Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: 0.7134092657210296 -0.13889460879743076 age 0.09952460842360478 -0.3468102242839881 workclass=Private 0.2542791741153918 -0.9376894587216944 workclass=Self-emp-not-inc 0.013387055439010975 0.4352569721717363 workclass=Self-emp-inc 0.5495759815878332 0.1789379916224476 workclass=Federal-gov 0.7223421532022294 0.3513725417671032 workclass=Local-gov -0.06644072497122289 0.6495227437214655 workclass=State-gov 0.7070104234835772 -0.41917842864142507 workclass=Without-pay -0.7222090350969532 -0.5600582791904385 workclass=Never-worked 0.04980276729107991 -0.7447058674525087 fnlwgt 0.06668367475986359 0.9935216399690954 education=Bachelors -0.7945611029974291 0.5981818948743496 education=Some-college -0.5369510652310856 0.9677984375247457 education=11th -0.5549549421147144 0.08911113062043374 education=HS-grad 0.058556640729525045 -0.30297741973904646 education=Prof-school -0.668870179199001 -0.14357779358993517 education=Assoc-acdm 0.2562524009878655 -0.4731211478802866 education=Assoc-voc 0.4557143169185891 0.3143056408091569 education=9th 0.6230652223647226 0.6104934016780557 education=7th-8th -0.670977485111353 0.9787045161142212 education=12th 0.22996289312058682 -0.7763503406228334 education=Masters -0.31131904227823815 -0.12022859910987438 education=1st-4th 0.3352199553147559 -0.08800473227304595 education=10th -0.9746427182377286 0.7202739863514365 education=Doctorate -0.14995916004800036 -0.9475920350883054 education=5th-6th -0.8250580540470629 -0.6907337444696853 education=Preschool -0.8378284035434311 0.8918667237839588 education-num 0.26326803168861024 -0.5522841388838622 marital-status=Married-civ-spouse 0.10752776836377276 -0.5138393495959488 marital-status=Divorced -0.07076578108856735 -0.30449447735435364 marital-status=Never-married -0.5835977149488591 0.832326878110708 marital-status=Separated 0.8870599950098983 0.863934441706248 marital-status=Widowed -0.21761078960443836 0.9763571335365104 marital-status=Married-spouse-absent 0.7780287174903955 0.9299367463196011 marital-status=Married-AF-spouse -0.009594680522844845 -0.9462855437783539 occupation=Tech-support 0.6349746837420591 -0.1481603113501968 occupation=Craft-repair -0.8044974898111228 -0.37442476107905076 occupation=Other-service 0.8362159850715081 -0.3054975155586639 occupation=Sales -0.41431736569400957 0.8182189612414079 occupation=Exec-managerial 0.32563493097587126 -0.024257410751713948 occupation=Prof-specialty -0.8724604047316018 0.6351488051457166 occupation=Handlers-cleaners 0.25693344655954053 -0.6235378148494994 occupation=Machine-op-inspct 0.939905890314304 -0.6613980297784996 occupation=Adm-clerical -0.3137459281303696 -0.71702261447613 occupation=Farming-fishing -0.15683972780918976 0.4051187370208973 occupation=Transport-moving 0.060625922320695746 0.13961106613876995 occupation=Priv-house-serv 0.7846011415900782 -0.3664533469248221 occupation=Protective-serv 0.07108227331518768 0.5892820126365792 occupation=Armed-Forces 0.8561970826087408 -0.623222767545742 relationship=Wife -0.031428771240565645 0.8949991121354623 relationship=Own-child -0.568265511744241 -0.5970857287795159 relationship=Husband 0.15645598876010736 0.40998635524972893 relationship=Not-in-family -0.7937217877429195 -0.1415320864753291 relationship=Other-relative -0.7772565508331799 -0.13848175079443203 relationship=Unmarried -0.5089098344214913 -0.5346729882593211 race=White -0.5257949536825335 -0.8849285266891767 race=Asian-Pac-Islander 0.5896019319916885 0.1631931238999189 race=Amer-Indian-Eskimo -0.6319730601539626 0.7914925557780499 race=Other -0.7386512069984621 -0.392862572691143 race=Black 0.358063601586073 -0.26032041251118354 sex -0.30366109564507515 0.4119720048171245 capital-gain -0.09556473856278136 -0.241328785096947 capital-loss 0.8162896853308694 0.9359850286051987 hours-per-week -0.4718780409852201 0.17267044396304265 native-country=United-States -0.44559233679246635 0.3197826623026665 native-country=Cambodia -0.41387115194309354 0.6657896015270195 native-country=England -0.27644472420228583 -0.9862186828331103 native-country=Puerto-Rico 0.12624590836119043 -0.8256658976522195 native-country=Canada 0.5641314487999403 -0.8186878729855493 native-country=Germany -0.04933280816306751 0.32612974712123766 native-country=Outlying-US(Guam-USVI-etc) 0.6869334198245634 -0.836894664680212 native-country=India -0.45921834355502344 0.8403874113867325 native-country=Japan 0.23055181687318904 -0.8883706083177445 native-country=Greece -0.5939295877131898 0.10827740199970193 native-country=South -0.8058735267832593 0.3976318711870368 native-country=China -0.17824481461347985 0.7328957922224941 native-country=Cuba 0.3599394218649483 0.37228672857866574 native-country=Iran -0.11509247270170864 0.7055368773491533 native-country=Honduras -0.5195057748669833 -0.5786436462472702 native-country=Philippines -0.11183524196131733 -0.060221852695783396 native-country=Italy -0.31569215713708165 0.3262451547618972 native-country=Poland -0.30623278581078384 -0.39876658951665056 native-country=Jamaica -0.2147289394167613 -0.9269806820024324 native-country=Vietnam 0.06685628631650498 0.8030680721331946 native-country=Mexico 0.512503021654666 -0.7845893296584325 native-country=Portugal -0.2568904594151493 -0.7516048899203587 native-country=Ireland 0.9802754276823953 0.46127525249661416 native-country=France -0.22213748566081137 -0.027878876578794287 native-country=Dominican-Republic 0.07870467254652724 0.5424587447291351 native-country=Laos -0.1633633944220334 -0.1329252672959791 native-country=Ecuador 0.19214362562276088 0.8427912210307282 native-country=Taiwan 0.3939760317326766 0.7914713993157396 native-country=Haiti 0.7689435196803878 -0.6359851581024247 native-country=Columbia -0.869039566180912 0.08483596182849773 native-country=Hungary -0.9823637206105045 0.03960026314320175 native-country=Guatemala -0.5472812548545285 -0.1759412256734274 native-country=Nicaragua 0.35350259463399714 0.2651490647293371 native-country=Scotland 0.2454882560004743 -0.594305576824848 native-country=Thailand 0.34758224245450964 0.8736765938340127 native-country=Yugoslavia -0.5132405247500893 -0.460937779599331 native-country=El-Salvador -0.2621631166780676 0.18553484010085564 native-country=Trinadad&Tobago -0.1909153558880914 0.6900700179566353 native-country=Peru 0.6685382378179276 -0.2841612650874834 native-country=Hong 0.7642225342818894 0.8595904880853082 native-country=Holand-Netherlands Hidden Weights: -0.5257882039512378 0.46307220226067103 0.0022608806159714057 -0.19727070237766742 >50K <=50K Error sum for iteration 100 = 755.6896686761102 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: -0.8265808050928766 -1.2409374404649627 age 0.5275942894350636 0.35814234822140184 workclass=Private 1.6787122570425286 -0.7536495096864083 workclass=Self-emp-not-inc -0.3000384101644694 0.19646449838370558 workclass=Self-emp-inc -0.12238701387469525 -0.14038095824999594 workclass=Federal-gov 0.927072481370428 0.5056588000876246 workclass=Local-gov 0.5650284821217959 0.8664746674009881 workclass=State-gov 0.8291227834154737 -0.368520555258386 workclass=Without-pay -0.6005139552259269 -0.5098731356395434 workclass=Never-worked 0.21055616587721016 -0.6912134765655107 fnlwgt -0.43269184809727607 0.25271819565013715 education=Bachelors 0.06251002511362452 0.9580660153088876 education=Some-college 0.3089212503646087 1.257331491412042 education=11th -0.03026356753210489 0.655704582934268 education=HS-grad -0.9530362563817613 -0.8436246846159724 education=Prof-school -0.3866674025008984 0.27377920205305795 education=Assoc-acdm 0.20747786518931624 -0.2779840263648581 education=Assoc-voc 1.020630515936424 0.54262034546195 education=9th 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1.1686377995246557 relationship=Own-child 0.10446192420593041 -0.5995594477999555 relationship=Husband 0.05389790675018922 0.13528649802675674 relationship=Not-in-family 0.0051732173342051435 0.3768033974541689 relationship=Other-relative 0.35233524554755985 0.4325765282364297 relationship=Unmarried -0.38189822588216393 -0.5231226319801695 race=White -0.1626172224513522 -0.7818213120376972 race=Asian-Pac-Islander 0.7885690183878271 0.2656291920943657 race=Amer-Indian-Eskimo -0.1517234491611231 1.0597778991577118 race=Other -0.326021205834352 -0.22583468903443085 race=Black 0.39083839928452463 -1.0695157267719657 sex -1.1440685241743298 -0.004986474375298906 capital-gain -1.3892287599121205 -0.555825009322674 capital-loss -1.9082341498110298 -0.20400364146605374 hours-per-week -0.3688987471581019 0.00871867222622862 native-country=United-States -0.46766670199172183 0.2976679586134094 native-country=Cambodia -0.036730571072610026 0.8020772589536158 native-country=England 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native-country=Jamaica 0.03359358098758413 -0.8292864890927075 native-country=Vietnam 0.682260381778494 1.1367639595669805 native-country=Mexico 0.5392549170384553 -0.7501868921209033 native-country=Portugal -0.1957510753545772 -0.7002619892009901 native-country=Ireland 1.0282004330909116 0.4850723609169894 native-country=France -0.1770291681737063 -0.01778141673686379 native-country=Dominican-Republic 0.2627298067634027 0.6263627061121761 native-country=Laos -0.02719312801378748 -0.07173269894759653 native-country=Ecuador 0.0756546347334138 0.825352913949038 native-country=Taiwan 0.6038902152816784 0.884953796053555 native-country=Haiti 1.0830397442346913 -0.5531800588117979 native-country=Columbia -0.7473444863098857 0.13502110537938256 native-country=Hungary -0.8938080106092863 0.09656751655182781 native-country=Guatemala -0.24884922022880898 -0.07285639355782957 native-country=Nicaragua 0.47984026886340736 0.31897252665626 native-country=Scotland 0.4039915603409723 -0.5404081611710514 native-country=Thailand 0.49087909736757734 0.938011001691627 native-country=Yugoslavia -0.20393406650441276 -0.3162443350855606 native-country=El-Salvador -0.07463682151862608 0.27498305696521685 native-country=Trinadad&Tobago -0.06734959962679708 0.7432391714554866 native-country=Peru 0.7930478429826602 -0.23065655671456017 native-country=Hong 0.8859176141529157 0.9097756316362033 native-country=Holand-Netherlands Hidden Weights: -3.1763246272705774 3.177132100888127 -1.5545324762424375 1.5539391228134753 >50K <=50K Error sum for iteration 200 = 758.6331387377547 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: -1.0393780536069248 -1.7491477653553489 age 0.5564817662184699 0.3671765534560734 workclass=Private 1.679262571334248 -0.8463199028760839 workclass=Self-emp-not-inc -0.06059095021159745 0.27558652089802804 workclass=Self-emp-inc 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occupation=Other-service 0.05880389043331266 -0.10283888934908658 occupation=Sales -0.6821504945682059 -0.11316848105970652 occupation=Exec-managerial 0.38079443723316586 -1.2616679962028508 occupation=Prof-specialty 0.22771414911281218 1.2142512538448855 occupation=Handlers-cleaners 0.8062361576073077 -0.2209025574553046 occupation=Machine-op-inspct 0.5938116817934692 -0.1909592087222321 occupation=Adm-clerical 1.6538581085573498 0.09453206395481334 occupation=Farming-fishing 0.37049055389207125 0.4090328833503585 occupation=Transport-moving 0.3118494802540972 0.2562189373296161 occupation=Priv-house-serv 0.14991017510306828 -0.7256552928824673 occupation=Protective-serv 0.22734678898306754 0.6538044497053203 occupation=Armed-Forces -0.6866243529920562 -0.7235574414126128 relationship=Wife 0.5520085131442481 1.0489337036905502 relationship=Own-child 0.37633980091024793 -0.4167987096180687 relationship=Husband 0.10484172605779589 0.11972807107312669 relationship=Not-in-family 0.14751017781944076 0.4466823511640461 relationship=Other-relative 0.45347569868389664 0.18611924517571424 relationship=Unmarried -0.5359402346788518 -0.33629463455020414 race=White -0.13370652408783942 -0.9077829750806592 race=Asian-Pac-Islander 0.7971987624921777 0.26347748103906454 race=Amer-Indian-Eskimo 0.3673694638497155 1.253693604840627 race=Other -0.35547541372543273 -0.3356023755195314 race=Black 0.2485082307230138 -1.3079808371417658 sex -1.741709575634204 -0.2417197875572205 capital-gain -1.9589518117955589 -0.549074652401574 capital-loss -2.7298645809296627 -0.48387258542210726 hours-per-week -0.2657948508149623 -0.08351230156459728 native-country=United-States -0.5884302448770884 0.21738805611241646 native-country=Cambodia 0.19858680397270162 0.8869858977894016 native-country=England 0.08243573058724711 -0.8297631221934225 native-country=Puerto-Rico -0.3604747626187474 -0.8969792818891063 native-country=Canada 0.33989148785922957 -0.6400503125312726 native-country=Germany 0.11860927418504112 0.39720934916475137 native-country=Outlying-US(Guam-USVI-etc) 1.3874678928422368 -0.7392796132279241 native-country=India 0.04952274492510576 0.9416341140533798 native-country=Japan 0.6274158601106888 -0.7516395953525788 native-country=Greece -0.3403027189754111 0.19533997193802968 native-country=South -0.06030408969753426 0.6722984086822504 native-country=China 0.4200417487343666 1.0630315087231763 native-country=Cuba -0.5392849636671428 0.015287155370622241 native-country=Iran 0.10567092305345803 0.803170463154195 native-country=Honduras -0.5585921899730478 -0.5370348386490899 native-country=Philippines -0.5459419757459769 -0.15176032491295752 native-country=Italy 0.3118349726689363 0.5343649482692936 native-country=Poland -0.6080613460091223 -0.5453846084408225 native-country=Jamaica 0.17133846959020266 -0.7957733564015788 native-country=Vietnam 0.7893493262734256 1.1629844956894704 native-country=Mexico 0.4422922421080908 -0.7664355345461304 native-country=Portugal -0.28874514305916743 -0.7159738914814059 native-country=Ireland 0.9478282851466626 0.46143560869727784 native-country=France -0.26143021657665233 -0.07852497874565333 native-country=Dominican-Republic 0.34425191410232614 0.667837828450852 native-country=Laos 0.008750749233410664 -0.05282204979100097 native-country=Ecuador -0.19772005790187222 0.7911282725085621 native-country=Taiwan 0.7036129758214844 0.9270850013338041 native-country=Haiti 1.3808727389580293 -0.5003184010232828 native-country=Columbia -0.7186416294798057 0.14601053942010842 native-country=Hungary -0.923697462909391 0.09430257325663172 native-country=Guatemala -0.01753330853374731 -0.0130811123164899 native-country=Nicaragua 0.5132947846367321 0.33394797469320553 native-country=Scotland 0.4918060818136041 -0.5144404245512685 native-country=Thailand 0.54321466020368 0.9634988870278399 native-country=Yugoslavia 0.003211867725694029 -0.2184999320732981 native-country=El-Salvador -0.001304245251953954 0.3165937412721594 native-country=Trinadad&Tobago -0.016320184002844674 0.7744285088679429 native-country=Peru 0.8218271639566715 -0.21952464235976174 native-country=Hong 0.9146204709829957 0.9207650656769589 native-country=Holand-Netherlands Hidden Weights: -3.584448852422934 3.5844728615938366 -1.4698801857215962 1.4698614556269096 >50K <=50K Error sum for iteration 300 = 750.086718176179 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: -1.011533949505211 -2.185706239236878 age 0.5881012421071315 0.3390130047690912 workclass=Private 1.6556971065039303 -0.8930812181335778 workclass=Self-emp-not-inc -7.65220559838673E-4 0.2604481495209772 workclass=Self-emp-inc -0.018163585155639036 0.09346322592497323 workclass=Federal-gov 0.9520832911471069 0.6027171261652112 workclass=Local-gov 0.6361667414756385 0.8523471881735207 workclass=State-gov 0.86736547881062 -0.35338061967883 workclass=Without-pay -0.5621552762270121 -0.4940506312500265 workclass=Never-worked 0.13869190030675008 -0.7702885823134437 fnlwgt -0.4319437504435314 0.4532685305026553 education=Bachelors 0.08880350423645149 0.7177181347868602 education=Some-college 0.4937039832116502 1.0552809977058109 education=11th -0.1361532438992797 0.8387935982996796 education=HS-grad -0.8128478293255983 -0.9608783074024888 education=Prof-school -0.4697682585030239 0.5559643994872777 education=Assoc-acdm 0.12392336028507145 -0.2061838291411618 education=Assoc-voc 1.0035232472831994 0.5984811723248353 education=9th 1.0032098123389188 0.6870869257482972 education=7th-8th 0.5104590513276132 1.4056889874278227 education=12th -0.2410278493602687 -1.097508847893199 education=Masters 0.30248014105960846 0.0798609073947201 education=1st-4th 1.0457938680537766 0.1592138769547455 education=10th -1.4801262916956173 0.07715431950435217 education=Doctorate -0.15205923374489 -0.5313938647533841 education=5th-6th -0.4685189430152213 -0.5185586152090749 education=Preschool -2.145002207128149 -0.077050978015792 education-num -1.3004542328161817 -0.5746383055717852 marital-status=Married-civ-spouse 1.0269586205282948 -0.19609953858141976 marital-status=Divorced 1.3324406302617346 0.001168576257365303 marital-status=Never-married 0.09663775084283872 1.0539758912791284 marital-status=Separated 0.478641760283524 0.6751998414030719 marital-status=Widowed 0.9072646077020857 1.2077858555580863 marital-status=Married-spouse-absent 1.0232274731570825 1.0546596326002702 marital-status=Married-AF-spouse -0.21397218926774847 -0.6820043033957727 occupation=Tech-support 0.026943867869095698 0.3614218198649396 occupation=Craft-repair 0.6685860319964266 0.3013260354726207 occupation=Other-service 0.03898022247167077 0.03571724677140556 occupation=Sales -0.648013425780067 -0.11183657802798769 occupation=Exec-managerial 0.4062620031958718 -1.5020865918695994 occupation=Prof-specialty 0.2795792203110933 1.2062467947009659 occupation=Handlers-cleaners 0.7828984037555947 -0.19473734183691452 occupation=Machine-op-inspct 0.5639318806114452 -0.11230204321189802 occupation=Adm-clerical 1.7903906617768666 0.1915208294361093 occupation=Farming-fishing 0.4560857452507063 0.2612487974695737 occupation=Transport-moving 0.36050689246577033 0.27768584311973277 occupation=Priv-house-serv 0.1060905337865622 -0.821765296441875 occupation=Protective-serv 0.24143152388442865 0.6620752762734079 occupation=Armed-Forces -0.6778461757836394 -0.4632512182760617 relationship=Wife 0.533807001203321 1.027315954601867 relationship=Own-child 0.5157881247657796 -0.43893439245607735 relationship=Husband 0.05409338984148445 0.13522269676723495 relationship=Not-in-family 0.1591340831378245 0.4613693284985279 relationship=Other-relative 0.4977566508216178 0.007047835819953677 relationship=Unmarried -0.63196455652672 -0.24261427659451187 race=White -0.22186924747257464 -1.0440306688324175 race=Asian-Pac-Islander 0.7712345172416262 0.23771225607421742 race=Amer-Indian-Eskimo 0.7727810601956188 1.3756011425991075 race=Other -0.42521003139409774 -0.3263474379831165 race=Black 0.26450830974065953 -1.4797840083759581 sex -2.194326043319001 -0.38995662582226914 capital-gain -2.1668969873075206 -0.4114756738141532 capital-loss -2.8736015681891516 -0.5191564459064734 hours-per-week -0.2339811942577598 -0.21249194785612976 native-country=United-States -0.7145625648403745 0.14093759078833398 native-country=Cambodia 0.32453652412059736 0.9262951404768518 native-country=England 0.1317841546635456 -0.8025251522111467 native-country=Puerto-Rico -0.5357387326516938 -0.9389392452104356 native-country=Canada 0.18708997436070782 -0.583673368159545 native-country=Germany 0.13588873404140905 0.4064741146758343 native-country=Outlying-US(Guam-USVI-etc) 1.5404853784678274 -0.7513412794553332 native-country=India 0.28218595623261344 0.9545769552942073 native-country=Japan 0.8190268157926522 -0.6975978279439744 native-country=Greece -0.29235250284366465 0.2146179377428714 native-country=South 0.12847552797925663 0.7610882356714523 native-country=China 0.5608816990878054 1.1546068033456633 native-country=Cuba -0.9618667768657737 -0.09228092653911925 native-country=Iran 0.14754711824546063 0.8229750191223463 native-country=Honduras -0.5944302405897981 -0.5385345200820222 native-country=Philippines -0.7681128506299268 -0.1527856748229976 native-country=Italy 0.49468506813399427 0.6223873083986574 native-country=Poland -0.833127024463256 -0.624082340743683 native-country=Jamaica 0.27462304546827454 -0.7805552887575824 native-country=Vietnam 0.8348927722915387 1.1308487275884886 native-country=Mexico 0.3293224525512235 -0.7890339537153838 native-country=Portugal -0.41211752500223114 -0.7414415242995309 native-country=Ireland 0.8506858629783418 0.4355288288216093 native-country=France -0.37912238899229206 -0.15304061911327524 native-country=Dominican-Republic 0.400737191330964 0.6974481592392512 native-country=Laos 0.02530609347839945 -0.04108660735366329 native-country=Ecuador -0.4076639756573789 0.789149327424216 native-country=Taiwan 0.7749757725772338 0.9574344349854614 native-country=Haiti 1.6575218413202975 -0.4577477584832839 native-country=Columbia -0.7089858073109709 0.1508436097688753 native-country=Hungary -0.9769804255740381 0.08438686895935282 native-country=Guatemala 0.15842445306736422 0.02679832231437222 native-country=Nicaragua 0.5283273539333633 0.3439598188803225 native-country=Scotland 0.5660001114370463 -0.4942986619200182 native-country=Thailand 0.5811930615858081 0.9836245552539054 native-country=Yugoslavia 0.15063938985102307 -0.14330541536855415 native-country=El-Salvador 0.04690598617597442 0.3458361385766999 native-country=Trinadad&Tobago 0.029492363951275576 0.8068954296551654 native-country=Peru 0.8314360790716523 -0.21479885578408411 native-country=Hong 0.9242762931518305 0.9255981360257124 native-country=Holand-Netherlands Hidden Weights: -3.708413520345189 3.7084141285380663 -1.447838721426824 1.4478382864276722 >50K <=50K Error sum for iteration 400 = 742.5129023355566 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: -0.95450925968027 -2.627091240033215 age 0.603009521248683 0.33377418878161325 workclass=Private 1.6350233815216684 -0.9397943498135956 workclass=Self-emp-not-inc 0.026683951658299263 0.22760962106488264 workclass=Self-emp-inc -0.027478915866844204 0.22190337334275725 workclass=Federal-gov 0.9801108203104171 0.5891559763194387 workclass=Local-gov 0.658400495518644 0.8711813915693288 workclass=State-gov 0.8718366353929312 -0.3499020943893146 workclass=Without-pay -0.5576818871966703 -0.4905572145744202 workclass=Never-worked 