wife 0.952268101070638 1.5583982461830022 relationship=Own-child -0.2109650315795767 0.8048796763220415 relationship=Husband -1.055431589449354 -0.5053480463547355 relationship=Not-in-family 0.06089293796509149 0.6026360398992004 relationship=Other-relative 0.154955580530871 0.19160997739094202 relationship=Unmarried -0.44947436559403425 -0.25067211294495656 race=White -0.3235233366642001 -0.3981211736330137 race=Asian-Pac-Islander 1.1534577220903264 1.1483015873404052 race=Amer-Indian-Eskimo 0.051549154404779224 2.836901540386183 race=Other 0.057792177404076765 0.0815393707354947 race=Black 0.8323705974760738 -0.04547639712206989 sex 0.8800900126116397 -5.000481183724962 capital-gain -0.5960369689541396 -2.2318294739185216 capital-loss -0.1444066804487929 -2.6914044108410033 hours-per-week -1.4059060186092842 -0.7781913932352343 native-country=United-States 0.9608744020187384 -3.058919458353099 native-country=Cambodia -1.1740553145606494 0.01616028277739153 native-country=England 0.751145185753433 -0.1785592546528331 native-country=Puerto-Rico 0.09109425953964083 -1.0671003729626136 native-country=Canada -1.2039332328680143 -0.7146904147434167 native-country=Germany -0.9706760981435206 1.0043664233447502 native-country=Outlying-US(Guam-USVI-etc) -0.07952848051850622 1.5418482437913108 native-country=India -0.06944727357808708 1.8623477950147274 native-country=Japan 0.807494655094509 1.573537952309879 native-country=Greece 0.9183836305782206 0.5601933902019346 native-country=South 0.25058427556796736 0.635810353622694 native-country=China -1.103628294709243 0.9494463961622196 native-country=Cuba 0.3786212871857392 -2.1604729951063586 native-country=Iran 0.1253838624343465 0.6350333663636014 native-country=Honduras 1.1312246837159592 -0.8897918737183207 native-country=Philippines 0.07187389395468276 -1.4372664924447756 native-country=Italy 0.019381561790172187 1.0276958283200786 native-country=Poland 1.3306572294480103 -1.8900748523108892 native-country=Jamaica 1.1336531492890793 0.45891838975768295 native-country=Vietnam -1.135412763849633 0.7036347865977751 native-country=Mexico 0.8804922603014526 -0.34958042090137514 native-country=Portugal -0.16922703860105426 -1.9784964585458593 native-country=Ireland -0.5281799222301666 -0.8136068359615718 native-country=France 1.1472001483239176 -0.7588936523083587 native-country=Dominican-Republic -0.7909311245891693 1.4419147839892028 native-country=Laos -0.45017723564205653 0.21784763383666347 native-country=Ecuador 0.6712470441440201 -0.5274242989062008 native-country=Taiwan 0.22834853878980244 1.6606573039155144 native-country=Haiti 0.38868377462318754 3.6895871438380916 native-country=Columbia -0.8676759648154999 0.694019929742976 native-country=Hungary 0.1868486741954799 -0.8272867513299347 native-country=Guatemala 0.16185861428014545 1.1461536193638822 native-country=Nicaragua -0.5556489116171485 0.6281457019878306 native-country=Scotland 0.11830962380947042 0.9221676968005688 native-country=Thailand -0.6294179096112301 1.000457734424122 native-country=Yugoslavia 0.44487050148126633 0.17508686563303474 native-country=El-Salvador -0.7638211385733974 1.07001938147198 native-country=Trinadad&Tobago -0.541073292212836 0.3346689578515297 native-country=Peru -0.4517266111208982 -0.40176582015344947 native-country=Hong -0.8825750828796566 -0.47598219033974953 native-country=Holand-Netherlands Hidden Weights: 2.9939772378027323 -2.993977237802734 -4.291134265047348 4.291134265047348 >50K <=50K Error sum for iteration 2000 = 755.4243744024827 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 5.946765871905607 0.02861969327126523 age 0.8776748023808615 0.5729687814359672 workclass=Private -0.1907660802124651 1.0266638702995978 workclass=Self-emp-not-inc 1.0374791749011203 0.05325971239592048 workclass=Self-emp-inc -2.040870100038589 -1.086545997336927 workclass=Federal-gov 0.8938485460932928 0.9804759633368222 workclass=Local-gov -0.7102418376393412 0.274258643124368 workclass=State-gov -0.8429748694664343 0.020968387962893346 workclass=Without-pay -0.17164619796415248 1.0670701193077834 workclass=Never-worked 0.0842874070791029 -0.3534517835338795 fnlwgt -0.21970597175332926 -0.19926302482350358 education=Bachelors -1.2582333266367574 -0.011052252988268316 education=Some-college 1.3920683189278367 1.4160521630769018 education=11th -0.7573733829507922 0.09381017502669586 education=HS-grad -0.17906530898812423 -0.9455513935300707 education=Prof-school -0.6826097856963422 -0.29734712593951623 education=Assoc-acdm -1.0065991629829976 -0.0681186772504697 education=Assoc-voc 0.25956786741592847 0.9583775176366551 education=9th 0.23973900080248842 0.8340079146152692 education=7th-8th 0.8111278163685246 1.9478111330310324 education=12th 1.6145639397194083 -0.16922832683383124 education=Masters 0.19408394617416466 2.5366938764704976 education=1st-4th -0.18205905183509472 0.9520206264235554 education=10th -1.342677373103761 -1.3073082925005226 education=Doctorate -1.7762320769867628 -1.3747807200368791 education=5th-6th 0.29567814322768304 1.1006562543336282 education=Preschool 1.0453768017623135 -1.5315124742393653 education-num -0.05357919614093275 -2.3446982521201254 marital-status=Married-civ-spouse 0.9977169622610229 1.0928855947328495 marital-status=Divorced 1.1470935556341657 1.317131498956546 marital-status=Never-married -0.7764343413143632 -0.04679704963904575 marital-status=Separated -1.1906954922847985 0.07505931293386717 marital-status=Widowed -0.3317273969181867 1.1799301904871502 marital-status=Married-spouse-absent 0.22908518254772484 1.112037795815556 marital-status=Married-AF-spouse 0.506912791385415 -0.4373326882995911 occupation=Tech-support -0.9079317620372591 -0.3437290535438764 occupation=Craft-repair 0.8897659479797887 0.8103703719587055 occupation=Other-service -0.2384608991896048 -0.16387988748644672 occupation=Sales -1.1360708098458727 -1.1316553481875071 occupation=Exec-managerial 3.0170034234211336 0.2298101613650492 occupation=Prof-specialty -0.5257225660241541 0.36284731297379497 occupation=Handlers-cleaners -0.207986076220769 0.3580108696972493 occupation=Machine-op-inspct 0.9205628742620955 0.5794865533900849 occupation=Adm-clerical -0.003332209684446357 1.4177213232073256 occupation=Farming-fishing 0.44069176031097607 0.4733527054408079 occupation=Transport-moving 0.3302500177964974 0.920868052513468 occupation=Priv-house-serv 1.6773795713556137 0.001063382104949522 occupation=Protective-serv 0.6455193332339657 0.0728947976645414 occupation=Armed-Forces -0.5740155592158662 -0.3960899126472768 relationship=Wife 0.9839238789647414 1.5905426486181102 relationship=Own-child -0.2671166666452607 0.8035113428059243 relationship=Husband -1.0468983714591813 -0.5200044863115361 relationship=Not-in-family 0.0644930601091641 0.60242946862616 relationship=Other-relative 0.14154984167883972 0.17512501879664685 relationship=Unmarried -0.4193096560266774 -0.24831522457375907 race=White -0.3619286801848229 -0.41721665767223726 race=Asian-Pac-Islander 1.185503076830442 1.1554731537577603 race=Amer-Indian-Eskimo 0.07098823324798924 2.8748324805146246 race=Other 0.010641928951815427 0.06864964772943863 race=Black 0.8356636290561522 -0.047296028231421726 sex 0.8139693601736114 -5.044623118991197 capital-gain -0.6878844209298395 -2.2640977688897137 capital-loss -0.1983155371711023 -2.702025732340594 hours-per-week -1.3580363830438245 -0.7835522130306282 native-country=United-States 0.946844580648929 -3.103671212645641 native-country=Cambodia -1.1997657695084458 0.003776293890892207 native-country=England 0.743296182882085 -0.18773246299193508 native-country=Puerto-Rico 0.08408089796087058 -1.0868214633091917 native-country=Canada -1.2439613305119668 -0.7496024466838804 native-country=Germany -0.9699309670862137 1.007724278881617 native-country=Outlying-US(Guam-USVI-etc) -0.07723613678212614 1.5441428237295411 native-country=India -0.073917912863593 1.89144741044657 native-country=Japan 0.8020426462835887 1.564611296552782 native-country=Greece 0.9170629900933422 0.6064299999012587 native-country=South 0.2675815597594616 0.6516095038637103 native-country=China -1.1113674290330648 0.9523454905524201 native-country=Cuba 0.3859770443858068 -2.180127100243863 native-country=Iran 0.12318054268388123 0.65927249072433 native-country=Honduras 1.1522958629633724 -0.8840986342765795 native-country=Philippines 0.07972776387748065 -1.4451459446555832 native-country=Italy 0.034465396573088794 1.0242364589067166 native-country=Poland 1.328392110094454 -1.9294349677238418 native-country=Jamaica 1.164704171044168 0.4656798919576889 native-country=Vietnam -1.1649958744208044 0.6837349303465462 native-country=Mexico 0.8814077651240007 -0.347404755469812 native-country=Portugal -0.1574840626937772 -1.9963439148827615 native-country=Ireland -0.5266871300020463 -0.823977130018013 native-country=France 1.159805317603027 -0.7730248684476355 native-country=Dominican-Republic -0.7961313988877894 1.4488675565793934 native-country=Laos -0.4524870059155823 0.2291231106155121 native-country=Ecuador 0.641389690974563 -0.510490666662285 native-country=Taiwan 0.2269740359312755 1.6823348468919823 native-country=Haiti 0.3820077665850772 3.760558190602323 native-country=Columbia -0.8679764608787307 0.6952102518868932 native-country=Hungary 0.20486829775228338 -0.8549206418921428 native-country=Guatemala 0.16030009963444614 1.1809801553966852 native-country=Nicaragua -0.5566140024951313 0.6321061255458431 native-country=Scotland 0.13777128587819779 0.9351215923244115 native-country=Thailand -0.6293073360928141 1.0102015906900574 native-country=Yugoslavia 0.4425685644575039 0.1799255485493107 native-country=El-Salvador -0.7693689018795771 1.0808659846631894 native-country=Trinadad&Tobago -0.5658122603634798 0.34035673407733935 native-country=Peru -0.4523233912988272 -0.39958005624789616 native-country=Hong -0.8828755789428874 -0.4747918681958011 native-country=Holand-Netherlands Hidden Weights: 3.0723517355699315 -3.0723517355699315 -4.28246458122082 4.28246458122082 >50K <=50K Error sum for iteration 2100 = 754.021131186679 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 6.180897810880851 0.07240143957940609 age 0.8675646831931626 0.5753853115841446 workclass=Private -0.14732924427407298 1.0518476705419197 workclass=Self-emp-not-inc 1.04445107353297 0.055978137568558774 workclass=Self-emp-inc -2.0919676530572855 -1.1130305542152616 workclass=Federal-gov 0.896740131499631 0.9907810199249306 workclass=Local-gov -0.708039198250314 0.2755626695043282 workclass=State-gov -0.8436848120161123 0.022254839675085365 workclass=Without-pay -0.17207384165683443 1.068185434865444 workclass=Never-worked 0.01669802825662061 -0.38057715780458035 fnlwgt 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-2.3644681387209703 marital-status=Married-civ-spouse 0.9859751758640035 1.103264330698122 marital-status=Divorced 1.1407860451390333 1.3227680400571569 marital-status=Never-married -0.7991797615967003 -0.05175932103494785 marital-status=Separated -1.1842893809029291 0.08242283872546716 marital-status=Widowed -0.32532443805550143 1.1977427254495507 marital-status=Married-spouse-absent 0.22999367045710065 1.1123083493573551 marital-status=Married-AF-spouse 0.4981701068095255 -0.4406253909607601 occupation=Tech-support -0.8909395421072188 -0.34458768575783627 occupation=Craft-repair 0.8927763239394939 0.8121563285653357 occupation=Other-service -0.18276404817302686 -0.1503046350059263 occupation=Sales -1.069369503610379 -1.1123263062014905 occupation=Exec-managerial 2.9723894189366433 0.23205063216988916 occupation=Prof-specialty -0.5694992793292755 0.33747507579983294 occupation=Handlers-cleaners -0.23744242356042716 0.3409180916248895 occupation=Machine-op-inspct 0.9553741323844969 0.5891179796673464 occupation=Adm-clerical 0.04113687344345384 1.4301467367456988 occupation=Farming-fishing 0.40245428780486286 0.4649129923010741 occupation=Transport-moving 0.32958411544068233 0.941142456563899 occupation=Priv-house-serv 1.6167683829720327 -0.007027324082705093 occupation=Protective-serv 0.6405343905533762 0.08131654363814891 occupation=Armed-Forces -0.5572301467885262 -0.3809896191191155 relationship=Wife 1.0132410934368359 1.6219353779417078 relationship=Own-child -0.3207049751486304 0.8022938419090625 relationship=Husband -1.034722583377219 -0.5330195338619864 relationship=Not-in-family 0.06698411628247218 0.6009491310187743 relationship=Other-relative 0.12838166732991338 0.1599592998070106 relationship=Unmarried -0.3921479042689233 -0.24638626539715833 race=White -0.3926474394908453 -0.43518740150963797 race=Asian-Pac-Islander 1.2165362911954858 1.163597268905032 race=Amer-Indian-Eskimo 0.08934837860673062 2.9110848833068608 race=Other -0.040753791228657445 0.054814016700422706 race=Black 0.8399123340936963 -0.048270086457382844 sex 0.7473558017042642 -5.086705614610991 capital-gain -0.7880246045809903 -2.298393572931696 capital-loss -0.24764733059552935 -2.7113727914695764 hours-per-week -1.3038606072436472 -0.787812059072615 native-country=United-States 0.9300829651646967 -3.144300266219884 native-country=Cambodia -1.22450921434527 -0.008479418641462691 native-country=England 0.7348706009476091 -0.19380922401777192 native-country=Puerto-Rico 0.07335641113396535 -1.1055910566542708 native-country=Canada -1.2786721195740032 -0.7855424196218923 native-country=Germany -0.9690117696696193 1.010953206984704 native-country=Outlying-US(Guam-USVI-etc) -0.07550331925733422 1.5468098942676138 native-country=India -0.07810344426115622 1.9189382075216024 native-country=Japan 0.7955482630816536 1.5565652991803047 native-country=Greece 0.9146456205099368 0.6524449585529027 native-country=South 0.2844691167153947 0.6678898061351304 native-country=China -1.120615554520767 0.9561879494921908 native-country=Cuba 0.39292845909064034 -2.2002263008914884 native-country=Iran 0.12089416953644383 0.6814023300562767 native-country=Honduras 1.1734598591086147 -0.8764605458858843 native-country=Philippines 0.08902129375731108 -1.4522937334870425 native-country=Italy 0.050027083727681776 1.020948785958489 native-country=Poland 1.3209554497749914 -1.9693370556072207 native-country=Jamaica 1.1969707529200824 0.4721644810978995 native-country=Vietnam -1.1927723459090072 0.6611772721909566 native-country=Mexico 0.8815748901998235 -0.3459947099473459 native-country=Portugal -0.1445648479589893 -2.0132012547790255 native-country=Ireland -0.5253334288301447 -0.8346185599626482 native-country=France 1.1716574685600734 -0.7886816630196816 native-country=Dominican-Republic -0.800505270559671 1.4543927200770106 native-country=Laos -0.4548158058192398 0.24009955192458823 native-country=Ecuador 0.6089722685697211 -0.49537964689298597 native-country=Taiwan 0.2253679529812514 1.7036103526364699 native-country=Haiti 0.3743636013787717 3.8281639231887867 native-country=Columbia -0.8684041045714262 0.6963255674445995 native-country=Hungary 0.22365434105708035 -0.8814667726226377 native-country=Guatemala 0.15843494721571902 1.2143305663491442 native-country=Nicaragua -0.5576680353519232 0.6358724756266753 native-country=Scotland 0.1584429063552265 0.9465061375158398 native-country=Thailand -0.6292828173711533 1.0194967931399117 native-country=Yugoslavia 0.4367549635870064 0.18635097040044615 native-country=El-Salvador -0.7749009413546549 1.0909140608152363 native-country=Trinadad&Tobago -0.5920416916149205 0.34740457719357426 native-country=Peru -0.4530741449769722 -0.3974859752625645 native-country=Hong -0.8833032226355829 -0.4736765526381428 native-country=Holand-Netherlands Hidden Weights: 3.14832210434555 -3.14832210434555 -4.274327465214427 4.274327465214427 >50K <=50K Error sum for iteration 2200 = 752.8320644311755 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 6.397219196049968 0.11299487167394279 age 0.8582301748169652 0.5782332437867219 workclass=Private -0.09835698465348765 1.0777620953233698 workclass=Self-emp-not-inc 1.047057262746136 0.057734586909602384 workclass=Self-emp-inc -2.1445048016435555 -1.1411277502278885 workclass=Federal-gov 0.8957080096315895 1.0006998204324538 workclass=Local-gov -0.7038833629876048 0.27751335263342763 workclass=State-gov -0.8446168521456127 0.023559457548892018 workclass=Without-pay -0.17261394398108176 1.0692251489870048 workclass=Never-worked -0.0482811101001849 -0.40624823608731875 fnlwgt -0.24017679898743838 -0.20054034507272173 education=Bachelors -1.2581504091138562 -0.017326893893775598 education=Some-college 1.4788320275129403 1.437418989248459 education=11th -0.6910837983726476 0.11335403593641727 education=HS-grad -0.15392977067747718 -0.9385000218723855 education=Prof-school -0.7155819764013434 -0.31378669781925067 education=Assoc-acdm -1.1394400598842513 -0.11418513681690085 education=Assoc-voc 0.2073813234467676 0.905646827829732 education=9th 0.2989012750378935 0.8143883978512295 education=7th-8th 0.8658463159676669 1.981571583176138 education=12th 1.6660050694161441 -0.1669085568825555 education=Masters 0.231536560399111 2.7049309794981613 education=1st-4th -0.08149929982259652 0.9538762861249548 education=10th -1.5099197165021174 -1.3180739547106688 education=Doctorate -1.8722540586588254 -1.44772900193085 education=5th-6th 0.2925810039359269 1.1243640683460985 education=Preschool 0.9361446038310561 -1.587353158355492 education-num -0.012339643617761561 -2.382890859032395 marital-status=Married-civ-spouse 0.9750871108808661 1.1135441323212951 marital-status=Divorced 1.1283977343052898 1.3261237789129052 marital-status=Never-married -0.8212051928034197 -0.05616161284922572 marital-status=Separated -1.1754871547849512 0.09021208630891242 marital-status=Widowed -0.3183844500749403 1.214603045368748 marital-status=Married-spouse-absent 0.2308746796256196 1.1124439653244338 marital-status=Married-AF-spouse 0.49031662510527035 -0.44394542350018207 occupation=Tech-support -0.873645636096029 -0.3454984342440924 occupation=Craft-repair 0.8984969776190116 0.8147032079233159 occupation=Other-service -0.1310871683771635 -0.13836580790817873 occupation=Sales -0.998004397505752 -1.0915915571643442 occupation=Exec-managerial 2.9140946351638712 0.23475345463713268 occupation=Prof-specialty -0.6096714847333563 0.3120011644029943 occupation=Handlers-cleaners -0.25753316634888734 0.326679668919341 occupation=Machine-op-inspct 0.9959445366219525 0.6005918870373096 occupation=Adm-clerical 0.08307024429660184 1.4409243677080799 occupation=Farming-fishing 0.36176667533138956 0.4555496591594382 occupation=Transport-moving 0.32938279488834615 0.9606094219832019 occupation=Priv-house-serv 1.5469918250615253 -0.016561470911902968 occupation=Protective-serv 0.6371685233440595 0.08738906769877611 occupation=Armed-Forces -0.545084263899411 -0.3680213116258646 relationship=Wife 1.0405818297015388 1.652732273282234 relationship=Own-child -0.37118191769889614 0.8012053366945512 relationship=Husband -1.0203453535767533 -0.5448032497006582 relationship=Not-in-family 0.06821655502079578 0.5982923077566699 relationship=Other-relative 0.11620088964808357 0.1462791389898032 relationship=Unmarried -0.3669949898952744 -0.24462228552975837 race=White -0.4167788455606963 -0.4521401432726432 race=Asian-Pac-Islander 1.2465838354708552 1.1725954878835247 race=Amer-Indian-Eskimo 0.10671027850481232 2.9457315112245 race=Other -0.09620607392105394 0.03987421527983915 race=Black 0.8439021481848601 -0.04863201627485883 sex 0.6805967030923284 -5.127071193837989 capital-gain -0.8951994645266879 -2.3346333424581927 capital-loss -0.2919207731388284 -2.7192816255626866 hours-per-week -1.2442722260872476 -0.7911752297708972 native-country=United-States 0.9104297150145219 -3.181683392913275 native-country=Cambodia -1.2479187230637943 -0.020388712227928037 native-country=England 0.7258693120615013 -0.19732340993446354 native-country=Puerto-Rico 0.05905773360149618 -1.1236359454826912 native-country=Canada -1.3069267006882235 -0.8221385559525204 native-country=Germany -0.9679135301851015 1.014059643082646 native-country=Outlying-US(Guam-USVI-etc) -0.07407111869146336 1.5497243699801928 native-country=India -0.08200423660868884 1.9450391730593901 native-country=Japan 0.7880287354731945 1.5495698901104435 native-country=Greece 0.9111773309267492 0.6981720901591725 native-country=South 0.30123421603696504 0.6845314220313764 native-country=China -1.1316158320538467 0.9604995134095456 native-country=Cuba 0.3994004364593369 -2.220448747941108 native-country=Iran 0.11849067599597446 0.7017247845159885 native-country=Honduras 1.1949099386421231 -0.8669898774215237 native-country=Philippines 0.09966842586762453 -1.4587916686010343 native-country=Italy 0.06635934517276533 1.0179665633225254 native-country=Poland 1.3074350408749174 -2.0092257662606468 native-country=Jamaica 1.2303001820342412 0.478658815401626 native-country=Vietnam -1.218181336877246 0.6356940334038849 native-country=Mexico 0.8810150888007766 -0.3454306763357025 native-country=Portugal -0.130427253319441 -2.029276067028953 native-country=Ireland -0.5240930244749573 -0.845507480642414 native-country=France 1.1828954649420156 -0.804976322779851 native-country=Dominican-Republic -0.8040358183700503 1.458625976067871 native-country=Laos -0.4571479030899562 0.25078428285327065 native-country=Ecuador 0.5738530717254718 -0.48217779390365034 native-country=Taiwan 0.2235128767544438 1.7246098582136284 native-country=Haiti 0.365575496825459 3.8924333240446236 native-country=Columbia -0.8689442068956446 0.6973652815661133 native-country=Hungary 0.24351522097284617 -0.9071647075683329 native-country=Guatemala 0.1562597608931232 1.2463247859988686 native-country=Nicaragua -0.5588013030291996 0.6394481331395973 native-country=Scotland 0.1802461813166435 0.956616234834301 native-country=Thailand -0.6293265889229028 1.0283851131523938 native-country=Yugoslavia 0.42739536137108924 0.1940507610783533 native-country=El-Salvador -0.7803057567037144 1.1001320634977991 native-country=Trinadad&Tobago -0.6197873861180122 0.35557507819889733 native-country=Peru -0.4539676559629696 -0.3954813333596605 native-country=Hong -0.8838433249598012 -0.4726368385166212 native-country=Holand-Netherlands Hidden Weights: 3.2213563149616298 -3.2213563149616298 -4.266926736291866 4.266926736291864 >50K <=50K Error sum for iteration 2300 = 751.9058307605177 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 6.596830260310456 0.1513528122968936 age 0.8475211021945175 0.5810261003586926 workclass=Private -0.04378287193057721 1.1043841487369634 workclass=Self-emp-not-inc 1.0451973786986775 0.0586434573124036 workclass=Self-emp-inc -2.1981462725589545 -1.1708129068919615 workclass=Federal-gov 0.8921911961790273 1.0104238613036085 workclass=Local-gov -0.6973707165228848 0.28027729702839116 workclass=State-gov -0.8457237086335644 0.024867949551922588 workclass=Without-pay -0.1732637665369469 1.0701874890532597 workclass=Never-worked -0.10866767664509062 -0.43024315993959406 fnlwgt -0.2602110717891964 -0.20334163682296838 education=Bachelors -1.2573193428485685 -0.019535064531053067 education=Some-college 1.5160709736004483 1.449306930676975 education=11th -0.6611530347277157 0.1221239865868607 education=HS-grad -0.13811003618103185 -0.934278644736161 education=Prof-school -0.7346065249301628 -0.32288034876165633 education=Assoc-acdm -1.198602184387289 -0.1367271898929955 education=Assoc-voc 0.1760778182151426 0.8802348038681039 education=9th 0.335741526975449 0.8065069898069365 education=7th-8th 0.8910601389868907 2.000260002432785 education=12th 1.6915117730715457 -0.1649722217186309 education=Masters 0.2511697571116772 2.7821649613862407 education=1st-4th -0.02801179393284756 0.954274217011345 education=10th -1.5906928564970528 -1.3250819895580221 education=Doctorate -1.9204422405739523 -1.482002836129156 education=5th-6th 0.29096904386132816 1.1355447609831326 education=Preschool 0.8794563733646591 -1.6148778328829896 education-num 0.007737158402931321 -2.399943131549671 marital-status=Married-civ-spouse 0.9665299669959762 1.1241278461123458 marital-status=Divorced 1.110840320036034 1.327184379031612 marital-status=Never-married -0.843114014467692 -0.06024257910161527 marital-status=Separated -1.1653881034533349 0.09806597178071583 marital-status=Widowed -0.31114356145524674 1.230693422558832 marital-status=Married-spouse-absent 0.23173397913397764 1.1124237285158987 marital-status=Married-AF-spouse 0.4831433870535 -0.447251718184485 occupation=Tech-support -0.8562908381826423 -0.3465572634773103 occupation=Craft-repair 0.9076115142953135 0.8182330788363981 occupation=Other-service -0.08316390829543995 -0.12788806865506097 occupation=Sales -0.9223276605065006 -1.0695657784125212 occupation=Exec-managerial 2.843231788137208 0.23773763182443225 occupation=Prof-specialty -0.6462667711404202 0.2864695336514643 occupation=Handlers-cleaners -0.2689806382240134 0.3151811898581967 occupation=Machine-op-inspct 1.0416277777827359 0.6139216426116679 occupation=Adm-clerical 0.1222385927659118 1.4501227128677796 occupation=Farming-fishing 