0.10499160124238265 -0.7916419019102525 fnlwgt -0.45151581458318496 0.5535527244749847 education=Bachelors 0.10406637954975809 0.6769254076182384 education=Some-college 0.5747104394681458 0.9220731535653759 education=11th -0.13917316556962664 0.8781073361827837 education=HS-grad -0.8134231900040602 -0.9987424336928933 education=Prof-school -0.4947656006463309 0.6763499238224965 education=Assoc-acdm 0.10237058059662446 -0.21970938782304555 education=Assoc-voc 0.9541037760428888 0.6055249180078824 education=9th 0.9571389920663839 0.6232568805264154 education=7th-8th 0.6869574074342891 1.4382073297762752 education=12th -0.2674333311956712 -1.1467913003760957 education=Masters 0.4088827880741736 0.09041622407289207 education=1st-4th 1.0297036936202046 0.15203093430004602 education=10th -1.4660108189272376 0.08986254837967476 education=Doctorate -0.28309630303335753 -0.4535650941434013 education=5th-6th -0.41570292835644224 -0.4896687787399363 education=Preschool -2.1517514230716954 -0.047046781547323314 education-num -1.4607720716249366 -0.4996442489731796 marital-status=Married-civ-spouse 1.0554126422647396 -0.23520069230607443 marital-status=Divorced 1.3107117048275314 0.00867816679179426 marital-status=Never-married 0.09560607334773238 1.0861377284638265 marital-status=Separated 0.4950969825559616 0.718772407726646 marital-status=Widowed 1.0998724132420896 1.132529195146139 marital-status=Married-spouse-absent 1.0358897008010188 1.0631806462291633 marital-status=Married-AF-spouse -0.221850166351698 -0.6639582248880271 occupation=Tech-support -0.022338879103937496 0.5747793034032098 occupation=Craft-repair 0.6758389726773671 0.26329015202377765 occupation=Other-service 0.007027512192578738 0.16717170131468592 occupation=Sales -0.6300091442041201 -0.13988243455705646 occupation=Exec-managerial 0.4041339190576526 -1.6567814349623518 occupation=Prof-specialty 0.3259206581897763 1.2046464819476141 occupation=Handlers-cleaners 0.764316694254717 -0.16166426819123705 occupation=Machine-op-inspct 0.5474209446272443 -0.06921007259448334 occupation=Adm-clerical 1.8457614664294968 0.23356036823205395 occupation=Farming-fishing 0.513658020581021 0.14027365549596843 occupation=Transport-moving 0.4048779092678119 0.2983903318299866 occupation=Priv-house-serv 0.09331539940873762 -0.9100734372562027 occupation=Protective-serv 0.2500426239679971 0.6688235333896473 occupation=Armed-Forces -0.6655042184525385 -0.2596449075650375 relationship=Wife 0.5216322856741873 1.0180215678331574 relationship=Own-child 0.607415834314059 -0.47057293660341365 relationship=Husband 0.005367250887646353 0.15628356461804926 relationship=Not-in-family 0.1718107629312371 0.45186839212084035 relationship=Other-relative 0.5046386050562491 -0.11827764198994249 relationship=Unmarried -0.6818870814468614 -0.20589585347421435 race=White -0.3065285545578107 -1.1432958555225567 race=Asian-Pac-Islander 0.7367895153157784 0.20086708968649125 race=Amer-Indian-Eskimo 1.0625491094967978 1.4559072913682223 race=Other -0.48779718936996125 -0.2618472400121942 race=Black 0.29361003212568276 -1.6320069489256044 sex -2.5844099854467895 -0.4946177429102406 capital-gain -2.266029136052285 -0.2404983957531589 capital-loss -2.917436984250302 -0.47626648233803315 hours-per-week -0.21399323167230128 -0.3499932279819545 native-country=United-States -0.846895901954548 0.07717988604725869 native-country=Cambodia 0.39794235861111954 0.9445311815386818 native-country=England 0.13544829275298617 -0.7918905191802255 native-country=Puerto-Rico -0.625037250221424 -0.960420746318132 native-country=Canada 0.061346786743845236 -0.5291749950194852 native-country=Germany 0.14747503787454125 0.41377142944638884 native-country=Outlying-US(Guam-USVI-etc) 1.6493574035412053 -0.7722297781956198 native-country=India 0.4926944384916621 0.9564903970216451 native-country=Japan 0.9927139964566641 -0.6491110957482455 native-country=Greece -0.2576115168642405 0.23660960282143814 native-country=South 0.2500311911014761 0.8347048231904607 native-country=China 0.6599752496646683 1.2299850393308205 native-country=Cuba -1.28422252130613 -0.15755361517418204 native-country=Iran 0.18216826101684228 0.8391182239415624 native-country=Honduras -0.6023474811251333 -0.5368318091096672 native-country=Philippines -0.9651674225893097 -0.12831489331976573 native-country=Italy 0.6109236528774706 0.6991100435645766 native-country=Poland -1.0197324734976767 -0.6801467401190397 native-country=Jamaica 0.35683403904453875 -0.7760226530572082 native-country=Vietnam 0.8517029146349108 1.0755522631224776 native-country=Mexico 0.21915716288832032 -0.8096026147313343 native-country=Portugal -0.5392947301063055 -0.7682867119281043 native-country=Ireland 0.7560022679314214 0.4127008745391129 native-country=France -0.5069805028120872 -0.22878718239550905 native-country=Dominican-Republic 0.45049530895169715 0.722907256165206 native-country=Laos 0.0366638364573635 -0.03155951435816522 native-country=Ecuador -0.5365945300491084 0.8084706341440869 native-country=Taiwan 0.8371264715901598 0.9836326569919592 native-country=Haiti 1.9020212154236686 -0.4227587751170793 native-country=Columbia -0.7045124182806292 0.15433702644445202 native-country=Hungary -1.0350260789689145 0.07306601872273576 native-country=Guatemala 0.30228885199783045 0.05652488705924166 native-country=Nicaragua 0.538270566262304 0.3529305903030271 native-country=Scotland 0.631089008664055 -0.47793357585084195 native-country=Thailand 0.6142842388137506 1.0021096917941374 native-country=Yugoslavia 0.25779856268241647 -0.08482746270072254 native-country=El-Salvador 0.0857882570429446 0.3694030812394949 native-country=Trinadad&Tobago 0.07080899123356685 0.8387779391220932 native-country=Peru 0.835759142668414 -0.2116312766535183 native-country=Hong 0.9287496821821722 0.9290915527012897 native-country=Holand-Netherlands Hidden Weights: -3.7555269609211592 3.7555269710540764 -1.4454733736677596 1.445473367722261 >50K <=50K Error sum for iteration 500 = 737.009947235907 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: -0.8918087501226001 -3.0668071719587022 age 0.6084820508528759 0.34497294161897385 workclass=Private 1.620564020048036 -0.9897890146372084 workclass=Self-emp-not-inc 0.04341706890398889 0.19004334814183002 workclass=Self-emp-inc -0.04336178504342409 0.3580354259155411 workclass=Federal-gov 1.0086221608829768 0.5424722047897382 workclass=Local-gov 0.6736251198278024 0.8924441108736823 workclass=State-gov 0.8744253100199683 -0.347053036342362 workclass=Without-pay -0.5551360168160694 -0.4880773563421007 workclass=Never-worked 0.08238474238200216 -0.8105736882213368 fnlwgt -0.4674435889257189 0.6380395787630411 education=Bachelors 0.1138916454400248 0.6490220260485519 education=Some-college 0.651471736509778 0.7868315395157207 education=11th -0.140953384046881 0.909808804672137 education=HS-grad -0.8308638211427807 -1.024342270913461 education=Prof-school -0.5142100885461056 0.7801022782964305 education=Assoc-acdm 0.09242220420048963 -0.2512619677380176 education=Assoc-voc 0.9106615356027528 0.6096024799766676 education=9th 0.916800478981546 0.5630601900003915 education=7th-8th 0.8355188177481125 1.4576183805031906 education=12th -0.28612072143898065 -1.1803586700792208 education=Masters 0.5029049202004218 0.0918183687492932 education=1st-4th 1.0096628638269942 0.150782264729418 education=10th -1.458495486602287 0.1260635745892478 education=Doctorate -0.41809136740745984 -0.38306081869700587 education=5th-6th -0.3692419507298449 -0.46637877488848584 education=Preschool -2.1619379939754704 4.2656077881755416E-4 education-num -1.5802699717206492 -0.438476452633063 marital-status=Married-civ-spouse 1.0830174030353599 -0.27067981402615515 marital-status=Divorced 1.2762414971301126 0.03506179927230514 marital-status=Never-married 0.09368890517343918 1.12005450171036 marital-status=Separated 0.5226901536617186 0.7531101977835984 marital-status=Widowed 1.2302242059222377 1.042862388005931 marital-status=Married-spouse-absent 1.0444133079202655 1.0697184564502762 marital-status=Married-AF-spouse -0.2316909027748571 -0.6438314958893211 occupation=Tech-support -0.06445261366566997 0.7642684970235023 occupation=Craft-repair 0.6968940461466202 0.20418577739705265 occupation=Other-service -0.022991893342324914 0.2875434203079213 occupation=Sales -0.6107048820280552 -0.20109351256283328 occupation=Exec-managerial 0.39636485576843467 -1.7657805178065489 occupation=Prof-specialty 0.3630268716134429 1.2086011614776466 occupation=Handlers-cleaners 0.7459041458721954 -0.12495275131748332 occupation=Machine-op-inspct 0.539230963260808 -0.04457520702477855 occupation=Adm-clerical 1.8686463880477053 0.2495966760098887 occupation=Farming-fishing 0.5473127080324773 0.06374981917599298 occupation=Transport-moving 0.44762717254022977 0.3186342707084239 occupation=Priv-house-serv 0.08265456338512386 -0.9865532046695511 occupation=Protective-serv 0.2563036565107302 0.674129603469055 occupation=Armed-Forces -0.6546139658594768 -0.10616070167381904 relationship=Wife 0.5090939871696547 1.0004140392714944 relationship=Own-child 0.6692376846812144 -0.4761712252559154 relationship=Husband -0.028549947605665066 0.17531606116864584 relationship=Not-in-family 0.19396442943098535 0.4207410390492172 relationship=Other-relative 0.49187051792194175 -0.20174315889329683 relationship=Unmarried -0.7090285229525168 -0.19222089982178428 race=White -0.38099147412002954 -1.214253831692748 race=Asian-Pac-Islander 0.7031637930328511 0.15553854268415085 race=Amer-Indian-Eskimo 1.2791445736740403 1.5127873729042014 race=Other -0.5360662552491752 -0.18387759500778106 race=Black 0.31860557265926887 -1.76162705868513 sex -2.9545169948214833 -0.5749487686275666 capital-gain -2.3273747444274395 -0.06527707464692951 capital-loss -2.9456152126321125 -0.39205074810256224 hours-per-week -0.19513933837411573 -0.49360723557497277 native-country=United-States -0.9905500921580993 0.024324539557249725 native-country=Cambodia 0.44439188783833417 0.9524154405764167 native-country=England 0.1213731693611771 -0.7887657616580829 native-country=Puerto-Rico -0.672155468222384 -0.9712096397397287 native-country=Canada -0.038177206999908835 -0.47754174251182563 native-country=Germany 0.15655592444923153 0.41935968076489855 native-country=Outlying-US(Guam-USVI-etc) 1.7340007679317442 -0.7970051558699771 native-country=India 0.6809618976695364 0.9519266581981068 native-country=Japan 1.1453901003972367 -0.6066479863350831 native-country=Greece -0.23229907940128958 0.26131740861599 native-country=South 0.3397540219281974 0.9003829710221352 native-country=China 0.7310774336628848 1.2923541698213985 native-country=Cuba -1.5313300970164292 -0.19847339286128574 native-country=Iran 0.21332165786558094 0.8523791875980977 native-country=Honduras -0.5907661441020097 -0.5370033308842174 native-country=Philippines -1.1315415726644795 -0.08701666848308899 native-country=Italy 0.6848447128008389 0.7693644478808866 native-country=Poland -1.175478828584669 -0.7196993268406044 native-country=Jamaica 0.4229524291947968 -0.780086895286384 native-country=Vietnam 0.8535933112013896 1.0065448604563503 native-country=Mexico 0.11616074348876156 -0.8268543801805199 native-country=Portugal -0.6614526901557753 -0.7960460360786803 native-country=Ireland 0.6680925067757751 0.3926191115782347 native-country=France -0.6427181426228876 -0.30306300847677115 native-country=Dominican-Republic 0.497042022518653 0.7449981744836941 native-country=Laos 0.046181613269756665 -0.02371742214908171 native-country=Ecuador -0.607279117326823 0.838641013318506 native-country=Taiwan 0.8933803419814846 1.006009033147899 native-country=Haiti 2.1181004807183954 -0.3931766793622823 native-country=Columbia -0.7019665479000282 0.1568168846767928 native-country=Hungary -1.0924610700339203 0.06070299560288526 native-country=Guatemala 0.42479263802384637 0.08017923783150953 native-country=Nicaragua 0.546388277819721 0.3607837437559049 native-country=Scotland 0.6899385237180299 -0.4646025168620569 native-country=Thailand 0.6448335914253356 1.0190103989992674 native-country=Yugoslavia 0.3360002518647346 -0.03867360570884479 native-country=El-Salvador 0.11964276851043792 0.3886527497061907 native-country=Trinadad&Tobago 0.10745079432371285 0.8679368899489154 native-country=Peru 0.8380467510621429 -0.2096592579331116 native-country=Hong 0.9312955525627732 0.9315714109336675 native-country=Holand-Netherlands Hidden Weights: -3.776620132276349 3.776620132390196 -1.456708342609096 1.4567083425606502 >50K <=50K Error sum for iteration 600 = 733.3102347707813 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: -0.8261693518576224 -3.493212431513537 age 0.6110212831290461 0.3560412966882202 workclass=Private 1.6122834667161068 -1.0380801117019098 workclass=Self-emp-not-inc 0.05477280152105665 0.15177552980621103 workclass=Self-emp-inc -0.0629661159420932 0.5006366900309827 workclass=Federal-gov 1.0345521844160592 0.4790079272375281 workclass=Local-gov 0.6844649688356527 0.910092320232802 workclass=State-gov 0.8761549241048642 -0.34466155093383705 workclass=Without-pay -0.5535020456634765 -0.4864982816087969 workclass=Never-worked 0.0694206481697702 -0.8303673650329202 fnlwgt -0.48264300276756406 0.7131032167871391 education=Bachelors 0.12005436381229219 0.6204095004080249 education=Some-college 0.718880155809742 0.6517540496367772 education=11th -0.14547432501975896 0.9370532151443849 education=HS-grad -0.8520655349700944 -1.0387388971765033 education=Prof-school -0.5325897419945876 0.8673083972026919 education=Assoc-acdm 0.08856188163233163 -0.2914432214311345 education=Assoc-voc 0.8735713062672783 0.6104924101755942 education=9th 0.8797016591901174 0.5057724817977687 education=7th-8th 0.96439068091454 1.4679613989827776 education=12th -0.2994003518497313 -1.200640512238253 education=Masters 0.5900287169836793 0.08728054500337107 education=1st-4th 0.9871433573622826 0.15041236102435127 education=10th -1.4542685225402114 0.17843130438791185 education=Doctorate -0.5409834141412242 -0.31613131577995524 education=5th-6th -0.32777812735737966 -0.44778015679740524 education=Preschool -2.1764806032126223 0.06041997110688765 education-num -1.6711401422806516 -0.38224778694332384 marital-status=Married-civ-spouse 1.1130079986370336 -0.3135232347278256 marital-status=Divorced 1.241930290145576 0.06871339849156591 marital-status=Never-married 0.0927797137583617 1.157561515443884 marital-status=Separated 0.5518930583304199 0.7768442083012085 marital-status=Widowed 1.3154845156108792 0.9532946753345405 marital-status=Married-spouse-absent 1.0505596342092698 1.0746944216630734 marital-status=Married-AF-spouse -0.24179177164468338 -0.6190988891637265 occupation=Tech-support -0.09979580865187307 0.9265423812748642 occupation=Craft-repair 0.7268670189310715 0.12416346780710871 occupation=Other-service -0.04888397976541103 0.39318091005851796 occupation=Sales -0.5901184010511088 -0.2808789693918644 occupation=Exec-managerial 0.3897943746108574 -1.8492177500213542 occupation=Prof-specialty 0.3892193326987149 1.2161239440334963 occupation=Handlers-cleaners 0.7284685642845643 -0.08799049497507389 occupation=Machine-op-inspct 0.5358106985343558 -0.03078912343536855 occupation=Adm-clerical 1.8747617258787466 0.2504222185749494 occupation=Farming-fishing 0.5646479527325166 0.026507713620585526 occupation=Transport-moving 0.4894340774897431 0.3386279877684703 occupation=Priv-house-serv 0.07050215533015118 -1.0469790082390407 occupation=Protective-serv 0.2611565053455179 0.678047792520389 occupation=Armed-Forces -0.6452563232471241 0.01121704650929816 relationship=Wife 0.499774434030725 0.9669561138411312 relationship=Own-child 0.7122153131838266 -0.4568660075339545 relationship=Husband -0.05352974057810895 0.19259877260054076 relationship=Not-in-family 0.21964315815472565 0.3731671532359399 relationship=Other-relative 0.4710314603304546 -0.2525699787201696 relationship=Unmarried -0.7246172182993702 -0.18696312843749913 race=White -0.44966013797369375 -1.2649919006180181 race=Asian-Pac-Islander 0.6754771350198892 0.10364647451707473 race=Amer-Indian-Eskimo 1.4487329373251916 1.5550593295669644 race=Other -0.5724689767035668 -0.10824921442925294 race=Black 0.33752852639750075 -1.8691231044686023 sex -3.3197186533297534 -0.6381367605362405 capital-gain -2.370980082685057 0.10593549102768143 capital-loss -2.9674764453956977 -0.2826848058202743 hours-per-week -0.17658120640006508 -0.638049063308773 native-country=United-States -1.15057412048403 -0.020221019436105714 native-country=Cambodia 0.47485669498757416 0.9543154901821681 native-country=England 0.10263148926381618 -0.7881718562037441 native-country=Puerto-Rico -0.6996232628648474 -0.9755380751255415 native-country=Canada -0.1167985737479974 -0.43070057450383537 native-country=Germany 0.16406834877183704 0.42335473165063425 native-country=Outlying-US(Guam-USVI-etc) 1.803364579408482 -0.823881766571363 native-country=India 0.8495433122732623 0.9438477646197871 native-country=Japan 1.276962977231433 -0.5697499629174206 native-country=Greece -0.2137063804598632 0.28917951091829075 native-country=South 0.4140202794420112 0.9610403212197929 native-country=China 0.7817928216226798 1.3432673308356733 native-country=Cuba -1.7234040605113288 -0.2236949924850711 native-country=Iran 0.24204614310718484 0.8630726582306694 native-country=Honduras -0.56597178339469 -0.5412935147828708 native-country=Philippines -1.263692182813618 -0.03462816884499722 native-country=Italy 0.7305647378163674 0.8351505270992552 native-country=Poland -1.3097415081358201 -0.7473541637916762 native-country=Jamaica 0.47713369643500986 -0.7909217503972147 native-country=Vietnam 0.8493656734982006 0.925902172373542 native-country=Mexico 0.020966096576802117 -0.8411315325584131 native-country=Portugal -0.773697357082194 -0.8250359673036317 native-country=Ireland 0.5876422478927805 0.37460907924667874 native-country=France -0.7819492188294004 -0.3737582151077728 native-country=Dominican-Republic 0.5413165413760496 0.7641064235463536 native-country=Laos 0.054873879556085074 -0.017327733784647477 native-country=Ecuador -0.6394965152387851 0.8747193555318973 native-country=Taiwan 0.9446473028018443 1.0247301111888483 native-country=Haiti 2.3115596878634874 -0.3672113096572523 native-country=Columbia -0.7003325767474353 0.15839595941011417 native-country=Hungary -1.1475486666181494 0.04717157727490489 native-country=Guatemala 0.5317516440896751 0.09996422139175541 native-country=Nicaragua 0.55369823171715 0.36738768389011517 native-country=Scotland 0.7451754043244102 -0.453456037263779 native-country=Thailand 0.6736013873113172 1.034344978837257 native-country=Yugoslavia 0.3922912731007949 -0.0018751001393144953 native-country=El-Salvador 0.1499794977858049 0.40440630195582616 native-country=Trinadad&Tobago 0.139332286013332 0.8934238699634138 native-country=Peru 0.8393150186229403 -0.20872412323974818 native-country=Hong 0.9329295237153661 0.9331504856669752 native-country=Holand-Netherlands Hidden Weights: -3.7896819251328773 3.7896819251338503 -1.480098128856865 1.4800981288566615 >50K <=50K Error sum for iteration 700 = 730.6876741747346 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: -0.7606356169111639 -3.8983627550091606 age 0.6145676816496993 0.35369767672959995 workclass=Private 1.6125739242643296 -1.0819573317475333 workclass=Self-emp-not-inc 0.06309071638936668 0.11281184894663537 workclass=Self-emp-inc -0.086777535276452 0.6476644156849094 workclass=Federal-gov 1.0555013715960182 0.41498437009931616 workclass=Local-gov 0.6927893134375626 0.9206406401387778 workclass=State-gov 0.8775752929540648 -0.3427867061409629 workclass=Without-pay -0.552232895514535 -0.48581542745209266 workclass=Never-worked 0.06405758894126082 -0.8510891562735146 fnlwgt -0.49890249705923384 0.7844241126916618 education=Bachelors 0.124034632934278 0.5904310805930353 education=Some-college 0.776623169551854 0.5176225842203979 education=11th -0.15032529588154908 0.9555067675113601 education=HS-grad -0.8729166150383291 -1.0425952649906998 education=Prof-school -0.550256172865099 0.9382398319962093 education=Assoc-acdm 0.08873299231390824 -0.3338378372760489 education=Assoc-voc 0.8407594997082813 0.6077721666605426 education=9th 0.8434633881822055 0.4498551837844633 education=7th-8th 1.076922852431989 1.4701415320125188 education=12th -0.3090931230260592 -1.2112186791564084 education=Masters 0.6744347395752567 0.07896107149519661 education=1st-4th 0.962590093883687 0.148276627267575 education=10th -1.4537946838035467 0.24216170074628485 education=Doctorate -0.644319537333006 -0.250953341259968 education=5th-6th -0.29036473866851475 -0.4331542594074572 education=Preschool -2.197249839483854 0.13058833942847808 education-num -1.7437665545783596 -0.32502258189431116 marital-status=Married-civ-spouse 1.1455722962552075 -0.3675637034829272 marital-status=Divorced 1.2201195683727566 0.09616373628399645 marital-status=Never-married 0.09148797959274017 1.200736845287142 marital-status=Separated 0.5780359869525865 0.7918311957519277 marital-status=Widowed 1.3668666668335505 0.871216322667775 marital-status=Married-spouse-absent 1.0552363772162883 1.0782181953001964 marital-status=Married-AF-spouse -0.25173078934819787 -0.5888741041090576 occupation=Tech-support -0.12935074174307568 1.0609225587224642 occupation=Craft-repair 0.7625528053293381 0.029181429008851567 occupation=Other-service -0.07181441550132549 0.48416624185960855 occupation=Sales -0.5706149862204736 -0.3651812848325719 occupation=Exec-managerial 0.38834817740089533 -1.9190463982933021 occupation=Prof-specialty 0.40596209123080695 1.2247759785131311 occupation=Handlers-cleaners 0.7129801141989124 -0.05286107909395873 occupation=Machine-op-inspct 0.5363699825421891 -0.026113081447169815 occupation=Adm-clerical 1.8691943382802292 0.2402280400622508 occupation=Farming-fishing 0.5719140912460744 0.018999802028608664 occupation=Transport-moving 0.5309378926988446 0.3585133570600837 occupation=Priv-house-serv 0.058160757427587084 -1.0915908489820387 occupation=Protective-serv 0.2650844304578021 0.6805643613826278 occupation=Armed-Forces -0.6404145277423012 0.10497045481939107 relationship=Wife 0.4978075351133796 0.9111506379706836 relationship=Own-child 0.7427598285088197 -0.4181380215230311 relationship=Husband -0.07770709839238041 0.2103549676122423 relationship=Not-in-family 0.24366449845741567 0.3174038630595617 relationship=Other-relative 0.4555361680146006 -0.2816788438120282 relationship=Unmarried -0.733328606187863 -0.1851110773162376 race=White -0.5149854680436937 -1.3000537769739735 race=Asian-Pac-Islander 0.6566715735836413 0.046981450152640485 race=Amer-Indian-Eskimo 1.5860131273187223 1.5869103639534587 race=Other -0.6004079353663587 -0.0413482951793234 race=Black 0.34897649505544015 -1.954327361281959 sex -3.664124784705701 -0.685475538591982 capital-gain -2.4054432853840297 0.27031100531899316 capital-loss -2.9856176189779484 -0.1584222840994072 hours-per-week -0.16124278969777367 -0.775372467644264 native-country=United-States -1.3308402176021752 -0.05832752597593538 native-country=Cambodia 0.4943024881152103 0.9516498942572816 native-country=England 0.08462911315380284 -0.7877076148001884 native-country=Puerto-Rico -0.7193725879011676 -0.9764922131787234 native-country=Canada -0.1815249854350481 -0.3907455268471793 native-country=Germany 0.17044903177218204 0.42577585812678237 native-country=Outlying-US(Guam-USVI-etc) 1.8627467350136704 -0.8520361484777255 native-country=India 1.0007397612477407 0.9336905711337197 native-country=Japan 1.3893184728341272 -0.5377684729232699 native-country=Greece -0.20000117961117223 0.32085307011561454 native-country=South 0.4801834818971031 1.0179177326483395 native-country=China 0.8168212557253601 1.3842224908750969 native-country=Cuba -1.8748331353274867 -0.23820493244360832 native-country=Iran 0.26872362456883464 0.8713272661041985 native-country=Honduras -0.5324794232763607 -0.5512347010006223 native-country=Philippines -1.364125286359648 0.02445134598665931 native-country=Italy 0.7564236246927925 0.8969076011045023 native-country=Poland -1.4301530883072022 -0.7669863032452239 native-country=Jamaica 0.5235013592125689 -0.8068904303338202 native-country=Vietnam 0.843537449962178 0.8330086759488072 native-country=Mexico -0.0670501697355618 -0.8535870550543019 native-country=Portugal -0.8737965026255421 -0.8557597887522784 native-country=Ireland 0.5144674210979459 0.3580102657143932 native-country=France -0.9024528038284445 -0.4380401016916501 native-country=Dominican-Republic 0.5837462473560235 0.7804893816681255 native-country=Laos 0.06327737367625888 -0.012303784018605378 native-country=Ecuador -0.6467981507037724 0.9139315496478906 native-country=Taiwan 0.9915383612526312 1.0400947778795155 native-country=Haiti 2.487064985552355 -0.34366150712333315 native-country=Columbia -0.6990634265984939 0.15907881356683617 native-country=Hungary -1.1996647584662905 0.032182571538481995 native-country=Guatemala 0.6265172214607279 0.11704825832209835 native-country=Nicaragua 0.560665621159699 0.3725737418701072 native-country=Scotland 0.7987070382707591 -0.4440172679123652 native-country=Thailand 0.7009784985700347 1.0480587049802164 native-country=Yugoslavia 0.43135979371206135 0.02729391816222394 native-country=El-Salvador 0.17754822012300595 0.4171454767238454 native-country=Trinadad&Tobago 0.1663397807866927 0.9146538634694558 native-country=Peru 0.8401145909731158 -0.20878784695482952 native-country=Hong 0.9341986738643075 0.9338333398237126 native-country=Holand-Netherlands Hidden Weights: -3.8006474294543517 3.800647429454356 -1.513996280820943 1.5139962808209426 >50K <=50K Error sum for iteration 800 = 728.7100694992823 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: -0.6962697231919837 -4.2787346980000445 age 0.6211064551984604 0.3310588549901138 workclass=Private 1.6202533696963248 -1.1222310320466127 workclass=Self-emp-not-inc 0.07010518776743772 0.07101821917630877 workclass=Self-emp-inc -0.11606959429030733 0.7983610890326663 workclass=Federal-gov 1.0711973092861 0.3601104261306693 workclass=Local-gov 0.7001752189867126 0.9218449123804023 workclass=State-gov 0.8788673504481103 -0.3418086123299843 workclass=Without-pay -0.5511452600426426 -0.4862621645439057 workclass=Never-worked 0.0639757467128744 -0.8717520242329441 fnlwgt -0.5165598321242623 0.8549886368479861 education=Bachelors 0.12661993903983 0.5613920159771555 education=Some-college 0.826031458407493 0.38506503844576906 education=11th -0.1534387874007748 0.9598869618541799 education=HS-grad -0.893036165050556 -1.0359968740817194 education=Prof-school -0.566318037768663 0.9924823392130735 education=Assoc-acdm 0.09235925307392587 -0.37474196006096605 education=Assoc-voc 0.8102114581363552 0.6010249555642522 education=9th 0.8058471433853585 0.3937081638336001 education=7th-8th 1.1749907147846383 1.463736676827778 education=12th -0.3164306802218855 -1.2161258728328697 education=Masters 0.7598751952456819 0.06841426190880982 education=1st-4th 0.9365407959501029 0.14313469033692405 education=10th -1.457668025058206 0.31340083984743744 education=Doctorate -0.7289510263268626 -0.1872830398225437 education=5th-6th -0.256381447840835 -0.42217524717369787 education=Preschool -2.224668433008834 0.2075844972564053 education-num -1.8058180031716828 -0.2605245254122942 marital-status=Married-civ-spouse 1.1794785734694841 -0.43211310032104616 marital-status=Divorced 1.2154880462297404 0.10164375213554212 marital-status=Never-married 0.08806442459596972 1.2496347815808948 marital-status=Separated 0.5986261915046437 0.8000091729247938 marital-status=Widowed 1.3952026459458582 0.8001335950286473 marital-status=Married-spouse-absent 1.0588249741489175 1.080095277600123 marital-status=Married-AF-spouse -0.26195762319353505 -0.5527734469833258 occupation=Tech-support -0.15426535021567958 1.1685194979347313 occupation=Craft-repair 0.801997055195748 -0.07580083979859001 occupation=Other-service -0.09343305036454831 0.5626059448162539 occupation=Sales -0.5531837578688773 -0.44593627139073244 occupation=Exec-managerial 0.39236420922129545 -1.9828416082864846 occupation=Prof-specialty 0.4153588643244392 1.2316228448874444 occupation=Handlers-cleaners 0.6991250909061321 -0.019851460527984824 occupation=Machine-op-inspct 0.541227844348489 -0.031835282286132346 occupation=Adm-clerical 1.8544119321307595 0.22060612019717987 occupation=Farming-fishing 0.5725673578192559 0.03350283124486723 occupation=Transport-moving 0.5727154853970329 0.3780898907597689 occupation=Priv-house-serv 0.04677281050455951 -1.1234863249457243 occupation=Protective-serv 0.26822086017602653 0.6814348602383311 occupation=Armed-Forces -0.6430519789465619 0.1859535586829604 relationship=Wife 0.5075076542976367 0.8254038029391357 relationship=Own-child 0.7641234710113609 -0.3647454008227408 relationship=Husband -0.10517045330620056 0.23243727736718348 relationship=Not-in-family 0.2631481509857034 0.26146153766781693 relationship=Other-relative 0.45031645652405516 -0.30270203699294673 relationship=Unmarried -0.7382357570860891 -0.18692897948449225 race=White -0.5781191584005921 -1.3215601667052386 race=Asian-Pac-Islander 0.6475735884478884 -0.013309041303377041 race=Amer-Indian-Eskimo 1.6997018923009917 1.6098911251592283 race=Other -0.6228186128232746 0.013478144776836365 race=Black 0.3532446036024696 -2.0154274241604515 sex -3.963738198281143 -0.7176617144819455 capital-gain -2.436035576717051 0.42632089751254254 capital-loss -3.0036020198023388 -0.026137146801493805 hours-per-week -0.14993410377082136 -0.8983247423608225 native-country=United-States -1.5321452800189723 -0.09098689899179492 native-country=Cambodia 0.5052091729703835 0.9443509703903961 native-country=England 0.06896955707836007 -0.7866631802130865 native-country=Puerto-Rico -0.7380718370903826 -0.9772569767033679 native-country=Canada -0.23858726992405735 -0.35925018773789136 native-country=Germany 0.1757761640490159 0.4264169434969904 native-country=Outlying-US(Guam-USVI-etc) 1.9156369714527015 -0.8810458949894929 native-country=India 1.136184395957262 0.9218244267885306 native-country=Japan 1.4849851260218236 -0.5102683179566789 native-country=Greece -0.1907662403994245 0.3568870522860771 native-country=South 0.5410003225202777 1.0713132768305356 native-country=China 0.8390968333399033 1.4165976930153592 native-country=Cuba -1.99563648456329 -0.24545859171652898 native-country=Iran 0.2933288610323726 0.8770265436905609 native-country=Honduras -0.4942699540822558 -0.5684271700530713 native-country=Philippines -1.4397366824811533 0.08673292097460324 native-country=Italy 0.7678262505634422 0.9543096404564254 native-country=Poland -1.5421626044740648 -0.7817141389252551 native-country=Jamaica 0.5651959093090756 -0.8267640470595968 native-country=Vietnam 0.8384182284719135 0.7269213984830133 native-country=Mexico -0.14895148719962886 -0.8657007754823937 native-country=Portugal -0.9620695772233512 -0.8889983933377852 native-country=Ireland 0.4480468146709676 0.34213772241857116 native-country=France -0.9824148646893817 -0.4954243380709799 native-country=Dominican-Republic 0.6242977648182803 0.7941581761123758 native-country=Laos 0.07160779520874766 -0.008828665580937619 native-country=Ecuador -0.6386102249998293 0.9541213422395122 native-country=Taiwan 1.0343991640172479 1.0522730700547822 native-country=Haiti 2.6479564173962737 -0.32182404704992673 native-country=Columbia -0.6979757911266015 0.158632076475016 native-country=Hungary -1.2487836514114192 0.015186343640698234 native-country=Guatemala 0.7109223627124662 0.1318332289734102 native-country=Nicaragua 0.5673259947437466 0.37598887280833104 native-country=Scotland 0.8515667541043298 -0.4363048829279201 native-country=Thailand 0.7270478318070958 1.0598471372489942 native-country=Yugoslavia 0.4563528060160147 0.04966766447885221 native-country=El-Salvador 0.20255938660796655 0.42695343975754896 native-country=Trinadad&Tobago 0.18827693552316124 0.9311304464571661 native-country=Peru 0.8406377824229277 -0.21007037686067148 native-country=Hong 0.9352863093361999 0.9333866027319186 native-country=Holand-Netherlands Hidden Weights: -3.8114789531166817 3.811478953116682 -1.559547139032529 1.55954713903253 >50K <=50K Error sum for iteration 900 = 727.4897547559759 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: -0.6301354755586532 -4.635591772003453 age 0.6311959293192496 0.28605250765808476 workclass=Private 1.631282770282283 -1.1602639474537482 workclass=Self-emp-not-inc 0.07741026045003113 0.023669925640567985 workclass=Self-emp-inc -0.15199651663824154 0.9540218850409495 workclass=Federal-gov 1.0824296834560547 0.3156722238603904 workclass=Local-gov 0.7075234344414185 0.9116153241162395 workclass=State-gov 0.8799284504401141 -0.3423309756965547 workclass=Without-pay -0.5503360123987437 -0.4882566254884237 workclass=Never-worked 0.0669419445761869 -0.8911037689766615 fnlwgt -0.5351881176377621 0.9261064098417607 education=Bachelors 0.12788078740315026 0.5338170382897783 education=Some-college 0.8667395067330316 0.25511010520406663 education=11th -0.15413793530089195 0.946974128049188 education=HS-grad -0.9121427052265969 -1.018175355213578 education=Prof-school -0.5801232856174232 1.029002685031338 education=Assoc-acdm 0.09880377029165688 -0.4120833338469818 education=Assoc-voc 0.7795585008354616 0.5891518922674394 education=9th 0.7640193561521266 0.33501477551564 education=7th-8th 1.259860857781276 1.4475804229282865 education=12th -0.32185800786726887 -1.2182076570709948 education=Masters 0.8498412965826959 0.05669313339163219 education=1st-4th 0.9083150136784303 0.1333088401309331 education=10th -1.4638039483157275 0.3894880275195093 education=Doctorate -0.7990891264176875 -0.12579930352029944 education=5th-6th -0.22556206339028634 -0.41493728450080886 education=Preschool -2.2561812229231615 0.28889896969708695 education-num -1.8631961278598896 -0.18103317961205037 marital-status=Married-civ-spouse 1.2121844210780766 -0.5058973060717964 marital-status=Divorced 1.225249132185067 0.07082638946855271 marital-status=Never-married 0.08124468420275736 1.302132541673485 marital-status=Separated 0.6127129508680651 0.802632518103373 marital-status=Widowed 1.4125241244823008 0.7404083720774804 marital-status=Married-spouse-absent 1.0612863824245815 1.0798927037300103 marital-status=Married-AF-spouse -0.27290052447300267 -0.5100077046205762 occupation=Tech-support -0.17609358690013086 1.2524937776127456 occupation=Craft-repair 0.8447441469284482 -0.19254769403139224 occupation=Other-service -0.11512220687993974 0.6315505376825842 occupation=Sales -0.5368727469040667 -0.5188365902244422 occupation=Exec-managerial 0.40040905454922826 -2.0444796718807035 occupation=Prof-specialty 0.41867897535985305 1.2332553784026283 occupation=Handlers-cleaners 0.6849660262915754 0.012179198573667428 occupation=Machine-op-inspct 0.5506987807378246 -0.051089432462894144 occupation=Adm-clerical 1.8318835281617318 0.19142355670235528 occupation=Farming-fishing 0.5675868403717339 0.06529942254896708 occupation=Transport-moving 0.6151382312449427 0.3966489221319196 occupation=Priv-house-serv 0.03617020634439 -1.1461362312192245 occupation=Protective-serv 0.27043845171354725 0.6802251458647268 occupation=Armed-Forces -0.6539230800101453 0.26407468724234606 relationship=Wife 0.5335275663298552 0.699770188018073 relationship=Own-child 0.7773355070244979 -0.29896183383872227 relationship=Husband -0.13681278466868 0.2615782496761047 relationship=Not-in-family 0.2781352365771789 0.21000095214455158 relationship=Other-relative 0.449940322327421 -0.32657595762410874 relationship=Unmarried -0.7412567372545702 -0.1955383897232283 race=White -0.6396608056840236 -1.329656855602947 race=Asian-Pac-Islander 0.6464908682096746 -0.07734495274420768 race=Amer-Indian-Eskimo 1.7949614023476566 1.6238654955428085 race=Other -0.6419125558094707 0.0543177926919069 race=Black 0.35225343455296304 -2.0499737835609833 sex -4.214466523598688 -0.7372471030089522 capital-gain -2.4639027319568547 0.5728806162265809 capital-loss -3.0216170306011874 0.11140478809071526 hours-per-week -0.14079043888088089 -1.004074362424616 native-country=United-States -1.749983617321694 -0.11836171241148646 native-country=Cambodia 0.5094695966710177 0.9317351994177695 native-country=England 0.056014307159089644 -0.7853130281587997 native-country=Puerto-Rico -0.7568301869637357 -0.9804693043974889 native-country=Canada -0.2912689920552629 -0.3366032283567147 native-country=Germany 0.1799362921312627 0.4248999423097957 native-country=Outlying-US(Guam-USVI-etc) 1.96384493250802 -0.9103987543063152 native-country=India 1.2576065052857428 0.9081293164497701 native-country=Japan 1.5666572117397255 -0.4870377372087428 native-country=Greece -0.1867892384894356 0.39793926959823567 native-country=South 0.5968931813561994 1.120761951478332 native-country=China 0.850396805516722 1.441521886650882 native-country=Cuba -2.0921670261557077 -0.24810846895671415 native-country=Iran 0.31572261310451494 0.8799116939631753 native-country=Honduras -0.4544412834797431 -0.59436175488283 native-country=Philippines -1.4967277534687093 0.14993807893273292 native-country=Italy 0.768651545719268 1.0068232743044048 native-country=Poland -1.6487025646669933 -0.7934492665644983 native-country=Jamaica 0.6042474735620612 -0.8497307057973056 native-country=Vietnam 0.8349355482618501 0.6068798259445982 native-country=Mexico -0.22569433774593203 -0.8786446882526288 native-country=Portugal -1.0395423158453228 -0.9256031354465843 native-country=Ireland 0.3876634073778637 0.3262892411756263 native-country=France -1.0225959412519616 -0.54903849651749 native-country=Dominican-Republic 0.6625446814589635 0.804940714645928 native-country=Laos 0.07987117844071298 -0.007316379675109762 native-country=Ecuador -0.6216079400864112 0.9933864850099988 native-country=Taiwan 1.0733770546618324 1.0612546669185856 native-country=Haiti 2.796918571322677 -0.3012874557603909 native-country=Columbia -0.6971665434827026 0.15663761553049851 native-country=Hungary -1.2951502382428242 -0.004608801773659565 native-country=Guatemala 0.7862045225914648 0.14422987415106545 native-country=Nicaragua 0.5734515079412615 0.3771415632354927 native-country=Scotland 0.9043743432108998 -0.43070021084693294 native-country=Thailand 0.7517497653841048 1.0691990682252488 native-country=Yugoslavia 0.4693669411978497 0.06553487735311084 native-country=El-Salvador 0.22485684329891933 0.43360603022080624 native-country=Trinadad&Tobago 0.20525971082656727 0.9426172201969291 native-country=Peru 0.8407973136757312 -0.21300566825165862 native-country=Hong 0.9360955569800988 0.9313921417874086 native-country=Holand-Netherlands Hidden Weights: -3.827168940910616 3.8271689409106178 -1.6239390066084327 1.6239390066084327 >50K <=50K Error sum for iteration 1000 = 727.314857880961 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: -0.5580987994759871 -4.973344104818814 age 0.6451192553814664 0.21788206392764092 workclass=Private 1.6433921674313048 -1.195945028557997 workclass=Self-emp-not-inc 0.08663126621414126 -0.032227961980265445 workclass=Self-emp-inc -0.19674870608710784 1.1180363043193227 workclass=Federal-gov 1.09001380229969 0.27766697365400766 workclass=Local-gov 0.7151893648566884 0.8875777303696003 workclass=State-gov 0.880650767673993 -0.34503534287479987 workclass=Without-pay -0.5499044186641447 -0.4922887724423151 workclass=Never-worked 0.07144671326575457 -0.9077315360093642 fnlwgt -0.5543412333045922 0.9983834474746761 education=Bachelors 0.1279573337932184 0.5082349452618682 education=Some-college 0.8968440997141677 0.13069289124741762 education=11th -0.1508652771105846 0.913411628017995 education=HS-grad -0.9294469004734361 -0.9878729227237363 education=Prof-school -0.5907692631049952 1.045672349966921 education=Assoc-acdm 0.10799016374728028 -0.44433670250894247 education=Assoc-voc 0.7462499846081906 0.570314993755579 education=9th 0.7148302121446911 0.2706436741777756 education=7th-8th 1.3323586661267384 1.4198476872716517 education=12th -0.3255945657514084 -1.2189902578919565 education=Masters 0.9475561262935583 0.04450682270026019 education=1st-4th 0.8764289924813831 0.1163584621846251 education=10th -1.4694664243878093 0.4683794842375735 education=Doctorate -0.8585549898519284 -0.06719740313938637 education=5th-6th -0.19770477560951932 -0.4117761029086593 education=Preschool -2.287750118259188 0.3729226441283626 education-num -1.921940766266438 -0.07813712065361929 marital-status=Married-civ-spouse 1.2397473618562946 -0.5856271193484477 marital-status=Divorced 1.248439701934394 -0.00923808487444115 marital-status=Never-married 0.0704128649008159 1.3546256546696624 marital-status=Separated 0.618630600340869 0.8005422317027904 marital-status=Widowed 1.4307893649776475 0.6892685844147831 marital-status=Married-spouse-absent 1.0624003456565139 1.0770456891499747 marital-status=Married-AF-spouse -0.2846567442340513 -0.45974020349528877 occupation=Tech-support 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relationship=Husband -0.17481632919245915 0.29920747126909075 relationship=Not-in-family 0.2896586713387547 0.16289581332488615 relationship=Other-relative 0.44888938667827066 -0.36116309515482614 relationship=Unmarried -0.7423887622147117 -0.21516322949980884 race=White -0.6994771611043172 -1.3230332047101971 race=Asian-Pac-Islander 0.6502261535789585 -0.1459650244725748 race=Amer-Indian-Eskimo 1.8746837960033333 1.6276940747077566 race=Other -0.6588111359040263 0.0796925637386025 race=Black 0.3454624875139652 -2.05269355926449 sex -4.423306521514137 -0.7467960485699073 capital-gain -2.487516272952191 0.7082802026310037 capital-loss -3.0367548991902544 0.2540991719704859 hours-per-week -0.13202430385178807 -1.092717524231228 native-country=United-States -1.9736579024640255 -0.14001925453040445 native-country=Cambodia 0.5081982716751732 0.912614807507883 native-country=England 0.045776909998436414 -0.7846412975923005 native-country=Puerto-Rico -0.7739328405523855 -0.9881764133814241 native-country=Canada -0.34109090801562403 -0.3226621579040461 native-country=Germany 0.18286915248481453 0.4207437733426241 native-country=Outlying-US(Guam-USVI-etc) 2.0077026117196146 -0.9391320692372055 native-country=India 1.3668572563896648 0.8922911272870352 native-country=Japan 1.6367769782662944 -0.4680168271804919 native-country=Greece -0.18953577424991233 0.4451409832548696 native-country=South 0.6466883862188862 1.1649907086854914 native-country=China 0.8514276434720093 1.4596524050954762 native-country=Cuba -2.1682773293038524 -0.24849167048867893 native-country=Iran 0.3358566998153013 0.8796630051596996 native-country=Honduras -0.41572913527921934 -0.6305384781278448 native-country=Philippines -1.537886048922275 0.21274023568667436 native-country=Italy 0.7612597268749862 1.053834466881322 native-country=Poland -1.750340102187634 -0.802942813577108 native-country=Jamaica 0.6416949412137541 -0.8751776698307002 native-country=Vietnam 0.8328003988825902 0.47216641835745804 native-country=Mexico -0.2980371694504453 -0.8929382452164543 native-country=Portugal -1.106854540190158 -0.9663556750550516 native-country=Ireland 0.33262202062932283 0.30966481490314746 native-country=France -1.0343633042062732 -0.6033476518615107 native-country=Dominican-Republic 0.6977171182484028 0.8125149192850223 native-country=Laos 0.08816082856595055 -0.008282264389913032 native-country=Ecuador -0.6007459181484885 1.029937656199145 native-country=Taiwan 1.1085116613866814 1.0668271263556872 native-country=Haiti 2.9362401159840426 -0.28166881334897836 native-country=Columbia -0.6967349497481036 0.15260546857660978 native-country=Hungary -1.3389801609905487 -0.028226201355916847 native-country=Guatemala 0.8534265771652699 0.15390818000886303 native-country=Nicaragua 0.5788379579664052 0.375514861763113 native-country=Scotland 0.9575618833484746 -0.4278208372506298 native-country=Thailand 0.7750947572741581 1.0754611967670649 native-country=Yugoslavia 0.47184298080183074 0.07497425457286683 native-country=El-Salvador 0.24413767275142179 0.436676016289382 native-country=Trinadad&Tobago 0.21769481041682237 0.9490907064091029 native-country=Peru 0.8405029615386825 -0.21813568589220406 native-country=Hong 0.9365271507146978 0.9273599948335185 native-country=Holand-Netherlands Hidden Weights: -3.8553430971369473 3.855343097136947 -1.719703564553992 1.7197035645539924 >50K <=50K Error sum for iteration 