0.3184528668066327 0.4451295743134548 occupation=Transport-moving 0.32960378379994976 0.9793661608743209 occupation=Priv-house-serv 1.4688534449143418 -0.027903368066597115 occupation=Protective-serv 0.635261548935181 0.09141535915621997 occupation=Armed-Forces -0.5371362474276671 -0.35702488902831364 relationship=Wife 1.066209078453877 1.6831285876700437 relationship=Own-child -0.41850020845793345 0.8001512652881718 relationship=Husband -1.004921223808021 -0.5557549185255098 relationship=Not-in-family 0.0678857236075194 0.5945046559822663 relationship=Other-relative 0.10575310104530432 0.1341525549373396 relationship=Unmarried -0.3427370120409127 -0.24264043498312501 race=White -0.43540687979969084 -0.46824728766917384 race=Asian-Pac-Islander 1.2757467124529418 1.182474304353478 race=Amer-Indian-Eskimo 0.12320939745193682 2.9787913427937682 race=Other -0.15594570669203892 0.02357128195157388 race=Black 0.8465240728678555 -0.04864640368232204 sex 0.6140155390714631 -5.166047283377893 capital-gain -1.0077711041169808 -2.372676327768648 capital-loss -0.3303119391497723 -2.725493494112354 hours-per-week -1.179359344334347 -0.7937107658300152 native-country=United-States 0.8876604366496714 -3.216363405248968 native-country=Cambodia -1.2698526338152945 -0.03172591193416819 native-country=England 0.7162862412717028 -0.19873730481143104 native-country=Puerto-Rico 0.041122359456556595 -1.1412597026884117 native-country=Canada -1.3277910794385623 -0.8590175759336549 native-country=Germany -0.966669262852047 1.017048536292389 native-country=Outlying-US(Guam-USVI-etc) -0.07262609301254946 1.5527775027929127 native-country=India -0.08560929552075601 1.9699378273472963 native-country=Japan 0.7795207874365292 1.5436314286252215 native-country=Greece 0.9066838748999103 0.7435830622871284 native-country=South 0.3178784356762497 0.7015242483632672 native-country=China -1.1447280216140525 0.9647832477463736 native-country=Cuba 0.4052427357288485 -2.2405504579916817 native-country=Iran 0.11592860920293624 0.7204857655183106 native-country=Honduras 1.2167906708369982 -0.8556550110635616 native-country=Philippines 0.11166059427822958 -1.46472272066165 native-country=Italy 0.08377608016233169 1.0153935871690691 native-country=Poland 1.286586817212451 -2.048495376870448 native-country=Jamaica 1.2646037690715486 0.4853558819991628 native-country=Vietnam -1.24057209415342 0.6070227382143505 native-country=Mexico 0.879698956009021 -0.34579744182016586 native-country=Portugal -0.1150527827525768 -2.044742939519606 native-country=Ireland -0.5229505586461247 -0.8566214146515144 native-country=France 1.1936302090423498 -0.821217504280965 native-country=Dominican-Republic -0.8067217263882625 1.4616797894101243 native-country=Laos -0.4594763141606512 0.2611809811565034 native-country=Ecuador 0.5357723324600456 -0.47082437351314554 native-country=Taiwan 0.22137293153986892 1.7454446514653021 native-country=Haiti 0.35545171259450964 3.953281449373981 native-country=Columbia -0.8695940294515322 0.6983276216323578 native-country=Hungary 0.2647729633438381 -0.9322409941308774 native-country=Guatemala 0.15375057707493328 1.2770528669805619 native-country=Nicaragua -0.5600150072288003 0.6428346555755743 native-country=Scotland 0.20309581689853817 0.9656424186127704 native-country=Thailand -0.62943250500004 1.036894976245943 native-country=Yugoslavia 0.4143848643075831 0.2026318274913948 native-country=El-Salvador -0.7854754086360082 1.1084923112712033 native-country=Trinadad&Tobago -0.6490426982290617 0.3646092387022128 native-country=Peru -0.455005391982315 -0.39356588714566726 native-country=Hong -0.8844931475156889 -0.4716744984504063 native-country=Holand-Netherlands Hidden Weights: 3.2913983089834606 -3.291398308983463 -4.260490186238063 4.260490186238064 >50K <=50K Error sum for iteration 2400 = 751.2548031807254 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 6.78143361710095 0.18832853643773007 age 0.8331429018845751 0.583189264887042 workclass=Private 0.01662660079845494 1.1316670225299452 workclass=Self-emp-not-inc 1.038628702613961 0.05871662388822483 workclass=Self-emp-inc -2.2521560422422717 -1.2017645259756093 workclass=Federal-gov 0.8872913048559201 1.0200292465063676 workclass=Local-gov -0.6882811142662849 0.28401357207596173 workclass=State-gov -0.8469860529867358 0.02616391658119448 workclass=Without-pay -0.1740384203215097 1.0710678365928499 workclass=Never-worked -0.1624449033766301 -0.45232661518197687 fnlwgt -0.2875439778059824 -0.20779413375699055 education=Bachelors -1.2561798572596925 -0.02132826047641773 education=Some-college 1.5492857880081707 1.462246824060083 education=11th -0.6320736721248011 0.13052811368019193 education=HS-grad -0.12003075872708549 -0.9295607311454044 education=Prof-school -0.754920024230413 -0.3323164153286985 education=Assoc-acdm -1.2525609541332472 -0.15877414150593624 education=Assoc-voc 0.14193612105392098 0.8555334865125017 education=9th 0.3770558697825059 0.7998009838532831 education=7th-8th 0.9150793533340918 2.0200394180211885 education=12th 1.7160687683435263 -0.16253089884512306 education=Masters 0.2712821970216599 2.855310416180685 education=1st-4th 0.026992204429822662 0.9537879186632444 education=10th -1.6694184501969294 -1.333312950272624 education=Doctorate -1.96940941661198 -1.5151842341120487 education=5th-6th 0.2892970642417736 1.1462796660225585 education=Preschool 0.8214449105854544 -1.6422068116598019 education-num 0.02695642117421149 -2.4156761567921152 marital-status=Married-civ-spouse 0.9614571766603537 1.1353715985897463 marital-status=Divorced 1.0891085114833878 1.3259192845240146 marital-status=Never-married -0.8655088241775758 -0.06420810766480879 marital-status=Separated -1.1551012570477501 0.10565276181692869 marital-status=Widowed -0.3039051931656668 1.2462338302341998 marital-status=Married-spouse-absent 0.23256910349722984 1.1122216397333509 marital-status=Married-AF-spouse 0.47635788768274545 -0.45048141365002914 occupation=Tech-support -0.839471927728398 -0.34789805035714555 occupation=Craft-repair 0.9204492228076843 0.8229206555111479 occupation=Other-service -0.038498493086082185 -0.11860158231528492 occupation=Sales -0.8428876262188109 -1.0463226441729316 occupation=Exec-managerial 2.7619362931132603 0.2407923811320103 occupation=Prof-specialty -0.6794582828607258 0.2609441101077252 occupation=Handlers-cleaners -0.2727787788564977 0.30622832689013324 occupation=Machine-op-inspct 1.091416433438064 0.6290418501468289 occupation=Adm-clerical 0.1586196163487628 1.457867887807658 occupation=Farming-fishing 0.2720175633486524 0.43344175889555864 occupation=Transport-moving 0.330197990160237 0.9975056866795803 occupation=Priv-house-serv 1.383459098252556 -0.041359805105678084 occupation=Protective-serv 0.6345935084799301 0.09369917149807742 occupation=Armed-Forces -0.532912386428747 -0.34780615579872814 relationship=Wife 1.0903256780385848 1.7133322402106246 relationship=Own-child -0.462927277624369 0.7990227605741816 relationship=Husband -0.9892869208734102 -0.5661998870042171 relationship=Not-in-family 0.0655811037931521 0.5895514722762825 relationship=Other-relative 0.09766487352394079 0.12358169161921664 relationship=Unmarried -0.31834881743602506 -0.23999526812276778 race=White -0.44933913577125983 -0.4836818777192083 race=Asian-Pac-Islander 1.3041702528747983 1.1933020552104143 race=Amer-Indian-Eskimo 0.1390247766718307 3.010253210137346 race=Other -0.2207110641664425 0.005515604954667778 race=Black 0.8469783530620439 -0.048555721232521644 sex 0.5478875465706275 -5.203963832651814 capital-gain -1.1237176308094727 -2.4122970067628895 capital-loss -0.3616306565616113 -2.729675344892609 hours-per-week -1.1082849513886082 -0.795280257593255 native-country=United-States 0.861472541073902 -3.2486799755062745 native-country=Cambodia -1.2904587209268603 -0.042345863638720456 native-country=England 0.706100084593517 -0.19844005656359523 native-country=Puerto-Rico 0.019202398136466927 -1.158815412967071 native-country=Canada -1.3404780173196156 -0.8958647788280534 native-country=Germany -0.9653631426302306 1.0199208829267095 native-country=Outlying-US(Guam-USVI-etc) -0.07078836175381119 1.5558919423470194 native-country=India -0.08890041224011153 1.9938044954124412 native-country=Japan 0.7700688525430328 1.5386402928679772 native-country=Greece 0.9011563583206332 0.788680439455765 native-country=South 0.3344275941423812 0.7189712450268982 native-country=China -1.1604796896654457 0.9684972756389569 native-country=Cuba 0.41021955480597116 -2.260355669301881 native-country=Iran 0.11315119366212774 0.7378821881249462 native-country=Honduras 1.2391507520886185 -0.8422973844953583 native-country=Philippines 0.12502368885266402 -1.4701181513472126 native-country=Italy 0.10261886330745258 1.0133031555103535 native-country=Poland 1.2566630106658705 -2.0865264963475254 native-country=Jamaica 1.2998729567419032 0.4923955564708644 native-country=Vietnam -1.259124564294365 0.574867122239748 native-country=Mexico 0.8775374802778682 -0.34720693761085725 native-country=Portugal -0.09843411211598933 -2.0597522026912025 native-country=Ireland -0.5219061085770591 -0.8679381049557897 native-country=France 1.2039377929625348 -0.8368659349185557 native-country=Dominican-Republic -0.8085727317608702 1.4636370272659684 native-country=Laos -0.4618081709967826 0.2712900706544964 native-country=Ecuador 0.49433973801688685 -0.4611481188879819 native-country=Taiwan 0.21888575036065197 1.7662166591181345 native-country=Haiti 0.3438044048788024 4.0105068749993755 native-country=Columbia -0.8703686832360955 0.6992079691718655 native-country=Hungary 0.28776112476202065 -0.9569193287794897 native-country=Guatemala 0.15085704649787643 1.3065802684606043 native-country=Nicaragua -0.5613274595266586 0.6460301407564815 native-country=Scotland 0.22690133417741978 0.9737102949267995 native-country=Thailand -0.6296110791594739 1.045042750895781 native-country=Yugoslavia 0.3975554729121264 0.21163878019827956 native-country=El-Salvador -0.7903127731299051 1.1159652445301849 native-country=Trinadad&Tobago -0.6797672249838038 0.3742417143624977 native-country=Peru -0.4562076437954664 -0.39174320885427216 native-country=Hong -0.8852678013002522 -0.47079415091086907 native-country=Holand-Netherlands Hidden Weights: 3.358749348509524 -3.3587493485095217 -4.2552282709502665 4.255228270950266 >50K <=50K Error sum for iteration 2500 = 750.8689572835024 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 6.95310827797313 0.2245972009446942 age 0.8126741475108371 0.5840134025310904 workclass=Private 0.08313186417766874 1.1594416430588765 workclass=Self-emp-not-inc 1.0268550590747487 0.05781443850079624 workclass=Self-emp-inc -2.3051055249256565 -1.2331054056250819 workclass=Federal-gov 0.8817893438247677 1.0294463928758537 workclass=Local-gov -0.6766882207236039 0.2888303642119289 workclass=State-gov -0.8484130629028903 0.027428255621623487 workclass=Without-pay -0.17497326662964002 1.0718581013049546 workclass=Never-worked -0.20756963508487572 -0.4721878378290159 fnlwgt 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-2.4301963568952947 marital-status=Married-civ-spouse 0.9604358397806372 1.147473754929276 marital-status=Divorced 1.0645474531620662 1.3224173340971215 marital-status=Never-married -0.8889949840525748 -0.0682585396508155 marital-status=Separated -1.1458117362847078 0.11265176358420961 marital-status=Widowed -0.29704116136848185 1.261472294396515 marital-status=Married-spouse-absent 0.2333688758403646 1.1118085706623746 marital-status=Married-AF-spouse 0.4695431728685253 -0.4535884337391903 occupation=Tech-support -0.8241466706198953 -0.34968680501977245 occupation=Craft-repair 0.9369984064166527 0.828905336096858 occupation=Other-service 0.0032969344564353835 -0.11025133350203851 occupation=Sales -0.7603861360940126 -1.0219128696376107 occupation=Exec-managerial 2.6738096853588753 0.24375170730273643 occupation=Prof-specialty -0.7097202998524047 0.23546793738158545 occupation=Handlers-cleaners -0.2700602010521153 0.2996292467463826 occupation=Machine-op-inspct 1.1439392190596056 0.645794851920736 occupation=Adm-clerical 0.19230695561000483 1.4643369064895755 occupation=Farming-fishing 0.2216949581747328 0.42021921832823717 occupation=Transport-moving 0.3311049537851999 1.0151207868428418 occupation=Priv-house-serv 1.29211021278634 -0.05715763576375994 occupation=Protective-serv 0.6348946952046667 0.09453524328789255 occupation=Armed-Forces -0.5320504429585259 -0.3402172047965956 relationship=Wife 1.1130978827092566 1.7435467326890426 relationship=Own-child -0.50492034382214 0.7977215802028035 relationship=Husband -0.9740660792527195 -0.5763675903142642 relationship=Not-in-family 0.06090615628045679 0.583311479475622 relationship=Other-relative 0.09239004915908784 0.11455083059060067 relationship=Unmarried -0.2930816002130136 -0.23624101163457092 race=White -0.4588060891884768 -0.4985019337815468 race=Asian-Pac-Islander 1.3320086530087023 1.2051794223721348 race=Amer-Indian-Eskimo 0.1543645192914337 3.0401078056162487 race=Other -0.2918424727313095 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native-country=China -1.1796220517873008 0.9710101669936471 native-country=Cuba 0.4140019020678508 -2.2797330733450534 native-country=Iran 0.11008210008801887 0.7540759629612768 native-country=Honduras 1.2618774368198094 -0.8266731916063491 native-country=Philippines 0.1397831604824285 -1.4748915516354881 native-country=Italy 0.12328084307752431 1.0117551964206213 native-country=Poland 1.2151519540045392 -2.122734592321521 native-country=Jamaica 1.3361917064230189 0.49991278566044645 native-country=Vietnam -1.2727540380883138 0.5389066703199862 native-country=Mexico 0.8743698921177698 -0.3498217777712448 native-country=Portugal -0.0805537471908991 -2.0744305467869983 native-country=Ireland -0.5209766018795675 -0.8794326548801545 native-country=France 1.2138636181762557 -0.8514636179274055 native-country=Dominican-Republic -0.809605667002686 1.4645502948504445 native-country=Laos -0.46416606695905477 0.28111042956239995 native-country=Ecuador 0.4490446690055626 -0.4529348934915007 native-country=Taiwan 0.21595809863964405 1.787026932737354 native-country=Haiti 0.33049649652326824 4.063795995304908 native-country=Columbia -0.8713035295441963 0.6999982338839639 native-country=Hungary 0.3128209652439896 -0.9814307475694344 native-country=Guatemala 0.1475015748923511 1.3349516104116024 native-country=Nicaragua -0.5627769212894504 0.6490290090116589 native-country=Scotland 0.25156506981229965 0.9809172501700975 native-country=Thailand -0.6298912715709014 1.0528361648941453 native-country=Yugoslavia 0.3767132017974496 0.2205444649493428 native-country=El-Salvador -0.7947351368845663 1.1225156024657728 native-country=Trinadad&Tobago -0.7118817939371609 0.38420422346079947 native-country=Peru -0.45761591040344496 -0.3900216790297003 native-country=Hong -0.886202647608353 -0.4700038861987307 native-country=Holand-Netherlands Hidden Weights: 3.423891537857917 -3.423891537857916 -4.251265119813444 4.251265119813443 >50K <=50K Error sum for iteration 2600 = 750.7310814435043 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 7.114149556958025 0.2606723440546433 age 0.7836220242418928 0.5826342548462743 workclass=Private 0.1559145174835268 1.1873379770091221 workclass=Self-emp-not-inc 1.0091409590564844 0.055626385559114845 workclass=Self-emp-inc -2.354833881955183 -1.263240393296443 workclass=Federal-gov 0.8761640605820155 1.0384543032060776 workclass=Local-gov -0.6630369673274688 0.2947155788782871 workclass=State-gov -0.8500443129465071 0.02863656478454285 workclass=Without-pay -0.17612774708970239 1.0725444732923957 workclass=Never-worked -0.2419988480281105 -0.48938385072517193 fnlwgt -0.36593431828361256 -0.22247404520356154 education=Bachelors -1.2523486957165681 -0.02361384605426894 education=Some-college 1.6030506631890356 1.4919260272532882 education=11th -0.5734100508378305 0.14691606278621008 education=HS-grad 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marital-status=Separated -1.1388200476543056 0.11871886259151494 marital-status=Widowed -0.29098590646882444 1.276684421072564 marital-status=Married-spouse-absent 0.23411027819079389 1.1111526833085497 marital-status=Married-AF-spouse 0.4621438970581437 -0.4566053082041794 occupation=Tech-support -0.8115128264567022 -0.35212098562011673 occupation=Craft-repair 0.9569747928951751 0.8363034967305591 occupation=Other-service 0.04241498458097501 -0.10263768372310889 occupation=Sales -0.675423344136434 -0.9963593832324511 occupation=Exec-managerial 2.583686300569405 0.24660866086773478 occupation=Prof-specialty -0.7380658990038872 0.20993812563508008 occupation=Handlers-cleaners -0.2619996986882768 0.2952385550468962 occupation=Machine-op-inspct 1.1975404086623858 0.6639255035921063 occupation=Adm-clerical 0.22348759829124984 1.4697525178259971 occupation=Farming-fishing 0.16661979673793703 0.4051794700918535 occupation=Transport-moving 0.33224788945406836 1.0323082898554854 occupation=Priv-house-serv 1.1960130361419903 -0.0754613919769903 occupation=Protective-serv 0.6358603798751346 0.09419447356998799 occupation=Armed-Forces -0.5343436814143268 -0.33418965754614355 relationship=Wife 1.1346765991441916 1.773951112530179 relationship=Own-child -0.5450766976459862 0.796158231909054 relationship=Husband -0.9599440556669204 -0.5864479452973252 relationship=Not-in-family 0.05365198442335374 0.5756023823538453 relationship=Other-relative 0.09023034683416915 0.10708091172216731 relationship=Unmarried -0.26660217698198496 -0.2309998873756654 race=White -0.46321034187988913 -0.5124933230322585 race=Asian-Pac-Islander 1.3593885465793343 1.21819513341737 race=Amer-Indian-Eskimo 0.16944074956894664 3.0683850370534453 race=Other -0.37138201309997015 -0.03849695850760305 race=Black 0.8400880077181455 -0.04879625716082313 sex 0.41773311974989796 -5.277968520699214 capital-gain -1.3551135017552136 -2.4945858157864005 capital-loss -0.3966554370228993 -2.7305890993091224 hours-per-week -0.9392263387051861 -0.7933692009157935 native-country=United-States 0.7973514695825655 -3.3072555154849765 native-country=Cambodia -1.3301353296115688 -0.061847148214355024 native-country=England 0.6836879296459092 -0.19386814649304493 native-country=Puerto-Rico -0.03979646562506381 -1.195329503919232 native-country=Canada -1.3380718067023756 -0.9686828493502136 native-country=Germany -0.9632006051926238 1.0252873648929244 native-country=Outlying-US(Guam-USVI-etc) -0.06398064617098544 1.562160858667555 native-country=India -0.09445369930993433 2.039116736269445 native-country=Japan 0.7485106996967656 1.5308003149427845 native-country=Greece 0.886758065550218 0.8780714172524215 native-country=South 0.36758027412005867 0.7561055597200558 native-country=China -1.2031856366560454 0.9715186836124691 native-country=Cuba 0.4161497952110179 -2.298548132774937 native-country=Iran 0.10661987661821899 0.7692068180220137 native-country=Honduras 1.2845943234244344 -0.808513831471419 native-country=Philippines 0.15593772152829413 -1.478766015998712 native-country=Italy 0.14624873191252316 1.010835556455651 native-country=Poland 1.1583863721435426 -2.156686079511139 native-country=Jamaica 1.3737381572131195 0.5080806652972024 native-country=Vietnam -1.2800111594569417 0.4988486271732936 native-country=Mexico 0.8699350230832263 -0.3538806631049941 native-country=Portugal -0.0613564785571721 -2.0888759156317342 native-country=Ireland -0.5201982355075904 -0.8910739791765996 native-country=France 1.2234239571392553 -0.8645493472868104 native-country=Dominican-Republic -0.8098483237435077 1.4644445923828016 native-country=Laos -0.4665901501516137 0.2906401996426697 native-country=Ecuador 0.3992945650977225 -0.44602686221028803 native-country=Taiwan 0.2124609811862684 1.8079837982306908 native-country=Haiti 0.31550527897909764 4.112747673863546 native-country=Columbia -0.8724580100042668 0.7006846058714682 native-country=Hungary 0.34029311746378127 -1.006027472848998 native-country=Guatemala 0.1435782245171427 1.3621930646670184 native-country=Nicaragua -0.564425973076493 0.6518206353026633 native-country=Scotland 0.2769681520127335 0.9873628413124086 native-country=Thailand -0.6303239434484182 1.0602768986705957 native-country=Yugoslavia 0.3517080242715867 0.22872085028521633 native-country=El-Salvador -0.7986828221413865 1.128099017463085 native-country=Trinadad&Tobago -0.7452623798827422 0.39421436785629776 native-country=Peru -0.45929627504654774 -0.38841741380516326 native-country=Hong -0.8873571280684235 -0.46931751421125045 native-country=Holand-Netherlands Hidden Weights: 3.4872968088579053 -3.4872968088579093 -4.248574426873681 4.248574426873684 >50K <=50K Error sum for iteration 2700 = 750.7954914983793 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 7.267077805882829 0.297111512932285 age 0.7435393168433182 0.5780909581461984 workclass=Private 0.23514850198094814 1.2147946928167346 workclass=Self-emp-not-inc 0.9846001367376916 0.05171008239772467 workclass=Self-emp-inc -2.3989077146451248 -1.2900960374277142 workclass=Federal-gov 0.8706359469903086 1.0467561861645105 workclass=Local-gov -0.6480793446255625 0.30150507887037903 workclass=State-gov -0.8519536328709857 0.029752361515645743 workclass=Without-pay -0.17759062633797232 1.0731010500588618 workclass=Never-worked -0.2637328472462977 -0.5032829444326553 fnlwgt -0.41798970008305236 -0.2333267864278775 education=Bachelors -1.248446050646994 -0.02372977115068998 education=Some-college 1.623153832865302 1.5088435871045345 education=11th -0.5424754797261978 0.15516165573462545 education=HS-grad -0.05125248427073422 -0.9130680524248453 education=Prof-school -0.8290487480018175 -0.3633120727759556 education=Assoc-acdm -1.3766516332373402 -0.21836329887916942 education=Assoc-voc 0.02502281422947495 0.7859915154437866 education=9th 0.5261178529402041 0.7858749586971178 education=7th-8th 0.9808587715209804 2.0856207520597203 education=12th 1.7766087770016143 -0.15333602199817317 education=Masters 0.3336768100771597 3.054109432057554 education=1st-4th 0.1979710941680164 0.9434567997681333 education=10th -1.89464675637966 -1.3664439453600903 education=Doctorate -2.1267735872679294 -1.6117833562774384 education=5th-6th 0.28348179754134845 1.1758267891641432 education=Preschool 0.6362241531312267 -1.724842896747134 education-num 0.07776442143225351 -2.456148442672301 marital-status=Married-civ-spouse 0.9694066085034398 1.173886612066917 marital-status=Divorced 1.0137760945312588 1.3100659135588024 marital-status=Never-married -0.9417050002173876 -0.07765305740873839 marital-status=Separated -1.1355005269859477 0.12346463870966241 marital-status=Widowed -0.2862014202808615 1.2921829575920072 marital-status=Married-spouse-absent 0.23475267119458193 1.110214430585362 marital-status=Married-AF-spouse 0.4534873849341496 -0.4597241696764972 occupation=Tech-support -0.8026858699285295 -0.35540997787527573 occupation=Craft-repair 0.9799620073343939 0.8452294916843412 occupation=Other-service 0.07908037106110359 -0.0955825421076147 occupation=Sales -0.5878875327993239 -0.9695402410799321 occupation=Exec-managerial 2.496236813095047 0.2495916880047158 occupation=Prof-specialty -0.7663587854824658 0.183836433574739 occupation=Handlers-cleaners -0.2496784305808647 0.29296970167527797 occupation=Machine-op-inspct 1.2505151739440525 0.683132282443587 occupation=Adm-clerical 0.25253362383459127 1.47436110651523 occupation=Farming-fishing 0.10610277977328736 0.3880678856981927 occupation=Transport-moving 0.3335295535736587 1.049171445866778 occupation=Priv-house-serv 1.0957994659949826 -0.09649679061620617 occupation=Protective-serv 0.6371674177650999 0.0929027152130007 occupation=Armed-Forces -0.5397282206631779 -0.3297266289257283 relationship=Wife 1.155261477905424 1.8046841820410928 relationship=Own-child -0.5841568314907132 0.7942292901506167 relationship=Husband -0.9480702159657273 -0.596751226548365 relationship=Not-in-family 0.04399315765798388 0.5662479632254255 relationship=Other-relative 0.09141481875487921 0.10126353045879728 relationship=Unmarried -0.23899541383546588 -0.2240013800976796 race=White -0.46103291679240976 -0.5250281617385452 race=Asian-Pac-Islander 1.386379946959899 1.232387973568322 race=Amer-Indian-Eskimo 0.18443984856961743 3.09519003862927 race=Other -0.46217413094274096 -0.06672297084241928 race=Black 0.8326904591130851 -0.04941533258851653 sex 0.3538894132135086 -5.314759836392042 capital-gain -1.4640016497123023 -2.5357681967485903 capital-loss -0.39645158585170054 -2.7267322302489627 hours-per-week -0.8345224880951165 -0.7876956779351154 native-country=United-States 0.7587150866145459 -3.334166525557399 native-country=Cambodia -1.3515442517025824 -0.07184400710146256 native-country=England 0.6712057169911984 -0.1899227347686782 native-country=Puerto-Rico -0.07947630112448634 -1.215246383845963 native-country=Canada -1.3207243970156664 -1.0043734079463906 native-country=Germany -0.9628121010538564 1.0277343232156273 