1100 = 728.3355539220341 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: -0.47670084107578503 -5.2974589670727195 age 0.6635804021067051 0.12719658525887226 workclass=Private 1.6560278190056683 -1.2284031846448233 workclass=Self-emp-not-inc 0.0997108612890045 -0.0996174902723153 workclass=Self-emp-inc -0.2537175913913401 1.2950821211887562 workclass=Federal-gov 1.095005538679612 0.24131417893641166 workclass=Local-gov 0.7236331350108912 0.8477174615191391 workclass=State-gov 0.8810359530307723 -0.35033792688431276 workclass=Without-pay -0.5498358720000952 -0.4986223053593644 workclass=Never-worked 0.076983088446492 -0.9198189363727103 fnlwgt -0.5732341699416563 1.0696418938137255 education=Bachelors 0.12594966858090387 0.4890205354551793 education=Some-college 0.9140844301460641 0.016552483464735243 education=11th -0.14180082387641643 0.85695145684356 education=HS-grad -0.9436642136050772 -0.943959251408075 education=Prof-school -0.5961941948204987 1.0383682977087685 education=Assoc-acdm 0.11953493560781749 -0.46843752203491246 education=Assoc-voc 0.7083277882771747 0.5427007602875932 education=9th 0.6560088234634766 0.19773728654956574 education=7th-8th 1.3929418329628978 1.3785137160158263 education=12th -0.3276587354198944 -1.2192398106422213 education=Masters 1.0553891365906634 0.03276767616341524 education=1st-4th 0.8400171037510413 0.08980292371830996 education=10th -1.4725299404433738 0.54759273898139 education=Doctorate -0.9095519758283913 -0.0110232268378168 education=5th-6th -0.17250239619210478 -0.4127217509645096 education=Preschool -2.3153333877773554 0.45735129041535955 education-num -1.9857358654926778 0.0504961414549382 marital-status=Married-civ-spouse 1.2583293611795077 -0.6631016090402946 marital-status=Divorced 1.286355504867452 -0.1449398263946578 marital-status=Never-married 0.05706287536482382 1.4028614422026093 marital-status=Separated 0.6134700069320085 0.7951274081416132 marital-status=Widowed 1.458094583282994 0.6418448654724408 marital-status=Married-spouse-absent 1.0619312072269582 1.071188419468257 marital-status=Married-AF-spouse -0.2973889895039401 -0.40202956175871274 occupation=Tech-support -0.22161109385158753 1.3753926576347857 occupation=Craft-repair 0.9440089582215218 -0.4889294874459202 occupation=Other-service -0.16050647930013096 0.7424318341526502 occupation=Sales -0.5036727239689088 -0.6217034314673838 occupation=Exec-managerial 0.4255807145344838 -2.1715456819767014 occupation=Prof-specialty 0.41003935224104276 1.20811352063835 occupation=Handlers-cleaners 0.645983967475531 0.08515143370527227 occupation=Machine-op-inspct 0.5881511935048463 -0.15172035235220763 occupation=Adm-clerical 1.76760026363065 0.09911842427851351 occupation=Farming-fishing 0.5383433678838038 0.17443129831913567 occupation=Transport-moving 0.7036132954887496 0.42569178998211604 occupation=Priv-house-serv 0.01886500823198141 -1.172051809344994 occupation=Protective-serv 0.2717214307292891 0.6695830235545714 occupation=Armed-Forces -0.7013600524196432 0.4449470323499142 relationship=Wife 0.6525067825340956 0.30512313386356327 relationship=Own-child 0.7838586668093126 -0.13285932162781927 relationship=Husband -0.22223107787997143 0.34700387927610127 relationship=Not-in-family 0.29928356349516794 0.11470760172103923 relationship=Other-relative 0.4431468506229756 -0.41415555815785965 relationship=Unmarried -0.7405193487832175 -0.24872979518316243 race=White -0.7569196132712797 -1.2994324281366292 race=Asian-Pac-Islander 0.6554141412533487 -0.218949301616153 race=Amer-Indian-Eskimo 1.940446487997142 1.620069920814104 race=Other -0.6732976702037957 0.087930855963967 race=Black 0.3282084708430617 -2.014621352926621 sex -4.597452697256855 -0.7478780442654889 capital-gain -2.5043802264436863 0.8287670232759271 capital-loss -3.045184116198789 0.40191558836778263 hours-per-week -0.12209229626767651 -1.1637427504741569 native-country=United-States -2.1892759527887713 -0.15503863469410184 native-country=Cambodia 0.5016553673903323 0.8856745293003726 native-country=England 0.03787581970664244 -0.7860892770991303 native-country=Puerto-Rico -0.7872743380226607 -1.001493056603237 native-country=Canada -0.3888656394605118 -0.31724208801150194 native-country=Germany 0.18470936276238636 0.4136960272605666 native-country=Outlying-US(Guam-USVI-etc) 2.0466880341985534 -0.9657618462826915 native-country=India 1.4656717470240288 0.8740491560294233 native-country=Japan 1.6971935470780848 -0.45310850498167293 native-country=Greece -0.20068742664630773 0.5005054557255612 native-country=South 0.6882576632332417 1.2018921327020649 native-country=China 0.842190590306139 1.471398646954764 native-country=Cuba -2.2260498903940253 -0.2486083039925264 native-country=Iran 0.35386220362443294 0.876217780821221 native-country=Honduras -0.3811699518508878 -0.6779586721829215 native-country=Philippines -1.562513228944255 0.27391717023279333 native-country=Italy 0.7465001607372279 1.0948324982844708 native-country=Poland -1.8454624897091352 -0.809656101261152 native-country=Jamaica 0.6777491111058773 -0.9020239435889974 native-country=Vietnam 0.8312410407442006 0.32370819753534535 native-country=Mexico -0.36654524992068266 -0.9080842647401889 native-country=Portugal -1.1643079092444897 -1.0115421689663513 native-country=Ireland 0.28232963151749635 0.29140657108861096 native-country=France -1.0284717855558418 -0.6629361304156922 native-country=Dominican-Republic 0.7286749048264328 0.8166212616916453 native-country=Laos 0.09681632936776217 -0.011958549519185685 native-country=Ecuador -0.5801099442322033 1.0620498449603497 native-country=Taiwan 1.1398124912006156 1.0687949825892162 native-country=Haiti 3.0677008217243373 -0.26211380825287117 native-country=Columbia -0.696666403084054 0.14627193565955446 native-country=Hungary -1.3803577667631244 -0.056762348205250585 native-country=Guatemala 0.9135707220178773 0.16062967249379834 native-country=Nicaragua 0.5834102909102867 0.3708900582998058 native-country=Scotland 1.011333350282209 -0.4282669693066903 native-country=Thailand 0.7971747103910783 1.0780849464690359 native-country=Yugoslavia 0.464920243403113 0.07863241486664917 native-country=El-Salvador 0.26003445079618254 0.43582280521909544 native-country=Trinadad&Tobago 0.2260525868411113 0.9508144175328855 native-country=Peru 0.8397852670985433 -0.2258110852210431 native-country=Hong 0.9365956973787474 0.921026461916458 native-country=Holand-Netherlands Hidden Weights: -3.90240878114082 3.902408781140821 -1.8590374831255578 1.8590374831255587 >50K <=50K Error sum for iteration 1200 = 730.4581245615254 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: -0.38543921453920993 -5.612944809472939 age 0.6867346933320055 0.022834285171444185 workclass=Private 1.6690926655722427 -1.258040578880111 workclass=Self-emp-not-inc 0.11875185154516162 -0.17976196573429626 workclass=Self-emp-inc -0.3248225409182887 1.4870786890435 workclass=Federal-gov 1.099227695989887 0.20591376476794426 workclass=Local-gov 0.7339049635887736 0.7929368244152216 workclass=State-gov 0.8812885725944697 -0.35762629166146254 workclass=Without-pay -0.5499090864018992 -0.5065967732246698 workclass=Never-worked 0.08344450758763572 -0.9250418771496209 fnlwgt -0.5893296695517968 1.129898000460287 education=Bachelors 0.11914968942429821 0.4833290979507912 education=Some-college 0.917923375853613 -0.08360317299237308 education=11th -0.1285679418834908 0.7857435569905604 education=HS-grad -0.9526563458242608 -0.8855241710014509 education=Prof-school -0.59331151568348 1.0026899728035334 education=Assoc-acdm 0.13039772286330611 -0.47756886506552465 education=Assoc-voc 0.6657992528152172 0.5067796223118521 education=9th 0.589223377331622 0.1164954829583861 education=7th-8th 1.442362851660327 1.3234103087544278 education=12th -0.3277877046865169 -1.218672528849809 education=Masters 1.173990833986953 0.0237217484215364 education=1st-4th 0.8005692758848671 0.05389926917237557 education=10th -1.4720318413748001 0.6236562659510696 education=Doctorate -0.9529817948616314 0.04506358171956253 education=5th-6th -0.14938944234493276 -0.41643719123802836 education=Preschool -2.3363765593651262 0.5383212727656319 education-num -2.051192272788653 0.18913895658317897 marital-status=Married-civ-spouse 1.2677662787243145 -0.7278652403300804 marital-status=Divorced 1.3351649460592632 -0.31733590909568526 marital-status=Never-married 0.04541972193780552 1.4438967562651939 marital-status=Separated 0.5954135732102235 0.7886181861404498 marital-status=Widowed 1.4958767889131201 0.594440334739639 marital-status=Married-spouse-absent 1.0599604212779001 1.0629667390227058 marital-status=Married-AF-spouse -0.31171299402062247 -0.3383048754678701 occupation=Tech-support -0.25099227959417386 1.4311958153187103 occupation=Craft-repair 0.999994961876398 -0.6701117095647545 occupation=Other-service -0.17874509307861347 0.7713523017818921 occupation=Sales -0.48759413420498465 -0.6410674410363456 occupation=Exec-managerial 0.43943265475656257 -2.2394793503039665 occupation=Prof-specialty 0.40104397525631963 1.1858642238025525 occupation=Handlers-cleaners 0.6175293140091819 0.13730095384425103 occupation=Machine-op-inspct 0.6180584969858938 -0.24254952685622397 occupation=Adm-clerical 1.7331087692630922 0.03582686354267299 occupation=Farming-fishing 0.5123707017040533 0.2509135960132535 occupation=Transport-moving 0.7504641829092946 0.4338997250189865 occupation=Priv-house-serv 0.01519858122526043 -1.178676747138316 occupation=Protective-serv 0.27096041139001376 0.6603315359279975 occupation=Armed-Forces -0.733977662019799 0.5569458653028613 relationship=Wife 0.7448904661350344 0.0699129179446459 relationship=Own-child 0.7840608676758264 -0.04948920380611769 relationship=Husband -0.2796143596932756 0.40871272195936287 relationship=Not-in-family 0.3091924202509432 0.05709001190550383 relationship=Other-relative 0.4296279991879636 -0.49004809599562793 relationship=Unmarried -0.7354245761779168 -0.29162183640921274 race=White -0.8100623636140337 -1.2580123567899468 race=Asian-Pac-Islander 0.6597144066249949 -0.2930189736952097 race=Amer-Indian-Eskimo 1.9936305690451783 1.600958447511506 race=Other -0.6836858261095172 0.0789158889760513 race=Black 0.29621958098262935 -1.9334463607761017 sex -4.742486574844783 -0.7410437738160905 capital-gain -2.512562958609509 0.9291583488781148 capital-loss -3.0434055036150065 0.5512599897371816 hours-per-week -0.11099682261794375 -1.2136788287685905 native-country=United-States -2.38373242747351 -0.16160815515531135 native-country=Cambodia 0.49024403922046766 0.8509660556505374 native-country=England 0.03158058028435675 -0.7902078103738879 native-country=Puerto-Rico -0.7955339051834375 -1.0194014438747607 native-country=Canada -0.4339691269150132 -0.3195644517099314 native-country=Germany 0.18601046996351336 0.4046566915596741 native-country=Outlying-US(Guam-USVI-etc) 2.080105293631532 -0.9888745566549871 native-country=India 1.555644121971984 0.853701687266837 native-country=Japan 1.7490571137053599 -0.44164936057387855 native-country=Greece -0.2210406750171939 0.5669565113279016 native-country=South 0.7194555538361099 1.2290372877312237 native-country=China 0.8233142728840658 1.4778980734694505 native-country=Cuba -2.266574523300439 -0.24915080423044975 native-country=Iran 0.370286321431754 0.8705450101639808 native-country=Honduras -0.3535685200987783 -0.7356965065646867 native-country=Philippines -1.567796007589542 0.33147539739699816 native-country=Italy 0.724556305813645 1.130225016967125 native-country=Poland -1.9299081703787444 -0.8104941432039706 native-country=Jamaica 0.7121489515006968 -0.9278153033003342 native-country=Vietnam 0.830324897401669 0.16797087950968734 native-country=Mexico -0.4311261978510071 -0.9218566005809856 native-country=Portugal -1.2122722349168407 -1.0603044384167104 native-country=Ireland 0.2362031742820885 0.27126100945424014 native-country=France -1.0128059236726565 -0.731158769168553 native-country=Dominican-Republic 0.754321135995329 0.8177278735241492 native-country=Laos 0.1065513901415696 -0.01746464468620361 native-country=Ecuador -0.5631762748523391 1.0883906551140443 native-country=Taiwan 1.1676294051668945 1.067736477172093 native-country=Haiti 3.1920912207183547 -0.24049631167163965 native-country=Columbia -0.696739617485858 0.13829746779424895 native-country=Hungary -1.4192074525821472 -0.09076751543142103 native-country=Guatemala 0.9677488141943438 0.1649099356876338 native-country=Nicaragua 0.587356517065988 0.36406628989232087 native-country=Scotland 1.0652977100771748 -0.43196471792548835 native-country=Thailand 0.8181692796307432 1.0773656384118009 native-country=Yugoslavia 0.45003822706714797 0.07883772750747874 native-country=El-Salvador 0.2724173482378831 0.4315820435051619 native-country=Trinadad&Tobago 0.2308459248028298 0.9489350831881498 native-country=Peru 0.8388956950270607 -0.23545090561934906 native-country=Hong 0.9365224829769434 0.9130519940511582 native-country=Holand-Netherlands Hidden Weights: -3.9670170777780673 3.9670170777780682 -2.0379364600139276 2.0379364600139276 >50K <=50K Error sum for iteration 1300 = 733.0028772691032 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: -0.2876210102835187 -5.92310925330925 age 0.7117469450488738 -0.07419179560401128 workclass=Private 1.6815018855401918 -1.2871170514910788 workclass=Self-emp-not-inc 0.14460661166261823 -0.27025688100294304 workclass=Self-emp-inc -0.40586212058323123 1.6868544973678026 workclass=Federal-gov 1.1045639032966241 0.17533210661658472 workclass=Local-gov 0.7471574504950752 0.7296784043632562 workclass=State-gov 0.8816930978402873 -0.36508643733281565 workclass=Without-pay -0.5498270949621312 -0.5144715655050792 workclass=Never-worked 0.08959573028885272 -0.9213888566293896 fnlwgt -0.5986518518273597 1.16299932761963 education=Bachelors 0.10524857022686873 0.4926414031593353 education=Some-college 0.9119018795757268 -0.16992239552626512 education=11th -0.11829683394731182 0.72046374390789 education=HS-grad -0.9547102934425578 -0.8117323832242475 education=Prof-school -0.5815989946432315 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0.2695898836446544 0.6503610500486308 occupation=Armed-Forces -0.7641536015210773 0.6769338469786674 relationship=Wife 0.8436058648960217 -0.13614894420281556 relationship=Own-child 0.7889059365311512 0.011001703506591095 relationship=Husband -0.34261697763544424 0.48620959452565865 relationship=Not-in-family 0.3208262147897229 -0.01308248946728894 relationship=Other-relative 0.4087601746328081 -0.5820365859553596 relationship=Unmarried -0.7299159645007535 -0.3282856397238127 race=White -0.8560420996681233 -1.2039994775216905 race=Asian-Pac-Islander 0.662846161973648 -0.3630946872007197 race=Amer-Indian-Eskimo 2.036471041338881 1.5730860162243698 race=Other -0.688121040658218 0.05714265817042842 race=Black 0.25535912341580497 -1.828813422646503 sex -4.862999086024691 -0.7256990161236015 capital-gain -2.5130911739905235 1.0084484779135352 capital-loss -3.0308863163531363 0.6895663802558643 hours-per-week -0.10166458568695184 -1.2390095914406136 native-country=United-States -2.5479570492443977 -0.15744003460681652 native-country=Cambodia 0.4757301466304252 0.8111870078822795 native-country=England 0.026165532242241534 -0.7949912076882113 native-country=Puerto-Rico -0.799160244008878 -1.0386391141871214 native-country=Canada -0.4739453251624362 -0.3271540571564287 native-country=Germany 0.18756739255533025 0.3959584313571778 native-country=Outlying-US(Guam-USVI-etc) 2.107218171650987 -1.0080102493545535 native-country=India 1.6378799178465937 0.8323653409384639 native-country=Japan 1.7926617518297825 -0.4320772442700826 native-country=Greece -0.2495221352268908 0.6465037959137486 native-country=South 0.73912184801301 1.245184280458857 native-country=China 0.7973465254203727 1.4816395542265595 native-country=Cuba -2.2923555421183255 -0.24884102662889074 native-country=Iran 0.385990827000241 0.8647649276853198 native-country=Honduras -0.33357555817462314 -0.8006950688117841 native-country=Philippines -1.5527228411235288 0.38299885426352853 native-country=Italy 0.6965164013568849 1.1620300414901183 native-country=Poland -1.9988895057672023 -0.7998281368581822 native-country=Jamaica 0.7444573945097598 -0.9500217589503502 native-country=Vietnam 0.8312380919465071 0.017193482350563994 native-country=Mexico -0.49062957507643745 -0.9306437533374085 native-country=Portugal -1.2520334786554281 -1.1109427297489325 native-country=Ireland 0.19343994813113413 0.2504479587699692 native-country=France -0.9916427347462511 -0.8076759668787171 native-country=Dominican-Republic 0.7743963015775087 0.8173351167635808 native-country=Laos 0.11818664441660341 -0.0227574212775904 native-country=Ecuador -0.5522671683774893 1.1085340247964879 native-country=Taiwan 1.1929726500739992 1.0655253001173588 native-country=Haiti 3.3080829639893916 -0.21395426343500082 native-country=Columbia -0.69665762604609 0.1304226755138927 native-country=Hungary -1.4555942403344706 -0.1299195135708324 native-country=Guatemala 1.0171714062144115 0.16825534532739586 native-country=Nicaragua 0.5910429882172535 0.3569752158469448 native-country=Scotland 1.1175402911498922 -0.4378533917210788 native-country=Thailand 0.8381968668464599 1.0748580690455354 native-country=Yugoslavia 0.42924708951188323 0.0789764657298796 native-country=El-Salvador 0.2817105148435483 0.4257899075709189 native-country=Trinadad&Tobago 0.23234639276448077 0.9457312382893438 native-country=Peru 0.8381710242357193 -0.24527498948898663 native-country=Hong 0.9366044744167114 0.9051772017707488 native-country=Holand-Netherlands Hidden Weights: -4.036347145566942 4.036347145566941 -2.2245866710497633 2.224586671049761 >50K <=50K Error sum for iteration 1400 = 735.3486131279075 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: -0.1915515220160578 -6.22613639036108 age 0.7348551218807826 -0.1492335981712382 workclass=Private 1.691446561871747 -1.317087543114951 workclass=Self-emp-not-inc 0.17499651684847004 -0.36505714044568427 workclass=Self-emp-inc -0.48722341011006276 1.878640362955779 workclass=Federal-gov 1.111476977035322 0.1522374851375705 workclass=Local-gov 0.7630746819350671 0.6680573326724714 workclass=State-gov 0.8823818798850225 -0.3714417667298852 workclass=Without-pay -0.5494537245590515 -0.5210780795459204 workclass=Never-worked 0.09289091896137298 -0.9091691358113182 fnlwgt -0.5994231234703413 1.1637168627579293 education=Bachelors 0.08642761900959212 0.5082397782284147 education=Some-college 0.9020306304514761 -0.24653043824040055 education=11th -0.114838029121784 0.6705318832952756 education=HS-grad -0.9519941517196854 -0.7238204291979007 education=Prof-school -0.5655015366559163 0.8706860933442864 education=Assoc-acdm 0.13100780037958734 -0.4331186020594632 education=Assoc-voc 0.5770009370474981 0.42687950900959937 education=9th 0.4640265441437389 -0.04964733393014542 education=7th-8th 1.5156912729156085 1.1896010755728428 education=12th -0.32295575747930694 -1.209213210908429 education=Masters 1.4328092501103384 0.02504918653332131 education=1st-4th 0.7260083281896029 -0.02828605973995209 education=10th -1.4650815277753106 0.7607456901424713 education=Doctorate -1.0243775651249474 0.16402460435736618 education=5th-6th -0.1065418830632842 -0.4235289825270157 education=Preschool -2.368696929204427 0.6851132740747745 education-num -2.156309000621855 0.3883091488024023 marital-status=Married-civ-spouse 1.2830106675368902 -0.8141017898282946 marital-status=Divorced 1.4135293016113861 -0.5922132749015706 marital-status=Never-married 0.036305698314673056 1.4981743784287953 marital-status=Separated 0.5407601310225545 0.7861052424158198 marital-status=Widowed 1.5842601849402285 0.5037876650656302 marital-status=Married-spouse-absent 1.0536829021720162 1.0465788585245612 marital-status=Married-AF-spouse -0.3480047326958951 -0.20562646002485468 occupation=Tech-support -0.3022475868308316 1.5087449352462725 occupation=Craft-repair 1.0953792322426497 -0.9930373401513534 occupation=Other-service -0.184978658238159 0.748622652916613 occupation=Sales -0.4653832756296038 -0.6312909441331992 occupation=Exec-managerial 0.45916693242018103 -2.3657813574126614 occupation=Prof-specialty 0.3806166551370496 1.1665584243064064 occupation=Handlers-cleaners 0.5443935526235243 0.29237793174700677 occupation=Machine-op-inspct 0.681186662603855 -0.4505071182666837 occupation=Adm-clerical 1.6939617062325265 -0.10363660651842055 occupation=Farming-fishing 0.4480100321545822 0.4223749430851378 occupation=Transport-moving 0.8469889041205937 0.4397383880460663 occupation=Priv-house-serv 0.022309929697250205 -1.1915601788188073 occupation=Protective-serv 0.2677361551817368 0.6409293557947673 occupation=Armed-Forces -0.7867388960116108 0.7928955239095724 relationship=Wife 0.9342318590229314 -0.29328126488722883 relationship=Own-child 0.7981533555825149 0.0476536525041843 relationship=Husband -0.40431626369864215 0.5708269616962393 relationship=Not-in-family 0.33486691556346254 -0.09115114979884817 relationship=Other-relative 0.3843578268773978 -0.6765577946102947 relationship=Unmarried -0.726819744515112 -0.34937498743109313 race=White -0.8941093498280184 -1.1467533880971645 race=Asian-Pac-Islander 0.6662040838311968 -0.42658708126099504 race=Amer-Indian-Eskimo 2.0720363849431984 1.5406597433059361 race=Other -0.6872194607060396 0.03101990090094314 race=Black 0.21523743937631312 -1.7238404931340214 sex -4.9629365260008935 -0.7014554674747769 capital-gain -2.5096672309101433 1.07309303327233 capital-loss -3.0108623974740714 0.80236923178592 hours-per-week -0.09583861639564492 -1.24628215612727 native-country=United-States -2.6802832397136243 -0.14229755002493105 native-country=Cambodia 0.46118301518895555 0.7702066107303066 native-country=England 0.02143156689292461 -0.7978534759033159 native-country=Puerto-Rico -0.7999344701695567 -1.0559595760115486 native-country=Canada -0.5059659148321707 -0.3364604464098911 native-country=Germany 0.18984181692474877 0.3892132038433715 native-country=Outlying-US(Guam-USVI-etc) 2.12757766198714 -1.0236520997072351 native-country=India 1.7128576169219614 0.8110034635227189 native-country=Japan 1.8278569272221035 -0.42321353390394895 native-country=Greece -0.2837585329944802 0.7378840038593217 native-country=South 0.7483144135865226 1.2510765980287726 native-country=China 0.7681429304410897 1.4848917867191742 native-country=Cuba -2.308378997805792 -0.2459667057391198 native-country=Iran 0.4015716322851895 0.860256745606455 native-country=Honduras -0.31894384286339184 -0.869807479031875 native-country=Philippines -1.5215782619181228 0.4266476199740592 native-country=Italy 0.6649882575571254 1.1925991238276779 native-country=Poland -2.0518619908015094 -0.7747369756750166 native-country=Jamaica 0.7744585318832119 -0.9695697366205661 native-country=Vietnam 0.8347945376211886 -0.11910191049160673 native-country=Mexico -0.5435673145799005 -0.9321111466905447 native-country=Portugal -1.285658226008507 -1.1622241284885513 native-country=Ireland 0.15322632434650174 0.2305309487156838 native-country=France -0.9657552905091104 -0.889112017117466 native-country=Dominican-Republic 0.7897303397877617 0.8166031716045323 native-country=Laos 0.13205470047484483 -0.02663586368474499 native-country=Ecuador -0.5475901864170221 1.1227427013835864 native-country=Taiwan 1.2171187662320146 1.0639110168913706 native-country=Haiti 3.412266484086761 -0.18202434078476362 native-country=Columbia -0.6962842556430103 0.12381616147304458 native-country=Hungary -1.489860841364894 -0.17409713249635878 native-country=Guatemala 1.0628433482237476 0.17177676512221163 native-country=Nicaragua 0.5947304437191856 0.35094116838690137 native-country=Scotland 1.1651007653743792 -0.44514651816119066 native-country=Thailand 0.857266012469366 1.0719390039269783 native-country=Yugoslavia 0.4048019109373239 0.08106540221456313 native-country=El-Salvador 0.2887144282689551 0.42002598606739955 native-country=Trinadad&Tobago 0.2303066071653614 0.9428784582306099 native-country=Peru 0.83778419499055 -0.25392230609296107 native-country=Hong 0.9369778448197911 0.8985706877299076 native-country=Holand-Netherlands Hidden Weights: -4.0972884359698165 4.0972884359698165 -2.385420077721798 2.3854200777217978 >50K <=50K Error sum for iteration 1500 = 737.1081077324271 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: -0.1059680324576743 -6.516391034574563 age 0.7541862415272761 -0.2019468398080321 workclass=Private 1.6987170946749 -1.34753494991827 workclass=Self-emp-not-inc 0.20591769336718657 -0.457423725839015 workclass=Self-emp-inc -0.5601607649349707 2.0475267489590045 workclass=Federal-gov 1.1192900522878182 0.13650057914072364 workclass=Local-gov 0.7795157033005181 0.6155803062332296 workclass=State-gov 0.8833420767443264 -0.37661736759120024 workclass=Without-pay -0.5488004067176696 -0.5264134382877483 workclass=Never-worked 0.09143661814520886 -0.8902951466788014 fnlwgt -0.593664060658065 1.1415188050261245 education=Bachelors 0.06764248012553616 0.5202260458523397 education=Some-college 0.8923140109763033 -0.3169290376777488 education=11th -0.11541099647265297 0.6298997773607714 education=HS-grad -0.9488734653759695 -0.6260964739130521 education=Prof-school -0.5502498663439195 0.8039631577248546 education=Assoc-acdm 0.11948819048396792 -0.38689375398078163 education=Assoc-voc 0.5353904072646073 0.38861621034638266 education=9th 0.4168918440241995 -0.1253829680413392 education=7th-8th 1.5443112388346212 1.119113124572742 education=12th -0.31978303132371966 -1.2000523920658823 education=Masters 1.5640444957212243 0.034948581888167754 education=1st-4th 0.692793605109006 -0.06876578392979037 education=10th -1.4610965424136595 0.8244660880744203 education=Doctorate -1.0580101671423479 0.2243341245335418 education=5th-6th -0.0858197067791287 -0.4256844889367843 education=Preschool -2.38773529919359 0.7568843102065401 education-num -2.193858754568247 0.43927942882206955 marital-status=Married-civ-spouse 1.2945248513576644 -0.847118710944627 marital-status=Divorced 1.4323670749119652 -0.6656157856035074 marital-status=Never-married 0.038478903647298744 1.5082436044163718 marital-status=Separated 0.5185830381441701 0.7975746410099802 marital-status=Widowed 1.6247102441445678 0.46429910090085075 marital-status=Married-spouse-absent 1.0502342949591628 1.0399475687785082 marital-status=Married-AF-spouse -0.36771445539942244 -0.14782857411406267 occupation=Tech-support -0.3130359574361204 1.5186174235983656 occupation=Craft-repair 1.1283028645654882 -1.113570993928992 occupation=Other-service -0.1765214362216108 0.7145864146734069 occupation=Sales -0.4596086232263979 -0.6207336248585923 occupation=Exec-managerial 0.4635090676949707 -2.410230754256642 occupation=Prof-specialty 0.3711535098502593 1.1691700148641595 occupation=Handlers-cleaners 0.5049129290447935 0.38405621019974273 occupation=Machine-op-inspct 0.7049675599097679 -0.5331763167798848 occupation=Adm-clerical 1.690988001469437 -0.17071711718637061 occupation=Farming-fishing 0.41836677352779994 0.4999080986931689 occupation=Transport-moving 0.8942111205270479 0.4391384534543626 occupation=Priv-house-serv 0.028501620941276253 -1.2008977392823106 occupation=Protective-serv 0.26547552628256077 0.6322072384192794 occupation=Armed-Forces -0.8012807636412572 0.8972631960840073 relationship=Wife 1.0120048830392927 -0.41024177083697 relationship=Own-child 0.8084671202459749 0.07239929617124206 relationship=Husband -0.46010227271761484 0.6517007232200863 relationship=Not-in-family 0.3518187656298675 -0.17112837404815262 relationship=Other-relative 0.35879351455914826 -0.7643021641624339 relationship=Unmarried -0.7260789840929729 -0.3586355893169174 race=White -0.9255234885583858 -1.092737821257761 race=Asian-Pac-Islander 0.6710847868764201 -0.48358207743766807 race=Amer-Indian-Eskimo 2.1031111673630143 1.5064970403340934 race=Other -0.6840084359249059 0.008062971451844043 race=Black 0.1789721712193938 -1.6271324475658588 sex -5.046139227321184 -0.6693518563080599 capital-gain -2.5056898910754435 1.1310979620827675 capital-loss -2.987615945648893 0.8849445464628612 hours-per-week -0.09223448166458097 -1.2460422760379022 native-country=United-States -2.7853538912775617 -0.11833944827162454 native-country=Cambodia 0.4494524140463938 0.7310536930095977 native-country=England 0.017701990546928687 -0.7979170862674724 native-country=Puerto-Rico -0.7997033829107429 -1.0694631023042622 native-country=Canada -0.5285304464174472 -0.34489457845524185 native-country=Germany 0.19287006853168548 0.38445155234678907 native-country=Outlying-US(Guam-USVI-etc) 2.141866626347376 -1.0365018011499214 native-country=India 1.7811144261218166 0.7899754303427371 native-country=Japan 1.855098124051047 -0.41489892099292713 native-country=Greece -0.3215446036923983 0.8379967644691806 native-country=South 0.7500196415246477 1.2486270156767854 native-country=China 0.7393150568810285 1.4886736823913396 native-country=Cuba -2.3195118348247847 -0.23974072198234164 native-country=Iran 0.4171403358883635 0.8569593407248137 native-country=Honduras -0.30687335560882184 -0.9410372466522703 native-country=Philippines -1.4814829116356754 0.46107133192288935 native-country=Italy 0.632815756233312 1.2233640264951342 native-country=Poland -2.0930104298869487 -0.7374407562765747 native-country=Jamaica 0.802310064070692 -0.9896978234141244 native-country=Vietnam 0.8411468016699909 -0.2386379792292338 native-country=Mexico -0.5894348438074662 -0.9263484770990429 native-country=Portugal -1.314778847668071 -1.2137031490460315 native-country=Ireland 0.1151223382613644 0.21217251182718644 native-country=France -0.9349304619608315 -0.9717668701090709 native-country=Dominican-Republic 0.8015154079538278 0.8157639492380518 native-country=Laos 0.14788972255007776 -0.029332466707417935 native-country=Ecuador -0.5477194055169446 1.1317140682020534 native-country=Taiwan 1.2408746316218526 1.0634724578576997 native-country=Haiti 3.5013159364814346 -0.14760150151786208 native-country=Columbia -0.6956309378016284 0.1184808027311944 native-country=Hungary -1.5221876249899513 -0.22326768674577296 native-country=Guatemala 1.1054468722379678 0.17560491302822795 native-country=Nicaragua 0.5985082029394517 0.3460537773553395 native-country=Scotland 1.2059871980011665 -0.45375887227361145 native-country=Thailand 0.8754311394295967 1.0690016771087976 native-country=Yugoslavia 0.3786789215770072 0.08566660351439467 native-country=El-Salvador 0.29416353812466245 0.4147483409922517 native-country=Trinadad&Tobago 0.22445625969290728 0.9404653346733242 native-country=Peru 0.8377484938372727 -0.2611888880177428 native-country=Hong 0.937631162661173 0.8932353289880797 native-country=Holand-Netherlands Hidden Weights: -4.1453457790891965 4.1453457790891965 -2.5106146228077866 2.510614622807787 >50K <=50K Error sum for iteration 1600 = 738.1436532264348 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: -0.0342768584496889 -6.789643478852279 age 0.7692090406211066 -0.23632722286808674 workclass=Private 1.703992130802867 -1.3773611308391374 workclass=Self-emp-not-inc 0.234371984619157 -0.5429559229899847 workclass=Self-emp-inc -0.6195604531773793 2.1857569999445863 workclass=Federal-gov 1.1270372644374473 0.12723859944723975 workclass=Local-gov 0.794424558087132 0.5749361728921287 workclass=State-gov 0.8845176828382939 -0.380889817336233 workclass=Without-pay -0.547921465966913 -0.5307925764827877 workclass=Never-worked 0.0850739657715419 -0.8662415410016648 fnlwgt -0.5843456222572456 1.107554356432004 education=Bachelors 0.05164257870662892 0.5256105158764418 education=Some-college 0.8841957983966261 -0.38246100840966013 education=11th -0.11719259535434365 0.5934954345286657 education=HS-grad -0.947569583813669 -0.5240503715558931 education=Prof-school -0.5381576742548638 0.7472412069399939 education=Assoc-acdm 0.10353513638288701 -0.33389287697188524 education=Assoc-voc 0.49750475683697526 0.352464408961424 education=9th 0.37928777158627447 -0.1946830167298879 education=7th-8th 1.5700359174379217 1.0483878125239086 education=12th -0.31670138040328083 -1.1896109401764117 education=Masters 1.6914841926486317 0.047873200746073256 education=1st-4th 0.6620940416350724 -0.10778063372589526 education=10th -1.4573131475273444 0.8863391851708822 education=Doctorate -1.0921566492787371 0.28290765575715104 education=5th-6th -0.06528052669276456 -0.4272132292145933 education=Preschool -2.4098653997773347 0.8296188755637227 education-num -2.224694907002315 0.4682994642142405 marital-status=Married-civ-spouse 1.3072539566833514 -0.8776764220847795 marital-status=Divorced 1.4413973598261172 -0.7105695415429542 marital-status=Never-married 0.04489504905930756 1.5081485372727856 marital-status=Separated 0.5026870183431489 0.8192540441283183 marital-status=Widowed 1.6599331026501762 0.42934654929399274 marital-status=Married-spouse-absent 1.0467521842984109 1.0341201431721032 marital-status=Married-AF-spouse -0.3852791907844078 -0.10140368653391191 occupation=Tech-support -0.31621086711740776 1.5180657752651732 occupation=Craft-repair 1.154059853316398 -1.2136738838328522 occupation=Other-service -0.16586057882607785 0.6790914845710153 occupation=Sales -0.4563653128927801 -0.6116558626522434 occupation=Exec-managerial 0.4650669572016269 -2.4420835154558813 occupation=Prof-specialty 0.3638593345616265 1.1739914973317895 occupation=Handlers-cleaners 0.46769647269700765 0.4739345578176126 occupation=Machine-op-inspct 0.7224773812211215 -0.5956564277848271 occupation=Adm-clerical 1.694020263427995 -0.23367575505169577 occupation=Farming-fishing 0.3935680003236648 0.5671300920910534 occupation=Transport-moving 0.9393608330670127 0.4368621026547664 occupation=Priv-house-serv 0.03354057787539654 -1.210809839917424 occupation=Protective-serv 0.26291147397574743 0.6240711547018668 occupation=Armed-Forces -0.8095704182974967 0.9876490188338629 relationship=Wife 1.0781975929350556 -0.5004905461545304 relationship=Own-child 0.8179719196569757 0.09366916031270488 relationship=Husband -0.5087341201023275 0.7238036058778977 relationship=Not-in-family 0.37132413460727404 -0.2487640139848591 relationship=Other-relative 0.3328173088267829 -0.8414842531880918 relationship=Unmarried -0.726650699529074 -0.3617615562548214 race=White -0.9517210986842526 -1.044271459672184 race=Asian-Pac-Islander 0.6778491507214778 -0.5351050003343187 race=Amer-Indian-Eskimo 2.1316127839990124 1.4716751302828572 race=Other -0.6810788610838827 -0.007861386783825737 race=Black 0.1466402215117547 -1.5409121500330647 sex -5.116343232437578 -0.6310822927981329 capital-gain -2.503214764627258 1.1873689592073542 capital-loss -2.9642076409630795 0.9398614704011237 hours-per-week -0.08961203843958043 -1.2438790262951889 native-country=United-States -2.869888178323729 -0.08823434935345538 native-country=Cambodia 0.4420247447779997 0.6955197484681753 native-country=England 0.015313127723501848 -0.7953371266020288 native-country=Puerto-Rico -0.7998643923248288 -1.0781758258177545 native-country=Canada -0.5420006453101006 -0.3515561365554156 native-country=Germany 0.19652544603616218 0.3812196405775497 native-country=Outlying-US(Guam-USVI-etc) 2.1516397310895337 -1.0471308173203642 native-country=India 1.8435102810942776 0.7694052415234349 native-country=Japan 1.8756271680265815 -0.40726233054679095 native-country=Greece -0.3614448517573338 0.9440531446939532 native-country=South 0.7474341851395921 1.2399033133540514 native-country=China 0.713473285484484 1.493353623533789 native-country=Cuba -2.3289152302143243 -0.23013923671914466 native-country=Iran 0.4325913169700181 0.8543544245564292 native-country=Honduras -0.2955958781659126 -1.0127644291685982 native-country=Philippines -1.43833187162648 0.485302261138586 native-country=Italy 0.6020398982627463 1.2550303184245888 native-country=Poland -2.1273802741912102 -0.6920496456345058 native-country=Jamaica 0.8284568605137409 -1.012878306909889 native-country=Vietnam 0.8504955022696844 -0.3429138092246028 native-country=Mexico -0.6288575700773084 -0.9146780148138398 native-country=Portugal -1.3402197972683934 -1.2650976595795502 native-country=Ireland 0.07900424884269941 0.19547880868726653 native-country=France -0.899506644907695 -1.052589743564816 native-country=Dominican-Republic 0.8107406308390821 0.8147912189048713 native-country=Laos 0.16518180899251478 -0.03141648472076977 native-country=Ecuador -0.5509354550723409 1.136535661278675 native-country=Taiwan 1.2645001338919202 1.064171044512254 native-country=Haiti 3.5739335312366505 -0.11475710421167316 native-country=Columbia -0.6947519970508719 0.11410166453613449 native-country=Hungary -1.552396960296417 -0.2765422548806973 native-country=Guatemala 1.1454402257980485 0.1795722627792004 native-country=Nicaragua 0.6023854266326373 0.3420414549251845 native-country=Scotland 1.239774302473949 -0.4636138201391333 native-country=Thailand 0.8927960603313555 1.0660667607668795 native-country=Yugoslavia 0.35238931919533323 0.09293419102301738 native-country=El-Salvador 0.2985805193357353 0.40997399521322436 native-country=Trinadad&Tobago 0.2150771095459355 0.9380314166125951 native-country=Peru 0.8380185855183842 -0.2672850854573196 native-country=Hong 0.9385101034119295 0.8888561907930403 native-country=Holand-Netherlands Hidden Weights: -4.181173323616296 4.1811733236162985 -2.6046183971938763 2.6046183971938768 >50K <=50K Error sum for iteration 1700 = 738.5165094803182 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: 0.02410828539657136 -7.044378176335806 age 0.7801268718166509 -0.256478784116518 workclass=Private 1.7077765481168183 -1.4055769408237924 workclass=Self-emp-not-inc 0.2589618508903518 -0.6201585696783171 workclass=Self-emp-inc -0.66377019596723 2.2924527087044195 workclass=Federal-gov 1.1339550514357644 0.12365458555449135 workclass=Local-gov 0.8067856767359 0.5458732308793659 workclass=State-gov 0.8858492669666559 -0.38449029850382876 workclass=Without-pay -0.5468752751824747 -0.5344673595651022 workclass=Never-worked 0.07473170204185449 -0.8378713328680225 fnlwgt -0.57369330110651 1.0693363280224817 education=Bachelors 0.03873811134436533 0.52579774728885 education=Some-college 0.877915051954573 -0.4433265955077775 education=11th -0.11918139500325928 0.5600794742234546 education=HS-grad -0.948082627441582 -0.4223266791796194 education=Prof-school -0.5291711071164458 0.7001452377558984 education=Assoc-acdm 0.08548996292569623 -0.27974626618640563 education=Assoc-voc 0.4639553533432772 0.3187151525122574 education=9th 0.34868327003499716 -0.2580701528861561 education=7th-8th 1.594212318036708 0.9781661745594178 education=12th -0.3140019911595591 -1.1790317350810453 education=Masters 1.8128381501519224 0.06184458765889116 education=1st-4th 0.6342074783859011 -0.14523484701081826 education=10th -1.4540923027287447 0.9465756942788075 education=Doctorate -1.1267684344268 0.3393767963637569 education=5th-6th -0.04487694431990807 -0.4283140106348922 education=Preschool -2.434126347359555 0.9022074912295294 education-num -2.2506228647828923 0.48176245343918017 marital-status=Married-civ-spouse 1.3201116235700197 -0.9061418557599684 marital-status=Divorced 1.4442386268527292 -0.7378306044257251 marital-status=Never-married 0.0547881375381174 1.500438688301927 marital-status=Separated 0.4919001778037957 0.8501649846919443 marital-status=Widowed 1.690269198454096 0.39856198768138584 marital-status=Married-spouse-absent 1.043231726188248 1.028845374290534 marital-status=Married-AF-spouse -0.3993026010316294 -0.06666578961228779 occupation=Tech-support -0.31537454200134435 1.5143067197985591 occupation=Craft-repair 1.174916043127274 -1.2989787087622813 occupation=Other-service -0.15507373604859706 0.6458576068129893 occupation=Sales -0.4550997943711862 -0.6038656568176665 occupation=Exec-managerial 0.46476911116493397 -2.4649936478806045 occupation=Prof-specialty 0.3594390979394013 1.1779467726816655 occupation=Handlers-cleaners 0.4347044808293704 0.5568218582587984 occupation=Machine-op-inspct 0.7346229866729569 -0.6404681695028275 occupation=Adm-clerical 1.6999765825016058 -0.2921269412990888 occupation=Farming-fishing 0.3735245051783725 0.6251325478957543 occupation=Transport-moving 0.9818908739874608 0.4333435977292736 occupation=Priv-house-serv 0.03672685810067233 -1.2193898512359331 occupation=Protective-serv 0.26014152925468925 0.6164221273271545 occupation=Armed-Forces -0.8134918089866938 1.064392832745877 relationship=Wife 1.13535844407979 -0.5737171133653716 relationship=Own-child 0.826129254692572 0.11499351612497326 relationship=Husband -0.550640008091938 0.7861692757413838 relationship=Not-in-family 0.3923002571769886 -0.32131309688851273 relationship=Other-relative 0.30699694973743585 -0.9075894058136208 relationship=Unmarried -0.7278275586930228 -0.36190244431559265 race=White -0.973819505638696 -1.0015532713551156 race=Asian-Pac-Islander 0.6861552665653387 -0.5823660865285148 race=Amer-Indian-Eskimo 2.1587470421839923 1.436460403364635 race=Other -0.6796434887967805 -0.015735053997618695 race=Black 0.11813054161084796 -1.4659544522927213 sex -5.17680659624896 -0.5882654020241773 capital-gain -2.503233183691861 1.243960402377741 capital-loss -2.942232693131989 0.971961829221544 hours-per-week -0.08751415218694748 -1.2418384274595156 native-country=United-States -2.9400684492048925 -0.05422765493880472 native-country=Cambodia 0.43898291194904887 0.6643953038610354 native-country=England 0.014331104757046355 -0.790533860188638 native-country=Puerto-Rico -0.8013624290757334 -1.0816998868107925 native-country=Canada -0.548138569741326 -0.3567840472248219 native-country=Germany 0.2006649915431115 0.3791260220854736 native-country=Outlying-US(Guam-USVI-etc) 2.1584799885477417 -1.0559977113235692 native-country=India 1.9009557592616297 0.7493370329977748 native-country=Japan 1.8909389366512597 -0.4003717562007752 native-country=Greece -0.4025735276412874 1.0540258289618636 native-country=South 0.743028520892142 1.2265668150890316 native-country=China 0.6920983016981604 1.4990273928564921 native-country=Cuba -2.3383507877651164 -0.21745390077949342 native-country=Iran 0.4477987395493258 0.8519650060807805 native-country=Honduras -0.2843175140506971 -1.0832792796950221 native-country=Philippines -1.3956472613568063 0.4989116240637508 native-country=Italy 0.5737566974346848 1.2878925527466145 native-country=Poland -2.1586260273819855 -0.6421683384377235 native-country=Jamaica 0.8534409235744578 -1.0402381710376272 native-country=Vietnam 0.8628274738351577 -0.4342235798132343 native-country=Mexico -0.6629810454854967 -0.8986709971950715 native-country=Portugal -1.362354732435428 -1.3160573553813966 native-country=Ireland 0.04483785048860776 0.18037374627459807 native-country=France -0.8603894048744284 -1.1294557415949964 native-country=Dominican-Republic 0.8181008945903214 0.8136833275857763 native-country=Laos 0.18343745942526388 -0.03329106909598102 native-country=Ecuador -0.5558747366028185 1.1384009329321243 native-country=Taiwan 1.287977184533579 1.0658138817933926 native-country=Haiti 3.6312132211263615 -0.08648999832733463 native-country=Columbia -0.6937058062664335 0.11042688145383076 native-country=Hungary -1.5801643250128647 -0.33231197320670536 native-country=Guatemala 1.1831501327231688 0.18353775950576912 native-country=Nicaragua 0.6063431199311112 0.3386761827321785 native-country=Scotland 1.2670019450570318 -0.47446159167389595 native-country=Thailand 0.9094516516306265 1.0631216121997196 native-country=Yugoslavia 0.3269093687655906 0.10287842309099006 native-country=El-Salvador 0.30230703005619 0.40565949201568896 native-country=Trinadad&Tobago 0.2029710409121598 0.9353303245767312 native-country=Peru 0.8385323427963755 -0.2724454024741883 native-country=Hong 0.9395562941963679 0.8851814077107258 native-country=Holand-Netherlands Hidden Weights: -4.2068789381562945 4.206878938156291 -2.674711088822399 2.6747110888223973 >50K <=50K Error sum for iteration 1800 = 738.38630334438 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: 0.07138873625018603 -7.281146747560915 age 0.7875147985664418 -0.2657993994358465 workclass=Private 1.7103948647706158 -1.4315982742437956 workclass=Self-emp-not-inc 0.2794606912973088 -0.6894632202762085 workclass=Self-emp-inc -0.6937245018535191 2.370783696361177 workclass=Federal-gov 1.1396775941007498 0.12497638927285604 workclass=Local-gov 0.816432026914718 