native-country=Outlying-US(Guam-USVI-etc) -0.05775257096797497 1.5652602281259798 native-country=India -0.09668269302362605 2.0609198509225544 native-country=Japan 0.7364836633321339 1.5276202661894023 native-country=Greece 0.8776451363432501 0.9225140237099803 native-country=South 0.38454893679222957 0.7763440734216979 native-country=China -1.2325057397971146 0.9688896986218588 native-country=Cuba 0.4160738650353053 -2.316592991657296 native-country=Iran 0.10262980152378372 0.783397467658406 native-country=Honduras 1.3065232825212576 -0.7875621455571911 native-country=Philippines 0.17344505692743598 -1.4812024489071585 native-country=Italy 0.1721761408799442 1.0107162501667586 native-country=Poland 1.0810262401650834 -2.188380946204012 native-country=Jamaica 1.4127744005957221 0.5171454755467679 native-country=Vietnam -1.278943712672859 0.45450532241287933 native-country=Mexico 0.8638143137717875 -0.35973307478609 native-country=Portugal -0.040715185157124856 -2.1031467380235735 native-country=Ireland -0.5196296991855422 -0.9028233451664592 native-country=France 1.2325919197146957 -0.8755487423627676 native-country=Dominican-Republic -0.8093520824452924 1.4633199581507916 native-country=Laos -0.46914007535436114 0.29987421154062827 native-country=Ecuador 0.344490950083167 -0.44044553533698344 native-country=Taiwan 0.20822503625925734 1.8292091278249298 native-country=Haiti 0.2989705658436313 4.156925713551302 native-country=Columbia -0.8739208892525503 0.7012411826378622 native-country=Hungary 0.37051711500274837 -1.0310014072659115 native-country=Guatemala 0.13894924620305482 1.388313014947992 native-country=Nicaragua -0.5663672453961899 0.6543841045823738 native-country=Scotland 0.30294315145353984 0.9931702296840219 native-country=Thailand -0.6309868522384183 1.067359235483295 native-country=Yugoslavia 0.3225423066545901 0.23541264797785857 native-country=El-Salvador -0.8021371459522315 1.1326568167749502 native-country=Trinadad&Tobago -0.7797266198469422 0.4039533186664652 native-country=Peru -0.4613436249364449 -0.38696167494710476 native-country=Hong -0.888820007316707 -0.46876093744480307 native-country=Holand-Netherlands Hidden Weights: 3.5492908665234215 -3.549290866523425 -4.246986471917735 4.246986471917732 >50K <=50K Error sum for iteration 2800 = 751.0385645041137 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 7.414746125908214 0.3347843387625072 age 0.6902345432329858 0.5694488472707886 workclass=Private 0.32124312539756206 1.2411282478989991 workclass=Self-emp-not-inc 0.9522574932130259 0.04556720978315341 workclass=Self-emp-inc -2.4353184378313637 -1.3117300891264372 workclass=Federal-gov 0.8652601107125063 1.0541131576774763 workclass=Local-gov -0.632613118239316 0.3089816359464032 workclass=State-gov -0.8542359828052977 0.03071901115798166 workclass=Without-pay -0.17946765812000115 1.0734820299338823 workclass=Never-worked -0.2708063949702912 -0.5129602905807442 fnlwgt -0.47918575359480575 -0.2471257190366822 education=Bachelors -1.241803008523208 -0.0227352361821526 education=Some-college 1.6384492522599847 1.5271254162779164 education=11th -0.5094178192147881 0.16362861504233916 education=HS-grad -0.023158546339189533 -0.9069118992835071 education=Prof-school -0.8637889447410414 -0.37658827532475647 education=Assoc-acdm -1.4016313495411479 -0.23396973673780064 education=Assoc-voc -0.018607522270035932 0.7642061894226222 education=9th 0.5841523586433941 0.7832451845219736 education=7th-8th 1.000976995891408 2.1096150285729887 education=12th 1.7901042421378777 -0.1500575934272523 education=Masters 0.354867918655556 3.114724939432637 education=1st-4th 0.25633930524996534 0.9360538519538368 education=10th -1.9690589647642471 -1.3808955910591623 education=Doctorate -2.184707904260414 -1.6444340706278404 education=5th-6th 0.2810282883722511 1.184784598190092 education=Preschool 0.5673122525836559 -1.7538975310893972 education-num 0.09332621474887612 -2.4678206895361736 marital-status=Married-civ-spouse 0.9776649213606291 1.187594147858933 marital-status=Divorced 0.9901947377130412 1.3018797897998795 marital-status=Never-married -0.9720264275730305 -0.08367553850872343 marital-status=Separated -1.1371855067799326 0.1264765618295132 marital-status=Widowed -0.2830865100730305 1.308336739127101 marital-status=Married-spouse-absent 0.23524994205033337 1.108936739986071 marital-status=Married-AF-spouse 0.44288367149802654 -0.46333581864180634 occupation=Tech-support -0.7982649639013134 -0.35966987619194607 occupation=Craft-repair 1.0056250777349147 0.8558512818191444 occupation=Other-service 0.11399711107383609 -0.08881061539318713 occupation=Sales -0.4964454890402362 -0.9410017409362377 occupation=Exec-managerial 2.4140257178099125 0.2530589874479789 occupation=Prof-specialty -0.797463927230098 0.15586881888301768 occupation=Handlers-cleaners -0.23390507767846547 0.2928271880233866 occupation=Machine-op-inspct 1.301434906346912 0.7031680231104592 occupation=Adm-clerical 0.2801870596903117 1.4783928360509546 occupation=Farming-fishing 0.03997421179204924 0.36871063409030364 occupation=Transport-moving 0.3348481782530245 1.0658230505987887 occupation=Priv-house-serv 0.9911106356224971 -0.12081568928900978 occupation=Protective-serv 0.6385021613431118 0.09082350699827303 occupation=Armed-Forces -0.5482604834280101 -0.32688491844419454 relationship=Wife 1.1752766594512774 1.8358681768915976 relationship=Own-child -0.6231000470911053 0.7917725915356327 relationship=Husband -0.9403633422715657 -0.6079118264565245 relationship=Not-in-family 0.0326983403218369 0.5552123358150666 relationship=Other-relative 0.09618461426787563 0.0972244693101412 relationship=Unmarried -0.2107911065153589 -0.21510721313998457 race=White -0.44990809478873994 -0.534983926533571 race=Asian-Pac-Islander 1.4129996639338491 1.2477423266088097 race=Amer-Indian-Eskimo 0.1995109204823157 3.120739352254491 race=Other -0.5675954623195114 -0.10161230129592819 race=Black 0.8225789813677806 -0.050615770290719904 sex 0.29091678788093256 -5.351909572843629 capital-gain -1.5636936454420653 -2.575460920350251 capital-loss -0.38137510408712627 -2.719511254562698 hours-per-week -0.7110477035006935 -0.7764428605017122 native-country=United-States 0.7154724401928472 -3.3601020017604313 native-country=Cambodia -1.3761437447425915 -0.08380273568880078 native-country=England 0.6575606492731076 -0.18485370028451584 native-country=Puerto-Rico -0.128252400124354 -1.2371386763021293 native-country=Canada -1.2903390047385532 -1.0391203917845364 native-country=Germany -0.9632561517403463 1.0299495784058612 native-country=Outlying-US(Guam-USVI-etc) -0.04850233542498209 1.5682392831578922 native-country=India -0.0985123378377543 2.0824144455368634 native-country=Japan 0.7236961587418589 1.5248051287659703 native-country=Greece 0.8670102294937552 0.9669874775291449 native-country=South 0.4022190243379071 0.7980515222124284 native-country=China -1.2690896523653645 0.9613702726615876 native-country=Cuba 0.412987978950446 -2.3335086779528202 native-country=Iran 0.0979504143399923 0.796753190313384 native-country=Honduras 1.3263423031802157 -0.7635452800833166 native-country=Philippines 0.1922314306155448 -1.4813206154650054 native-country=Italy 0.20201011245346878 1.011733378156937 native-country=Poland 0.9759136483768438 -2.21895287448354 native-country=Jamaica 1.4536402208207222 0.5274627034525456 native-country=Vietnam -1.2669118749683401 0.40597180866710464 native-country=Mexico 0.8553575142587122 -0.3678906844571217 native-country=Portugal -0.018379220345510892 -2.1172304218359455 native-country=Ireland -0.5193381212205358 -0.9146345985396664 native-country=France 1.2412677875444722 -0.8836084010722604 native-country=Dominican-Republic -0.8081962011344728 1.4611570208683302 native-country=Laos -0.47187640084762295 0.3088002788081714 native-country=Ecuador 0.2841856096338902 -0.43649678333343445 native-country=Taiwan 0.20305715469430258 1.850846283108808 native-country=Haiti 0.281208415686834 4.195925418765282 native-country=Columbia -0.8757979210345868 0.7016221625128589 native-country=Hungary 0.4038582157955533 -1.0566918277384953 native-country=Guatemala 0.13345628450822444 1.413302285251628 native-country=Nicaragua -0.5687113245792836 0.6566814199652419 native-country=Scotland 0.3292481642010933 0.9985055530453388 native-country=Thailand -0.631972319323505 1.0740667366455725 native-country=Yugoslavia 0.28953539389107813 0.23975408334681414 native-country=El-Salvador -0.8051334490860552 1.1361129320555559 native-country=Trinadad&Tobago -0.8149710099480505 0.41304344843571955 native-country=Peru -0.4638672460755232 -0.3857100919405876 native-country=Hong -0.8906970390987434 -0.4683799575698078 native-country=Holand-Netherlands Hidden Weights: 3.6101019323734826 -3.6101019323734933 -4.246335670945914 4.246335670945918 >50K <=50K Error sum for iteration 2900 = 751.4136274151016 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 7.559857231105364 0.3744895486952184 age 0.6231008832697035 0.5561359573591454 workclass=Private 0.4147410613424912 1.2654394237980562 workclass=Self-emp-not-inc 0.9111472628607585 0.03667661844471035 workclass=Self-emp-inc -2.4628809086260675 -1.3267325926294484 workclass=Federal-gov 0.8600443033557443 1.0603886637156243 workclass=Local-gov -0.6171651879421495 0.31710094149761925 workclass=State-gov -0.8569098817959575 0.031469942570175595 workclass=Without-pay -0.1817843382010239 1.0736320922103648 workclass=Never-worked -0.26140200003167113 -0.516904768486388 fnlwgt -0.5481230289804718 -0.2640792780131076 education=Bachelors -1.2315549262715557 -0.02037190723746803 education=Some-college 1.6489051705181477 1.5465096820315811 education=11th -0.4740419275102265 0.1721991564980673 education=HS-grad 0.007562990981707359 -0.8998191150402677 education=Prof-school -0.9066648251768146 -0.39350622901460475 education=Assoc-acdm -1.4162775939816872 -0.24612574949469854 education=Assoc-voc -0.06464994651685702 0.7428219146619632 education=9th 0.6466574380902774 0.7817892845440482 education=7th-8th 1.020588808641363 2.1348266839255383 education=12th 1.7997746304116482 -0.14667459802806157 education=Masters 0.37616353592292895 3.1730629763288745 education=1st-4th 0.31539979599977014 0.9261464815708998 education=10th -2.0465643057845053 -1.397942371802934 education=Doctorate -2.246465830014152 -1.6778663753138923 education=5th-6th 0.2782482396871805 1.193296640755602 education=Preschool 0.49311785671164293 -1.7846091656685068 education-num 0.11043316546685417 -2.478566573323476 marital-status=Married-civ-spouse 0.9871095495959198 1.2010626724800024 marital-status=Divorced 0.9683112644011411 1.2921824497272374 marital-status=Never-married -1.0053496669981474 -0.09098908767883924 marital-status=Separated -1.144982851220426 0.12744690723727614 marital-status=Widowed -0.28178423594111923 1.3255917851639338 marital-status=Married-spouse-absent 0.23564994492740124 1.1072505310980367 marital-status=Married-AF-spouse 0.4299438172275953 -0.4678993376333919 occupation=Tech-support -0.7982398009278127 -0.3646857256961911 occupation=Craft-repair 1.033961911606829 0.8684580081372936 occupation=Other-service 0.14852092647283124 -0.08180122607555486 occupation=Sales -0.3996229826601466 -0.9100984216905578 occupation=Exec-managerial 2.33686301955394 0.25706964067008137 occupation=Prof-specialty -0.8336189788677069 0.12418317819709422 occupation=Handlers-cleaners -0.21534306500371628 0.2949902481377463 occupation=Machine-op-inspct 1.3492803743036137 0.7237697020982244 occupation=Adm-clerical 0.3076942953013376 1.4820262498338845 occupation=Farming-fishing -0.030951824803480354 0.34717579139142396 occupation=Transport-moving 0.33619656787468133 1.0824037809486677 occupation=Priv-house-serv 0.8811977653968409 -0.14947218342419272 occupation=Protective-serv 0.6396602860571647 0.08807225175867289 occupation=Armed-Forces -0.5601093958845466 -0.3257665450813553 relationship=Wife 1.1957391659982952 1.8676586087985805 relationship=Own-child -0.6625108125027607 0.7885533590054875 relationship=Husband -0.9393292112684323 -0.6209443935490004 relationship=Not-in-family 0.02137788748492705 0.5428972832443405 relationship=Other-relative 0.10483458628852617 0.09498338810463035 relationship=Unmarried -0.18424524426576117 -0.2047829056638739 race=White -0.42703022164643034 -0.5407479735427299 race=Asian-Pac-Islander 1.4393066713733733 1.26413193345728 race=Amer-Indian-Eskimo 0.2148022996164461 3.145434774962812 race=Other -0.6887344253383128 -0.1453067817250143 race=Black 0.8099570436283098 -0.05265377086850316 sex 0.22894110845388857 -5.389767308000826 capital-gain -1.6512441559774622 -2.6121113144155728 capital-loss -0.3490269552497565 -2.708161926575738 hours-per-week -0.5681533346979358 -0.7571783521810423 native-country=United-States 0.6679472619682147 -3.3855414368282344 native-country=Cambodia -1.404755423698224 -0.10018686494437334 native-country=England 0.6424804478932288 -0.1783913111751098 native-country=Puerto-Rico -0.18784034984628442 -1.2618867166709216 native-country=Canada -1.2448764071196767 -1.0715807718035952 native-country=Germany -0.9646895148003366 1.0318419579445914 native-country=Outlying-US(Guam-USVI-etc) -0.034988076159908066 1.571044712496425 native-country=India -0.09977551716565831 2.1038402782664454 native-country=Japan 0.7103451038032613 1.5224256127496247 native-country=Greece 0.8547271056453484 1.0117989533878204 native-country=South 0.4211742401594235 0.821403395702157 native-country=China -1.313885226170237 0.9462442032365456 native-country=Cuba 0.40594101693557655 -2.3487140996339244 native-country=Iran 0.0924837936980739 0.8093794265155052 native-country=Honduras 1.3421503672000774 -0.7362021754321022 native-country=Philippines 0.21225443792257195 -1.4778062799884755 native-country=Italy 0.23714336619447135 1.0145022022571608 native-country=Poland 0.8372886263725433 -2.252296886102661 native-country=Jamaica 1.4967872219188392 0.5395177154539534 native-country=Vietnam -1.2408027467926366 0.3543370900996623 native-country=Mexico 0.8436933042116572 -0.3790342689988922 native-country=Portugal 0.006106617339897364 -2.130931306621323 native-country=Ireland -0.519305713995594 -0.9264401522740482 native-country=France 1.249278300290717 -0.8873682531286892 native-country=Dominican-Republic -0.8064276063127049 1.4579528421357526 native-country=Laos -0.4747548733482911 0.317412977153013 native-country=Ecuador 0.21846994234165787 -0.4347737815238821 native-country=Taiwan 0.19685474296414865 1.8730757605670192 native-country=Haiti 0.26276313479597746 4.229462047977438 native-country=Columbia -0.878114601115626 0.7017722247893646 native-country=Hungary 0.44073468448483577 -1.0834163547007714 native-country=Guatemala 0.1270213901130703 1.4371488790171136 native-country=Nicaragua -0.5714891912273643 0.6586688320398585 native-country=Scotland 0.3555832112425824 1.0036113445147485 native-country=Thailand -0.6332914935836306 1.0803861975648559 native-country=Yugoslavia 0.25358406901564834 0.2409077836554469 native-country=El-Salvador -0.8077072583453251 1.1384014434025072 native-country=Trinadad&Tobago -0.8503560931123375 0.42105534190177346 native-country=Peru -0.466888870956328 -0.38473343310342895 native-country=Hong -0.8930137191797827 -0.46822989529330467 native-country=Holand-Netherlands Hidden Weights: 3.6701395348582935 -3.6701395348582992 -4.24669945289271 4.24669945289271 >50K <=50K Error sum for iteration 3000 = 751.7368817448364 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 7.702255433737457 0.41490301420722153 age 0.5475329200613677 0.5391493964388234 workclass=Private 0.5146787293549498 1.2863651176172144 workclass=Self-emp-not-inc 0.8611576676354828 0.024628040020283876 workclass=Self-emp-inc -2.481410985741807 -1.3341481712746652 workclass=Federal-gov 0.8549087038331696 1.0654005502145627 workclass=Local-gov -0.6018213682858384 0.32611982971052556 workclass=State-gov -0.8596627595250343 0.03201099758083021 workclass=Without-pay -0.1842306465431947 1.0735685459137247 workclass=Never-worked -0.23501141254842875 -0.5127015057088897 fnlwgt -0.6185504954922626 -0.2830745381891928 education=Bachelors -1.218554475186493 -0.016950041301951928 education=Some-college 1.6551271842743922 1.5660230481082398 education=11th -0.43869481138303906 0.17976720366793142 education=HS-grad 0.04091742394978915 -0.8907226091050563 education=Prof-school -0.9520548004915114 -0.41368052207176725 education=Assoc-acdm -1.4207328470156386 -0.2540563354296733 education=Assoc-voc -0.11284773578176653 0.7215235057929068 education=9th 0.7134907280027659 0.78158428187561 education=7th-8th 1.0402776547409411 2.161459118428317 education=12th 1.8060561242572843 -0.14347640727794844 education=Masters 0.39777256788974935 3.2293916765606827 education=1st-4th 0.3749604321991462 0.9136940001184632 education=10th -2.129417907277076 -1.4185971033155422 education=Doctorate -2.312958145337614 -1.7115906693366354 education=5th-6th 0.2754559284562356 1.2014474767298553 education=Preschool 0.4180816667459291 -1.816573141071415 education-num 0.13265775268549287 -2.4876549063701363 marital-status=Married-civ-spouse 0.9973672680907987 1.2134445619483618 marital-status=Divorced 0.9485619405753113 1.2805695304613662 marital-status=Never-married -1.0409640788164196 -0.09950204248342287 marital-status=Separated -1.1593769675925778 0.12658145711366267 marital-status=Widowed -0.2819027000869385 1.344430796193191 marital-status=Married-spouse-absent 0.23634933024346752 1.1051560933927107 marital-status=Married-AF-spouse 0.4152662943407991 -0.47353408568508615 occupation=Tech-support -0.8030183352626727 -0.3699267711280654 occupation=Craft-repair 1.0654919259357079 0.8832761138306763 occupation=Other-service 0.18332254040016643 -0.07404767769033639 occupation=Sales -0.30048224706813853 -0.8773767293475566 occupation=Exec-managerial 2.2641242041617584 0.2606521560844368 occupation=Prof-specialty -0.8692557468958764 0.08977140377793424 occupation=Handlers-cleaners -0.19587230497278824 0.2995239975141785 occupation=Machine-op-inspct 1.3929084288315752 0.743978452213922 occupation=Adm-clerical 0.3365423960065714 1.4853642332718584 occupation=Farming-fishing -0.1042700527180949 0.32415195684385384 occupation=Transport-moving 0.3379006984129601 1.099132929174896 occupation=Priv-house-serv 0.7682614084883285 -0.1829830702436171 occupation=Protective-serv 0.6408043183441707 0.08481102951201087 occupation=Armed-Forces -0.5755519878454284 -0.32641576125604777 relationship=Wife 1.2186537300666458 1.9001134931569295 relationship=Own-child -0.7009409915157869 0.7844710444046041 relationship=Husband -0.9465617077086199 -0.6366238424880474 relationship=Not-in-family 0.01242672657713073 0.5306824515244547 relationship=Other-relative 0.11772813375167905 0.09426466702924104 relationship=Unmarried -0.16711178597675666 -0.19593212248839983 race=White -0.39113240955922646 -0.5409564856356358 race=Asian-Pac-Islander 1.4656258314907407 1.280880184657703 race=Amer-Indian-Eskimo 0.23050925892859817 3.170035165757419 race=Other -0.8155938235921599 -0.19612379665770938 race=Black 0.7965571581859485 -0.0553879675254587 sex 0.16847868475210545 -5.428424796059443 capital-gain -1.7252384802978702 -2.6438822217552245 capital-loss -0.29859943709992265 -2.691678447014134 hours-per-week -0.4183460366700859 -0.7293345457655576 native-country=United-States 0.6172619978123238 -3.4108055913564796 native-country=Cambodia -1.4345505351260848 -0.12324264055022811 native-country=England 0.625970822631588 -0.1700886622968865 native-country=Puerto-Rico -0.25891956036855596 -1.290194165856965 native-country=Canada -1.1839375667468703 -1.098184240623594 native-country=Germany -0.9667910928772062 1.033368108362915 native-country=Outlying-US(Guam-USVI-etc) -0.015918763034771917 1.5739836804406404 native-country=India -0.09993583038827666 2.1255317996745 native-country=Japan 0.697014966423203 1.5208845868743912 native-country=Greece 0.8411396325659064 1.057519472644421 native-country=South 0.44234890544427014 0.8461422558273367 native-country=China -1.3653577266860653 0.9202697857005793 native-country=Cuba 0.3941324541797139 -2.3614269298647526 native-country=Iran 0.08645797956136476 0.821465859004096 native-country=Honduras 1.3518573828916562 -0.705810998575826 native-country=Philippines 0.2336353734005785 -1.4690813049719322 native-country=Italy 0.279226102550483 1.0200642891214915 native-country=Poland 0.6739923699052791 -2.296506683213762 native-country=Jamaica 1.5428197303081972 0.5537490754422377 native-country=Vietnam -1.1991992170111947 0.3035762542610167 native-country=Mexico 0.8281114039324221 -0.3936931257967934 native-country=Portugal 0.033393899826163365 -2.1435908493715536 native-country=Ireland -0.5191984847545575 -0.93808361398916 native-country=France 1.2565014039516167 -0.8849434072983572 native-country=Dominican-Republic -0.8038773896041813 1.4538527422560565 native-country=Laos -0.47737297415538854 0.32579209656481883 native-country=Ecuador 0.14870932153675753 -0.4359113240649006 native-country=Taiwan 0.18991289658080424 1.8961112064830603 native-country=Haiti 0.24458978851064395 4.257608247762036 native-country=Columbia -0.8805609094577674 0.7017086784928063 native-country=Hungary 0.4814330002140268 -1.1111774810435548 native-country=Guatemala 0.11993922114094895 1.4599156371163649 native-country=Nicaragua -0.5743951236863569 0.6603796207729753 native-country=Scotland 0.3816807723225625 1.0088047166880176 native-country=Thailand -0.6346256862162095 1.0863884313427696 native-country=Yugoslavia 0.2164255618443314 0.23843119548004357 native-country=El-Salvador -0.8096860281509025 1.139597712892945 native-country=Trinadad&Tobago -0.8845147226605995 0.42762071962461984 native-country=Peru -0.47008005229964245 -0.3840320527073973 native-country=Hong -0.8954600275219241 -0.46829344158983904 native-country=Holand-Netherlands Hidden Weights: 3.7299233768925246 -3.729923376892525 -4.2483462061194945 4.2483462061194945 >50K <=50K Error sum for iteration 3100 = 751.8104428158424 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 7.836122420996874 0.45225602647229446 age 0.4754561367907965 0.5218193647217159 workclass=Private 0.615605527709059 1.302810696726742 workclass=Self-emp-not-inc 0.805093270484016 0.009942057606243407 workclass=Self-emp-inc -2.491675753483665 -1.3340687970299265 workclass=Federal-gov 0.849435330011465 1.0689524705307127 workclass=Local-gov -0.5863199132204051 0.33607045547348474 workclass=State-gov -0.8619012569022008 0.03251038070581474 workclass=Without-pay -0.1862099509394183 1.0734692704755575 workclass=Never-worked -0.1943178991256749 -0.4985413716431707 fnlwgt -0.6800848550249539 -0.30113472688875464 education=Bachelors -1.205017597504314 -0.013527141757255915 education=Some-college 1.658591733929225 1.5837080889392576 education=11th -0.40727192624566755 0.18473083236608392 education=HS-grad 0.0767315851536933 -0.8790469464611265 education=Prof-school -0.986908370126295 -0.4320718444157643 education=Assoc-acdm -1.4176079798016712 -0.25814747994578957 education=Assoc-voc -0.16237092048986873 0.6999105653195337 education=9th 0.7830345036721658 0.7822536639923027 education=7th-8th 1.0604179766921296 2.1896460743316086 education=12th 1.809532378069676 -0.14104866954898357 education=Masters 0.420046767658923 3.283860747651134 education=1st-4th 0.43353610358794975 0.9000879190189999 education=10th -2.21813342679956 -1.4436032012015847 education=Doctorate -2.3849772653440193 -1.74471354688384 education=5th-6th 0.27322481286799843 1.2094551402214475 education=Preschool 0.3521803607673677 -1.8473141631907606 education-num 0.16239859236558998 -2.4938795698146046 marital-status=Married-civ-spouse 1.0090411596130868 1.2237772899119916 marital-status=Divorced 0.9323884963216164 1.2675302602185263 marital-status=Never-married -1.0764384313247402 -0.10859610358368098 marital-status=Separated -1.1796239825448622 0.12488171138911867 marital-status=Widowed -0.2827877221607193 1.3650029171578582 marital-status=Married-spouse-absent 0.2380248668857698 1.102819853403681 marital-status=Married-AF-spouse 0.400779044013066 -0.4797519686438844 occupation=Tech-support -0.8134637913908402 -0.37543224838578787 occupation=Craft-repair 1.1007090846795358 0.8997135022757996 occupation=Other-service 0.21589367545087204 -0.06624911247661883 occupation=Sales -0.20977642630419593 -0.8464965342450366 occupation=Exec-managerial 2.1978124761615323 0.2621666909318635 occupation=Prof-specialty -0.8885459629083895 0.061847836303737615 occupation=Handlers-cleaners -0.18008755844682606 0.30490003543587996 occupation=Machine-op-inspct 1.4300344302122114 0.7615718763001417 occupation=Adm-clerical 0.3674439616001072 1.4884121448236975 occupation=Farming-fishing -0.176055872368205 0.300945130159058 occupation=Transport-moving 0.34052409886517654 1.1162594928535423 occupation=Priv-house-serv 0.660472691574065 -0.21861019211129154 occupation=Protective-serv 0.6424389801494488 0.08133322526759774 occupation=Armed-Forces -0.5949273129547346 -0.3286671722327734 relationship=Wife 1.2461694354835253 1.9327907517124339 relationship=Own-child -0.7355018289504652 0.7797612676339338 relationship=Husband -0.9603286507128401 -0.6541044588838394 relationship=Not-in-family 0.007618861770716059 0.5208486457015026 relationship=Other-relative 0.13501313714222687 0.09447316230502234 relationship=Unmarried -0.16898870078197417 -0.19344047515096496 race=White -0.3461701208795386 -0.5369047017723391 race=Asian-Pac-Islander 1.492411834721505 1.2961726092536776 race=Amer-Indian-Eskimo 0.24659915520965914 3.1956294870723436 race=Other -0.9272860541294049 -0.24484455446600917 race=Black 0.7839806785466215 -0.05806582563990951 sex 0.11042473055979081 -5.467408707340954 capital-gain -1.7865394839611233 -2.6696458758504313 capital-loss -0.23399235637447272 -2.6705769690795864 hours-per-week -0.2874453701791107 -0.6985263048362845 native-country=United-States 0.5650900387276296 -3.436114655681084 native-country=Cambodia -1.4586156037208198 -0.15142294425091124 native-country=England 0.6084375405194328 -0.15980568076715954 native-country=Puerto-Rico -0.3404030402403657 -1.3225247040717247 native-country=Canada -1.1116684610040912 -1.1135535317458147 native-country=Germany -0.9687582603658249 1.0346386738543838 native-country=Outlying-US(Guam-USVI-etc) 0.008518844769555538 1.5779418022833094 native-country=India -0.09829970220537952 2.1478243904648875 native-country=Japan 0.6845415440191865 1.5208564853405735 native-country=Greece 0.8272756158289314 1.1049170485827469 native-country=South 0.4666765597392675 0.870830852012928 native-country=China -1.4185253155138748 0.8821620835188564 native-country=Cuba 0.37731550015578924 -2.3712270827865827 native-country=Iran 0.08042399499564758 0.8333245055613624 native-country=Honduras 1.3540963712100031 -0.6743041368309737 native-country=Philippines 0.256555505785445 -1.454600488851721 native-country=Italy 0.32878403059549693 1.029522797317546 native-country=Poland 0.5166868248387547 -2.357708354332173 native-country=Jamaica 1.592115588794725 0.5699096645311451 native-country=Vietnam -1.1461650420400178 0.2610347645258987 native-country=Mexico 0.8086852955766607 -0.41160144938532717 native-country=Portugal 0.06375183707823211 -2.154029973209806 native-country=Ireland -0.5184531802029018 -0.9492956786068834 native-country=France 1.2629225208489092 -0.8750791578083269 native-country=Dominican-Republic -0.8002410667644503 1.4492639348460497 native-country=Laos -0.4790578731663012 0.3341640662279487 native-country=Ecuador 0.07750443963487666 -0.4400979850041204 native-country=Taiwan 0.18295160032115274 1.9199923516040052 native-country=Haiti 0.22783561492723423 4.281104520119383 native-country=Columbia -0.882540213853982 0.7016094030546113 native-country=Hungary 0.5253462227014218 -1.1393266497272212 native-country=Guatemala 0.11290194189082903 1.4818017685716112 native-country=Nicaragua -0.5768322495137012 0.6620092027749346 native-country=Scotland 0.40722497469790886 1.014201089380604 native-country=Thailand -0.6353871483883216 1.0922954246616017 native-country=Yugoslavia 0.18012065735145932 0.23252970083613964 native-country=El-Salvador -0.8107064438484696 1.1400529715180048 native-country=Trinadad&Tobago -0.9155693160678894 0.4325586893642855 native-country=Peru -0.4728141013117149 -0.38343407860757917 native-country=Hong -0.8974393319181386 -0.4683927170280541 native-country=Holand-Netherlands Hidden Weights: 3.7885579351128023 -3.788557935112802 -4.250994448410357 4.2509944484103555 >50K <=50K Error sum for iteration 3200 = 751.6988936878287 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 7.955580024526856 0.4852484754392859 age 0.4137741744421989 0.5067046089404621 workclass=Private 0.7090847491656947 1.314995712407516 workclass=Self-emp-not-inc 0.7485660044867394 -0.0055409805412628575 workclass=Self-emp-inc -2.4946147660486417 -1.3283051305707483 workclass=Federal-gov 0.8433271635111038 1.071135872619804 workclass=Local-gov -0.5707179925425496 0.3461785780800093 workclass=State-gov -0.8634345875419364 0.033114405131271084 workclass=Without-pay -0.1875238573338427 1.0734856996309832 workclass=Never-worked -0.14374259886253377 -0.47593238828210527 fnlwgt -0.7261291934425772 -0.3154199650000011 education=Bachelors -1.1910563677398145 -0.010353365963370833 education=Some-college 1.6606583501621288 1.5980551125097744 education=11th -0.37984143309971735 0.18754549870908932 education=HS-grad 0.11426731914500025 -0.8656330691237971 education=Prof-school -1.0075841220224235 -0.4448090220884728 education=Assoc-acdm -1.4100714801396725 -0.26006850337343246 education=Assoc-voc -0.21219906486714746 0.6775203032354904 education=9th 0.852497219795587 0.7829059478661072 education=7th-8th 1.080611237962575 2.2192789746589945 education=12th 1.8103428706942535 -0.13900927782483286 education=Masters 0.44292419742801714 3.336443899138849 education=1st-4th 0.4887810396633991 0.8877752119367206 education=10th -2.311677992109793 -1.4731808992200641 education=Doctorate -2.462027287754659 -1.7777630626556105 education=5th-6th 0.27171447315390496 1.217465991663151 education=Preschool 0.3002564475895993 -1.8742957600342445 education-num 0.19726481323344475 -2.497145824431975 marital-status=Married-civ-spouse 1.021998893957581 1.232106271948844 marital-status=Divorced 0.919926781583567 1.2542990230425406 marital-status=Never-married -1.1087187370909346 -0.1176211481576118 marital-status=Separated -1.2037932339997204 0.1230320376327035 marital-status=Widowed -0.2842982201552542 1.386718916427905 marital-status=Married-spouse-absent 0.2409140857105676 1.1003935195529837 marital-status=Married-AF-spouse 0.388295543650534 -0.48582186938912925 occupation=Tech-support -0.8278537893343882 -0.3814987267559916 occupation=Craft-repair 1.138599201722782 0.9164205851396087 occupation=Other-service 0.24257748512410054 -0.06006340795368104 occupation=Sales -0.13651951986806596 -0.8214563996212594 occupation=Exec-managerial 2.1400458678597247 0.26116493364772964 occupation=Prof-specialty -0.88413043132298 0.0493501904775557 occupation=Handlers-cleaners -0.17212923966119964 0.3083046396230946 occupation=Machine-op-inspct 1.4579897052588178 0.7746702497119707 occupation=Adm-clerical 0.3997436362385183 1.4911141791956126 occupation=Farming-fishing -0.2424415446513917 0.2787104214015482 occupation=Transport-moving 0.3441650657884403 1.1337701364410624 occupation=Priv-house-serv 0.5661987058600764 -0.25155388952742586 occupation=Protective-serv 0.6447322039452822 0.07786027751869745 occupation=Armed-Forces -0.6185386554119 -0.33248047022615795 relationship=Wife 1.2785428322567534 1.9649364135705734 relationship=Own-child -0.7659923145372484 0.7746876036655007 relationship=Husband -0.9770464001797743 -0.6716247405453554 relationship=Not-in-family 0.006710792677764662 0.5148762927742926 relationship=Other-relative 0.15597269745078365 0.09493710517423516 relationship=Unmarried -0.18715691945679944 -0.1976334011898717 race=White -0.2997045198515004 -0.5320837804167953 race=Asian-Pac-Islander 1.5195293002670116 1.3081803192885688 race=Amer-Indian-Eskimo 0.26252313414628137 3.2229065129332373 race=Other -1.015705664092333 -0.28454370665718537 race=Black 0.7699509218815123 -0.060967467331008086 sex 0.05527323725398649 -5.506001320897601 capital-gain -1.8365856646303296 -2.69010617701459 capital-loss -0.16243182433336778 -2.6478465805647824 hours-per-week -0.18765654476618732 -0.6717974654694843 native-country=United-States 0.5124528302017718 -3.4617373654913064 native-country=Cambodia -1.472392074499564 -0.17922705560346242 native-country=England 0.5901562315977436 -0.1483199287856635 native-country=Puerto-Rico -0.43030141034619246 -1.3601476746790937 native-country=Canada -1.0348195411654877 -1.1153444291341794 native-country=Germany -0.970136511960272 1.035770291764866 native-country=Outlying-US(Guam-USVI-etc) 0.03586957329468501 1.5838279550793677 native-country=India -0.09480580164827399 2.170707928076173 native-country=Japan 0.6732390418138021 1.5225949716940026 native-country=Greece 0.8140641587684028 1.154316589459662 native-country=South 0.49427398658892063 0.8933018543576541 native-country=China -1.4685713590508644 0.8342889544275115 native-country=Cuba 0.3556649919377012 -2.3789227654373986 native-country=Iran 0.07461515765156537 0.8451171550730945 native-country=Honduras 1.348755561134019 -0.6448565913776754 native-country=Philippines 0.2808690549673369 -1.4361532417618452 native-country=Italy 0.3840425575731357 1.0428279652157597 native-country=Poland 0.38715836918882923 -2.431278470841844 native-country=Jamaica 1.6442500249891179 0.5869158213967517 native-country=Vietnam -1.089125522879596 0.23176692094313606 native-country=Mexico 0.7860788750800515 -0.431972855247423 native-country=Portugal 0.09646666469078248 -2.1614457947064376 native-country=Ireland -0.5169442615406473 -0.9599412557686936 native-country=France 1.268456701731481 -0.8587884960895567 native-country=Dominican-Republic -0.7956287748885228 1.4445755953959842 native-country=Laos -0.47960109163712505 0.3426879747670906 native-country=Ecuador 0.006936830427081912 -0.4469535031196171 native-country=Taiwan 0.1764082800604865 1.9442708495763195 native-country=Haiti 0.212944131949927 4.3010520929493685 native-country=Columbia -0.8838541202484219 0.701625832210108 native-country=Hungary 0.5706356456322403 -1.1669900369559112 native-country=Guatemala 0.10630943803963556 1.5029278648030366 native-country=Nicaragua -0.5785980549220514 0.6637217284045996 native-country=Scotland 0.43167366208641 1.0194104642162676 native-country=Thailand -0.6354047199531734 1.0982645002851352 native-country=Yugoslavia 0.14575309522057298 0.22354278643392356 native-country=El-Salvador -0.8107702246007455 1.1401335782249515 native-country=Trinadad&Tobago -0.9423793239982767 0.43568380220969316 native-country=Peru -0.47487235683158135 -0.38277461258360485 native-country=Hong -0.8987532383125786 -0.46837628787254953 native-country=Holand-Netherlands Hidden Weights: 3.8436391483155545 -3.84363914831555 -4.2539531032720115 4.2539531032720115 >50K <=50K Error sum for iteration 3300 = 751.529737772796 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 8.060231900971452 0.5151743554679645 age 0.3619115265560078 0.49403488327691225 workclass=Private 0.7894213790028562 1.3235961956488629 workclass=Self-emp-not-inc 0.6964457327047159 -0.020098292026659626 workclass=Self-emp-inc -2.491071005298995 -1.3188334229428824 workclass=Federal-gov 0.8368610386432898 1.0721784190778634 workclass=Local-gov -0.5558911213968504 0.3555370747171083 workclass=State-gov -0.864474211509004 0.0338199467535028 workclass=Without-pay -0.1883759511185453 1.0736158155267645 workclass=Never-worked -0.08669737472589122 -0.4479223637819831 fnlwgt -0.7564731142689352 -0.324923583756576 education=Bachelors -1.175562097612972 -0.006786585972595462 education=Some-college 1.6619657661955647 1.6090670142302195 education=11th -0.35431121105872804 0.18978388875038918 education=HS-grad 0.1525519366221788 -0.8513975593364574 education=Prof-school -1.019420403212721 -0.4529851513568672 education=Assoc-acdm -1.3998846531110976 -0.2608894362654808 education=Assoc-voc -0.2615126906896378 0.654212595827494 education=9th 0.9197484981213675 0.7829291525368915 education=7th-8th 1.1003255588168848 2.2501526083335435 education=12th 1.808474505012181 -0.136425514139852 education=Masters 0.4660395999671173 3.387109956006536 education=1st-4th 0.5393862111338406 0.8780063537092817 education=10th -2.4088982269927137 -1.5074493396968236 education=Doctorate -2.54236586328695 -1.8119955486592494 education=5th-6th 0.270695700360822 1.2254677057581693 education=Preschool 0.2600053001110301 -1.8970581226118142 education-num 0.23404479461616812 -2.4982773425402316 marital-status=Married-civ-spouse 1.0346470672340116 1.2390401480012112 marital-status=Divorced 0.909352853385989 1.2414574232503588 marital-status=Never-married -1.1361527292463642 -0.1260409240379754 marital-status=Separated -1.229771761533102 0.12088381953537027 marital-status=Widowed -0.2864126422930381 1.40878682354354 marital-status=Married-spouse-absent 0.24480539430514406 1.0978845867006735 marital-status=Married-AF-spouse 0.3781653333774057 -0.4911703643106022 occupation=Tech-support -0.8435161608084417 -0.3878723068888468 occupation=Craft-repair 1.1769260331516032 0.9324977209570091 occupation=Other-service 0.26256923873674426 -0.05608995825567228 occupation=Sales -0.08141610422791068 -0.802931639080461 occupation=Exec-managerial 2.0900476049165633 0.2582403845221976 occupation=Prof-specialty -0.8609570470813499 0.05134048818728909 occupation=Handlers-cleaners -0.17229469551790916 0.3085586883805205 occupation=Machine-op-inspct 1.4755847793418573 0.7830036912772579 occupation=Adm-clerical 0.4322940049236768 1.4934710517587961 occupation=Farming-fishing -0.3009546043518209 0.25829296863750545 occupation=Transport-moving 0.34849877559510367 1.1513911633475664 occupation=Priv-house-serv 0.4881089025272851 -0.27932684907735617 occupation=Protective-serv 0.6474707667640281 0.07442883016285869 occupation=Armed-Forces -0.64665065891802 -0.3380578098535857 relationship=Wife 1.3144198925140382 1.9961082941360042 relationship=Own-child -0.7936304140258937 0.7696008154218281 relationship=Husband -0.9944274802303376 -0.6883930995743325 relationship=Not-in-family 0.00867613172549111 0.5126916197821223 relationship=Other-relative 0.17933216820527048 0.09520400704294295 relationship=Unmarried -0.21266349697879172 -0.2054046908784764 race=White -0.25654649542708924 -0.5282634019991096 race=Asian-Pac-Islander 1.5464253504183074 1.3165109465800064 race=Amer-Indian-Eskimo 0.27776841125464435 3.251805586858795 race=Other -1.0865756574555232 -0.3161309899573488 race=Black 0.7516298159222173 -0.0653169421830332 sex 0.003026837179225874 -5.5437374576867855 capital-gain -1.8760909633527592 -2.7063083528710057 capital-loss -0.0894414634345497 -2.626006587911043 hours-per-week -0.11272210193802276 -0.6504501946975363 native-country=United-States 0.45957571584939494 -3.4877848408002725 native-country=Cambodia -1.4762917017070767 -0.20201935090159204 native-country=England 0.5711602728440947 -0.13680809284990855 native-country=Puerto-Rico -0.5272425540676138 -1.4043954104157923 native-country=Canada -0.9578489580389856 -1.1057958612927232 native-country=Germany -0.970968013756885 1.036764916108901 native-country=Outlying-US(Guam-USVI-etc) 0.06346757814202326 1.5921109684219452 native-country=India -0.0898697310791769 2.1938680098531673 native-country=Japan 0.662926468061244 1.5257643077189789 native-country=Greece 0.8018769629792781 1.205335196345319 native-country=South 0.5247057005145331 0.9123262155850265 native-country=China -1.5135495727480357 0.7806930315383742 native-country=Cuba 0.3295796551848104 -2.385944436963943 native-country=Iran 0.06891168311368873 0.8567670088712235 native-country=Honduras 1.3366763797031413 -0.6196932196679511 native-country=Philippines 0.306249200476793 -1.4163010613983813 native-country=Italy 0.4422981404744825 1.058796838681433 native-country=Poland 0.2853018140098382 -2.508217296070026 native-country=Jamaica 1.6984622458098346 0.6038589901723248 native-country=Vietnam -1.032836069770011 0.21511433839692878 native-country=Mexico 0.7609689496715409 -0.4542578525411875 native-country=Portugal 0.1305180469113779 -2.165927410490938 native-country=Ireland -0.5149345943003061 -0.9700980289516127 native-country=France 1.2730865090796755 -0.8383432568635747 native-country=Dominican-Republic -0.7904428153193331 1.439937125978213 native-country=Laos -0.4792478312851179 0.3513493331195975 native-country=Ecuador -0.062021141609466014 -0.4558953601781007 native-country=Taiwan 0.17029373833507833 1.9683113862665786 native-country=Haiti 0.19967401272683175 4.318370281514637 native-country=Columbia -0.8847062140331199 0.7017559481059986 native-country=Hungary 0.6153611345608869 -1.1936370245075762 native-country=Guatemala 0.10015908266668422 1.523252601371438 native-country=Nicaragua -0.5798930449111936 0.6655224376157959 native-country=Scotland 0.45461643747147173 1.0239018698095208 native-country=Thailand -0.6349120020776191 1.1042732070947725 native-country=Yugoslavia 0.11337491718275924 0.21165929879325493 native-country=El-Salvador -0.8101895381683974 1.1399872262344661 native-country=Trinadad&Tobago -0.9648013432465569 0.4368123613047055 native-country=Peru -0.47645474968913815 -0.3820367034001472 native-country=Hong -0.8996053320972766 -0.4682461719767173 native-country=Holand-Netherlands Hidden Weights: 3.8937051477202673 -3.8937051477202695 -4.257073479691645 4.257073479691646 >50K <=50K Error sum for iteration 3400 = 751.3988918296743 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 8.152802524730859 0.5433701333792129 age 0.3176615940940316 0.48326287803490703 workclass=Private 0.8550172329761546 1.329172807960375 workclass=Self-emp-not-inc 0.6512153585994152 -0.032905219619539544 workclass=Self-emp-inc -2.481834303963107 -1.3067742526704973 workclass=Federal-gov 0.8303530410747592 1.0722468324775316 workclass=Local-gov -0.5428929552975325 0.3636236412397379 workclass=State-gov -0.8652303975205307 0.03458204144394954 workclass=Without-pay -0.18897020236779039 1.0738140771508813 workclass=Never-worked -0.025359832969248434 -0.41649666374879146 fnlwgt -0.7737000053467006 -0.3299130765165732 education=Bachelors -1.158234906340918 -0.002483638368949858 education=Some-college 1.6627729907749957 1.617442470764346 education=11th -0.32974525344904915 0.1922136051087761 education=HS-grad 0.19083645733071036 -0.836559316443115 education=Prof-school -1.026713615934435 -0.4584675832193543 education=Assoc-acdm -1.3876966176854797 -0.26084977818389865 education=Assoc-voc -0.3097190129699331 0.6302075971431808 education=9th 0.9837649640385279 0.7823056510856503 education=7th-8th 1.1194189141630155 2.282069868886102 education=12th 1.8039744272700176 -0.13280459864300787 education=Masters 0.48910803646196566 3.4359295023389054 education=1st-4th 0.5852641699423483 0.8706147051671982 education=10th -2.508550090460183 -1.5467092362273502 education=Doctorate -2.6242404794404206 -1.8477876685444363 education=5th-6th 0.2699575076598215 1.2334263305999924 education=Preschool 0.22802359504461145 -1.9164426222395132 education-num 0.2711438857470989 -2.4979461115308417 marital-status=Married-civ-spouse 1.045232214474085 1.244839423510323 marital-status=Divorced 0.8990402825088079 1.2289772932229424 marital-status=Never-married -1.1584969683382156 -0.13340197351828026 marital-status=Separated -1.2560634255483492 0.1182504936798131 marital-status=Widowed -0.28872217024144986 1.4307291647871572 marital-status=Married-spouse-absent 0.24946538912800068 1.0952601686635888 marital-status=Married-AF-spouse 0.36988139161902756 -0.49557707803351775 occupation=Tech-support -0.8593650470857537 -0.39438735021202864 occupation=Craft-repair 1.213786704172896 0.9475808457320024 occupation=Other-service 0.27723438275727935 -0.0538898132464001 occupation=Sales -0.0412249098707555 -0.7896517559086527 occupation=Exec-managerial 2.045963418515226 0.25405077532078185 occupation=Prof-specialty -0.8259333698182633 0.06291820747147882 occupation=Handlers-cleaners -0.1784454737749957 0.3061592375653229 occupation=Machine-op-inspct 1.4832101411083571 0.787144364584223 occupation=Adm-clerical 0.4641833100861258 1.4955304251016937 occupation=Farming-fishing -0.3504215002545852 0.24029079194053313 occupation=Transport-moving 0.35321947316681024 1.168842092481699 occupation=Priv-house-serv 0.42492499730535727 -0.30183626900327326 occupation=Protective-serv 0.6504397819366506 0.07102115155487679 occupation=Armed-Forces -0.6793374811656991 -0.3454697527416849 relationship=Wife 1.3523814493133834 2.0261218175294013 relationship=Own-child -0.8192969206515296 0.7648686329028667 relationship=Husband -1.011344911328695 -0.7042943569330246 relationship=Not-in-family 0.012965690144961533 0.5135943078703277 relationship=Other-relative 0.20403229546870252 0.09510884106492577 relationship=Unmarried -0.24053904559914102 -0.2147681503143452 race=White -0.2176069195916125 -0.5253607205990357 race=Asian-Pac-Islander 1.5727127458584247 1.321627605040872 race=Amer-Indian-Eskimo 0.29218031807363615 3.281946674386596 race=Other -1.1460642531699463 -0.3423505567965795 race=Black 0.7281926305937942 -0.07187500494030981 sex -0.04641003109142374 -5.580342845005388 capital-gain -1.9056989046090236 -2.718565503719217 capital-loss -0.017817874262156235 -2.605834730551572 hours-per-week -0.05352987994996096 -0.6327514093770171 native-country=United-States 0.4064867738090095 -3.514133584912989 native-country=Cambodia -1.4726178477177956 -0.21786834758408388 native-country=England 0.5514768104611145 -0.12609638709903537 native-country=Puerto-Rico -0.6306295782572446 -1.4556716404629397 native-country=Canada -0.8824503328006095 -1.0884851132559508 native-country=Germany -0.9713841286749608 1.0375994531134531 native-country=Outlying-US(Guam-USVI-etc) 0.08978121872569277 1.6029174134245285 native-country=India -0.08385417927413881 2.2169834289892796 native-country=Japan 0.6533838383476602 1.529882421215633 native-country=Greece 0.790789988545948 1.2572870767524904 native-country=South 0.557610147032873 0.9278129546578557 native-country=China -1.5533117432191337 0.7250172065126499 native-country=Cuba 0.29953664176908956 -2.393279863830873 native-country=Iran 0.06318865014722347 0.8681604394398057 native-country=Honduras 1.319001951063686 -0.5994168556784355 native-country=Philippines 0.33244908589489414 -1.3966227519312706 native-country=Italy 0.5013458251785076 1.0761971732561406 native-country=Poland 0.20454869469332668 -2.5822838436784563 native-country=Jamaica 1.7541931519846314 0.6204101707369079 native-country=Vietnam -0.9786557786024768 0.20774841780142336 native-country=Mexico 0.7339158689584324 -0.4781874685819119 native-country=Portugal 0.16521217102278657 -2.167964552078859 native-country=Ireland -0.5126635196143619 -0.9798773064921156 native-country=France 1.2769500081378704 -0.8155238888730065 native-country=Dominican-Republic -0.7849886532165736 1.4353769314343492 native-country=Laos -0.47825368555191067 0.360096505624961 native-country=Ecuador -0.1287756855714353 -0.4664063076350988 native-country=Taiwan 0.16452615423065936 1.991685305730365 native-country=Haiti 0.18767328863079613 4.333702886452733 native-country=Columbia -0.8853004652824104 0.7019542097301215 native-country=Hungary 0.6582719132318127 -1.2190475284793885 native-country=Guatemala 0.09438765808216422 1.542731232560932 native-country=Nicaragua -0.5809210716890971 0.6673716341213748 native-country=Scotland 0.47595837776603533 1.0273469667204034 native-country=Thailand -0.6341353126455161 1.1102588807053844 native-country=Yugoslavia 0.08266577551320316 0.19713965141243453 native-country=El-Salvador -0.8092161197054671 1.1396481182746354 native-country=Trinadad&Tobago -0.9831093573107376 0.4359847561211611 native-country=Peru -0.4777680460847347 -0.3812523299685779 native-country=Hong -0.900199583346567 -0.46804791035259224 native-country=Holand-Netherlands Hidden Weights: 3.9386618601796637 -3.9386618601796646 -4.260586265351155 4.260586265351156 >50K <=50K Error sum for iteration 3500 = 751.3450984899613 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 8.236367878944899 0.5704740291766172 age 0.2795116844451183 0.4739194610728744 workclass=Private 0.9066123716476776 1.33221046132853 workclass=Self-emp-not-inc 0.6136647809591665 -0.04375858797044128 workclass=Self-emp-inc -2.4677787224024144 -1.292636640323534 workclass=Federal-gov 0.8238040991233383 1.0714087172600428 workclass=Local-gov -0.5323422043746044 0.3702586343650804 workclass=State-gov -0.8658135616565171 0.03537283226392043 workclass=Without-pay -0.18941227718253076 1.074051820426193 workclass=Never-worked 0.03868177253932471 -0.38255158970668884 fnlwgt -0.7809942799996701 -0.3310916554913347 education=Bachelors -1.1394837516477274 0.0025549140035710633 education=Some-college 1.6632435224796789 1.6237911467132875 education=11th -0.3061296701137579 0.19495372254447407 education=HS-grad 0.22863128465302138 -0.8211161140069022 education=Prof-school -1.0314435255575343 -0.4621861798461952 education=Assoc-acdm -1.373790687766433 -0.2598491579126616 education=Assoc-voc -0.35640453599897 0.6058054922372567 education=9th 1.0441846335531642 0.7812358097071922 education=7th-8th 1.138034455029407 2.3148018425369474 education=12th 1.7968491914948184 -0.12814416357226313 education=Masters 0.511979636720485 3.483018126455181 education=1st-4th 0.62679930044183 0.8649585797559349 education=10th -2.608528722891974 -1.5910135817221718 education=Doctorate -2.706457409956796 -1.8847171825500821 education=5th-6th 0.26939825002023376 1.2413390747034934 education=Preschool 0.20218562335325568 -1.933476314367727 education-num 0.30781844205246384 -2.4965533061350773 marital-status=Married-civ-spouse 1.052542091327622 1.2493689176341773 marital-status=Divorced 0.8885373878067258 1.216875132017903 