0.5268915213057506 workclass=State-gov 0.8872799220003338 -0.3875738922148328 workclass=Without-pay -0.5457185867957014 -0.537604633648214 workclass=Never-worked 0.06159980255131729 -0.8057920159945847 fnlwgt -0.5630859060321253 1.0311595644549885 education=Bachelors 0.028343349127791843 0.5229595339789992 education=Some-college 0.8732815771068483 -0.4994032597444732 education=11th -0.1211813070593466 0.5295586395028012 education=HS-grad -0.9497923238570724 -0.3238567763718949 education=Prof-school -0.5223857057109463 0.6603109745237163 education=Assoc-acdm 0.06696207657412362 -0.22810166602057874 education=Assoc-voc 0.4347162797536532 0.2876458732513316 education=9th 0.3230296228106183 -0.3163541863546964 education=7th-8th 1.6178314627952597 0.9089637391000454 education=12th -0.311871784027483 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relationship=Not-in-family 0.41356316074738037 -0.38717257957779216 relationship=Other-relative 0.2819366961806754 -0.9636861254605871 relationship=Unmarried -0.7293333107974179 -0.3602875365561593 race=White -0.9926565876522729 -0.9640248346720065 race=Asian-Pac-Islander 0.6954010991861991 -0.6264758277093908 race=Amer-Indian-Eskimo 2.185280848054778 1.400876696101232 race=Other -0.6800433441420931 -0.01596951307629062 race=Black 0.09338477640686849 -1.4021106729698196 sex -5.230125530954143 -0.5422085437419468 capital-gain -2.505984491228023 1.3013405718895035 capital-loss -2.92234060589021 0.9861730555605405 hours-per-week -0.08573345343642182 -1.2407217478291575 native-country=United-States -3.0006614139731473 -0.018001059911851375 native-country=Cambodia 0.4395331443560499 0.6377758546088736 native-country=England 0.014591704861920008 -0.7839581224691045 native-country=Puerto-Rico -0.8047125951313614 -1.080095614373596 native-country=Canada -0.5491603536708057 -0.3614191672653772 native-country=Germany 0.20516115781309557 0.37789617291921085 native-country=Outlying-US(Guam-USVI-etc) 2.1635978230195163 -1.0635069952312033 native-country=India 1.9542329450851181 0.7297814648309648 native-country=Japan 1.9023906743189825 -0.394222054834174 native-country=Greece -0.44434208267411063 1.1665472471240297 native-country=South 0.7384434007208277 1.2097613399260365 native-country=China 0.675702263809222 1.5055845615643961 native-country=Cuba -2.3487120625862343 -0.20208293062916813 native-country=Iran 0.46265266667289084 0.8494110258838661 native-country=Honduras -0.2728523399094769 -1.1509896462182472 native-country=Philippines -1.355108010045889 0.502052308244616 native-country=Italy 0.548339736260279 1.3219834346370356 native-country=Poland -2.1888390054118054 -0.5903668328223364 native-country=Jamaica 0.8777309265878893 -1.0720390714264623 native-country=Vietnam 0.8777120927218781 -0.5148169630278983 native-country=Mexico -0.6930002922703653 -0.8797560967869951 native-country=Portugal -1.381404965322216 -1.366225297343659 native-country=Ireland 0.012565383182762787 0.16671462671175544 native-country=France -0.8187733891417186 -1.2012170452279247 native-country=Dominican-Republic 0.8240595845961654 0.8124654565472119 native-country=Laos 0.2022600177127733 -0.03517414043686461 native-country=Ecuador -0.5616157123661155 1.1383461317381267 native-country=Taiwan 1.3111820992253782 1.068184141737207 native-country=Haiti 3.6757059365012412 -0.06387326085774803 native-country=Columbia -0.6925491178796602 0.10728960737071228 native-country=Hungary -1.605230874748283 -0.3888319340872216 native-country=Guatemala 1.2188145635469685 0.18741456824444552 native-country=Nicaragua 0.6103495432048518 0.3358059062068783 native-country=Scotland 1.2885930849729292 -0.48598272114110197 native-country=Thailand 0.9254576677473209 1.0601676546642236 native-country=Yugoslavia 0.3027225433554363 0.11538287928401189 native-country=El-Salvador 0.3055540383437185 0.4017593768010321 native-country=Trinadad&Tobago 0.18911015701450296 0.9323811073856509 native-country=Peru 0.839222378149993 -0.27686392045537905 native-country=Hong 0.9407129825831412 0.882044133627614 native-country=Holand-Netherlands Hidden Weights: -4.22467527121886 4.224675271218859 -2.7273502350929912 2.727350235092991 >50K <=50K Error sum for iteration 1900 = 737.8776613691718 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: 0.11007507724811946 -7.5016477132858 age 0.7920260281353835 -0.2667834944782724 workclass=Private 1.7120960116865 -1.4552213252189272 workclass=Self-emp-not-inc 0.2962501954873731 -0.7521160076417698 workclass=Self-emp-inc -0.7116593381776035 2.425311759509186 workclass=Federal-gov 1.144164713407618 0.13041952261825415 workclass=Local-gov 0.8236653601964135 0.5161339992680853 workclass=State-gov 0.8887608385578207 -0.3902485731700621 workclass=Without-pay -0.5445006925625685 -0.5403193629737341 workclass=Never-worked 0.04671729370958445 -0.7705482607542784 fnlwgt -0.5532464285501705 0.9951416969602418 education=Bachelors 0.019823349349649452 0.5186406424435741 education=Some-college 0.8699901687780645 -0.5505993962053066 education=11th -0.12317383601130588 0.501788299684163 education=HS-grad -0.9522650436998247 -0.23014926629398305 education=Prof-school -0.516849609782088 0.6252829662753147 education=Assoc-acdm 0.048986108982012014 -0.18093552530952536 education=Assoc-voc 0.40934197121522387 0.2594886340641849 education=9th 0.3009133755164163 -0.37034852045988037 education=7th-8th 1.6415678125580884 0.8411087641367961 education=12th -0.3103597330879828 -1.1590911329089169 education=Masters 2.0329898672678763 0.08861690123462143 education=1st-4th 0.5869867090208406 -0.21530819312962265 education=10th -1.450789667196819 1.062125313381759 education=Doctorate -1.1961616638002308 0.4474538089509983 education=5th-6th -0.004591804807217991 -0.42967616845413326 education=Preschool -2.4849608688312523 1.0413034215799477 education-num -2.2924284543844258 0.47972977620862717 marital-status=Married-civ-spouse 1.344198935155297 -0.9572238533443617 marital-status=Divorced 1.4411227012234156 -0.764934083521527 marital-status=Never-married 0.0807088433270319 1.4715519593155848 marital-status=Separated 0.47981854718579203 0.9324888019120846 marital-status=Widowed 1.740154711692369 0.34708581842435365 marital-status=Married-spouse-absent 1.0359600807235325 1.019322558095425 marital-status=Married-AF-spouse -0.41690312006255514 -0.02454877360576089 occupation=Tech-support -0.3097713641789201 1.5089195649764529 occupation=Craft-repair 1.2072967553726168 -1.4387903632228376 occupation=Other-service -0.13519910353545586 0.5865696747582814 occupation=Sales -0.4568560550325261 -0.5898902527270237 occupation=Exec-managerial 0.4609818974321206 -2.492925366878524 occupation=Prof-specialty 0.35950082613025197 1.1768171169603507 occupation=Handlers-cleaners 0.38312044956667207 0.6948589263428321 occupation=Machine-op-inspct 0.746865114264679 -0.6900716178323825 occupation=Adm-clerical 1.714525423369589 -0.39546928181410207 occupation=Farming-fishing 0.3440966679047388 0.7214784412051096 occupation=Transport-moving 1.0586079902321497 0.4240335560852076 occupation=Priv-house-serv 0.03762110731154889 -1.2286953748663192 occupation=Protective-serv 0.2542156241674192 0.6023121410227915 occupation=Armed-Forces -0.8135797436960192 1.1830205445747146 relationship=Wife 1.2307907247397336 -0.6911811178638836 relationship=Own-child 0.838280625696813 0.1615173057744511 relationship=Husband -0.6179312620992189 0.8847739389067892 relationship=Not-in-family 0.4342080939323579 -0.4456874593044347 relationship=Other-relative 0.258128806713269 -1.011435251263456 relationship=Unmarried -0.7311157780934988 -0.35734260312464744 race=White -1.0089038681740778 -0.9308982583621958 race=Asian-Pac-Islander 0.7050186378280214 -0.6683313678665931 race=Amer-Indian-Eskimo 2.211734685885408 1.3648947551862096 race=Other -0.6822523477662346 -0.009495022976929852 race=Black 0.07224038927659707 -1.3485042721605212 sex -5.278247731993085 -0.49389469476389525 capital-gain -2.511241843680682 1.359229693550278 capital-loss -2.9046741946195556 0.986814999121507 hours-per-week -0.08410267809515364 -1.2408311568465145 native-country=United-States -3.054964531528977 0.019260878244557345 native-country=Cambodia 0.4425869404079276 0.6153681853121323 native-country=England 0.015835157366422204 -0.776029962737264 native-country=Puerto-Rico -0.8100571950952064 -1.0737388283231784 native-country=Canada -0.5470062836693894 -0.3662557254068175 native-country=Germany 0.20990373845207952 0.37733220605552104 native-country=Outlying-US(Guam-USVI-etc) 2.167809005727345 -1.0700326819890458 native-country=India 2.0039750044316453 0.7107351690678533 native-country=Japan 1.9110848635029436 -0.38877591150665136 native-country=Greece -0.48633967178133775 1.2807688254723106 native-country=South 0.7346595627429515 1.1901972769925702 native-country=China 0.664122349584698 1.512736651883724 native-country=Cuba -2.3603724614237787 -0.18446387156085556 native-country=Iran 0.4770555251525446 0.8463816414857005 native-country=Honduras -0.26131166284733826 -1.2146513002775448 native-country=Philippines -1.3172996654945468 0.4953498731990647 native-country=Italy 0.525722044654759 1.3571726070997057 native-country=Poland -2.219008748291422 -0.538315675851988 native-country=Jamaica 0.9016559237848822 -1.1081268957351946 native-country=Vietnam 0.8945104139437753 -0.586752331575004 native-country=Mexico -0.7199371368439373 -0.8590924134948343 native-country=Portugal -1.3975608436402152 -1.4153131328329775 native-country=Ireland -0.017905429807909976 0.1543340767137433 native-country=France -0.7758791571619675 -1.267504097961212 native-country=Dominican-Republic 0.8289246146588107 0.8111636670334066 native-country=Laos 0.22135661958902114 -0.03716986728933966 native-country=Ecuador -0.5675900387846362 1.1371417115985076 native-country=Taiwan 1.3339579687098237 1.0710643011356353 native-country=Haiti 3.710252609825468 -0.04656488657204751 native-country=Columbia -0.6913312236465273 0.10457487804520876 native-country=Hungary -1.6274694374840066 -0.44460010740463307 native-country=Guatemala 1.2526136797614118 0.19114835514239897 native-country=Nicaragua 0.6143713578410885 0.33332552390677955 native-country=Scotland 1.3055326881718112 -0.4978750478757377 native-country=Thailand 0.94085484828889 1.057211562472448 native-country=Yugoslavia 0.2799578197458626 0.13024708730647638 native-country=El-Salvador 0.3084498589165403 0.3982256803838379 native-country=Trinadad&Tobago 0.17436585896321494 0.9293041563896163 native-country=Peru 0.8400264997760187 -0.2806971832693568 native-country=Hong 0.9419308768162741 0.8793294043020939 native-country=Holand-Netherlands Hidden Weights: -4.236443171971139 4.236443171971138 -2.767597929811746 2.7675979298117466 >50K <=50K Error sum for iteration 2000 = 737.1023152559388 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: 0.1424038043701458 -7.707972016276739 age 0.7942392808741662 -0.2611611492654907 workclass=Private 1.71307239303145 -1.4764452451242676 workclass=Self-emp-not-inc 0.3099034263360236 -0.8094823565623264 workclass=Self-emp-inc -0.7200396234890455 2.4604325792436814 workclass=Federal-gov 1.1475432802694703 0.1392532778421065 workclass=Local-gov 0.8289606071736189 0.5118190299177349 workclass=State-gov 0.8902557995935557 -0.3925962557602123 workclass=Without-pay -0.5432586022628566 -0.5426977630134099 workclass=Never-worked 0.03086191191827145 -0.7326715152351851 fnlwgt -0.5444646314635394 0.9620737773512683 education=Bachelors 0.012718948094042611 0.5136322777513174 education=Some-college 0.8677438305081117 -0.5969529129996549 education=11th -0.1251552292566151 0.47645113436662934 education=HS-grad -0.9553138661307644 -0.14189505967972402 education=Prof-school -0.511812598478696 0.5930748904862856 education=Assoc-acdm 0.03216125305059982 -0.13907058893986904 education=Assoc-voc 0.38721766582062805 0.23440080652770695 education=9th 0.2814018131978269 -0.42077381294183663 education=7th-8th 1.6658391912336121 0.7747811173911268 education=12th -0.3094398263071049 -1.1493330278514782 education=Masters 2.1313898918009646 0.10047539850843021 education=1st-4th 0.5671063996327949 -0.24784359676772025 education=10th -1.4511303421243293 1.1174365599411553 education=Doctorate -1.2304805519461128 0.5000751042836504 education=5th-6th 0.015189795314157668 -0.4300748440094105 education=Preschool -2.510144351526345 1.1058101573126284 education-num -2.3099075811575185 0.4701904991349545 marital-status=Married-civ-spouse 1.3551760960489767 -0.9803483677637301 marital-status=Divorced 1.4378979175466284 -0.7714836222913867 marital-status=Never-married 0.09487260765650808 1.4538133209152506 marital-status=Separated 0.4764065760039084 0.9801391698456647 marital-status=Widowed 1.761556593312481 0.3251663340792 marital-status=Married-spouse-absent 1.0321645100078338 1.0148676425751169 marital-status=Married-AF-spouse -0.4218765925787507 -0.012607495955978341 occupation=Tech-support -0.3066968864342983 1.5083965457609818 occupation=Craft-repair 1.2203750600192416 -1.4971081876121326 occupation=Other-service -0.1261259408177963 0.5589088851140145 occupation=Sales -0.45918167890435835 -0.5834613801746217 occupation=Exec-managerial 0.4581455797493112 -2.499738179245554 occupation=Prof-specialty 0.3635465775934578 1.1701741879017336 occupation=Handlers-cleaners 0.36373936807998186 0.7504801983759013 occupation=Machine-op-inspct 0.7486890892524124 -0.7002355362453992 occupation=Adm-clerical 1.7218176000845966 -0.4407706029558294 occupation=Farming-fishing 0.3329491730126067 0.7630352513446779 occupation=Transport-moving 1.0930568954659103 0.41873974495670846 occupation=Priv-house-serv 0.03587193327514823 -1.2292682119985765 occupation=Protective-serv 0.25111802173861636 0.5957283702652794 occupation=Armed-Forces -0.8115033665989901 1.2284040652126131 relationship=Wife 1.2718300507770934 -0.7413611413950998 relationship=Own-child 0.8425134088633432 0.1867153355800415 relationship=Husband -0.645134214281835 0.9234689942825125 relationship=Not-in-family 0.45370263262826116 -0.4969438085800357 relationship=Other-relative 0.23587799809510118 -1.052573084831395 relationship=Unmarried -0.7331900034951286 -0.35327114394548775 race=White -1.0231367907870494 -0.9013528704922339 race=Asian-Pac-Islander 0.714584707729227 -0.7086071929661554 race=Amer-Indian-Eskimo 2.2384928402304567 1.3284762193823445 race=Other -0.6861222501017311 0.0026632903615106413 race=Black 0.05438714946916896 -1.3038509232850164 sex -5.322577773337893 -0.4440434318404625 capital-gain -2.5185654475061683 1.4170459624582559 capital-loss -2.889147118946442 0.9774422921406344 hours-per-week -0.0825012916068376 -1.242169995153454 native-country=United-States -3.105087731017249 0.056762221302673666 native-country=Cambodia 0.4471373950142816 0.5967279174801784 native-country=England 0.017802772925841953 -0.7671175426628396 native-country=Puerto-Rico -0.8172989901842889 -1.0631503406533436 native-country=Canada -0.5430834938571613 -0.3718103936850704 native-country=Germany 0.21479910832735427 0.37728052985485194 native-country=Outlying-US(Guam-USVI-etc) 2.1716372179838497 -1.0759115106031358 native-country=India 2.0506962876491306 0.6921848521215853 native-country=Japan 1.9178778129295413 -0.3839909741281468 native-country=Greece -0.5282875109972375 1.3962331855228063 native-country=South 0.7322094340579473 1.1682765804147868 native-country=China 0.6568170702153884 1.520068900757959 native-country=Cuba -2.3734092705372674 -0.16503891125462203 native-country=Iran 0.49092331353308066 0.8426167655321325 native-country=Honduras -0.24988717910672037 -1.273425723187108 native-country=Philippines -1.2822598141604655 0.4797456456848858 native-country=Italy 0.5056215361005265 1.393244020458284 native-country=Poland -2.2494779590523075 -0.48703366203449566 native-country=Jamaica 0.9254117809191561 -1.1481910694638007 native-country=Vietnam 0.912623575916952 -0.6518441955749688 native-country=Mexico -0.7445740077452996 -0.837551066720463 native-country=Portugal -1.4110208570987652 -1.4631299275747331 native-country=Ireland -0.046683998990545705 0.14306426875085881 native-country=France -0.7327720318016369 -1.3284378418575546 native-country=Dominican-Republic 0.8329056764938599 0.8097937848992885 native-country=Laos 0.24052277207741446 -0.03932474681972122 native-country=Ecuador -0.573476064781978 1.1352896074473982 native-country=Taiwan 1.3561498211179985 1.0742456746500837 native-country=Haiti 3.737317037123462 -0.033640001919847166 native-country=Columbia -0.6900891333468154 0.10219647800552546 native-country=Hungary -1.6468684819630217 -0.4984728367928212 native-country=Guatemala 1.2846940531208704 0.19470076615270768 native-country=Nicaragua 0.6183814591980498 0.33115563131683073 native-country=Scotland 1.318728584614658 -0.5098878086496813 native-country=Thailand 0.9556785651589642 1.054257209429111 native-country=Yugoslavia 0.25853702148847385 0.1472340701853798 native-country=El-Salvador 0.3110759024424489 0.3950073594230103 native-country=Trinadad&Tobago 0.1594036234299664 0.9262059654824389 native-country=Peru 0.8408951171974107 -0.284072851610045 native-country=Hong 0.943172967115986 0.8769510042624181 native-country=Holand-Netherlands Hidden Weights: -4.243640167845728 4.243640167845728 -2.799242843111451 2.7992428431114527 >50K <=50K Error sum for iteration 2100 = 736.137519522797 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: 0.17015546353143035 -7.902154005667277 age 0.7946190865282552 -0.2501465604969942 workclass=Private 1.713459870431221 -1.4953266335534636 workclass=Self-emp-not-inc 0.32097026291249725 -0.8627412656252313 workclass=Self-emp-inc -0.7210090170440931 2.4797765218921906 workclass=Federal-gov 1.1499867259114864 0.15085997316524904 workclass=Local-gov 0.8327962747876347 0.5124169467924667 workclass=State-gov 0.8917413506848768 -0.39468306834925015 workclass=Without-pay -0.5420166429013304 -0.5448086941111315 workclass=Never-worked 0.014573876933667977 -0.6926693787034641 fnlwgt -0.5367858953108925 0.9320283647111625 education=Bachelors 0.006738903064897754 0.5082022431525264 education=Some-college 0.8662925026733774 -0.6386287408992048 education=11th -0.12712009493057946 0.45316804199583693 education=HS-grad -0.9588625298443815 -0.05936869004385497 education=Prof-school -0.5067452303982114 0.5622036108101554 education=Assoc-acdm 0.016779246151332257 -0.10265526709258606 education=Assoc-voc 0.3677250124014607 0.21245833333798866 education=9th 0.2638771633657188 -0.4682309321407326 education=7th-8th 1.6908671811584168 0.710059190529098 education=12th -0.30906603327338167 -1.1389944574341817 education=Masters 2.2224466490468537 0.11113896304779006 education=1st-4th 0.5492324426760393 -0.27869076964568235 education=10th -1.452893609394135 1.171174712804501 education=Doctorate -1.2643840623622984 0.5522801682070637 education=5th-6th 0.03467712259756985 -0.4303498942679905 education=Preschool -2.5346509948697062 1.1661944637832853 education-num -2.32584214720849 0.4575149317016878 marital-status=Married-civ-spouse 1.365502274276693 -1.0022498428133488 marital-status=Divorced 1.434423438395045 -0.7754907343211558 marital-status=Never-married 0.10900024685328226 1.4353707276952496 marital-status=Separated 0.47392502486637367 1.0299456066733483 marital-status=Widowed 1.7815340310379424 0.3050739863165364 marital-status=Married-spouse-absent 1.02825324162058 1.0105163347765873 marital-status=Married-AF-spouse -0.4252605238619265 -0.004441336308548475 occupation=Tech-support -0.30381652653248387 1.5089766978649515 occupation=Craft-repair 1.231990112853543 -1.5491161278376857 occupation=Other-service -0.11753430255919549 0.5316942931696506 occupation=Sales -0.46209953349376526 -0.577639982434696 occupation=Exec-managerial 0.45489758933003427 -2.502181008491426 occupation=Prof-specialty 0.3699147541233727 1.1590308693065514 occupation=Handlers-cleaners 0.3477573741941889 0.7984933195801329 occupation=Machine-op-inspct 0.7485095324902813 -0.703230646125285 occupation=Adm-clerical 1.7288201299365058 -0.4822797999786835 occupation=Farming-fishing 0.32333751428649465 0.8015474952621694 occupation=Transport-moving 1.125217138444685 0.4132169155043259 occupation=Priv-house-serv 0.03306470041095786 -1.2276192847488576 occupation=Protective-serv 0.24795334586643686 0.5893817006182187 occupation=Armed-Forces -0.8087972505365291 1.266733597658184 relationship=Wife 1.3096389441245728 -0.7879052762110519 relationship=Own-child 0.8457590934240169 0.21282524997823477 relationship=Husband -0.6690718017255683 0.9567131306426028 relationship=Not-in-family 0.4718313870320944 -0.5415248987336883 relationship=Other-relative 0.215313568225611 -1.088684478434005 relationship=Unmarried -0.7355761880091944 -0.3482283402142085 race=White -1.0358548910997538 -0.8746227622250412 race=Asian-Pac-Islander 0.723821500827552 -0.7477940886472428 race=Amer-Indian-Eskimo 2.2658562269562226 1.2915740975476968 race=Other -0.6914726733994108 0.01953729160811778 race=Black 0.039418653835274105 -1.2667459008378033 sex -5.364102489288926 -0.393182263253889 capital-gain -2.527470896243006 1.4741298810302024 capital-loss -2.875598453511418 0.9608978496344781 hours-per-week -0.08086231909714363 -1.244579636160497 native-country=United-States -3.152307036933931 0.09398741124259441 native-country=Cambodia 0.45241132248375854 0.5813964629457203 native-country=England 0.020278683209913922 -0.7575316130721452 native-country=Puerto-Rico -0.8262401224047439 -1.0488573759046602 native-country=Canada -0.5383137677689924 -0.3783131816373575 native-country=Germany 0.21976882625728864 0.3776152759114042 native-country=Outlying-US(Guam-USVI-etc) 2.175419412599282 -1.0814311419392548 native-country=India 2.0948219279610996 0.6741077787944598 native-country=Japan 1.9234190312033288 -0.3798303013382204 native-country=Greece -0.5700228572099447 1.5127656449687157 native-country=South 0.7313534468573419 1.1442100846426688 native-country=China 0.6530951699955737 1.5271044858619245 native-country=Cuba -2.3877483235674983 -0.14423109290567226 native-country=Iran 0.5041886795881547 0.8378991711290729 native-country=Honduras -0.23873527851530177 -1.3268338478173471 native-country=Philippines -1.2497992489271346 0.45635521244780225 native-country=Italy 0.4876843084029568 1.4299497063274755 native-country=Poland -2.2802581813919476 -0.4371040952503175 native-country=Jamaica 0.949093622941176 -1.1918844848719696 native-country=Vietnam 0.9316063025111504 -0.7116398588091679 native-country=Mexico -0.767467492794086 -0.8157470395713453 native-country=Portugal -1.4220005505250197 -1.5095775014311728 native-country=Ireland -0.07388334613620816 0.13275044158351795 native-country=France -0.690280619918366 -1.3843914108998274 native-country=Dominican-Republic 0.8361509084575838 0.8083608108935296 native-country=Laos 0.2596212426182477 -0.04165868317385905 native-country=Ecuador -0.579114415236706 1.1330628346487355 native-country=Taiwan 1.3776239812903568 1.0775389857581306 native-country=Haiti 3.7588066448214157 -0.024117829614432543 native-country=Columbia -0.6888471739852893 0.10008554690776889 native-country=Hungary -1.6634994158232101 -0.5496421455167583 native-country=Guatemala 1.315182669183595 0.1980412330567096 native-country=Nicaragua 0.6223612804476406 0.3292321619772131 native-country=Scotland 1.3289677812393348 -0.5218261137296307 native-country=Thailand 0.9699649097857688 1.05130355212316 native-country=Yugoslavia 0.23828212341706625 0.16610056708208634 native-country=El-Salvador 0.31348783245149053 0.39205298796086313 native-country=Trinadad&Tobago 0.14468042319231028 0.9231381466998302 native-country=Peru 0.8417927914615226 -0.2870958074844085 native-country=Hong 0.9444149264775121 0.8748400731646965 native-country=Holand-Netherlands Hidden Weights: -4.247357025430648 4.247357025430649 -2.8250339173302295 2.8250339173302312 >50K <=50K Error sum for iteration 2200 = 735.040197852367 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: 0.19467034244300144 -8.085977125494413 age 0.7935238480195153 -0.23463361153751902 workclass=Private 1.713346166772649 -1.5119206253399349 workclass=Self-emp-not-inc 0.3299039669979884 -0.9128061707263145 workclass=Self-emp-inc -0.7162357797177998 2.4861312287165647 workclass=Federal-gov 1.151653264049136 0.16475549266573708 workclass=Local-gov 0.8355836278955993 0.516689023383782 workclass=State-gov 0.8932041350892471 -0.3965640699357574 workclass=Without-pay -0.5407889979083421 -0.5467090038843365 workclass=Never-worked -0.0017836457862482503 -0.651005637693301 fnlwgt -0.5301360711670684 0.9047353693750633 education=Bachelors 0.001705139521213121 0.5023284392971669 education=Some-college 0.865437009788549 -0.6758870542801843 education=11th -0.12907051720067583 0.4315907374760849 education=HS-grad -0.9628552474198616 0.017386994766761567 education=Prof-school -0.501290467631142 0.5315818620435813 education=Assoc-acdm 0.002939928374103337 -0.07152236403513462 education=Assoc-voc 0.35032001469810486 0.19366122290204282 education=9th 0.24791832967403915 -0.5132008094242573 education=7th-8th 1.7167305157169388 0.6469620483822418 education=12th -0.3091958503697458 -1.127407777695492 education=Masters 2.3067372184702393 0.12064035301921049 education=1st-4th 0.5330516422957442 -0.30787775482065566 education=10th -1.4560796043781994 1.2234403744890554 education=Doctorate -1.2978190282534543 0.6042945520550992 education=5th-6th 0.053849235333980734 -0.4305387510360429 education=Preschool -2.5582947286560245 1.2222198655480994 education-num -2.340611410686131 0.4429072020437388 marital-status=Married-civ-spouse 1.3752669773005792 -1.0231583311682473 marital-status=Divorced 1.43094676733219 -0.7776562390099273 marital-status=Never-married 0.12274634694985816 1.4168984997785905 marital-status=Separated 0.47206386059227995 1.080612530359121 marital-status=Widowed 1.800566286071678 0.2863634143061795 marital-status=Married-spouse-absent 1.024231957175231 1.0062092871210728 marital-status=Married-AF-spouse -0.4275465732638834 9.520807290684551E-4 occupation=Tech-support -0.3011929185668516 1.510283040551694 occupation=Craft-repair 1.2424171132699724 -1.5954526012824666 occupation=Other-service -0.10938646838100409 0.5046105706432675 occupation=Sales -0.46540239543129397 -0.5726793465801118 occupation=Exec-managerial 0.4513037445078564 -2.500336823599706 occupation=Prof-specialty 0.37838334197846196 1.1432812342691452 occupation=Handlers-cleaners 0.3345353637367866 0.8400300375672156 occupation=Machine-op-inspct 0.7467584570772977 -0.7003727219926609 occupation=Adm-clerical 1.735490286334442 -0.5204054063764403 occupation=Farming-fishing 0.3148648723282032 0.8375875921099203 occupation=Transport-moving 1.1553464303553374 0.40754428781769564 occupation=Priv-house-serv 0.02945310986706082 -1.2242369448537647 occupation=Protective-serv 0.2447351315218075 0.5832212913670085 occupation=Armed-Forces -0.8058772782859615 1.299528412713375 relationship=Wife 1.3448377779721188 -0.8316168490964084 relationship=Own-child 0.8482159781134794 0.23951839786430806 relationship=Husband -0.6903524860553019 0.9855359867689513 relationship=Not-in-family 0.488596776220681 -0.5802826467236917 relationship=Other-relative 0.19644020248057467 -1.121130313451343 relationship=Unmarried -0.7382866815561827 -0.3423384704447473 race=White -1.0474817627794808 -0.85003008288147 race=Asian-Pac-Islander 0.7325587115649665 -0.7862467756072535 race=Amer-Indian-Eskimo 2.294062192334976 1.2541215431412382 race=Other -0.698119099380374 0.04025595680966291 race=Black 0.02690409172147757 -1.2358542111595603 sex -5.403500695080172 -0.3417060007496083 capital-gain -2.5375123927324266 1.529850249727304 capital-loss -2.8638659354912073 0.9394408841738037 hours-per-week -0.07915453651293432 -1.2478490371418907 native-country=United-States -3.197364650703856 0.13061104650960556 native-country=Cambodia 0.45788395025417183 0.5689602800625323 native-country=England 0.023098437682459762 -0.7475293368676351 native-country=Puerto-Rico -0.8366737715804957 -1.031307118486304 native-country=Canada -0.5332748457959421 -0.38578375198011267 native-country=Germany 0.22474722912625825 0.37823014639295716 native-country=Outlying-US(Guam-USVI-etc) 2.1793812255178078 -1.0868268176861038 native-country=India 2.136707963528515 0.6564725470749762 native-country=Japan 1.9281922235509528 -0.37626372948377756 native-country=Greece -0.6114893903182977 1.6303931453497746 native-country=South 0.7321997937259478 1.1181118847308347 native-country=China 0.6522621762247295 1.5333601097371956 native-country=Cuba -2.40325003400714 -0.12243299133394898 native-country=Iran 0.5168007708400046 0.8320476641370667 native-country=Honduras -0.2279349797248313 -1.3746799717868843 native-country=Philippines -1.2196663007482436 0.4263571843825739 native-country=Italy 0.47156167060104126 1.4670419571619302 native-country=Poland -2.311217217338367 -0.38883224849998427 native-country=Jamaica 0.9727304971273527 -1.2388686866579803 native-country=Vietnam 0.9511717586453754 -0.7674339330029017 native-country=Mexico -0.7889914761819229 -0.7940894849270917 native-country=Portugal -1.4307285657806648 -1.554631909738925 native-country=Ireland -0.09961377151906231 0.1232563802737625 native-country=France -0.6489871417620224 -1.4358383605897884 native-country=Dominican-Republic 0.8387690286753681 0.8068619714973797 native-country=Laos 0.27856248817785156 -0.04417986468624462 native-country=Ecuador -0.5844475012716678 1.1305527614099768 native-country=Taiwan 1.3982763091480324 1.0807817881497936 native-country=Haiti 3.7761254877727204 -0.017169580956028246 native-country=Columbia -0.6876195289923009 0.0981852371345448 native-country=Hungary -1.6774892602185498 -0.5975698357970837 native-country=Guatemala 1.3441931243398981 0.20114338595560968 native-country=Nicaragua 0.6262995718044857 0.327501695055707 native-country=Scotland 1.3369143192880002 -0.5335447940637817 native-country=Thailand 0.9837514866097143 1.048345474317576 native-country=Yugoslavia 0.21897934495307672 0.18661090471477967 native-country=El-Salvador 0.31572650267191155 0.38931370177423863 native-country=Trinadad&Tobago 0.13048171473407055 0.9200951156094345 native-country=Peru 0.8426960292607947 -0.28985245502513857 native-country=Hong 0.9456425714705005 0.8729397633914915 native-country=Holand-Netherlands Hidden Weights: -4.24841085852211 4.248410858522109 -2.8469153117179515 2.84691531171795 >50K <=50K Error sum for iteration 2300 = 733.8594505469337 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: 0.21693353944650273 -8.260929400330978 age 0.7912249014556644 -0.2153085852213624 workclass=Private 1.7127848273444228 -1.5262810083529421 workclass=Self-emp-not-inc 0.3370562232095149 -0.9603498370773135 workclass=Self-emp-inc -0.7069476175410696 2.4815661920869267 workclass=Federal-gov 1.152663845741646 0.18058374782337241 workclass=Local-gov 0.8376508219366307 0.5236654236626719 workclass=State-gov 0.8946376434518817 -0.39828577359171025 workclass=Without-pay -0.5395829034755221 -0.5484464110774602 workclass=Never-worked -0.017967827049182022 -0.6080894750194238 fnlwgt -0.5243910534906338 0.8797863440102223 education=Bachelors -0.002493119264643535 0.4958549468577 education=Some-college 0.8650218414768694 -0.7090489288646069 education=11th -0.13102184521325166 0.41144235322126205 education=HS-grad -0.9672291647985327 0.08848010588611428 education=Prof-school -0.4952108491350042 0.5004081032187272 education=Assoc-acdm -0.009359123683495427 -0.045413787379478585 education=Assoc-voc 0.3345558929142751 0.17794287207867873 education=9th 0.23322571975033185 -0.556055226796977 education=7th-8th 1.743410259610246 0.5854805102024562 education=12th -0.3097955771768481 -1.1139001246742681 education=Masters 2.384888340972463 0.12906466978073652 education=1st-4th 0.5183166373204764 -0.3354630166433806 education=10th -1.4606759058578054 1.2743621408680543 education=Doctorate -1.3307529431075393 0.6562219945872797 education=5th-6th 0.07269940352382843 -0.4306732864731032 education=Preschool -2.5809918228885986 1.2738486502454196 education-num -2.354494196576773 0.42722527487351764 marital-status=Married-civ-spouse 1.3845534153168755 -1.0432374272817726 marital-status=Divorced 1.4275594252098152 -0.7783439982152064 marital-status=Never-married 0.13592509710201772 1.3988409252458622 marital-status=Separated 0.4706533963555005 1.1310778118722742 marital-status=Widowed 1.8189933282906465 0.2686566878723991 marital-status=Married-spouse-absent 1.0201117355299205 1.0018959811665384 marital-status=Married-AF-spouse -0.4290280228035264 0.004105394709222104 occupation=Tech-support -0.2988331102034633 1.51201283285725 occupation=Craft-repair 1.251848529452263 -1.6366157737805236 occupation=Other-service -0.10167537624826345 0.4775539816950513 occupation=Sales -0.46893446134077726 -0.5688048811726959 occupation=Exec-managerial 0.44738349857994075 -2.4942115793144444 occupation=Prof-specialty 0.3887742211570503 1.122912291279091 occupation=Handlers-cleaners 0.32352463107137847 0.8761280068270675 occupation=Machine-op-inspct 0.7437299373804398 -0.6926053314366538 occupation=Adm-clerical 1.7418412652398616 -0.5555694760852496 occupation=Farming-fishing 0.30726777197413435 0.8714880974650737 occupation=Transport-moving 1.1836840105050355 0.4017687613906327 occupation=Priv-house-serv 0.025234324398146078 -1.2195629082436925 occupation=Protective-serv 0.24147635369415604 0.5772039159309119 occupation=Armed-Forces -0.8030754349928475 1.3281610220799032 relationship=Wife 1.3778926200462422 -0.8730033197798568 relationship=Own-child 0.8500735616982792 0.2664870418805061 relationship=Husband -0.7094631775687767 1.0107911885450784 relationship=Not-in-family 0.5041262107500676 -0.6141627647914888 relationship=Other-relative 0.1791925125722385 -1.1510438805627647 relationship=Unmarried -0.7413259444482463 -0.33568562523596474 race=White -1.0583651266793421 -0.8269849910520177 race=Asian-Pac-Islander 0.7406955828434556 -0.8242232183452641 race=Amer-Indian-Eskimo 2.32328873846604 1.2160198176308372 race=Other -0.7058806623710614 0.06404989450913554 race=Black 0.016440654085921554 -1.2100074804034224 sex -5.44122788995984 -0.2899205397584697 capital-gain -2.5483112989522994 1.5836465747272126 capital-loss -2.8538138462028084 0.9148799204880413 hours-per-week -0.07736254262343085 -1.2517781098026242 native-country=United-States -3.240682235999918 0.16643109565014347 native-country=Cambodia 0.46323635285683706 0.5590677386911418 native-country=England 0.026143528019576125 -0.7373226084970088 native-country=Puerto-Rico -0.8484286388652654 -1.0108230490780827 native-country=Canada -0.5283297473129228 -0.3941113655772365 native-country=Germany 0.22967858697388815 0.3790335927494391 native-country=Outlying-US(Guam-USVI-etc) 2.1836837345478437 -1.092286624161302 native-country=India 2.176654581992494 0.639240154815806 native-country=Japan 1.9325520650181254 -0.37326610092441603 native-country=Greece -0.6527252155115465 1.7492936467281763 native-country=South 0.7347739274578442 1.090064939693118 native-country=China 0.6536978041677275 1.5383817034673488 native-country=Cuba -2.4197550196213995 -0.10000597951557909 native-country=Iran 0.5287220323960697 0.8249078433284713 native-country=Honduras -0.21748397280624351 -1.4169798703637733 native-country=Philippines -1.1916192064894806 0.3909094733169757 native-country=Italy 0.4569450755834681 1.5042900148131764 native-country=Poland -2.342177499536686 -0.34234942956919345 native-country=Jamaica 0.9963142018468265 -1.2888273058991815 native-country=Vietnam 0.9711515261423285 -0.8203079515993316 native-country=Mexico -0.8093834058860438 -0.7728320425117848 native-country=Portugal -1.43743755482971 -1.598322901102796 native-country=Ireland -0.12398040534047597 0.11446506619639102 native-country=France -0.6092539311227659 -1.4832698285302408 native-country=Dominican-Republic 0.8408426910950223 0.8052899306812045 native-country=Laos 0.2972893576193859 -0.04689138547510958 native-country=Ecuador -0.5894776026011698 1.1277103886799094 native-country=Taiwan 1.4180326581968743 1.0838405808548153 native-country=Haiti 3.7902880990333143 -0.012157683702326545 native-country=Columbia -0.6864134345594809 0.0964478299414187 native-country=Hungary -1.689000812524897 -0.6419210498993607 native-country=Guatemala 1.3718279943874374 0.2039834252219784 native-country=Nicaragua 0.6301901464462883 0.32591900396244 native-country=Scotland 1.3431215372547387 -0.5449401370438597 native-country=Thailand 0.9970762816946671 1.0453752485507457 native-country=Yugoslavia 0.20041272521467918 0.20854118687752954 native-country=El-Salvador 0.3178233948853599 0.3867449615829324 native-country=Trinadad&Tobago 0.11696557907577325 0.9170247686731153 native-country=Peru 0.843590008305822 -0.29241424377265096 native-country=Hong 0.9468486659033205 0.8712023561983678 native-country=Holand-Netherlands Hidden Weights: -4.247425831845594 4.247425831845596 -2.866233861944558 2.866233861944558 >50K <=50K Error sum for iteration 2400 = 732.6255739841159 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: 0.2376661957769238 -8.428228291079161 age 0.787924564627035 -0.19270537708766847 workclass=Private 1.7118083503892496 -1.5384818113791017 workclass=Self-emp-not-inc 0.34269635153997524 -1.0058663707776818 workclass=Self-emp-inc -0.6940250172619036 2.4676024497191413 workclass=Federal-gov 1.1531001347095275 0.1981000472988275 workclass=Local-gov 0.8392500040248779 0.5326049155127629 workclass=State-gov 0.896039493749399 -0.3998877778694 workclass=Without-pay -0.5384013543969158 -0.5500613500049917 workclass=Never-worked -0.03381364014805852 -0.5642746074286397 fnlwgt -0.5194103156027423 0.8567317061581415 education=Bachelors -0.005928195493610666 0.4885779878615513 education=Some-college 0.8649256957353645 -0.7384672098423594 education=11th -0.1330017218152549 0.3925187002744515 education=HS-grad -0.9719156042832853 0.15412198231066665 education=Prof-school -0.4883497090084027 0.46808809543919333 education=Assoc-acdm -0.02016452328123684 -0.024092464721653096 education=Assoc-voc 0.3200793548088297 0.16517977213686566 education=9th 0.21957516863128018 -0.5970717766939438 education=7th-8th 1.7708264078053892 0.5255963717754153 education=12th -0.3108389757707799 -1.0978204249889987 education=Masters 2.457510763018405 0.1365153173072184 education=1st-4th 0.5048380548091022 -0.361524972125779 education=10th -1.466677964004636 1.3240884748793629 education=Doctorate -1.3631544461496419 0.7080709196689916 education=5th-6th 0.09123170232916183 -0.43078134382018396 education=Preschool -2.6027294397212244 1.3211946309609446 education-num -2.367690368394034 0.4110922083203498 marital-status=Married-civ-spouse 1.3934301033527745 -1.06259231789741 marital-status=Divorced 1.4242681883679673 -0.7777360132872501 marital-status=Never-married 0.14845509222307038 1.3814941847849274 marital-status=Separated 0.46960677840539655 1.1804681620879929 marital-status=Widowed 1.8370499558710167 0.25163212355595316 marital-status=Married-spouse-absent 1.0159056875814267 0.9975328240562987 marital-status=Married-AF-spouse -0.4298416476929976 0.005208079774406534 occupation=Tech-support -0.2967267711073273 1.5139583917183923 occupation=Craft-repair 1.2604276562268404 -1.673054587329528 occupation=Other-service -0.09441252574210825 0.4505536838851298 occupation=Sales -0.47258350191161325 -0.5661880212286163 occupation=Exec-managerial 0.44312526896180116 -2.4837548548322435 occupation=Prof-specialty 0.4009439979878775 1.0979609601298554 occupation=Handlers-cleaners 0.31427468225745075 0.9076823687232759 occupation=Machine-op-inspct 0.7396117045529417 -0.6805871554942236 occupation=Adm-clerical 1.7479090908764023 -0.5881872305316194 occupation=Farming-fishing 0.3003764455566729 0.9034178047031436 occupation=Transport-moving 1.2104409050959177 0.3959170077525118 occupation=Priv-house-serv 0.020552616509930784 -1.2139462571838049 occupation=Protective-serv 0.2381897310144911 0.5712944856288893 occupation=Armed-Forces -0.8006616549881556 1.3538438794405265 relationship=Wife 1.409153531095101 -0.9124071352355297 relationship=Own-child 0.8515028756852663 0.29345270227605597 relationship=Husband -0.7267864762485551 1.0331703509873529 relationship=Not-in-family 0.5186022886146017 -0.64408994826926 relationship=Other-relative 0.16347741544768213 -1.179349706813022 relationship=Unmarried -0.7446905498497055 -0.32831406091109233 race=White -1.0687823671378547 -0.8049683002776689 race=Asian-Pac-Islander 0.7481746093378474 -0.8619126978957725 race=Amer-Indian-Eskimo 2.3536531780512986 1.1771301692959886 race=Other -0.7145821445685745 0.09024656123750802 race=Black 0.007679938680291658 -1.1882345958704463 sex -5.477578751211729 -0.23807369814364532 capital-gain -2.5595576168962357 1.6350389336712596 capital-loss -2.8453392219215714 0.8886835765192217 hours-per-week -0.07547381173086275 -1.256204254610264 native-country=United-States -3.2824979935131315 0.2013232826729475 native-country=Cambodia 0.46830055047968694 0.551428205498509 native-country=England 0.029331909381314334 -0.7270871509312586 native-country=Puerto-Rico -0.861385790504492 -0.9875873422190041 native-country=Canada -0.5237177649606612 -0.40311094150338145 native-country=Germany 0.23451442039271708 0.3799453731213178 native-country=Outlying-US(Guam-USVI-etc) 2.1884507398583644 -1.097961281444997 native-country=India 2.2149156680540205 0.6223650873659767 native-country=Japan 1.9367554504830329 -0.3708151767421521 native-country=Greece -0.693848342964971 1.869773027224846 native-country=South 0.7390538026526939 1.060159404042188 native-country=China 0.6568857202339277 1.5417601881562712 native-country=Cuba -2.437105125451788 -0.07728565281620531 native-country=Iran 0.539923877625351 0.8163412315457379 native-country=Honduras -0.207308953151963 -1.453902576963744 native-country=Philippines -1.165450366479962 0.3510894057942414 native-country=Italy 0.44357759860643453 1.5414871504519978 native-country=Poland -2.372961287911384 -0.2976776061151782 native-country=Jamaica 1.0198207027080846 -1.3414693755537217 native-country=Vietnam 0.9914505877514789 -0.8711758655212166 native-country=Mexico -0.8287837018274816 -0.7521153037750772 native-country=Portugal -1.4423545559445625 -1.6407161179906626 native-country=Ireland -0.1470822755058955 0.10627710955685897 native-country=France -0.5712621630398276 -1.527153606869655 native-country=Dominican-Republic 0.8424367030219373 0.8036351946330369 native-country=Laos 0.3157661699324746 -0.049794015466614674 native-country=Ecuador -0.5942387135884262 1.1243778216812903 native-country=Taiwan 1.4368449482181391 1.0866088140095247 native-country=Haiti 3.8020259653039554 -0.008612323833860873 native-country=Columbia -0.6852318854808747 0.09483289101389795 native-country=Hungary -1.6982184520529415 -0.6825107613035507 native-country=Guatemala 1.398179870060762 0.20653934040584204 native-country=Nicaragua 0.6340298414521923 0.32444550611834894 native-country=Scotland 1.3480473598182159 -0.5559421070880347 native-country=Thailand 1.0099762908426384 1.0423837830777913 native-country=Yugoslavia 0.182379442907687 0.2316788711485727 native-country=El-Salvador 0.3198034089082103 0.3843071870209767 native-country=Trinadad&Tobago 0.10420155979281255 0.9138411067424593 native-country=Peru 0.844465615978691 -0.2948406616046974 native-country=Hong 0.9480302149819267 0.8695874172708363 native-country=Holand-Netherlands Hidden Weights: -4.244891409944403 4.244891409944403 -2.883908727946042 2.883908727946042 >50K <=50K Error sum for iteration 2500 = 731.3690259750954 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: 0.2574007746940251 -8.588868557838225 age 0.7837712988225348 -0.16723282168813672 workclass=Private 1.710437579856147 -1.5486384435975609 workclass=Self-emp-not-inc 0.3470343859873368 -1.0497368216151282 workclass=Self-emp-inc -0.6780958137805617 2.4453689917053785 workclass=Federal-gov 1.153010555201958 0.21715089549089994 workclass=Local-gov 0.8405705938064895 0.542955648899702 workclass=State-gov 0.8974094648313286 -0.40140384877347407 workclass=Without-pay -0.5372450755337606 -0.5515881816713375 workclass=Never-worked -0.049204504594261525 -0.5198639553583008 fnlwgt -0.515049639693634 0.8351173326293057 education=Bachelors -0.008650035687351641 0.4802869222999013 education=Some-college 0.8650525131588591 -0.7645035683403256 education=11th -0.13504520066695525 0.3746700378319501 education=HS-grad -0.9768469733509486 