marital-status=Never-married -1.176195967825047 -0.13944838310034405 marital-status=Separated -1.2818763595600426 0.11511287437438605 marital-status=Widowed -0.2906151862387102 1.4524155401049423 marital-status=Married-spouse-absent 0.2547576779456296 1.092503833048605 marital-status=Married-AF-spouse 0.3628873179912346 -0.49905356300696496 occupation=Tech-support -0.8754200647982988 -0.4010687592452848 occupation=Craft-repair 1.248068828508494 0.9614941629824778 occupation=Other-service 0.28811670858188276 -0.052858092044542455 occupation=Sales -0.012490111726216628 -0.7801859881975248 occupation=Exec-managerial 2.0068236621299382 0.2491241482905141 occupation=Prof-specialty -0.7843202935806877 0.08006252937480249 occupation=Handlers-cleaners -0.18817937550314684 0.3020547066595947 occupation=Machine-op-inspct 1.4820655581464552 0.7877529554374173 occupation=Adm-clerical 0.4948197675223867 1.4973107598260638 occupation=Farming-fishing -0.390561771373025 0.22504099356682572 occupation=Transport-moving 0.3581442332938066 1.1859271616007965 occupation=Priv-house-serv 0.3742510282411731 -0.3198064218002532 occupation=Protective-serv 0.6535221665046889 0.06763138396218288 occupation=Armed-Forces -0.716363881551883 -0.3546121353923325 relationship=Wife 1.3914224287860908 2.054801220889138 relationship=Own-child -0.8436931997128012 0.7606914346346649 relationship=Husband -1.0270287884523743 -0.7192009133608744 relationship=Not-in-family 0.019456974498131312 0.516907904004745 relationship=Other-relative 0.22941754080736504 0.09467038477225555 relationship=Unmarried -0.26907629593386695 -0.2249404987580381 race=White -0.1821585658649304 -0.5227908346979573 race=Asian-Pac-Islander 1.5982592812046512 1.3240343622405164 race=Amer-Indian-Eskimo 0.3058090504119253 3.312958660026549 race=Other -1.1978975968382577 -0.3650761745141294 race=Black 0.7002937993300581 -0.0808007183298894 sex -0.09313402368056153 -5.615614347825183 capital-gain -1.9263691828170488 -2.726870538835962 capital-loss 0.05118170146380189 -2.5872075350433206 hours-per-week -0.004254176504215923 -0.6171003068377986 native-country=United-States 0.35322192481379655 -3.5405568689061546 native-country=Cambodia -1.4635731269989956 -0.22661368857085773 native-country=England 0.5311804807556498 -0.1165823510794738 native-country=Puerto-Rico -0.7393152046569352 -1.5137283231566145 native-country=Canada -0.8091039022381189 -1.06631462450953 native-country=Germany -0.9714665296695479 1.03827283952211 native-country=Outlying-US(Guam-USVI-etc) 0.11418324915399392 1.6162040207471 native-country=India -0.07697747299451681 2.2398207795337766 native-country=Japan 0.6444772321530295 1.53454086575467 native-country=Greece 0.7807863959747486 1.3094810703700712 native-country=South 0.5927505160724202 0.940185219254381 native-country=China -1.5882752579198747 0.6699426310539762 native-country=Cuba 0.26595914725162073 -2.401349463626197 native-country=Iran 0.057398357526674514 0.8792324917451645 native-country=Honduras 1.2967836577025111 -0.5836812173735362 native-country=Philippines 0.359329086245224 -1.377724109444311 native-country=Italy 0.5597277680471416 1.094183877424941 native-country=Poland 0.1393690635280949 -2.650387825379344 native-country=Jamaica 1.8110873933266964 0.6365168348647058 native-country=Vietnam -0.9265071103120922 0.20646996266507617 native-country=Mexico 0.7054182967307885 -0.5036203638364806 native-country=Portugal 0.20016598844419006 -2.1680386995040215 native-country=Ireland -0.510258243192767 -0.9893473492200712 native-country=France 1.2802506546327934 -0.7913421183239666 native-country=Dominican-Republic -0.7794219721520682 1.4308997466619242 native-country=Laos -0.47677089630735825 0.368903564727601 native-country=Ecuador -0.19276431527291002 -0.4780441120329765 native-country=Taiwan 0.1590563751435359 2.0141819458131893 native-country=Haiti 0.17668232800354977 4.347498396748841 native-country=Columbia -0.8857425400972077 0.7021919530054885 native-country=Hungary 0.6987480526446819 -1.243157344340665 native-country=Guatemala 0.0889750896387064 1.561371919108875 native-country=Nicaragua -0.5817895390137587 0.669246935868092 native-country=Scotland 0.4957775345583383 1.0295937618996418 native-country=Thailand -0.6331954118600679 1.116188202088612 native-country=Yugoslavia 0.05324158784465124 0.18036102634611917 native-country=El-Salvador -0.8079764152516312 1.139130624180173 native-country=Trinadad&Tobago -0.9976876523671799 0.4334675302981814 native-country=Peru -0.47892139643389436 -0.3804417014555449 native-country=Hong -0.9006416581613643 -0.46781016707725864 native-country=Holand-Netherlands Hidden Weights: 3.9790855854539156 -3.9790855854539133 -4.264733940206474 4.264733940206473 >50K <=50K Error sum for iteration 3600 = 751.3380167560948 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 8.313378769854618 0.5962914768346367 age 0.2467983636405071 0.4657666561016527 workclass=Private 0.9459012543388846 1.3331813107930304 workclass=Self-emp-not-inc 0.5837762272914863 -0.05272677078406362 workclass=Self-emp-inc -2.450110402044868 -1.276773341109986 workclass=Federal-gov 0.8169532587289204 1.06969262038496 workclass=Local-gov -0.5243618855281776 0.37548764122578904 workclass=State-gov -0.8662687581504076 0.03618490810040319 workclass=Without-pay -0.18974363648021883 1.0743210302072632 workclass=Never-worked 0.10392224871231666 -0.34665906807589975 fnlwgt -0.7816218406520206 -0.3293405834109968 education=Bachelors -1.120043005979274 0.00820356625364381 education=Some-college 1.6635336846750064 1.6284386608436505 education=11th -0.283780002662848 0.1979075164667424 education=HS-grad 0.2655702869095262 -0.8052891185125299 education=Prof-school -1.0346012021893574 -0.464500153767777 education=Assoc-acdm -1.3585176158737824 -0.2577088143840308 education=Assoc-voc -0.4012798892608827 0.5812920149097737 education=9th 1.1009758255225282 0.7798763508723048 education=7th-8th 1.1564106718224199 2.348058692209684 education=12th 1.7870648574157075 -0.12284086198145977 education=Masters 0.5345732219346373 3.5284810769304937 education=1st-4th 0.6644094508597452 0.8604459796220286 education=10th -2.705399669113715 -1.6393682402371366 education=Doctorate -2.788343460273768 -1.9220786989541634 education=5th-6th 0.26898375418087017 1.2492243214400556 education=Preschool 0.18165910037008265 -1.948858433389837 education-num 0.3435440926757026 -2.4944052164247106 marital-status=Married-civ-spouse 1.0559324017767182 1.2522968806235948 marital-status=Divorced 0.8784607370020718 1.2054843063444345 marital-status=Never-married -1.1900197233075402 -0.144158556733574 marital-status=Separated -1.3069168416715682 0.11146853880958528 marital-status=Widowed -0.29161476658311003 1.4740060838805735 marital-status=Married-spouse-absent 0.2606117961510546 1.0896207181600996 marital-status=Married-AF-spouse 0.3567778345936063 -0.501702054799408 occupation=Tech-support -0.892002542818158 -0.4079141158098109 occupation=Craft-repair 1.2792334904117846 0.9741093244738981 occupation=Other-service 0.2961353593035643 -0.05258244887643362 occupation=Sales 0.007512882676147672 -0.773445419158742 occupation=Exec-managerial 1.9729656145370884 0.24395478283363625 occupation=Prof-specialty -0.7397839005835862 0.10018537789054506 occupation=Handlers-cleaners -0.19975619195813157 0.29709669183410525 occupation=Machine-op-inspct 1.4737279090062925 0.7854070442664856 occupation=Adm-clerical 0.5238213020692167 1.498814260887051 occupation=Farming-fishing -0.42183029105330067 0.2126557014222884 occupation=Transport-moving 0.3631689650517206 1.2025304178116636 occupation=Priv-house-serv 0.33380003720339496 -0.33403042008796174 occupation=Protective-serv 0.6566672809498599 0.06426944990120904 occupation=Armed-Forces -0.7571038546718946 -0.36528384742444486 relationship=Wife 1.4307685695034378 2.081907138033201 relationship=Own-child -0.8674717147851801 0.7570972039088908 relationship=Husband -1.0407599607214262 -0.7327551795596436 relationship=Not-in-family 0.02803709730586422 0.5220472551983848 relationship=Other-relative 0.25510190757603945 0.09401426232532618 relationship=Unmarried -0.29742236847422326 -0.23546762946908661 race=White -0.14950568744565956 -0.5201061607379723 race=Asian-Pac-Islander 1.6230666000774057 1.3240765989076702 race=Amer-Indian-Eskimo 0.31877069475881237 3.3445490492975365 race=Other -1.244281036806704 -0.3853666165479329 race=Black 0.6695892234464432 -0.09180858591880924 sex -0.13725830775460723 -5.649417041426566 capital-gain -1.9393974862618963 -2.7313096190119652 capital-loss 0.11685035244639826 -2.569838234050239 hours-per-week 0.03756003646254115 -0.6028380316717729 native-country=United-States 0.29982262945904914 -3.566847946722749 native-country=Cambodia -1.4508712501915213 -0.22885162015348107 native-country=England 0.5103774650606402 -0.10842204950540943 native-country=Puerto-Rico -0.8500992416201298 -1.5775296183387648 native-country=Canada -0.738143804694145 -1.0412671008195027 native-country=Germany -0.9712615049689873 1.0388076890036995 native-country=Outlying-US(Guam-USVI-etc) 0.13650261759394225 1.6318101158185638 native-country=India -0.06939360157050722 2.262221544677264 native-country=Japan 0.6361341712090619 1.5394149659252399 native-country=Greece 0.7718189208286452 1.361311245818562 native-country=South 0.6297850918013169 0.9500018459849829 native-country=China -1.6189931995388254 0.617289270886747 native-country=Cuba 0.2292096092967074 -2.4102971982352357 native-country=Iran 0.05154401476686649 0.8899612205288518 native-country=Honduras 1.2709209145820772 -0.5718483830241577 native-country=Philippines 0.3868126365940469 -1.3597951559340584 native-country=Italy 0.6165679309132933 1.1122273158940792 native-country=Poland 0.08589561729689008 -2.7113458875127163 native-country=Jamaica 1.868885610352156 0.652145676299555 native-country=Vietnam -0.8762956944255235 0.20906836262391515 native-country=Mexico 0.6759386640804229 -0.5304485898043879 native-country=Portugal 0.23512909324310452 -2.1665093872572085 native-country=Ireland -0.5077757173417349 -0.9985383741134325 native-country=France 1.2831949452535 -0.7664163606584716 native-country=Dominican-Republic -0.7738115187414046 1.4265140279356243 native-country=Laos -0.4748862830924933 0.3777679932124057 native-country=Ecuador -0.2534874062065198 -0.4903814742809242 native-country=Taiwan 0.15386900524144875 2.035724280834336 native-country=Haiti 0.16652205969078807 4.3600949441834205 native-country=Columbia -0.8860738993948941 0.7024611627864875 native-country=Hungary 0.7365440195881355 -1.2659687940155933 native-country=Guatemala 0.08392909797523117 1.5792203443501682 native-country=Nicaragua -0.5825419208529862 0.671146648772275 native-country=Scotland 0.5142038929507352 1.0305705276457762 native-country=Thailand -0.6321458166099733 1.1220563017501364 native-country=Yugoslavia 0.024736063317854152 0.16174865764492596 native-country=El-Salvador -0.8065229651662178 1.1384553149569587 native-country=Trinadad&Tobago -1.0089770735353374 0.4296712132874612 native-country=Peru -0.47995943894667475 -0.3796068971988961 native-country=Hong -0.9009730174590508 -0.46754095729625117 native-country=Holand-Netherlands Hidden Weights: 4.01576499719115 -4.01576499719115 -4.269584079259805 4.269584079259805 >50K <=50K Error sum for iteration 3700 = 751.3124886048511 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 8.385454256483365 0.6200127257138541 age 0.21930354885258696 0.4587419471470074 workclass=Private 0.9749317528866209 1.3325960969486992 workclass=Self-emp-not-inc 0.5611680417955642 -0.05995889198229184 workclass=Self-emp-inc -2.4303953590217953 -1.2597190711052106 workclass=Federal-gov 0.8094580287114171 1.0671953262770233 workclass=Local-gov -0.5187545843236534 0.3794847365762213 workclass=State-gov -0.866617775698296 0.03702126933886472 workclass=Without-pay -0.18998326348514993 1.0746242561064374 workclass=Never-worked 0.1688025677242299 -0.3096234184370367 fnlwgt -0.7786963511602185 -0.32572465587393595 education=Bachelors -1.1007411795322795 0.014248539205002112 education=Some-college 1.6637921935178273 1.6314963102085773 education=11th -0.2631362394007457 0.20089082570997388 education=HS-grad 0.30130359255975303 -0.7896833077788699 education=Prof-school -1.036902096074438 -0.4656747545315439 education=Assoc-acdm -1.3424369322812773 -0.2543718404148334 education=Assoc-voc -0.444119640269304 0.5569917506816727 education=9th 1.1542778686527646 0.778315925956227 education=7th-8th 1.17476400107815 2.3814924835014497 education=12th 1.7746457140884602 -0.11758523730111402 education=Masters 0.5568180242360296 3.5723934375429383 education=1st-4th 0.698431271342259 0.8566671659365586 education=10th -2.7949701905070796 -1.6892724284805427 education=Doctorate -2.8695460427036146 -1.9592081565105377 education=5th-6th 0.2687000256501046 1.2571030720310912 education=Preschool 0.166320320513985 -1.9628667378602023 education-num 0.37796474435945177 -2.4917883234839793 marital-status=Married-civ-spouse 1.0552324801641955 1.253324156010364 marital-status=Divorced 0.8698535564709332 1.1953367560239831 marital-status=Never-married -1.2009019198784079 -0.14772858630137864 marital-status=Separated -1.3311554495397915 0.10728633572600818 marital-status=Widowed -0.2915665896958615 1.4958007564922517 marital-status=Married-spouse-absent 0.26697646908878664 1.0866300486813627 marital-status=Married-AF-spouse 0.3512022783236062 -0.5037156904538043 occupation=Tech-support -0.909325787826481 -0.41481740273447515 occupation=Craft-repair 1.3070842043985766 0.985309912064029 occupation=Other-service 0.30163030663433965 -0.05286276472449136 occupation=Sales 0.02089820514249955 -0.7686697726181673 occupation=Exec-managerial 1.9453150528122989 0.2390212232459802 occupation=Prof-specialty -0.6948524935575183 0.12164745592662604 occupation=Handlers-cleaners -0.2121742675584361 0.29192126527959 occupation=Machine-op-inspct 1.460048760041585 0.7807129295063068 occupation=Adm-clerical 0.5509154132116247 1.5000880624583166 occupation=Farming-fishing -0.44535683540665416 0.2030258597574977 occupation=Transport-moving 0.36822021405983685 1.2185979491937091 occupation=Priv-house-serv 0.30171026721204275 -0.3451898882617747 occupation=Protective-serv 0.6598506377937532 0.06095042373244616 occupation=Armed-Forces -0.8004613888162664 -0.37716249389410095 relationship=Wife 1.469664044414942 2.1071759927509803 relationship=Own-child -0.891134628638387 0.7539903374858363 relationship=Husband -1.051985193930394 -0.7444912886251249 relationship=Not-in-family 0.0383104452408271 0.5284053818064348 relationship=Other-relative 0.28082398786718665 0.09335406554707869 relationship=Unmarried -0.32468258185104837 -0.24587469329625233 race=White -0.11961568177392462 -0.517219984994066 race=Asian-Pac-Islander 1.6471596551451282 1.3220356459352955 race=Amer-Indian-Eskimo 0.33120153685934245 3.376463963065088 race=Other -1.286549877333966 -0.4037777525695864 race=Black 0.6383539153894747 -0.10420266962151808 sex -0.17891427480968194 -5.681710217855162 capital-gain -1.9463764476722774 -2.732277956914448 capital-loss 0.17851013652660197 -2.55364426392693 hours-per-week 0.07233541997650156 -0.5900960320291867 native-country=United-States 0.2463258301349277 -3.592905007162318 native-country=Cambodia -1.4358584591119843 -0.22547871667961125 native-country=England 0.4891859994850127 -0.10169223472673622 native-country=Puerto-Rico -0.9575060050376598 -1.6446595212959199 native-country=Canada -0.6702222084955487 -1.0147565072670162 native-country=Germany -0.9708150604331253 1.0392417155553002 native-country=Outlying-US(Guam-USVI-etc) 0.15677177646828572 1.6493981397207658 native-country=India -0.06126388638738176 2.2840786692122084 native-country=Japan 0.6283034185290916 1.5442211292086316 native-country=Greece 0.7638163679152254 1.4122750969360032 native-country=South 0.6680554806453695 0.957813369171631 native-country=China -1.6460757599933973 0.5682126899533205 native-country=Cuba 0.18963670797299298 -2.4202336458346183 native-country=Iran 0.04564850225752227 0.900346837393205 native-country=Honduras 1.2422064050532586 -0.5633339113239476 native-country=Philippines 0.4148376877767044 -1.3430067525881058 native-country=Italy 0.6713772949725092 1.129956996262742 native-country=Poland 0.04131556246095138 -2.765013173529531 native-country=Jamaica 1.9273678010109416 0.6672032751616648 native-country=Vietnam -0.8284421877108009 0.21421051564283786 native-country=Mexico 0.6458742443538168 -0.558541627347231 native-country=Portugal 0.2698548367352257 -2.1636324756864314 native-country=Ireland -0.5052479915799425 -1.0074638133464175 native-country=France 1.2859657618120814 -0.7413183612832226 native-country=Dominican-Republic -0.7681950389609852 1.4222333668664475 native-country=Laos -0.47266819018634526 0.3866943608734728 native-country=Ecuador -0.3106455118458577 -0.5030017431149977 native-country=Taiwan 0.1489580738640862 2.0563133798887474 native-country=Haiti 0.15704412323764466 4.3717767262689335 native-country=Columbia -0.8863135263998196 0.7027643886857339 native-country=Hungary 0.77160507020473 -1.28751286883386 native-country=Guatemala 0.07925568850360336 1.596337336049131 native-country=Nicaragua -0.5831984132434536 0.6730786174031635 native-country=Scotland 0.5313648909494627 1.0302408548895392 native-country=Thailand -0.6310177746552301 1.1278701189358706 native-country=Yugoslavia -0.0031836592371641205 0.14172273916415265 native-country=El-Salvador -0.8048831761314665 1.1376490593648045 native-country=Trinadad&Tobago -1.0175045244515293 0.42508031209843894 native-country=Peru -0.4809038960343436 -0.3787406579197305 native-country=Hong -0.9012126444639763 -0.4672377313970018 native-country=Holand-Netherlands Hidden Weights: 4.049431942779453 -4.049431942779456 -4.274898187727372 4.274898187727367 >50K <=50K Error sum for iteration 3800 = 751.2125871272857 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 8.453455782869353 0.6407958376264128 age 0.19671390187336862 0.45281785555908216 workclass=Private 0.9958707619366997 1.3309999987937566 workclass=Self-emp-not-inc 0.5451750263088195 -0.0656281562722677 workclass=Self-emp-inc -2.410224779288686 -1.2422684414897376 workclass=Federal-gov 0.801065828090487 1.0641350582292521 workclass=Local-gov -0.5151848249217208 0.38247699282530223 workclass=State-gov -0.8668859269757321 0.03788206480436781 workclass=Without-pay -0.19015417456375955 1.0749611867231383 workclass=Never-worked 0.23196000634353017 -0.27258544257111855 fnlwgt -0.7746848919942667 -0.3213671622004015 education=Bachelors -1.0822687263006188 0.02038200655164548 education=Some-college 1.6641235440043598 1.6330132544080984 education=11th -0.24460386183079116 0.20365969473304182 education=HS-grad 0.33548434581005215 -0.7751120073289898 education=Prof-school 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marital-status=Widowed -0.29057834131173427 1.517980477757615 marital-status=Married-spouse-absent 0.2737897702355706 1.0835517696216028 marital-status=Married-AF-spouse 0.34576657144959516 -0.5054048305440697 occupation=Tech-support -0.9273025385212594 -0.4216148203869723 occupation=Craft-repair 1.33164026266113 0.995030358014388 occupation=Other-service 0.30473229908950594 -0.0536205837659071 occupation=Sales 0.0294645920171297 -0.7653099531780608 occupation=Exec-managerial 1.9241712911547746 0.23465388380202756 occupation=Prof-specialty -0.6511705337942113 0.14333937772183777 occupation=Handlers-cleaners -0.22489452817053995 0.28694961852987316 occupation=Machine-op-inspct 1.443028871138724 0.7744094843627125 occupation=Adm-clerical 0.5759098559797338 1.5012515804331663 occupation=Farming-fishing -0.4627676849220524 0.19580459466977956 occupation=Transport-moving 0.3732313776548018 1.234118624655194 occupation=Priv-house-serv 0.2765478810683937 -0.35385645530710813 occupation=Protective-serv 0.6630481947458909 0.057681156930717396 occupation=Armed-Forces -0.8449856647858448 -0.3897753087520723 relationship=Wife 1.5073665241997924 2.130403502517307 relationship=Own-child -0.9149016703310178 0.7512071033881493 relationship=Husband -1.0606136028269775 -0.7541419086967973 relationship=Not-in-family 0.04957430188594686 0.5353328080837035 relationship=Other-relative 0.3063846228954027 0.09296282716364819 relationship=Unmarried -0.3500598336194564 -0.2557334877211837 race=White -0.09301001733582764 -0.5143994743264302 race=Asian-Pac-Islander 1.6705307660898865 1.3182601547854693 race=Amer-Indian-Eskimo 0.34324869010858494 3.408441242284987 race=Other -1.3254183982196421 -0.42056115886628814 race=Black 0.6087395412147724 -0.11703310942278351 sex -0.21822941385640673 -5.712548276799792 capital-gain -1.9490599434412195 -2.730559096361634 capital-loss 0.23542233239456545 -2.5388232149955376 hours-per-week 0.10018611227575491 -0.5792078143443073 native-country=United-States 0.1927759840077524 -3.618760339872354 native-country=Cambodia -1.4196283266356966 -0.21761559932501656 native-country=England 0.4677133847152708 -0.09645616841615423 native-country=Puerto-Rico -1.055574494171708 -1.711407190743707 native-country=Canada -0.6062883212997127 -0.9879667537341315 native-country=Germany -0.9701917272751969 1.039612417776522 native-country=Outlying-US(Guam-USVI-etc) 0.1751284652922836 1.6683989191094866 native-country=India -0.052775854284045416 2.305322429060645 native-country=Japan 0.620927630319713 1.5486987118454925 native-country=Greece 0.7566779896314045 1.4619765919585934 native-country=South 0.706595426247488 0.9641084773982554 native-country=China -1.6701517863017994 0.5233461474058888 native-country=Cuba 0.14759659533053113 -2.4313266399849245 native-country=Iran 0.03973109871928825 0.9103930248166122 native-country=Honduras 1.2113342257598536 -0.5576920549247447 native-country=Philippines 0.44332632064789607 -1.3276259097687984 native-country=Italy 0.7239043789992516 1.1470787313786446 native-country=Poland 0.0034744028270285677 -2.811862064508853 native-country=Jamaica 1.9863410306078477 0.6815797340855773 native-country=Vietnam -0.7837275501435398 0.22104683787772847 native-country=Mexico 0.6155181019906246 -0.5877352321133325 native-country=Portugal 0.3040690671968693 -2.1596158857733836 native-country=Ireland -0.5027091742676395 -1.0161399110248768 native-country=France 1.2887066037311468 -0.7166913438199046 native-country=Dominican-Republic -0.7626109029672486 1.4180669231729317 native-country=Laos -0.4701907775246473 0.39567724675364785 native-country=Ecuador -0.36422160302195883 -0.5155633300620875 native-country=Taiwan 0.1443056893467633 2.0759923096265296 native-country=Haiti 0.14809930527970042 4.382789479360431 native-country=Columbia -0.8864844374784377 0.7031013193023362 native-country=Hungary 0.8039857903482618 -1.3078452562037455 native-country=Guatemala 0.07493865759234279 1.6127809304786678 native-country=Nicaragua -0.5837821755598728 0.6750459991910602 native-country=Scotland 0.5473659416403335 1.0286163242138893 native-country=Thailand -0.6298469288162951 1.1336319458093445 native-country=Yugoslavia -0.030812299159166886 0.12067708082877653 native-country=El-Salvador -0.8030881025103065 1.136734887142251 native-country=Trinadad&Tobago -1.0238800595057918 0.42018012499436175 native-country=Peru -0.4817797389339338 -0.3778397846308509 native-country=Hong -0.9013835555425944 -0.46690080078037216 native-country=Holand-Netherlands Hidden Weights: 4.080595476794066 -4.080595476794071 -4.280152484101477 4.28015248410148 >50K <=50K Error sum for iteration 3900 = 750.9985253586522 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 8.517730410268486 0.6582754445274098 age 0.1783896462701205 0.4479047923965496 workclass=Private 1.0108299268843353 1.3288970927419146 workclass=Self-emp-not-inc 0.5348345791877274 -0.06994540842956407 workclass=Self-emp-inc -2.3907912431131444 -1.2252611367873258 workclass=Federal-gov 0.7916865175582696 1.0607867320350426 workclass=Local-gov -0.5132990465579448 0.38469399536283144 workclass=State-gov -0.8671052833413017 0.038758484594143716 workclass=Without-pay -0.19028650057277946 1.0753224653540914 workclass=Never-worked 0.2925149866312391 -0.2367066429259512 fnlwgt -0.7710131157820075 -0.3171587926457612 education=Bachelors -1.0650373798139983 0.02627334302447014 education=Some-college 1.6645631201923137 1.6331109797631143 education=11th -0.22839475804647152 0.2059799717792357 education=HS-grad 0.36783259105624594 -0.7622182582099075 education=Prof-school -1.0410924037440756 -0.46629351727795343 education=Assoc-acdm -1.3103965682410124 -0.24511024532228898 education=Assoc-voc -0.5229003639629366 0.5106203579176772 education=9th 1.2513612501153126 0.7749024145725654 education=7th-8th 1.2119095324611266 2.447438442911913 education=12th 1.7426604769802492 -0.1097385674137609 education=Masters 0.5999168656824987 3.6557538095493713 education=1st-4th 0.756809528140372 0.8504047139097556 education=10th -2.940720562638961 -1.7807161783368453 education=Doctorate -3.0290187710777525 -2.0312727928538847 education=5th-6th 0.2684268877723492 1.2728604704557591 education=Preschool 0.1501984847666207 -1.9867902887680549 education-num 0.4429231754929647 -2.4859235398032027 marital-status=Married-civ-spouse 1.0428223252601674 1.249925444027708 marital-status=Divorced 0.858653890576882 1.1798073554505306 marital-status=Never-married -1.2173458336302287 -0.15279644422627012 marital-status=Separated -1.377366644362618 0.09747360179952141 marital-status=Widowed -0.28881039205660836 1.5404503842400352 marital-status=Married-spouse-absent 0.28097821337424195 1.0803974803736798 marital-status=Married-AF-spouse 0.34005430841637235 -0.5071315930867076 occupation=Tech-support -0.9455698778216066 -0.4281564404597684 occupation=Craft-repair 1.353066367946698 1.0033146805022926 occupation=Other-service 0.3056736504120213 -0.05480107767261581 occupation=Sales 0.03477570024103967 -0.7629440975819264 occupation=Exec-managerial 1.9086788118886069 0.23092893578767146 occupation=Prof-specialty -0.6096549713281785 0.16449225277447815 occupation=Handlers-cleaners -0.23754823468286027 0.28242212339941214 occupation=Machine-op-inspct 1.4245293530452097 0.7672883259872194 occupation=Adm-clerical 0.598719578786405 1.5024529383127547 occupation=Farming-fishing -0.475826043916752 0.1904672183123928 occupation=Transport-moving 0.3781459540050247 1.249106194342243 occupation=Priv-house-serv 0.2572171996031339 -0.3605146514779992 occupation=Protective-serv 0.6662329427582168 0.05445535667854094 occupation=Armed-Forces -0.8892399534626221 -0.40258948092151886 relationship=Wife 1.5432950217494552 2.1515149995319254 relationship=Own-child -0.9387493958514146 0.7485711666630694 relationship=Husband -1.0670170627054858 -0.7617944663872188 relationship=Not-in-family 0.061026722116781146 0.5422585143197539 relationship=Other-relative 0.3316566150644624 0.09308619133075437 relationship=Unmarried -0.37319247654703863 -0.2648330033368542 race=White -0.07026481415950468 -0.5120559390391332 race=Asian-Pac-Islander 1.6931401225955918 1.3132018620875254 race=Amer-Indian-Eskimo 0.35506031983469155 3.440208353372295 race=Other -1.361172182817361 -0.43581737472525045 race=Black 0.5821075782142886 -0.12942347637081894 sex -0.25529801061831436 -5.742045511093524 capital-gain -1.9491234870622052 -2.7271786066266825 capital-loss 0.2869744850157939 -2.5256807463135664 hours-per-week 0.12200652769825303 -0.5701690099043234 native-country=United-States 0.1392461379015453 -3.6445348406960014 native-country=Cambodia -1.4030189370147452 -0.20654629568217095 native-country=England 0.4460381175021817 -0.09273872986079097 native-country=Puerto-Rico -1.1402095603568612 -1.7739530513496584 native-country=Canada -0.547243616743083 -0.9619399217985506 native-country=Germany -0.9694646093151872 1.0399448014775567 native-country=Outlying-US(Guam-USVI-etc) 0.19178357154029646 1.6880873348668548 native-country=India -0.04411105972173802 2.3259186198158943 native-country=Japan 0.6139400525984687 1.5526452706470137 native-country=Greece 0.7502826626017035 1.5101257079019021 native-country=South 0.7443910022141652 0.9693052703159306 native-country=China -1.691784216814773 0.4829108318690311 native-country=Cuba 0.10344202851291778 -2.443762437376088 native-country=Iran 0.03380022453981572 0.9200999208394499 native-country=Honduras 1.1788680966481468 -0.5545507596329111 native-country=Philippines 0.4721866043032806 -1.3138969112212924 native-country=Italy 0.7740411839234149 1.163386480917508 native-country=Poland -0.029237781771842584 -2.85273423110079 native-country=Jamaica 2.045649910102534 0.6952405508701429 native-country=Vietnam -0.7428341130469618 0.22889849989600933 native-country=Mexico 0.5850621761608426 -0.6178582213622762 native-country=Portugal 0.33752285836346463 -2.154656459368123 native-country=Ireland -0.5001975260419608 -1.0245916191389335 native-country=France 1.2915172838558644 -0.6931450301433736 native-country=Dominican-Republic -0.7571010747072168 1.4140127693935038 native-country=Laos -0.4675292575394597 0.4046961040236906 native-country=Ecuador -0.4144175208449891 -0.5278649059930656 native-country=Taiwan 0.13988002952388937 2.094821679946442 native-country=Haiti 0.13954208716128183 4.3933314297020845 native-country=Columbia -0.8866167634874418 0.7034625979332644 native-country=Hungary 0.8338312119729956 -1.3270484162991254 native-country=Guatemala 0.07094125007606412 1.6285999901067818 native-country=Nicaragua -0.5843228312119197 0.6770410467552753 native-country=Scotland 0.5622952954639115 1.0257971059113784 native-country=Thailand -0.6286740698652279 1.1393344906329967 native-country=Yugoslavia -0.05839183448156908 0.09897797084007874 native-country=El-Salvador -0.8011760312796455 1.1357256782011902 native-country=Trinadad&Tobago -1.0287132279528974 0.41538503102235536 native-country=Peru -0.482617986249728 -0.3769116543373722 native-country=Hong -0.9015158815515985 -0.46653952214944927 native-country=Holand-Netherlands Hidden Weights: 4.109531340511773 -4.109531340511779 -4.284777124259804 4.284777124259805 >50K <=50K Error sum for iteration 4000 = 750.671418677218 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 8.578385924247494 0.6726155388075514 age 0.16353945647224746 0.4438611512060826 workclass=Private 1.021671356424521 1.326674791053834 workclass=Self-emp-not-inc 0.5289924904535239 -0.073160446411684 workclass=Self-emp-inc -2.37272819591266 -1.2093144229262385 workclass=Federal-gov 0.7813522342030456 1.057376548699378 workclass=Local-gov -0.5127853473716152 0.3863347816921347 workclass=State-gov -0.8673042297897804 0.039637164797000975 workclass=Without-pay -0.19040698940002382 1.0756941331005643 workclass=Never-worked 0.3500856497797155 -0.20280867598761013 fnlwgt -0.7681773305567633 -0.313585867520295 education=Bachelors -1.0492135290112492 0.031667488054227616 education=Some-college 1.6650899602732299 1.6320207092290648 education=11th -0.21448608346849557 0.2077064675340335 education=HS-grad 0.3981963832531471 -0.751250624072623 education=Prof-school -1.0436297993043941 -0.4666320385545854 education=Assoc-acdm -1.2953366728646403 -0.239991404048071 education=Assoc-voc -0.5585201678640679 0.4892746849516536 education=9th 1.2956897762904582 0.7732083472078299 education=7th-8th 1.2308068456544579 2.4793714493613725 education=12th 1.7237072793241162 -0.10761423170916987 education=Masters 0.620615389617315 3.6952980146804917 education=1st-4th 0.7817041700018186 0.8476588549023504 education=10th -2.9959499007404085 -1.8180201783495247 education=Doctorate -3.106860936941143 -2.0660758187120316 education=5th-6th 0.26837921357575656 1.2807203247833785 education=Preschool 0.14797596291128765 -1.996775143389746 education-num 0.4738362311955958 -2.4828363243279834 marital-status=Married-civ-spouse 1.0323599427472707 1.2462985813393963 marital-status=Divorced 0.8551692504468686 1.1740584739417452 marital-status=Never-married -1.2241355705975574 -0.1548677735353895 marital-status=Separated -1.3993101936972174 0.09216350213017162 marital-status=Widowed -0.28634432410117766 1.5629210460967717 marital-status=Married-spouse-absent 0.2884720662523775 1.0771717924138642 marital-status=Married-AF-spouse 0.33372161993354604 -0.5091931636638928 occupation=Tech-support -0.9636689213677799 -0.43434185122611685 occupation=Craft-repair 1.371612503969471 1.0103115465256371 occupation=Other-service 0.30483965563989024 -0.05632723157075383 occupation=Sales 0.03805052050257455 -0.7612533091744201 occupation=Exec-managerial 1.8973321759131214 0.22773794300804875 occupation=Prof-specialty -0.5706989620631802 0.18462251159880172 occupation=Handlers-cleaners -0.24981716643908122 0.278447016241306 occupation=Machine-op-inspct 1.405985276352962 0.7600152493466041 occupation=Adm-clerical 0.6193829161116596 1.5038008621290517 occupation=Farming-fishing -0.48607081317663614 0.18645320157200987 occupation=Transport-moving 0.3829291756561362 1.2635871886810794 occupation=Priv-house-serv 0.24286218244735155 -0.36556309085384053 occupation=Protective-serv 0.6693838216739061 0.05125998362652851 occupation=Armed-Forces -0.9321539051773515 -0.41515975703746877 relationship=Wife 1.5771293985693733 2.1705757866499042 relationship=Own-child -0.9625671203399427 0.7459374724395035 relationship=Husband -1.071725223176112 -0.7677693855547845 relationship=Not-in-family 0.07200433671224113 0.5488068007762547 relationship=Other-relative 0.35659761674139134 0.09385935571365961 relationship=Unmarried -0.3941682388194511 -0.27319457303282396 race=White -0.05161490960810511 -0.5105074480927162 race=Asian-Pac-Islander 1.7149444183243365 1.3073415321462178 race=Amer-Indian-Eskimo 0.3667661993017152 3.4715174885848135 race=Other -1.3939228550462617 -0.4496214205431546 race=Black 0.5589550978593156 -0.1408048734642845 sex -0.2901708926499632 -5.770329038116628 capital-gain -1.947958434307761 -2.7231186615995804 capital-loss 0.332851546732779 -2.5144132955810243 hours-per-week 0.1393538155705283 -0.5625915315621179 native-country=United-States 0.0858477127745606 -3.670361266446684 native-country=Cambodia -1.3865972182800905 -0.1935173859012362 native-country=England 0.42420602717353173 -0.09048218879550379 native-country=Puerto-Rico -1.210046246217939 -1.8296216261137168 native-country=Canada -0.49361740315500996 -0.9374793776123137 native-country=Germany -0.9686938185538753 1.0402506263698235 native-country=Outlying-US(Guam-USVI-etc) 0.20699275402554404 1.7077588754906008 native-country=India -0.03540653713257167 2.3458692296931156 native-country=Japan 0.6072761311522521 1.555965061454875 native-country=Greece 0.7445105782345798 1.5565326273714577 native-country=South 0.7806614983222974 0.9737625922988562 native-country=China -1.7113929120642246 0.44683254076623197 native-country=Cuba 0.05751020321928457 -2.4576684790712737 native-country=Iran 0.027858849062094557 0.9294687411133374 native-country=Honduras 1.1452263285302469 -0.5535426863110632 native-country=Philippines 0.5013325988190664 -1.3018832678801462 native-country=Italy 0.8217732472193636 1.1787956164809 native-country=Poland -0.057941955242245956 -2.888605428290302 native-country=Jamaica 2.105185257101245 0.7082743492755322 native-country=Vietnam -0.7060491798885277 0.23715325324650624 native-country=Mexico 0.5546405199005964 -0.6487632258899416 native-country=Portugal 0.37005326332163113 -2.1489413189336584 native-country=Ireland -0.4977443942850374 -1.0328450979075323 native-country=France 1.2944610940123593 -0.6711026093597511 native-country=Dominican-Republic -0.751699215015156 1.4100609438542173 native-country=Laos -0.4647437135265406 0.41372386549667367 native-country=Ecuador -0.46150933173992364 -0.5398460516266576 native-country=Taiwan 0.13564729855800362 2.112867091501935 native-country=Haiti 0.13125233988712084 4.4035471775350485 native-country=Columbia -0.8867372523146894 0.7038342656796666 native-country=Hungary 0.8613629504895862 -1.345221937967744 native-country=Guatemala 0.06722209878160784 1.6438385990346454 native-country=Nicaragua -0.5848465442609195 0.6790501570139916 native-country=Scotland 0.5762391455256958 1.0219879849483793 native-country=Thailand -0.627532500705907 1.144967730058307 native-country=Yugoslavia -0.08609600414076243 0.0769639848466121 native-country=El-Salvador -0.7991820202630876 1.134627566956503 native-country=Trinadad&Tobago -1.0325093028724048 0.4109970685746995 native-country=Peru -0.4834453315123427 -0.3759697289414278 native-country=Hong -0.901636370378846 -0.4661678544029871 native-country=Holand-Netherlands Hidden Weights: 4.13639276902323 -4.136392769023233 -4.288409603916155 4.288409603916156 >50K <=50K Error sum for iteration 4100 = 750.2525154072497 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 8.635471904641092 0.6842744155316057 age 0.15145183430076173 0.4405406187459904 workclass=Private 1.0298719966406855 1.3245818042794855 workclass=Self-emp-not-inc 0.5265005915667735 -0.075527081844886 workclass=Self-emp-inc -2.3562143117841337 -1.1947310643859888 workclass=Federal-gov 0.7701463559896742 1.0540367804760953 workclass=Local-gov -0.5133912579295263 0.38754988459176015 workclass=State-gov -0.8675003285769344 0.040506483611899124 workclass=Without-pay -0.19053184835148212 1.076063990258186 workclass=Never-worked 0.4046189950918462 -0.17126913330609728 fnlwgt -0.766149081848375 -0.31079175438676016 education=Bachelors -1.0348159373059316 0.036424546444667985 education=Some-college 1.6656602920949402 1.6300333800817077 education=11th -0.20268615958169245 0.20880296687437747 education=HS-grad 0.426557023830438 -0.742117766732764 education=Prof-school -1.0466216070258083 -0.46735835897407685 education=Assoc-acdm -1.2811717659653545 -0.2349724762387747 education=Assoc-voc -0.5915165767110314 0.46944431679342546 education=9th 1.337581302897054 0.7715826550860005 education=7th-8th 1.2499352755820325 2.510390002139846 education=12th 1.703208306226158 -0.10654298720753963 education=Masters 0.6406901771370676 3.733509044110847 education=1st-4th 0.8040967541886864 0.8450539371483688 education=10th -3.040940548785908 -1.8491822336500359 education=Doctorate -3.18317744903827 -2.1001958573481057 education=5th-6th 0.268367976709713 1.288553335379118 education=Preschool 0.1484447450219199 -2.005630656261941 education-num 0.5038440660972131 -2.4796883338455604 marital-status=Married-civ-spouse 1.019975259287558 1.241993698220491 marital-status=Divorced 0.8521500631841883 1.1691664828951844 marital-status=Never-married -1.2304158595553114 -0.15683102429948206 marital-status=Separated -1.4204035609142296 0.08685113050620272 marital-status=Widowed -0.2831915156411393 1.5850878248159936 marital-status=Married-spouse-absent 0.2962160655158021 1.0738773771297272 marital-status=Married-AF-spouse 0.3265665884246195 -0.5117571202191122 occupation=Tech-support -0.9812017156714238 -0.4401187153912106 occupation=Craft-repair 1.3875630001182169 1.0162142186198915 occupation=Other-service 0.30266545821743535 -0.05810464433823356 occupation=Sales 0.040112758669316205 -0.7600120574813878 occupation=Exec-managerial 1.8886811683966145 0.22492690257589276 occupation=Prof-specialty -0.5343955067136572 0.20347859542251426 occupation=Handlers-cleaners -0.2614493388003742 0.27504501273021037 occupation=Machine-op-inspct 1.388303953978484 0.753032130028152 occupation=Adm-clerical 0.6380350462063902 1.5053361714191629 occupation=Farming-fishing -0.4946410584707775 0.18328730554902706 occupation=Transport-moving 0.38757014728309114 1.2775937456913224 occupation=Priv-house-serv 0.2327955537389941 -0.3693109569620067 occupation=Protective-serv 0.672491032844618 0.04808312606280485 occupation=Armed-Forces -0.9731263576856591 -0.42720089467821054 relationship=Wife 1.6087853155589698 2.1877487381534757 relationship=Own-child -0.9862536433399178 0.7432141820626873 relationship=Husband -1.0751921764793109 -0.7724368364620976 relationship=Not-in-family 0.08209424739444839 0.5548063596337288 relationship=Other-relative 0.3812296925605478 0.09529672448385076 relationship=Unmarried -0.4133001700722474 -0.28095444726183816 race=White -0.03689383454018332 -0.5098861833027076 race=Asian-Pac-Islander 1.7359190866752592 1.3010925575981929 race=Amer-Indian-Eskimo 0.37846037378784786 3.5021774085043766 race=Other -1.4238040080675967 -0.4620856134271254 race=Black 0.539222649726217 -0.15092788706510174 sex -0.32286968476896805 -5.797507440881 capital-gain -1.946594920296421 -2.719118170175188 capital-loss 0.3730530718016937 -2.5050273934805123 hours-per-week 0.153808118002631 -0.5559722922456778 native-country=United-States 0.032722749126571526 -3.6963353597721116 native-country=Cambodia -1.3707026916943303 -0.17953899102793658 native-country=England 0.4022377820177389 -0.08954532451007202 native-country=Puerto-Rico -1.2658112799942138 -1.8772599546137727 native-country=Canada -0.445486209206826 -0.9150704242339874 native-country=Germany -0.967915844493145 1.040533756386355 native-country=Outlying-US(Guam-USVI-etc) 0.22101978555470056 1.726869308311912 native-country=India -0.02674415032701528 2.365204744657735 native-country=Japan 0.6008827478937401 1.5586761851759587 native-country=Greece 0.73925933670637 1.601093856409366 native-country=South 0.8149635234170669 0.9777803119861807 native-country=China -1.7292383958393218 0.41485375996965024 native-country=Cuba 0.010122996060274916 -2.4730772251369646 native-country=Iran 0.02191041728523072 0.9385067845267003 native-country=Honduras 1.1107036251329763 -0.5543027191516943 native-country=Philippines 0.5306992367957359 -1.2914369648660968 native-country=Italy 0.8671525594357974 1.1933310249945703 native-country=Poland -0.08338061453732327 -2.920393703994794 native-country=Jamaica 2.1648784803845897 0.7208640678468056 native-country=Vietnam -0.6732737246145176 0.2452903534838494 native-country=Mexico 0.524372024486428 -0.6803386846423621 native-country=Portugal 0.40159669557891076 -2.14263602764701 native-country=Ireland -0.4953674609491551 -1.0409199142669485 native-country=France 1.2975754177391188 -0.6507495962403057 native-country=Dominican-Republic -0.7464232366913732 1.4061994984579942 native-country=Laos -0.46187174566322636 0.4227368109183582 native-country=Ecuador -0.5057430663459777 -0.5515364111659199 native-country=Taiwan 0.1315813008941323 2.1301931283972944 native-country=Haiti 0.1231469903180461 4.413532949340809 native-country=Columbia -0.8868621112661583 0.7042041228372419 native-country=Hungary 0.88684638814628 -1.3624677460828774 native-country=Guatemala 0.06374727041123007 1.658540475797936 native-country=Nicaragua -0.5853691768172957 0.6810609258566609 native-country=Scotland 0.5892899996752665 1.0174674434990154 native-country=Thailand -0.6264405461714742 1.1505259770606002 native-country=Yugoslavia -0.11402895476091984 0.054935570887780644 native-country=El-Salvador -0.7971305420868958 1.1334456309746281 native-country=Trinadad&Tobago -1.035620717358424 0.407201288391521 native-country=Peru -0.48427737540586274 -0.3750267525551728 native-country=Hong -0.901761229330315 -0.46579799724539533 native-country=Holand-Netherlands Hidden Weights: 4.161312725586216 -4.161312725586213 -4.2909624904663195 4.290962490466315 >50K <=50K Error sum for iteration 4200 = 749.7709289198797 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 8.689057244434885 0.6937810066477621 age 0.1415786174304622 0.43781689610264163 workclass=Private 1.036500636106284 1.3227491105338085 workclass=Self-emp-not-inc 0.5263722178164977 -0.07726629249489426 workclass=Self-emp-inc -2.3411543511316837 -1.1815616952018648 workclass=Federal-gov 0.7581609832493768 1.0508204120382678 workclass=Local-gov -0.5149181726562633 0.3884412909487005 workclass=State-gov -0.8677004824176001 0.04135900964694932 workclass=Without-pay -0.19066687713881897 1.0764240773314104 workclass=Never-worked 0.4562286067397314 -0.14212553508465975 fnlwgt -0.7647135749718262 -0.30872919029599527 education=Bachelors -1.0217839935293065 0.0405022778720842 education=Some-college 1.6662356843766533 1.6274317792237847 education=11th -0.19272250902425456 0.2093114249147057 education=HS-grad 0.4529923947593267 -0.7345562058150956 education=Prof-school -1.0500394155268926 -0.4685481820161627 education=Assoc-acdm -1.2679030062033052 -0.2302098859754809 education=Assoc-voc -0.6219070739954033 0.4511792948432447 education=9th 1.3773004774845234 0.7700211669483978 education=7th-8th 1.2692847850512878 2.5404375603419336 education=12th 1.6814331971184835 -0.1062918813317018 education=Masters 0.6601367324526798 3.7704713831031498 education=1st-4th 0.8242435794251067 0.842530697975305 education=10th -3.077332768617627 -1.8748636774297942 education=Doctorate -3.2578389781267365 -2.1337659193270957 education=5th-6th 0.26839176083454575 1.2963541962483398 education=Preschool 0.1508305456641888 -2.0135341037432313 education-num 0.5329231167427386 -2.4765119133419597 marital-status=Married-civ-spouse 1.0062428049326226 1.2373334130515283 marital-status=Divorced 0.8490731853965121 1.1648225091397013 marital-status=Never-married -1.2363303450766636 -0.1587347852476056 marital-status=Separated -1.4405824240293958 0.08169074165482511 marital-status=Widowed -0.2793478753514256 1.6067408613561962 marital-status=Married-spouse-absent 0.30417062354951196 1.0705176349092465 marital-status=Married-AF-spouse 0.31853655432223243 -0.5148685587931491 occupation=Tech-support -0.9978895316156153 -0.4454678887063043 occupation=Craft-repair 1.401205025095373 1.0212075469777455 occupation=Other-service 0.29954402178716116 -0.06004063075363754 occupation=Sales 0.041466857131561556 -0.7590673430133165 occupation=Exec-managerial 1.8816583375424023 0.2223755997271778 occupation=Prof-specialty -0.5007040821280911 0.22096377783996488 occupation=Handlers-cleaners -0.2722915374151157 0.2721828556687548 occupation=Machine-op-inspct 1.3719374636528663 0.7465707190181505 occupation=Adm-clerical 0.6548624744520112 1.5070466946603358 occupation=Farming-fishing -0.5022852614069026 0.18062337369746043 occupation=Transport-moving 0.3920752892447751 1.291159137937505 occupation=Priv-house-serv 0.226456202387802 -0.3719868231657125 occupation=Protective-serv 0.6755546418494618 0.044917168224449425 occupation=Armed-Forces -1.011931897603216 -0.4385717761415741 relationship=Wife 1.6383320333504938 2.2032401495354987 relationship=Own-child -1.0097323386715957 0.7403612556707597 relationship=Husband -1.0777481580799426 -0.7761233764240403 relationship=Not-in-family 0.091122612943722 0.5602309822757097 relationship=Other-relative 0.40560442304663 0.09733225730318738 relationship=Unmarried -0.4309289159590261 -0.28825753219782857 race=White -0.025677948033418534 -0.5101730328548763 race=Asian-Pac-Islander 1.7560637843311901 1.294753021382294 race=Amer-Indian-Eskimo 0.39019710018982623 3.532062148801086 race=Other -1.4510279469810146 -0.4733597510667583 race=Black 0.5225941302855466 -0.1597608301187381 sex -0.3534088880208601 -5.823660316588365 capital-gain -1.9457279360579944 -2.7156359387159204 capital-loss 0.4078154154320666 -2.497380405206493 hours-per-week 0.16656417715485472 -0.5499024129390451 native-country=United-States -0.019972183817517444 -3.7225043609140918 native-country=Cambodia -1.355520664778465 -0.16531452231774413 native-country=England 0.380140308213886 -0.0897396883765663 native-country=Puerto-Rico -1.3093063133707605 -1.9169027094072912 native-country=Canada -0.4025833923788328 -0.8949017949610069 native-country=Germany -0.9671458448858757 1.0407945925619155 native-country=Outlying-US(Guam-USVI-etc) 0.23410670931741323 1.7450744397898705 native-country=India -0.018162208438672865 2.383970823947384 native-country=Japan 0.594720193212374 1.56087605125457 native-country=Greece 0.7344484123715594 1.6437727907067314 native-country=South 0.8471409305893501 0.9815883780567448 native-country=China -1.7454558425097022 0.3866215144721742 native-country=Cuba -0.038406361820237225 -2.489938039606809 native-country=Iran 0.015960736631288792 0.9472274429625713 native-country=Honduras 1.0755092007311737 -0.5565000354330837 native-country=Philippines 0.5602453564580391 -1.2822792932322156 native-country=Italy 0.9102786189062072 1.2070799146570519 native-country=Poland -0.10605017989493182 -2.948862035663157 native-country=Jamaica 2.224688012657672 0.7332243572859637 native-country=Vietnam -0.6441782300354051 0.2529201427630912 native-country=Mexico 0.49437907437207873 -0.7125022193185667 native-country=Portugal 0.432164146030712 -2.1358782719618805 native-country=Ireland -0.4930717848151379 -1.0488274551627987 native-country=France 1.3008805451920014 -0.6320805927583578 native-country=Dominican-Republic -0.7412764476362751 1.4024177598811673 native-country=Laos -0.4589315786485627 0.4317183495670562 native-country=Ecuador -0.5473046591109146 -0.5629999352552276 native-country=Taiwan 0.12766550560783146 2.146859706212629 native-country=Haiti 0.11517695539536352 4.423347665167086 native-country=Columbia -0.8869971400535166 0.7045642099105479 native-country=Hungary 0.9105528674310848 -1.3788799697280754 native-country=Guatemala 0.06049324056410565 1.672748862875669 native-country=Nicaragua -0.5858964604554685 0.6830650560034529 native-country=Scotland 0.6015452868521034 1.0125351052719314 native-country=Thailand -0.6254027305992503 1.156009439534931 native-country=Yugoslavia -0.14223709745466684 0.03314175277841897 native-country=El-Salvador -0.7950352956562424 1.1321862800331082 native-country=Trinadad&Tobago -1.0382585304667482 0.4040845349331242 native-country=Peru -0.48511911181540013 -0.374091770057805 native-country=Hong -0.9018962581176733 -0.46543791017209735 native-country=Holand-Netherlands Hidden Weights: 4.184440370212397 -4.184440370212405 -4.292542797613769 4.292542797613772 >50K <=50K Error sum for iteration 4300 = 749.2535092816723 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 8.739250651833261 0.7016174689688255 age 0.13351685825387039 0.4355867673884045 workclass=Private 1.042276516451996 1.32122562342504 workclass=Self-emp-not-inc 0.5278410718345321 -0.07855088009425686 workclass=Self-emp-inc -2.3273230356373538 -1.1697076144445542 workclass=Federal-gov 0.745482008348181 1.047732525396292 workclass=Local-gov -0.5172089972701364 0.38907374055932176 workclass=State-gov -0.867904341538367 0.04219106581276131 workclass=Without-pay -0.19081083500244808 1.0767702437627387 workclass=Never-worked 0.5050974292799831 -0.11522472759818315 fnlwgt -0.7636415474377394 -0.30727920346093884 education=Bachelors -1.0100139087958973 0.043921300518583326 education=Some-college 1.6667962571418824 1.6244495543560413 education=11th -0.18430651812957655 0.20931176395836132 education=HS-grad 0.477632468676097 -0.7282634738703812 education=Prof-school -1.0537902348073545 -0.47017790823985034 education=Assoc-acdm -1.2554511645107367 -0.22576300039798736 education=Assoc-voc -0.6497789932793955 0.4344351238615217 education=9th 1.415091189477784 0.7684969024158944 education=7th-8th 1.288837095731702 2.5695105794628903 education=12th 1.6585960722138464 -0.10664405689832991 education=Masters 0.6789710106801203 3.806272718142971 education=1st-4th 0.8423813344703345 0.8400478799259768 education=10th -3.106669788548517 -1.8959606394536705 education=Doctorate -3.330788137734979 -2.1668961859375915 education=5th-6th 0.26845716763275596 1.30412147924675 education=Preschool 0.15454080011919896 -2.0206396878810993 education-num 0.561005216982908 -2.4733480602119124 marital-status=Married-civ-spouse 0.9916078165151065 1.2325204036732906 marital-status=Divorced 0.845628321424525 1.16081134183692 marital-status=Never-married -1.2419412963650502 -0.1605916470214528 marital-status=Separated -1.459791547363737 0.07678037199402202 marital-status=Widowed -0.2748271747601034 1.6277815360387908 marital-status=Married-spouse-absent 0.3123083817758621 1.067097011681794 marital-status=Married-AF-spouse 0.30969549475623487 -0.5184891660344642 occupation=Tech-support -1.0135659371670658 -0.45038982762551955 occupation=Craft-repair 1.4128139217827957 1.0254461592222501 occupation=Other-service 0.2957913013392691 -0.062056493766647146 occupation=Sales 0.0424115028164037 -0.7583153003014582 occupation=Exec-managerial 1.8755862805940737 0.22001159683258897 occupation=Prof-specialty -0.46954200444010086 0.2370669407940587 occupation=Handlers-cleaners -0.2822878402332022 0.2697983980555462 occupation=Machine-op-inspct 1.3570221711779151 0.740714292989566 occupation=Adm-clerical 0.6700657941220575 1.5088948210562345 occupation=Farming-fishing -0.5094545918151776 0.17823270393089685 occupation=Transport-moving 0.3964603611446462 1.304315182542928 occupation=Priv-house-serv 0.22338228887246966 -0.3737565421949398 occupation=Protective-serv 0.6785806389497947 0.04175852530682158 occupation=Armed-Forces -1.0485791430275737 -0.44922806576933855 relationship=Wife 1.6659179203781378 2.2172606271780038 relationship=Own-child -1.0329408294381317 0.7373764727735703 relationship=Husband -1.0796316166989655 -0.7790924266942212 relationship=Not-in-family 0.09908925400204358 0.5651365933263004 relationship=Other-relative 0.429775679679669 0.09986262144312054 relationship=Unmarried -0.4473357331579505 -0.2952136679758484 race=White -0.01744967960267993 -0.5112666928496613 race=Asian-Pac-Islander 1.77539768274032 1.2885084367923767 race=Amer-Indian-Eskimo 0.40199788619141574 3.561102628117498 race=Other -1.4758555348507592 -0.4836056864137066 race=Black 0.5086701505536082 -0.16738770817190743 sex -0.38181221903273826 -5.848840314184934 capital-gain -1.9457858867282871 -2.7129084863235158 capital-loss 0.43751928410107427 -2.4912539823467093 hours-per-week 0.17836368698906535 -0.5441229275674024 native-country=United-States -0.0720809940035754 -3.7488738825988133 native-country=Cambodia -1.3411449994648545 -0.1512773007035852 native-country=England 0.35791651741370306 -0.09086934529479601 native-country=Puerto-Rico -1.3426611738836867 -1.94925986204153 native-country=Canada -0.36445688012231137 -0.8769477420643463 native-country=Germany -0.9663848019326201 1.0410322916390022 native-country=Outlying-US(Guam-USVI-etc) 0.24645902594609287 1.7622012727218144 native-country=India -0.009672145145797896 2.4022168559369397 native-country=Japan 0.5887600953274706 1.562696699091951 native-country=Greece 0.7300166256157385 1.6845800438857061 native-country=South 0.8772247662493081 0.9853419957388793 native-country=China -1.7601042802412377 0.3617483481789005 native-country=Cuba -0.08776764358453196 -2.5081469031837527 native-country=Iran 0.010017451742565922 0.9556476219105892 native-country=Honduras 1.0398009140859672 -0.5598616920515409 native-country=Philippines 0.5899494208054239 -1.2740996062774812 native-country=Italy 0.9512823838948486 1.2201464460479499 native-country=Poland -0.12630715817972107 -2.974601425716863 native-country=Jamaica 2.284586816703915 0.7455511025753746 native-country=Vietnam -0.6183496905206177 0.2597924167327123 native-country=Mexico 0.46478564370603515 -0.7451857150625113 native-country=Portugal 0.4618078317067542 -2.128778401851089 native-country=Ireland -0.4908540724375351 -1.0565731136376284 native-country=France 1.3043857265104581 -0.6149760242153051 native-country=Dominican-Republic -0.7362524510663844 1.3987070569649886 native-country=Laos -0.4559287764574831 0.44065839352661074 native-country=Ecuador -0.5863318622963024 -0.5742982247559172 native-country=Taiwan 0.12389087065089356 2.162920355280273 native-country=Haiti 0.1073176595928573 4.433024355997051 native-country=Columbia -0.88714109791713 0.7049103763418069 native-country=Hungary 0.9327328918794612 -1.3945408462744062 native-country=Guatemala 0.05744492370341556 1.6865045303555741 native-country=Nicaragua -0.5864272753485553 0.6850580879133724 native-country=Scotland 0.6131018592553158 1.0074681310940101 native-country=Thailand -0.6244145545635104 1.1614225083659604 native-country=Yugoslavia -0.17072570812448493 0.011773934673629437 native-country=El-Salvador -0.7929023288379125 1.1308571294675098 native-country=Trinadad&Tobago -1.0405304820671855 0.4016633085766166 native-country=Peru -0.48596849399125225 -0.37317019748522445 native-country=Hong -0.9020402159812867 -0.4650917437408059 native-country=Holand-Netherlands Hidden Weights: 4.205936622922091 -4.205936622922093 -4.293343818812967 4.2933438188129704 >50K <=50K Error sum for iteration 4400 = 748.7250021390287 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 8.786199498620894 0.7081804324398471 age 0.12696726882352058 0.4337662536433792 workclass=Private 1.0476556883925565 1.3200109784345153 workclass=Self-emp-not-inc 0.5303499146496202 -0.07950795049098344 workclass=Self-emp-inc -2.3144524066754624 -1.1590020449061547 workclass=Federal-gov 0.7321854445274045 1.0447551420120065 workclass=Local-gov -0.520137986116236 0.3894876385606565 workclass=State-gov -0.868107730852399 0.04300151640192088 workclass=Without-pay -0.19095882751537466 1.0771009308036605 workclass=Never-worked 0.5514283558770886 -0.0903345188106387 fnlwgt -0.7627472855509189 -0.30631334442283126 education=Bachelors -0.9993806331769421 0.04673561864860212 education=Some-college 1.6673421817116267 1.621260567776723 education=11th -0.17716951216890334 0.20889355189053627 education=HS-grad 0.5006254735808564 -0.7229652669737558 education=Prof-school -1.0577541480420858 -0.4721761208000958 education=Assoc-acdm -1.2436999566300482 -0.22163417115869005 education=Assoc-voc -0.6752694922169165 0.4191130441115484 education=9th 1.451173185195679 0.7669783765651773 education=7th-8th 1.3085700307208612 2.5976337087759735 education=12th 1.634859361670906 -0.10742720681090452 education=Masters 0.6972208331405516 3.8409977585120654 education=1st-4th 0.8587259925566219 0.8375795934571258 education=10th -3.1302692669330945 -1.9133416260463074 education=Doctorate -3.4020308023100387 -2.199671215839487 education=5th-6th 0.2685745209221849 1.3118560549242564 education=Preschool 0.15914752701122714 -2.0270672270332786 education-num 0.5880161636563314 -2.470243601380866 marital-status=Married-civ-spouse 0.9764038743656708 1.2276724207595289 marital-status=Divorced 0.8416642372500356 1.1569946754630567 marital-status=Never-married -1.2472671458939188 -0.16239873396008264 marital-status=Separated -1.477989935136835 0.07217287233333645 marital-status=Widowed -0.26966753476057725 1.6481930991844551 marital-status=Married-spouse-absent 0.320610171035 1.0636205312043845 marital-status=Married-AF-spouse 0.3001816102959048 -0.5225354557379153 occupation=Tech-support -1.0281493009329992 -0.45489583936880484 occupation=Craft-repair 1.4226475559239244 1.029053564474748 occupation=Other-service 0.2916466795749994 -0.06409130849935113 occupation=Sales 0.0431261165380982 -0.7576843315192613 occupation=Exec-managerial 1.8700697305529048 0.21779737530045093 occupation=Prof-specialty -0.44082195380324746 0.25181811243797353 occupation=Handlers-cleaners -0.29145360462363584 0.2678190569175191 occupation=Machine-op-inspct 1.3435075981946132 0.7354579189438462 occupation=Adm-clerical 0.6838380347613375 1.5108377990244004 occupation=Farming-fishing -0.5164027233219541 0.175973753778405 occupation=Transport-moving 0.4007446538005404 1.3170910262949926 occupation=Priv-house-serv 0.22319171527093967 -0.3747416775701052 occupation=Protective-serv 0.6815774343844467 0.03860641122902555 occupation=Armed-Forces -1.0831981468673109 -0.4591802698812752 relationship=Wife 1.6917215668328123 2.2300047642443763 relationship=Own-child -1.0558236965194792 0.734280394972644 relationship=Husband -1.081023774533634 -0.7815515722893224 relationship=Not-in-family 0.10609871059591312 0.5696177482917739 relationship=Other-relative 0.45378471020596783 0.1027743754906123 relationship=Unmarried -0.4627284959156011 -0.30189437629573745 race=White -0.011703838244887419 -0.5130371058488337 race=Asian-Pac-Islander 1.7939521601592374 1.2824581529896226 race=Amer-Indian-Eskimo 0.41386215065453313 3.5892722970952335 race=Other -1.4985512580008993 -0.4929750187389953 race=Black 0.4970494855099213 -0.17394082519336004 sex -0.40812046662065576 -5.8730796141113535 capital-gain -1.9470027355177892 -2.7110266616566787 capital-loss 0.4626158983667067 -2.486411322572691 hours-per-week 0.1895926802288153 -0.5384985887704833 native-country=United-States -0.12345852264148884 -3.77541885362394 native-country=Cambodia -1.3276197396055056 -0.1376650307426551 native-country=England 0.33557141143408886 -0.09275647126584169 native-country=Puerto-Rico -1.3679309713069805 -1.975317176909425 native-country=Canada -0.3305937477595369 -0.8610563400622456 native-country=Germany -0.9656261584400507 1.0412457256811631 native-country=Outlying-US(Guam-USVI-etc) 0.2582430738411487 1.7781976984369166 native-country=India -0.0012715745912961667 2.4199892787504313 native-country=Japan 0.5829823409298188 1.564271294372374 native-country=Greece 0.72591757859894 1.7235571243351318 native-country=South 0.9053460411627249 0.9891292486309919 native-country=China -1.7732082142924483 0.33985109631226856 native-country=Cuba -0.13765177549087404 -2.527572207948024 native-country=Iran 0.00408893443344051 0.9637852951759632 native-country=Honduras 1.0037089054578026 -0.5641768386606218 native-country=Philippines 0.6198030352355742 -1.266619625663639 native-country=Italy 0.9903126386641028 1.2326250021711347 native-country=Poland -0.1444352792964221 -2.998054994535268 native-country=Jamaica 2.3445540870857187 0.7579968845112789 native-country=Vietnam -0.5953798899101113 0.26577751600567806 native-country=Mexico 0.4357069135879918 -0.7783214915864888 native-country=Portugal 0.49059535839660545 -2.121423016324589 native-country=Ireland -0.4887067461291166 -1.0641589852404185 native-country=France 1.3080929945919597 -0.5992660273938384 native-country=Dominican-Republic -0.7313399335769338 1.3950605249672763 native-country=Laos -0.4528621763135166 0.44955143473783876 native-country=Ecuador -0.6229357665860967 -0.5854738818153001 native-country=Taiwan 0.1202527197135588 2.178422215736665 native-country=Haiti 0.09955972788136404 4.442579496700021 native-country=Columbia -0.8872890904300306 0.7052410633825946 native-country=Hungary 0.9536033835789527 -1.409520324952035 native-country=Guatemala 0.054592637790729016 1.6998443224302813 native-country=Nicaragua -0.5869569342107919 0.6870382068468562 native-country=Scotland 0.6240509619489542 1.0024972532048047 native-country=Thailand -0.6234670502791597 1.1667716249332034 native-country=Yugoslavia -0.19947441287980264 -0.00903171327092743 native-country=El-Salvador -0.7907333454805113 1.1294662632507513 native-country=Trinadad&Tobago -1.0424795969815526 0.39991086459776665 native-country=Peru -0.4868198973873174 -0.37226483621034956 native-country=Hong -0.9021882084941872 -0.46476105669998635 native-country=Holand-Netherlands Hidden Weights: 4.225960639854109 -4.2259606398541125 -4.293570239172698 4.293570239172701 >50K <=50K Error sum for iteration 4500 = 748.2057206490233 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 8.830082603960122 0.7137805825506355 age 0.12170058474452557 0.4322865713505228 workclass=Private 1.0529114332276681 1.3190793813764272 workclass=Self-emp-not-inc 0.5335105036501776 -0.08022840881127342 workclass=Self-emp-inc -2.3022773303197424 -1.1492595469176938 workclass=Federal-gov 0.7183366773620176 1.0418619803428533 workclass=Local-gov -0.5236044891821813 0.3897087354908029 workclass=State-gov -0.8683050648456861 0.04379072456965546 workclass=Without-pay -0.19110468605620132 1.0774161243866398 workclass=Never-worked 0.5954202933511081 -0.0672077900160532 fnlwgt -0.76189518860275 -0.30571803462989505 education=Bachelors -0.9897529418358673 0.049013163780176484 education=Some-college 1.6678894780500038 1.6179857774838409 education=11th -0.1710783823503707 0.20814110231176414 education=HS-grad 0.522117628535405 -0.7184373532046127 education=Prof-school -1.061809492289703 -0.47445642680399586 education=Assoc-acdm -1.232524133718974 -0.21779761741843914 education=Assoc-voc -0.6985453997725821 0.40509065717329634 education=9th 1.48574150642237 0.7654410210077345 education=7th-8th 1.3284602034979345 2.6248437591284755 education=12th 1.610341099073602 -0.10851444808238668 education=Masters 0.714919754195587 3.874724985522838 education=1st-4th 0.8734733431146634 0.8351124728607562 education=10th -3.1492040640906303 -1.9277486642407462 education=Doctorate -3.4716184540881514 -2.2321563632206813 education=5th-6th 0.2687549213500335 1.3195599369357363 education=Preschool 0.16435055522185832 -2.0329055459292364 education-num 0.6138942269765769 -2.467247631575717 marital-status=Married-civ-spouse 0.9608806880728171 1.2228562254517503 marital-status=Divorced 0.8371292998816083 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0.17376327650734688 occupation=Transport-moving 0.4049476533123688 1.3295127616407487 occupation=Priv-house-serv 0.2255667637575572 -0.37503414214632047 occupation=Protective-serv 0.6845535797959279 0.03546175431243644 occupation=Armed-Forces -1.1159691615913552 -0.46846567704963277 relationship=Wife 1.7159241501663656 2.2416437570010372 relationship=Own-child -1.0783305968802825 0.7311051972373476 relationship=Husband -1.0820678504046568 -0.7836638975766669 relationship=Not-in-family 0.11230679047534604 0.5737815794707409 relationship=Other-relative 0.47765401837724286 0.1059571919090793 relationship=Unmarried -0.47725502697296757 -0.3083429851677354 race=White -0.007997310916369628 -0.5153555758941494 race=Asian-Pac-Islander 1.8117646413651072 1.276644465609538 race=Amer-Indian-Eskimo 0.4257766237878278 3.616573417871629 race=Other -1.5193543696418865 -0.5015978566379612 race=Black 0.4873635719566004 -0.17956350552749023 sex -0.43239314509227633 -5.896396708634648 capital-gain -1.9494782615306339 -2.709997107606717 capital-loss 0.4835763368068238 -2.4826297069631686 hours-per-week 0.2004065668761293 -0.5329745763900577 native-country=United-States -0.17397665014828792 -3.8020934820405907 native-country=Cambodia -1.31496385878562 -0.12458946052605444 native-country=England 0.31311503979729377 -0.0952522300061546 native-country=Puerto-Rico -1.3869242802476724 -1.996098599535796 native-country=Canada -0.30049514556753587 -0.8470181465203276 native-country=Germany -0.964860394335496 1.0414339017483303 native-country=Outlying-US(Guam-USVI-etc) 0.26958992621062033 1.7930866825993332 native-country=India 0.007047594876789719 2.4373287988135943 native-country=Japan 0.5773723125231479 1.565715946192679 native-country=Greece 0.7221154316844598 1.7607644538003722 native-country=South 0.9316773450687975 0.9929864915304537 native-country=China -1.7847847618787454 0.3205725960036586 native-country=Cuba -0.18775257450232533 -2.5480707756398675 native-country=Iran -0.0018166513530730936 0.9716579971913456 native-country=Honduras 0.9673498400650912 -0.569288349949912 native-country=Philippines 0.6498050176928222 -1.259619552795523 native-country=Italy 1.027525245063851 1.2445901052903343 native-country=Poland -0.16068158015071662 -3.019553735900916 native-country=Jamaica 2.4045705394434687 0.7706664709034762 native-country=Vietnam -0.5749042137200011 0.27083626276622486 native-country=Mexico 0.4072391279995846 -0.811833903314417 native-country=Portugal 0.5185941752606334 -2.1138792505803323 native-country=Ireland -0.4866207638584346 -1.0715858159039784 native-country=France 1.3119995144422065 -0.5847711434535401 native-country=Dominican-Republic -0.7265260430669186 1.3914727630586923 native-country=Laos -0.44972790229639065 0.45839479369250247 native-country=Ecuador -0.6572177730087224 -0.5965470623405499 native-country=Taiwan 0.11674813738445734 2.193406934095597 native-country=Haiti 0.09190214483080127 4.452019712475996 native-country=Columbia -0.8874349489708034 0.7055562569656747 native-country=Hungary 0.9733449387239149 -1.4238773142138765 native-country=Guatemala 0.051929612324246865 1.7128007027840915 native-country=Nicaragua -0.5874794865109492 0.6890051752751045 native-country=Scotland 0.6344751901264201 0.9977992863701459 native-country=Thailand -0.6225499254438764 1.1720637762061785 native-country=Yugoslavia -0.22844936361251236 -0.02918683629296597 native-country=El-Salvador -0.7885281343155274 1.1280216866061228 native-country=Trinadad&Tobago -1.0441133457593907 0.3987785905128848 native-country=Peru -0.48766651184770005 -0.3713768272956103 native-country=Hong -0.9023340670349601 -0.4644458631169111 native-country=Holand-Netherlands Hidden Weights: 4.2446603083694265 -4.244660308369427 -4.293401361461677 4.293401361461678 >50K <=50K Error sum for iteration 4600 = 747.7058473249028 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 8.871102337928816 0.7186561510162756 age 0.11753549686757567 0.4310911005655731 workclass=Private 1.0581967715131249 1.3183946521501209 workclass=Self-emp-not-inc 0.5370605908315412 -0.08077673186702955 workclass=Self-emp-inc -2.2905561384328315 -1.1403015685098687 workclass=Federal-gov 0.703990570727932 1.0390259488919886 workclass=Local-gov -0.5275293169414442 0.38975408160762753 workclass=State-gov -0.8684907688137604 0.04455985201237033 workclass=Without-pay -0.19124235998182912 1.07771665088336 workclass=Never-worked 0.6372571614779465 -0.0456133677665327 fnlwgt -0.7609899047230513 -0.30540048087337485 education=Bachelors -0.9810033541813463 0.05082447065915902 education=Some-college 1.6684643438199303 1.6147060179549688 education=11th -0.16583936933714655 0.20712740012298453 education=HS-grad 0.5422431375401245 -0.7145056603521773 education=Prof-school -1.0658465241542365 -0.476934813000611 education=Assoc-acdm -1.2218057076105786 -0.21421700481943298 education=Assoc-voc -0.7197868546368877 0.39224119084459236 education=9th 1.5189676595600323 0.7638713067751889 education=7th-8th 1.348484400583631 2.651180759662286 education=12th 1.5851222425272273 -0.10981590721944921 education=Masters 0.7321031865374659 3.90752541917223 education=1st-4th 0.8867997406255458 0.8326426869890238 education=10th -3.1643264311676704 -1.9397803993615623 education=Doctorate -3.539629436494948 -2.2644040043864315 education=5th-6th 0.26900857438726217 1.327235622355068 education=Preschool 0.16994096685146914 -2.0382202627960018 education-num 0.6385967191165122 -2.464408445156499 marital-status=Married-civ-spouse 0.9452286708946006 1.2181113336615503 marital-status=Divorced 0.8320274546552683 1.1496416634475126 marital-status=Never-married -1.2570450539702835 -0.1658238402445861 marital-status=Separated -1.5112772738856872 0.06394118991578748 marital-status=Widowed -0.25766598843663435 1.6872648142189919 marital-status=Married-spouse-absent 0.33765231514533517 1.0565203489561588 marital-status=Married-AF-spouse 0.279853386724719 -0.5314930774122563 occupation=Tech-support -1.0539824084538794 -0.46273300676751067 occupation=Craft-repair 1.4379225310265387 1.0347521011167444 occupation=Other-service 0.28283092977489926 -0.06805659292651552 occupation=Sales 0.04426650466431685 -0.7566047694115536 occupation=Exec-managerial 1.8599068217846921 0.2137531287129488 occupation=Prof-specialty -0.39037588801536305 0.2774665190950016 occupation=Handlers-cleaners -0.3075365955101145 0.2647999520381635 occupation=Machine-op-inspct 1.3200597322319532 0.7265254075562533 occupation=Adm-clerical 0.7077713919608365 1.5148642324049988 occupation=Farming-fishing -0.5300962792129242 0.1715548263753504 occupation=Transport-moving 0.4090874544519865 1.3416034733897586 occupation=Priv-house-serv 0.23024169895911825 -0.37470642149854355 occupation=Protective-serv 0.6875165519673473 0.03232647478603696 occupation=Armed-Forces -1.1470825908735935 -0.4771317611411055 relationship=Wife 1.73869539514096 2.252324832619188 relationship=Own-child -1.1004163885704552 0.727887660173206 relationship=Husband -1.0828773017228843 -0.7855572781558775 relationship=Not-in-family 0.1178845939502668 0.5777328068040729 relationship=Other-relative 0.5013862072595021 0.1093092616448046 relationship=Unmarried -0.4910207649728115 -0.3145852575516456 race=White -0.005963236752505106 -0.5181082916077329 race=Asian-Pac-Islander 1.8288744989975996 1.2710757163547477 race=Amer-Indian-Eskimo 0.4377219922943911 3.643026293856292 race=Other -1.5384676929780423 -0.509580150814364 race=Black 0.4792889339806529 -0.18439175617704545 sex -0.4547067214342747 -5.918801980670208 capital-gain -1.9532233609790854 -2.709782889891585 capital-loss 0.500859842622285 -2.4797146403994543 hours-per-week 0.2108299526583207 -0.5275414502662397 native-country=United-States -0.22352722263556576 -3.8288393444270428 native-country=Cambodia -1.3031852475583923 -0.11208784914426613 native-country=England 0.29056343200339424 -0.09823812054701574 native-country=Puerto-Rico -1.4011552339402755 -2.0125496758002988 native-country=Canada -0.2737124293048863 -0.8346110031469005 native-country=Germany -0.964077721879209 1.0415961412585593 native-country=Outlying-US(Guam-USVI-etc) 0.2806016308929682 1.8069326312685994 native-country=India 0.01529477395185621 2.4542698545981176 native-country=Japan 0.5719188059511692 1.5671230158346336 native-country=Greece 0.7185816811225063 1.7962732372718402 native-country=South 0.956399166787291 0.9969151804008125 native-country=China -1.7948578225132281 0.30359126860390057 native-country=Cuba -0.23777100267485762 -2.569495879861099 native-country=Iran -0.007691944523258842 0.9792820942828843 native-country=Honduras 0.9308345622118888 -0.5750799922808785 native-country=Philippines 0.6799569505551074 -1.2529399772668182 native-country=Italy 1.0630753265658863 1.2560958768966728 native-country=Poland -0.17527317744645224 -3.0393496693706514 native-country=Jamaica 2.464615934789939 0.7836228046291905 native-country=Vietnam -0.5566118435662455 0.2749904618990542 native-country=Mexico 0.3794533191668985 -0.8456366082899568 native-country=Portugal 0.545863948964303 -2.1061988843813206 native-country=Ireland -0.48458726545700875 -1.078854133689449 native-country=France 1.31609906131589 -0.5713238613824 native-country=Dominican-Republic -0.7217983654517655 1.3879395294332777 native-country=Laos -0.44652170128681323 0.4671873703681725 native-country=Ecuador -0.689279348384236 -0.6075187260404467 native-country=Taiwan 0.11337423627060031 2.207911748113359 native-country=Haiti 0.08434789370263708 4.461346188945698 native-country=Columbia -0.8875726228964471 0.7058567834622567 native-country=Hungary 0.9921043737711573 -1.437661434083935 native-country=Guatemala 0.049450349452918124 1.725401945865387 native-country=Nicaragua -0.5879890677415517 0.6909596042983884 native-country=Scotland 0.6444472867497492 0.9934995522276956 native-country=Thailand -0.6216533687303257 1.1773056502646215 native-country=Yugoslavia -0.25761189867634066 -0.04864200744225836 native-country=El-Salvador -0.7862860718158128 1.1265310599435838 native-country=Trinadad&Tobago -1.0454225646393538 0.39821053743040524 native-country=Peru -0.48850172317858886 -0.3705063258560587 native-country=Hong -0.9024717409606038 -0.46414533662030755 native-country=Holand-Netherlands Hidden Weights: 4.262168255211382 -4.262168255211391 -4.292979250459702 4.292979250459701 >50K <=50K Error sum for iteration 4700 = 747.2302468804573 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 8.909477644787621 0.7229889430338218 age 0.11432477164243512 0.43013311982521507 workclass=Private 1.0635886468847249 1.3179187050764847 workclass=Self-emp-not-inc 0.540828157826667 -0.0811986706143159 workclass=Self-emp-inc -2.2790780078820627 -1.1319675590283744 workclass=Federal-gov 0.6891921678333787 1.0362224272880736 workclass=Local-gov -0.5318522666733263 0.38963531953927993 workclass=State-gov -0.8686599940100443 0.04531043278877135 workclass=Without-pay -0.19136660865718919 1.0780037468849601 workclass=Never-worked 0.6771036729746672 -0.025348045858291937 fnlwgt -0.7599644362878224 -0.3052873814446802 education=Bachelors -0.9730138302395326 0.052236677782537426 education=Some-college 1.6690980598455882 1.6114743572332944 education=11th -0.16129594689017795 0.2059126505609921 education=HS-grad 0.5611204532544223 -0.7110385265233014 education=Prof-school -1.0697729633321653 -0.47953728445285165 education=Assoc-acdm -1.2114417664834418 -0.2108550001926222 education=Assoc-voc -0.7391756053299456 0.3804438786426235 education=9th 1.5510016066257348 0.7622661784455746 education=7th-8th 1.3686200909724446 2.676683606227196 education=12th 1.5592529725625244 -0.11126918166362289 education=Masters 0.748806119739907 3.9394625232048206 education=1st-4th 0.898862733454881 0.8301730194211964 education=10th -3.176304812055713 -1.9499074023542713 education=Doctorate -3.6061529456190993 -2.29645696779126 education=5th-6th 0.2693440048490929 1.3348857614659841 education=Preschool 0.17577130708071703 -2.043061349939075 education-num 0.6621009585966257 -2.461771040584974 marital-status=Married-civ-spouse 0.9295966096930405 1.2134640975156015 marital-status=Divorced 0.826390684985698 1.146028426612918 marital-status=Never-married -1.2614754512853126 -0.16741758687980277 marital-status=Separated -1.5263734449955662 0.060318877495670845 marital-status=Widowed -0.25095830001882374 1.7060245265221436 marital-status=Married-spouse-absent 0.34637205641317576 1.0529062041417814 marital-status=Married-AF-spouse 0.26941386111458876 -0.5361981021408682 occupation=Tech-support -1.0652880052124234 -0.4661083553218882 occupation=Craft-repair 1.4437801766521938 1.0369922520986186 occupation=Other-service 0.2783682104280434 -0.06994017604251755 occupation=Sales 0.04480215124345818 -0.7561030457725787 occupation=Exec-managerial 1.8550501034031281 0.21190436215935865 occupation=Prof-specialty -0.36847946982387714 0.2884834199122606 occupation=Handlers-cleaners -0.3146047891049994 0.26364457288720405 occupation=Machine-op-inspct 1.3097500420641526 0.7227059035692353 occupation=Adm-clerical 0.718222436467324 1.5168947878665093 occupation=Farming-fishing -0.5369274434222144 0.16932443731078495 occupation=Transport-moving 0.4131802033798388 1.3533834860361909 occupation=Priv-house-serv 0.23699264277513707 -0.37381823708577644 occupation=Protective-serv 0.6904722415320076 0.029203054018205627 occupation=Armed-Forces -1.1767184953611114 -0.48522719235510636 relationship=Wife 1.7601874430777087 2.2621735288382174 relationship=Own-child -1.1220411216561716 0.7246651650539941 relationship=Husband -1.083539294991544 -0.7873311819149457 relationship=Not-in-family 0.12299647646667043 0.5815653479184949 relationship=Other-relative 0.5249654261931815 0.11273919842650179 relationship=Unmarried -0.5041033147757813 -0.32063706501967987 race=White -0.005307595523596523 -0.5212005428720171 race=Asian-Pac-Islander 1.845320724897738 1.2657420024089 race=Amer-Indian-Eskimo 0.44967702343199645 3.668661624165685 race=Other -1.556057274221305 -0.5170054604242746 race=Black 0.47254905527818436 -0.18854656254825533 sex -0.4751513631440505 -5.9403018023860215 capital-gain -1.9581921927787818 -2.710327621752272 capital-loss 0.5148957017117809 -2.477503322369667 hours-per-week 0.2208234629826152 -0.5222122040831193 native-country=United-States -0.27202283022894985 -3.855591757417272 native-country=Cambodia -1.2922882960761073 -0.10015686830900049 native-country=England 0.2679384201108596 -0.1016226105914497 native-country=Puerto-Rico -1.4118535747502627 -2.025493016622007 native-country=Canada -0.24985933054613554 -0.8236254779109161 native-country=Germany -0.9632694715686666 1.0417321366336272 native-country=Outlying-US(Guam-USVI-etc) 0.2913575754426257 1.819819330264363 native-country=India 0.0234786167305551 2.4708411139056667 native-country=Japan 0.5666126109284472 1.5685610309610372 native-country=Greece 0.7152928974762466 1.8301602351377881 native-country=South 0.979682776763143 1.000896343231133 native-country=China -1.8034632951292067 0.28862303874804646 native-country=Cuba -0.28742082057433205 -2.59170056315006 native-country=Iran -0.013530686043945993 0.9866725179799186 native-country=Honduras 0.8942715488733407 -0.5814638398561113 native-country=Philippines 0.7102602263790341 -1.2464728512346899 native-country=Italy 1.0971119833561342 1.2671794588052843 native-country=Poland -0.18842373292370304 -3.057641673133675 native-country=Jamaica 2.5246678361421524 0.7968966021642929 native-country=Vietnam -0.5402427323262371 0.2782991254352083 native-country=Mexico 0.3523933487055245 -0.8796339167468845 native-country=Portugal 0.5724538818112499 -2.098421964349364 native-country=Ireland -0.48259839441598706 -1.085964812879577 native-country=France 1.3203830084419286 -0.5587777449396839 native-country=Dominican-Republic -0.7171458793956578 1.3844574806094714 native-country=Laos -0.4432401294910036 0.4759288390342578 native-country=Ecuador -0.7192260109363167 -0.6183763004386622 native-country=Taiwan 0.11012720600723899 2.2219704049671263 native-country=Haiti 0.07690142608110154 4.470557376666749 native-country=Columbia -0.887696871571807 0.7061438794638972 native-country=Hungary 1.0099993778847782 -1.450914749335447 native-country=Guatemala 0.04714969374061449 1.7376725989792945 native-country=Nicaragua -0.588480573330751 0.6929025068944377 native-country=Scotland 0.6540301701220735 0.9896789259600546 native-country=Thailand -0.6207689132995915 1.1825032373562478 native-country=Yugoslavia -0.28692423490400215 -0.06737837567935122 native-country=El-Salvador -0.7840069354988869 1.1250016177545135 native-country=Trinadad&Tobago -1.0463924588311388 0.39815206108575163 native-country=Peru -0.4893197899700999 -0.3696529332623105 native-country=Hong -0.9025959896359637 -0.4638582406186697 native-country=Holand-Netherlands Hidden Weights: 4.278601481726897 -4.278601481726905 -4.292409401642351 4.292409401642351 >50K <=50K Error sum for iteration 4800 = 746.7851797706862 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 8.945438327825059 0.7269185503801608 age 0.11194632875109013 0.42937401557453503 workclass=Private 1.0691174463962574 1.3176157904702048 workclass=Self-emp-not-inc 0.5447046785610703 -0.08152671108647397 workclass=Self-emp-inc -2.2676637639259813 -1.1241182856128473 workclass=Federal-gov 0.6739778650978999 1.0334303540620835 workclass=Local-gov -0.5365299918362072 0.3893604119526002 workclass=State-gov -0.8688088969127449 0.046044127455273975 workclass=Without-pay -0.19147326262322262 1.0782788087476738 workclass=Never-worked 0.7151047094910044 -0.00623911259857361 fnlwgt -0.7587705708403942 -0.3053215562370024 education=Bachelors -0.965678391102927 0.05331068125178202 education=Some-college 1.669823131541511 1.608325710816866 education=11th -0.15732425310387776 0.2045448868959768 education=HS-grad 0.5788518786708717 -0.7079375643926213 education=Prof-school -1.0735147255719095 -0.4822022095916853 education=Assoc-acdm -1.2013468312798468 -0.20767782480578453 education=Assoc-voc -0.7568874396937084 0.36958851489836303 education=9th 1.5819739829140527 0.7606303678810248 education=7th-8th 1.3888454628610076 2.701388348018431 education=12th 1.5327578348954662 -0.112831401812284 education=Masters 0.7650618524551694 3.9705926803332883 education=1st-4th 0.909801620954825 0.8277102274692681 education=10th -3.185660363086147 -1.9584960166910645 education=Doctorate -3.67127696032832 -2.3283494588842397 education=5th-6th 0.2697678105960554 1.3425130081159233 education=Preschool 0.18173350921799875 -2.047469082064045 education-num 0.6844028295780494 -2.459375146381303 marital-status=Married-civ-spouse 0.9141029671945711 1.208934997367481 marital-status=Divorced 0.8202635492853363 1.1424347035711795 marital-status=Never-married -1.2655883456031327 -0.16891618559640656 marital-status=Separated -1.5404716288098674 0.057015837338468565 marital-status=Widowed -0.24386869432519961 1.7243301256738484 marital-status=Married-spouse-absent 0.3552126265785221 1.0492551007904223 marital-status=Married-AF-spouse 0.25902643985053175 -0.5409276285776803 occupation=Tech-support -1.075589928959943 -0.469154308153914 occupation=Craft-repair 1.4486952180027721 1.0389076383465772 occupation=Other-service 0.27395081575289726 -0.07174376613351495 occupation=Sales 0.045349929555984055 -0.7556094256729272 occupation=Exec-managerial 1.8502538517977307 0.21015855794950805 occupation=Prof-specialty -0.3486724865184443 0.29838413046255075 occupation=Handlers-cleaners -0.3211228091194781 0.26266493862539864 occupation=Machine-op-inspct 1.3001342730704861 0.7192210677189204 occupation=Adm-clerical 0.7278238663267952 1.5189126035607265 occupation=Farming-fishing -0.5437573433176791 0.16706166765871 occupation=Transport-moving 0.4172400780756053 1.3648706898078649 occupation=Priv-house-serv 0.24562922076252341 -0.37242073750366805 occupation=Protective-serv 0.6934248489640096 0.026094292385269783 occupation=Armed-Forces -1.2050374726689659 -0.49279752759833373 relationship=Wife 1.7805331045063895 2.271296746776632 relationship=Own-child -1.1431693525370326 0.7214735439264428 relationship=Husband -1.0841170021840985 -0.7890616686038172 relationship=Not-in-family 0.12778783571652572 0.5853580188000239 relationship=Other-relative 0.5483601653715283 0.11616661874384958 relationship=Unmarried -0.516562785727923 -0.32650917724773393 race=White -0.005798932140752157 -0.5245564015040357 race=Asian-Pac-Islander 1.861140803663394 1.260624870946135 race=Amer-Indian-Eskimo 0.46162088109945576 3.6935154035110545 race=Other -1.5722569046435666 -0.5239383332317218 race=Black 0.4669111572893378 -0.1921318258970612 sex -0.4938273234325425 -5.960901331382479 capital-gain -1.96430423742655 -2.7115686922717344 capital-loss 0.5260741516110674 -2.475862896632403 hours-per-week 0.23032432299507175 -0.5170086901970237 native-country=United-States -0.3193961523184168 -3.882284685793194 native-country=Cambodia -1.2822777304643664 -0.0887734354798562 native-country=England 0.2452669159265753 -0.10533609419736835 native-country=Puerto-Rico -1.4199979427734133 -2.035621160081695 native-country=Canada -0.2286113612666446 -0.8138770405240231 native-country=Germany -0.9624286726220144 1.0418419413817925 native-country=Outlying-US(Guam-USVI-etc) 0.301920049492673 1.83183655450039 native-country=India 0.03160623745776776 2.4870663324363087 native-country=Japan 0.5614456204279177 1.570077645224854 native-country=Greece 0.7122291991502664 1.862504535198044 native-country=South 1.0016829539112768 1.004901414691745 native-country=China -1.8106490791522565 0.2754191037590262 native-country=Cuba -0.336434638751109 -2.614538852701727 native-country=Iran -0.019327811308363203 0.9938427314240846 native-country=Honduras 0.857767826252325 -0.5883698380753044 native-country=Philippines 0.7407142757316048 -1.240149558568024 native-country=Italy 1.1297749753096753 1.2778653319016395 native-country=Poland -0.20033510853521969 -3.0745937491381583 native-country=Jamaica 2.5847010328152513 0.8104958568443453 native-country=Vietnam -0.525579858312059 0.28084135439943525 native-country=Mexico 0.3260773612437419 -0.9137243559656891 native-country=Portugal 0.5984027476981446 -2.090579826602112 native-country=Ireland -0.4806476134214248 -1.0929193021271648 native-country=France 1.3248410371505244 -0.5470095400040289 native-country=Dominican-Republic -0.7125592650192653 1.3810239393475812 native-country=Laos -0.43988103778523757 0.4846191609344764 native-country=Ecuador -0.7471676612883146 -0.6290994320571933 native-country=Taiwan 0.10700193651256235 2.2356138202764613 native-country=Haiti 0.06956731667007482 4.479650543864945 native-country=Columbia -0.8878035255378178 0.7064189413265807 native-country=Hungary 1.027123564644398 -1.4636732827531944 native-country=Guatemala 0.04502238568524695 1.7496339981133782 native-country=Nicaragua -0.5889499176600949 0.6948350395709245 native-country=Scotland 0.6632776348330474 0.9863822683317018 native-country=Thailand -0.6198897250535266 1.1876616870599113 native-country=Yugoslavia -0.31635289366165126 -0.08540058668926853 native-country=El-Salvador -0.7816912707320675 1.1234401795635958 native-country=Trinadad&Tobago -1.047008321060227 0.39855418624663685 native-country=Peru -0.4901160913871521 -0.36881596393421867 native-country=Hong -0.9027026436019745 -0.4635831787560091 native-country=Holand-Netherlands Hidden Weights: 4.294062736494486 -4.294062736494479 -4.291766321489383 4.2917663214893835 >50K <=50K Error sum for iteration 4900 = 746.370419888651 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 8.979220522570058 0.7305536032763411 age 0.1102972673199365 0.4287818141591875 workclass=Private 1.0747860325578276 1.3174542483118636 workclass=Self-emp-not-inc 0.5486260734233541 -0.08178379699754139 workclass=Self-emp-inc -2.2561636742138513 -1.1166353078413922 workclass=Federal-gov 0.6583768496323603 1.0306322662020966 workclass=Local-gov -0.5415339242163086 0.38893454057249505 workclass=State-gov -0.8689346732783371 0.04676258748324542 workclass=Without-pay -0.19155924361698273 1.0785432520193667 workclass=Never-worked 0.7513865245221688 0.011857418683800318 fnlwgt -0.7573721417390397 -0.30545848352848753 education=Bachelors -0.9589037290709451 0.05410005463148213 education=Some-college 1.6706706735866084 1.6052834594892715 education=11th -0.1538278494584735 0.20306132583749062 education=HS-grad 0.5955247132565312 -0.7051295430487475 education=Prof-school -1.0770142126313198 -0.4848800797180889 education=Assoc-acdm -1.1914520362281638 -0.2046569353169897 education=Assoc-voc -0.7730877831968672 0.35957660821587634 education=9th 1.6119982285233125 0.7589732294276759 education=7th-8th 1.409139277959315 2.7253278496639726 education=12th 1.5056398769589892 -0.11447335124878981 education=Masters 0.7809013412863884 4.000965915670377 education=1st-4th 0.9197380517865357 0.8252628085261527 education=10th -3.192798576688529 -1.9658312786891925 education=Doctorate -3.735080053399214 -2.3601065068077185 education=5th-6th 0.2702847150864441 1.3501199586813926 education=Preschool 0.187743536723424 -2.0514782793314073 education-num 0.7055143123516735 -2.4572537559357097 marital-status=Married-civ-spouse 0.8988426008854772 1.2045418075411263 marital-status=Divorced 0.8136952426797601 1.1388555738505572 marital-status=Never-married -1.2693800631645138 -0.17030924724006186 marital-status=Separated -1.5536154045081614 0.05402121127063697 marital-status=Widowed -0.23645926689310726 1.7422196582995497 marital-status=Married-spouse-absent 0.3641661676405771 1.0455708340522132 marital-status=Married-AF-spouse 0.24884880570447437 -0.5455982661743963 occupation=Tech-support -1.0849552907543702 -0.47189716393741615 occupation=Craft-repair 1.4528259844177691 1.0405493889723914 occupation=Other-service 0.26960911447326885 -0.07346649768499942 occupation=Sales 0.04591738451460774 -0.755120742347709 occupation=Exec-managerial 1.8454628268445812 0.20850361214585109 occupation=Prof-specialty -0.3308419953712144 0.3072417325341245 occupation=Handlers-cleaners -0.32715718896882 0.26182655479213096 occupation=Machine-op-inspct 1.2910411165786027 0.716004290079965 occupation=Adm-clerical 0.7366746724403678 1.5209053641493644 occupation=Farming-fishing -0.5505751630047182 0.16476424619430038 occupation=Transport-moving 0.42127951407645986 1.376080880891198 occupation=Priv-house-serv 0.25598762145210385 -0.37055910650109913 occupation=Protective-serv 0.6963769899776953 0.02300317933623053 occupation=Armed-Forces -1.2321778826361363 -0.4998836456308508 relationship=Wife 1.7998464283198996 2.2797856495147997 relationship=Own-child -1.1637689910919238 0.7183459864208872 relationship=Husband -1.0846521462974699 -0.7908052314718779 relationship=Not-in-family 0.1323794233754612 0.58917289956386 relationship=Other-relative 0.571526712621672 0.11952227945078335 relationship=Unmarried -0.5284486489809643 -0.33221001240178466 race=White -0.007256603010293655 -0.528116498636256 race=Asian-Pac-Islander 1.8763702996528697 1.2557028485549857 race=Amer-Indian-Eskimo 0.47353429562260246 3.71762567032435 race=Other -1.5871740339525955 -0.5304278828362874 race=Black 0.46218073955809186 -0.19523511105382663 sex -0.5108415246481408 -5.980606297198971 capital-gain -1.9714591666770303 -2.7134439264988752 capital-loss 0.5347429596466386 -2.4746866228611446 hours-per-week 0.23926914988440778 -0.5119540924497293 native-country=United-States -0.3655983663035111 -3.9088543824658046 native-country=Cambodia -1.2731602805275235 -0.07790683625441674 native-country=England 0.2225799483930777 -0.10932575652744565 native-country=Puerto-Rico -1.42635559562691 -2.0435064616954786 native-country=Canada -0.20969937511705888 -0.8052100609257071 native-country=Germany -0.9615501763549836 1.041925925849859 native-country=Outlying-US(Guam-USVI-etc) 0.3123387468488216 1.843072513298265 native-country=India 0.039683093832679796 2.5029652547508 native-country=Japan 0.5564103217738646 1.57170356649422 native-country=Greece 0.709373240040667 1.8933856277859589 native-country=South 1.0225360847617153 1.0088995718557225 native-country=China -1.8164725275515314 0.2637619357693972 native-country=Cuba -0.38456950751847546 -2.6378664542213808 native-country=Iran -0.025079414343557437 1.0008048000313938 native-country=Honduras 0.8214284391978731 -0.5957379244104838 native-country=Philippines 0.7713156274155828 -1.233929831851527 native-country=Italy 1.1611928436565082 1.288169216027775 native-country=Poland -0.21119714334071818 -3.0903470730345055 native-country=Jamaica 2.6446873520837193 0.8244136966354891 native-country=Vietnam -0.5124407298654334 0.2827049392188389 native-country=Mexico 0.3005014230738431 -0.9478049680815737 native-country=Portugal 0.623740241997151 -2.0826975002478956 native-country=Ireland -0.478729736614613 -1.0997196700050489 native-country=France 1.3294616810756692 -0.5359177608131694 native-country=Dominican-Republic -0.7080308444082611 1.3776366838349403 native-country=Laos -0.4364436625797216 0.49325830840331947 native-country=Ecuador -0.773216971539431 -0.6396647822278134 native-country=Taiwan 0.10399201598359098 2.248870507377562 native-country=Haiti 0.06234963121454651 4.488622598967554 native-country=Columbia -0.8878895065315527 0.7066833845981985 native-country=Hungary 1.043551153476748 -1.4759682599897492 native-country=Guatemala 0.043062911768974345 1.7613047438190816 native-country=Nicaragua -0.5893940609858688 0.6967583605836524 native-country=Scotland 0.6722353466652992 0.9836265705577966 native-country=Thailand -0.6190105743258049 1.1927853005677798 native-country=Yugoslavia -0.3458704920135367 -0.10273104563172432 native-country=El-Salvador -0.7793404916003291 1.1218531962727742 native-country=Trinadad&Tobago -1.0472580311116022 0.399375214028308 native-country=Peru -0.49088713678736284 -0.36799460734765194 native-country=Hong -0.9027886245957094 -0.4633187354843777 native-country=Holand-Netherlands Hidden Weights: 4.308642446876107 -4.308642446876111 -4.2911002042361694 4.291100204236169 >50K <=50K Options: -I 5000 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 5000 -E 0.01 -S 1646622745 -H 2 -M 0.01 Input Weights: 9.010753543912692 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marital-status=Married-AF-spouse 0.23911755438478047 -0.5500913851657792 occupation=Tech-support -1.093376375720835 -0.4743407331812295 occupation=Craft-repair 1.4562798271924864 1.0419492129894794 occupation=Other-service 0.2653979224921018 -0.07509684325677332 occupation=Sales 0.04649640040005768 -0.75464393172719 occupation=Exec-managerial 1.8406716868138675 0.2069404970136952 occupation=Prof-specialty -0.31501173825562734 0.31506002171200664 occupation=Handlers-cleaners -0.3327138200469757 0.2611080775675941 occupation=Machine-op-inspct 1.2824005496525763 0.713024245790619 occupation=Adm-clerical 0.7447802553251371 1.5228444459389152 occupation=Farming-fishing -0.5572950067210849 0.16245842259823629 occupation=Transport-moving 0.4252692273685272 1.386919869305459 occupation=Priv-house-serv 0.2677980616661908 -0.3682990232345289 occupation=Protective-serv 0.6993003580308336 0.019963417881963784 occupation=Armed-Forces -1.2580005865476123 -0.5064574169603508 relationship=Wife 1.8180449704614932 2.2876412885096102 relationship=Own-child -1.1836125038411336 0.7153422976710907 relationship=Husband -1.0851629694086753 -0.7925835802770707 relationship=Not-in-family 0.13682121830853766 0.5930161932358872 relationship=Other-relative 0.5941855581742127 0.12271658771222368 relationship=Unmarried -0.5396930214345548 -0.3376925213573664 race=White -0.009513354626360207 -0.5317973778262634 race=Asian-Pac-Islander 1.8908987487827338 1.2510010318212708 race=Amer-Indian-Eskimo 0.485281692208639 3.7407998334707826 race=Other -1.6007639086616 -0.5364520827772735 race=Black 0.45823211933849367 -0.19790448962901078 sex -0.526157261481351 -5.999240237912482 capital-gain -1.9794616897761719 -2.7158673526080577 capital-loss 0.5411527168239718 -2.473895898505619 hours-per-week 0.24752532615997996 -0.5071169759621004 native-country=United-States -0.41015303807539266 -3.934979124751346 native-country=Cambodia -1.2650227723735126 -0.06762687926257009 native-country=England 0.20013809054306814 -0.113507731883868 native-country=Puerto-Rico -1.4314736509814363 -2.0495635682735105 native-country=Canada -0.19305928173029258 -0.7975699780597874 native-country=Germany -0.9606399475661253 1.0419842522869116 native-country=Outlying-US(Guam-USVI-etc) 0.3225514871313062 1.8535078137864476 native-country=India 0.0476331009440644 2.518400020733623 native-country=Japan 0.5515480586816529 1.573438226103433 native-country=Greece 0.7067352747259007 1.9225939280832844 native-country=South 1.0421674282995828 1.012822879832992 native-country=China -1.8209579645189435 0.2535577826609685 native-country=Cuba -0.43114699026353004 -2.66130366583986 native-country=Iran -0.03072585506453304 1.0075027994254033 native-country=Honduras 0.7857142651840929 -0.6034329206354366 native-country=Philippines 0.801749431822886 -1.2278537958221267 native-country=Italy 1.1911843907752364 1.298003648671211 native-country=Poland -0.22109082285713363 -3.1048855932170807 native-country=Jamaica 2.7039971367676574 0.8384905808924784 native-country=Vietnam -0.5007811234012789 0.2839691283510321 native-country=Mexico 0.27588935242057533 -0.9814365312249401 native-country=Portugal 0.648244201024044 -2.074874591294316 native-country=Ireland -0.47685957459515427 -1.1063028090389178 native-country=France 1.3341843466681993 -0.5255220587242646 native-country=Dominican-Republic -0.7035988623497653 1.3743269737246886 native-country=Laos -0.4329640455384771 0.5017605014737164 native-country=Ecuador -0.7972527289757142 -0.6499466669018334 native-country=Taiwan 0.10111846137185633 2.2616395799957303 native-country=Haiti 0.055322078764905476 4.497382617967386 native-country=Columbia -0.8879522106133254 0.7069360583155857 native-country=Hungary 1.0591861027015883 -1.4877105893735503 native-country=Guatemala 0.04128271148581198 1.7725884551129698 native-country=Nicaragua -0.589806889796113 0.6986544426973085 native-country=Scotland 0.6808559744406701 0.981427667571297 native-country=Thailand -0.6181365107153428 1.1978268114860302 native-country=Yugoslavia -0.37516025190243407 -0.11924169936522841 native-country=El-Salvador -0.7769808250930461 1.1202629437726155 native-country=Trinadad&Tobago -1.0471358757021576 0.40056687433831695 native-country=Peru -0.4916231656269486 -0.36719602067019763 native-country=Hong -0.9028513286774821 -0.4630660617669822 native-country=Holand-Netherlands Hidden Weights: 4.322286568998159 -4.322286568998155 -4.290449550913657 4.290449550913654 >50K <=50K === Error on training data === Correctly Classified Instances 4271 85.1645 % Incorrectly Classified Instances 744 14.8355 % Mean absolute error 0.2656 Root mean squared error 0.3308 Relative absolute error 71.9397 % Root relative squared error 76.9895 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 817 408 | a = >50K 336 3454 | b = <=50K === Error on test data === Correctly Classified Instances 4183 83.4098 % Incorrectly Classified Instances 832 16.5902 % Mean absolute error 0.2733 Root mean squared error 0.3431 Relative absolute error 74.9806 % Root relative squared error 80.91 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 739 439 | a = >50K 393 3444 | b = <=50K