0.2145859151298772 education=Prof-school -0.48060718337933256 0.43418722784503355 education=Assoc-acdm -0.029536521263554102 -0.007375602540088263 education=Assoc-voc 0.3066172322124835 0.15520053531883038 education=9th 0.2067899033326527 -0.6364496710653573 education=7th-8th 1.79886587154236 0.46729175281097796 education=12th -0.3123046338172143 -1.0785414763264631 education=Masters 2.5251660918907928 0.14309645735364612 education=1st-4th 0.49247040212848314 -0.38615106958540096 education=10th -1.4740997610564022 1.372780200041807 education=Doctorate -1.3949831664267487 0.7597798755343572 education=5th-6th 0.10945748551953052 -0.4308876933113477 education=Preschool -2.62354420527455 1.3644833648502177 education-num -2.380336338291247 0.3949623934876045 marital-status=Married-civ-spouse 1.4019503758626308 -1.081278278330752 marital-status=Divorced 1.421034027209366 -0.7759177710048663 marital-status=Never-married 0.16031724461093358 1.365065903490625 marital-status=Separated 0.4688832396496423 1.2280608420943575 marital-status=Widowed 1.854894541068642 0.23501379849432236 marital-status=Married-spouse-absent 1.011626530244707 0.9930818083944867 marital-status=Married-AF-spouse -0.43001189787591204 0.004209134174903856 occupation=Tech-support -0.29486236851142844 1.5159978969496375 occupation=Craft-repair 1.2682706953817884 -1.7052186555424773 occupation=Other-service -0.08761636545838583 0.42370698866015816 occupation=Sales -0.476273729553688 -0.5649358369598751 occupation=Exec-managerial 0.4384962129884191 -2.4688699576750115 occupation=Prof-specialty 0.41477428789163234 1.06848444034614 occupation=Handlers-cleaners 0.3064235809561434 0.9354423960381798 occupation=Machine-op-inspct 0.7345117122106427 -0.6647581358348333 occupation=Adm-clerical 1.7537364813698053 -0.6186560180593285 occupation=Farming-fishing 0.2940849110694663 0.9334382471392815 occupation=Transport-moving 1.2357981400821185 0.3900032867371211 occupation=Priv-house-serv 0.015506447448350603 -1.2076254462516636 occupation=Protective-serv 0.23488767957616563 0.5654660393339324 occupation=Armed-Forces -0.7988553032053413 1.3776211493526762 relationship=Wife 1.4388799465908144 -0.9500795192650148 relationship=Own-child 0.8526520637525298 0.32016624199218663 relationship=Husband -0.7426186117562587 1.0532210302465919 relationship=Not-in-family 0.5322165288413386 -0.67090160173418 relationship=Other-relative 0.14920125946673887 -1.2067828015349022 relationship=Unmarried -0.7483674810931492 -0.32023879256430626 race=White -1.0789502869734084 -0.7835078595639465 race=Asian-Pac-Islander 0.7549663939823997 -0.899455166861675 race=Amer-Indian-Eskimo 2.385209999386892 1.1372716820707172 race=Other -0.7240542742490029 0.11826299670571029 race=Black 3.351849198188285E-4 -1.1697541374793836 sex -5.512732890966972 -0.18637689177571087 capital-gain -2.5710007907044945 1.6836241194069186 capital-loss -2.8383691792135983 0.8620656041243617 hours-per-week -0.07347138031702954 -1.2610103911403765 native-country=United-States -3.3229495354505665 0.2352114093775455 native-country=Cambodia 0.4730108279150617 0.5458056994927168 native-country=England 0.032608843356496726 -0.716970298900309 native-country=Puerto-Rico -0.8754838957014541 -0.9616355363111184 native-country=Canada -0.5196114821179375 -0.4125551828537887 native-country=Germany 0.23921127746043763 0.38089399286218933 native-country=Outlying-US(Guam-USVI-etc) 2.1937847281945135 -1.1039751234122743 native-country=India 2.2517064856932536 0.6057964165008363 native-country=Japan 1.9409868461830302 -0.36889006192762674 native-country=Greece -0.7350427081042309 1.9922632099589772 native-country=South 0.7449859304665679 1.028510391932253 native-country=China 0.6614153175638188 1.543132496229733 native-country=Cuba -2.455150881766789 -0.0545896909725157 native-country=Iran 0.5503827210111597 0.8062145608392342 native-country=Honduras -0.1972789280096451 -1.4857255043906201 native-country=Philippines -1.1409878980204724 0.3078556970093946 native-country=Italy 0.4312535172920063 1.578452319310388 native-country=Poland -2.403407631582337 -0.25476792791378594 native-country=Jamaica 1.04322479896659 -1.3965310335599865 native-country=Vietnam 1.0120125232286783 -0.9208228974866426 native-country=Mexico -0.8472665626553907 -0.7320001723028134 native-country=Portugal -1.4456931177029841 -1.681899089108435 native-country=Ireland -0.1690119355047504 0.09860856949205912 native-country=France -0.5350508063170283 -1.5679155672296197 native-country=Dominican-Republic 0.8436031397945958 0.801887780312561 native-country=Laos 0.33397127905877205 -0.05288714511143471 native-country=Ecuador -0.598778570037758 1.1203097459305724 native-country=Taiwan 1.4546854234968556 1.089002834880244 native-country=Haiti 3.8118697166534288 -0.006193799905807252 native-country=Columbia -0.6840756066177194 0.09330605934755967 native-country=Hungary -1.705338007878045 -0.71926466510153 native-country=Guatemala 1.423332127476413 0.20879064417608978 native-country=Nicaragua 0.6378170134862499 0.32304825521510333 native-country=Scotland 1.3520688442032014 -0.56650746459323 native-country=Thailand 1.0224864157397278 1.0393616076351064 native-country=Yugoslavia 0.16469523940852898 0.25582046574204326 native-country=El-Salvador 0.32168638761397456 0.3819657931012678 native-country=Trinadad&Tobago 0.09220078005688634 0.9104351685835879 native-country=Peru 0.8453171692502088 -0.2971816267624914 native-country=Hong 0.949186493845082 0.8680605856044905 native-country=Holand-Netherlands Hidden Weights: -4.241202531040698 4.2412025310407016 -2.9005627998819055 2.9005627998819055 >50K <=50K Error sum for iteration 2600 = 730.1121997393334 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: 0.2765367508976468 -8.743669803159774 age 0.7788728339819593 -0.13919431843417024 workclass=Private 1.7086873795338569 -1.5569215892330235 workclass=Self-emp-not-inc 0.3502405497386434 -1.092281734765735 workclass=Self-emp-inc -0.659613136911627 2.415732295314304 workclass=Federal-gov 1.152418638739727 0.23765245433108373 workclass=Local-gov 0.8417517594932042 0.5543233091190364 workclass=State-gov 0.8987481644041557 -0.4028625424366738 workclass=Without-pay -0.536113867250117 -0.553055896773143 workclass=Never-worked -0.06405252459553266 -0.4751162237040431 fnlwgt -0.5111626578630746 0.8144898725183378 education=Bachelors -0.010694975304948014 0.47078235740491575 education=Some-college 0.8653237430313464 -0.7875108216082275 education=11th -0.13718925888815728 0.3577796836569253 education=HS-grad -0.9819604728989652 0.2701661205239053 education=Prof-school -0.47192673027354065 0.3984046932113993 education=Assoc-acdm -0.03753773866521148 0.004878232817665902 education=Assoc-voc 0.29396164686500936 0.14779371012028245 education=9th 0.1947234155336256 -0.6743246525283866 education=7th-8th 1.8274024681585874 0.41055149917474576 education=12th -0.3141739451259258 -1.0554523722375653 education=Masters 2.5883533388376736 0.1489052090969844 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0.39713516244165153 occupation=Sales -0.4799599353975422 -0.5650849492889288 occupation=Exec-managerial 0.43344818624599785 -2.4494236893562347 occupation=Prof-specialty 0.43016456898856165 1.0345384407663312 occupation=Handlers-cleaners 0.2996827339904535 0.9600268499399444 occupation=Machine-op-inspct 0.7284787302486081 -0.6453909453550498 occupation=Adm-clerical 1.7593654024068064 -0.6473506968682352 occupation=Farming-fishing 0.2883291610398151 0.9615452836210169 occupation=Transport-moving 1.2599087126077677 0.3840345315161124 occupation=Priv-house-serv 0.010155336489022575 -1.2007233661630707 occupation=Protective-serv 0.23158218378905568 0.5596995658529093 occupation=Armed-Forces -0.7978317230619094 1.4003681980422742 relationship=Wife 1.4672586071176081 -0.9862207334398141 relationship=Own-child 0.8536453804013195 0.3464053880831174 relationship=Husband -0.7571852832942716 1.0713580638557685 relationship=Not-in-family 0.545141407569462 -0.695314849969249 relationship=Other-relative 0.13628441092855897 -1.2338995789398919 relationship=Unmarried -0.752331816546712 -0.31145999747824343 race=White -1.089036595182781 -0.7621554200384977 race=Asian-Pac-Islander 0.7610619912803671 -0.9369551224961665 race=Amer-Indian-Eskimo 2.417949773823087 1.096225629975845 race=Other -0.7341332946328935 0.14759747350024266 race=Black -0.005822441717665377 -1.1539491149616652 sex -5.546788385394223 -0.13502094300278453 capital-gain -2.5824379268744835 1.7290690972479699 capital-loss -2.8328553514147576 0.8360495984173261 hours-per-week -0.07132916890029756 -1.2661271428430345 native-country=United-States -3.3621220317539957 0.2680483798359585 native-country=Cambodia 0.47736625635173435 0.5420118396813361 native-country=England 0.03593957708492163 -0.7070966869035098 native-country=Puerto-Rico -0.8907211658078354 -0.9328549944889216 native-country=Canada -0.5161500515897862 -0.4221909283340817 native-country=Germany 0.2437290783025338 0.381814935732742 native-country=Outlying-US(Guam-USVI-etc) 2.1997769530810753 -1.1104365214630931 native-country=India 2.2872102860298424 0.5894789192128393 native-country=Japan 1.9453780574786599 -0.36747011418693004 native-country=Greece -0.7765479190846206 2.1173333853955962 native-country=South 0.7524926866429684 0.9952636552647802 native-country=China 0.6669696837592226 1.542173543565051 native-country=Cuba -2.4737519301385444 -0.032225929596277667 native-country=Iran 0.5600770918056923 0.7943905921521889 native-country=Honduras -0.18721758300279723 -1.5128000013365257 native-country=Philippines -1.1180879873255998 0.2620300740137885 native-country=Italy 0.41981248787883074 1.615028968094326 native-country=Poland -2.43337593889069 -0.21352314142850104 native-country=Jamaica 1.066509361000534 -1.4537778389520744 native-country=Vietnam 1.032797013165718 -0.9699326677508955 native-country=Mexico -0.8648632540609356 -0.7124936264278533 native-country=Portugal -1.4476478183531594 -1.7219706438650852 native-country=Ireland -0.18985536453027915 0.0913889430489288 native-country=France -0.5005510694217116 -1.605932456281724 native-country=Dominican-Republic 0.8443845286244942 0.8000384271988934 native-country=Laos 0.35189214643103905 -0.056168804790401455 native-country=Ecuador -0.6031480249236562 1.115185831807329 native-country=Taiwan 1.4715406821397505 1.0909573276207338 native-country=Haiti 3.8202081100580867 -0.004657891319665838 native-country=Columbia -0.6829443983340758 0.09183834424576519 native-country=Hungary -1.7105596490983475 -0.7521920653964456 native-country=Guatemala 1.4473597794955289 0.21071851709725814 native-country=Nicaragua 0.6415505273602375 0.3216993818461142 native-country=Scotland 1.355495327805384 -0.5766137327819502 native-country=Thailand 1.0346386944299548 1.0362997302383998 native-country=Yugoslavia 0.1471951170239056 0.280768613097634 native-country=El-Salvador 0.3234880128549954 0.37969107326847185 native-country=Trinadad&Tobago 0.08093753251126723 0.9066835629527031 native-country=Peru 0.8461407673011409 -0.2994792431649496 native-country=Hong 0.9503177021287256 0.866592870502685 native-country=Holand-Netherlands Hidden Weights: -4.2366882034535385 4.236688203453539 -2.916620575691866 2.916620575691866 >50K <=50K Error sum for iteration 2700 = 728.8762785271782 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: 0.29537846750639674 -8.893313600842127 age 0.7733083633946435 -0.10881074901495248 workclass=Private 1.706569885548101 -1.5635651835218523 workclass=Self-emp-not-inc 0.35245940162598033 -1.133793757314417 workclass=Self-emp-inc -0.6389150701127871 2.3794016443236945 workclass=Federal-gov 1.151331420852357 0.25956788842527395 workclass=Local-gov 0.842891887269393 0.5664470208959392 workclass=State-gov 0.9000561756493926 -0.4042875024510857 workclass=Without-pay -0.5350074755669589 -0.5544884642766662 workclass=Never-worked -0.07828522296508118 -0.43025291913133545 fnlwgt -0.507596960096345 0.7943891730421095 education=Bachelors -0.012091181484452169 0.4598865874107793 education=Some-college 0.8656719260677213 -0.8078194295711268 education=11th -0.1394684978221531 0.34174873793876137 education=HS-grad -0.9871969250674888 0.32113720773931215 education=Prof-school -0.4622880752262588 0.360562149259083 education=Assoc-acdm -0.04423319171103704 0.012804391789175097 education=Assoc-voc 0.28195683838191027 0.14271381535601646 education=9th 0.18324892621874 -0.7107822371669783 education=7th-8th 1.8563101230844734 0.3553614531557378 education=12th -0.31643026692639037 -1.0279549562439907 education=Masters 2.6475063739198363 0.15402910309289827 education=1st-4th 0.4706286990976122 -0.4314336502458565 education=10th -1.4933717544937644 1.4677160508201261 education=Doctorate -1.4567009094677559 0.8623035009615498 education=5th-6th 0.14505365917149113 -0.4311815042372658 education=Preschool -2.6627062183143235 1.44014981821297 education-num -2.4042708405035427 0.36388296548784954 marital-status=Married-civ-spouse 1.4180654539196562 -1.1166172369294713 marital-status=Divorced 1.4144724220980054 -0.7687855754210011 marital-status=Never-married 0.18210960566541454 1.3355815219613438 marital-status=Separated 0.4683395796652118 1.3155639629113212 marital-status=Widowed 1.8903286732563696 0.20207219012046737 marital-status=Married-spouse-absent 1.0028887257554757 0.983786629416271 marital-status=Married-AF-spouse -0.42815658772068876 -0.005089784583523137 occupation=Tech-support -0.29183842653664915 1.5202011089539444 occupation=Craft-repair 1.2821514982745548 -1.7586329553330837 occupation=Other-service -0.07548687138135374 0.37096026069150023 occupation=Sales -0.4836227816672857 -0.5665945260533233 occupation=Exec-managerial 0.4279214240081617 -2.425261566649791 occupation=Prof-specialty 0.4470276271819945 0.9961617797256711 occupation=Handlers-cleaners 0.29382152901963254 0.9819453111655042 occupation=Machine-op-inspct 0.7215184127026952 -0.62263498916625 occupation=Adm-clerical 1.7648339046852424 -0.6746229070591694 occupation=Farming-fishing 0.28307190456466863 0.9876981908294188 occupation=Transport-moving 1.2829010018360922 0.3780137202966045 occupation=Priv-house-serv 0.004525669168170442 -1.1932492294814976 occupation=Protective-serv 0.22828468270929853 0.553983748404275 occupation=Armed-Forces -0.7977261999739981 1.422797582337466 relationship=Wife 1.4944167685744467 -1.0210010081694765 relationship=Own-child 0.8545840348037059 0.37197166110956803 relationship=Husband -0.7706542047665174 1.0878649679532677 relationship=Not-in-family 0.5575147095958991 -0.7179140771535848 relationship=Other-relative 0.12466717499143054 -1.2610785834936902 relationship=Unmarried -0.7565450030122488 -0.30197602257247624 race=White -1.0991708808510043 -0.7404691850582023 race=Asian-Pac-Islander 0.7664694823933617 -0.974492289274301 race=Amer-Indian-Eskimo 2.451799602190179 1.05374606344146 race=Other -0.7446600500981744 0.17782061938149266 race=Black -0.010973241641576491 -1.140335178675057 sex -5.579786169472002 -0.08418851701070487 capital-gain -2.593702974576152 1.7711076322358739 capital-loss -2.8287676795369396 0.8115188732247297 hours-per-week -0.06900843177528201 -1.271534376597368 native-country=United-States -3.4000752741894495 0.2998038555658121 native-country=Cambodia 0.48140392457535186 0.5398991457646828 native-country=England 0.039304107408045706 -0.6975718518972717 native-country=Puerto-Rico -0.9071570797694561 -0.9009834773462803 native-country=Canada -0.513457091914093 -0.43174780237529264 native-country=Germany 0.24803009860909014 0.3826495959311215 native-country=Outlying-US(Guam-USVI-etc) 2.206514752831694 -1.117447016036747 native-country=India 2.3215840861842407 0.573354115978189 native-country=Japan 1.950023229816423 -0.3665341392892941 native-country=Greece -0.8186547913532459 2.2457029503347243 native-country=South 0.7614768933479344 0.9605973112032906 native-country=China 0.6733085714982828 1.538583617944954 native-country=Cuba -2.4927738688822263 -0.010499398188815361 native-country=Iran 0.5689860961473259 0.7807213461472433 native-country=Honduras -0.17691419527586805 -1.5355243801362175 native-country=Philippines -1.0966247190090765 0.2142949705070051 native-country=Italy 0.40913173719941515 1.6510823523611322 native-country=Poland -2.4627440220515724 -0.17381060757399658 native-country=Jamaica 1.089670465745945 -1.5130074897156132 native-country=Vietnam 1.0537670885839345 -1.0191017176446349 native-country=Mexico -0.8815793325211266 -0.6935688233513898 native-country=Portugal -1.448390969986303 -1.7610330629284372 native-country=Ireland -0.20969204671550065 0.08455954393262835 native-country=France -0.46761524086508655 -1.641530576919623 native-country=Dominican-Republic 0.8448158491203452 0.798079510986336 native-country=Laos 0.36952216215722433 -0.059635251246200366 native-country=Ecuador -0.6073952823407 1.1086156300564254 native-country=Taiwan 1.4874063891810942 1.0924210897640283 native-country=Haiti 3.827329187311463 -0.003828491051744638 native-country=Columbia -0.6818380066509178 0.0904057767422925 native-country=Hungary -1.7140830197919115 -0.78136771019911 native-country=Guatemala 1.47033050345311 0.2123062328222565 native-country=Nicaragua 0.645229141404302 0.32037584907360517 native-country=Scotland 1.358580474090281 -0.586254042238277 native-country=Thailand 1.0464618453746612 1.0331903951991726 native-country=Yugoslavia 0.12973247989966133 0.306329159259884 native-country=El-Salvador 0.3252203931077427 0.3774581020282943 native-country=Trinadad&Tobago 0.07036394651470096 0.9024550706709915 native-country=Peru 0.8469331537223544 -0.30176903364591806 native-country=Hong 0.9514240938118836 0.8651603029991618 native-country=Holand-Netherlands Hidden Weights: -4.231633125354497 4.231633125354497 -2.932379703949676 2.932379703949674 >50K <=50K Error sum for iteration 2800 = 727.6669198154118 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: 0.3141567708757496 -9.038368155663662 age 0.7671408225300059 -0.07625243237154716 workclass=Private 1.7040968689811726 -1.5688713674978687 workclass=Self-emp-not-inc 0.35381914286230276 -1.1745501200045454 workclass=Self-emp-inc -0.6162693376711355 2.3370162283651457 workclass=Federal-gov 1.1497474367821992 0.2828837096763572 workclass=Local-gov 0.844054648271319 0.579181134574295 workclass=State-gov 0.9013335994388645 -0.4056977212571067 workclass=Without-pay -0.5339260677691176 -0.5559051262671353 workclass=Never-worked -0.09183677099224075 -0.3854658626845573 fnlwgt -0.5041884397730145 0.7743406977109104 education=Bachelors -0.012863172411381293 0.4474560598004302 education=Some-college 0.8660352869720345 -0.8257274754207132 education=11th -0.14191196107494386 0.32648946163291515 education=HS-grad -0.9924954106140763 0.3677164223853732 education=Prof-school -0.45170418490623404 0.3206034026488971 education=Assoc-acdm -0.04969585645471346 0.01657632205161722 education=Assoc-voc 0.27048829370204286 0.13968512293955085 education=9th 0.1722530449305282 -0.7458693395662956 education=7th-8th 1.8854707859285105 0.3017047469611497 education=12th -0.31905910899450846 -0.9954824693809898 education=Masters 2.7029970418487843 0.1585458773688019 education=1st-4th 0.4609784803121741 -0.4522296987890738 education=10th -1.5053568521966856 1.5142672411219902 education=Doctorate -1.4864544253614413 0.9128101872759211 education=5th-6th 0.16245904888722631 -0.4314060534125391 education=Preschool -2.6812424363033247 1.4732436406563798 education-num -2.415600222493819 0.34922953307056503 marital-status=Married-civ-spouse 1.4256955135828229 -1.1331054004395396 marital-status=Divorced 1.4109959215491923 -0.7635233591443069 marital-status=Never-married 0.19209999115630247 1.3227929059422885 marital-status=Separated 0.4684929722641907 1.3545935980554313 marital-status=Widowed 1.9080284653929265 0.18536046686788427 marital-status=Married-spouse-absent 0.9984420953725119 0.9788867833366713 marital-status=Married-AF-spouse -0.4258819577759459 -0.014151683249303262 occupation=Tech-support -0.29068329277811306 1.5224086031239095 occupation=Craft-repair 1.2883752654512126 -1.780887957810416 occupation=Other-service -0.07016899406914229 0.3453010306795068 occupation=Sales -0.48726490986389265 -0.569335935254411 occupation=Exec-managerial 0.4218478293069488 -2.396237487160315 occupation=Prof-specialty 0.4652866712085042 0.9533678487964968 occupation=Handlers-cleaners 0.28865408281330973 1.0016207816243534 occupation=Machine-op-inspct 0.7136070487326311 -0.5965590550402724 occupation=Adm-clerical 1.7701747056085695 -0.700802253302091 occupation=Farming-fishing 0.27829297318685425 1.0118375762380172 occupation=Transport-moving 1.3048824656798486 0.3719419849600154 occupation=Priv-house-serv -0.0013839740156052812 -1.185106282938566 occupation=Protective-serv 0.2250060449120179 0.5483144272820629 occupation=Armed-Forces -0.7986344438330973 1.4454648190340966 relationship=Wife 1.5204322366772212 -1.0545704846535597 relationship=Own-child 0.8555468765482632 0.39668969910898455 relationship=Husband -0.783143837040557 1.1028864569013896 relationship=Not-in-family 0.5694312548181474 -0.7391498714613074 relationship=Other-relative 0.11430990522477463 -1.288513344213463 relationship=Unmarried -0.7609549602952821 -0.2917908317560672 race=White -1.1094525896292446 -0.7180094350229175 race=Asian-Pac-Islander 0.7712125744614503 -1.012130138824463 race=Amer-Indian-Eskimo 2.4866253360022488 1.0095759180719075 race=Other -0.7554789085451573 0.20856706757278795 race=Black -0.015262415833105846 -1.1285248960341303 sex -5.61172754224754 -0.03406486615025138 capital-gain -2.6046581335333348 1.8095431426024358 capital-loss -2.8260876213431136 0.7892524577794504 hours-per-week -0.066455781827412 -1.277261373516981 native-country=United-States -3.4368582505807335 0.33045581329019574 native-country=Cambodia 0.4851807934272815 0.5393542695104052 native-country=England 0.042693760905993014 -0.6884841653899318 native-country=Puerto-Rico -0.9249143862582593 -0.8656081680535066 native-country=Canada -0.5116485924371272 -0.4409452071592428 native-country=Germany 0.25207873290363036 0.38334471720912805 native-country=Outlying-US(Guam-USVI-etc) 2.2140875728335927 -1.1251086726042268 native-country=India 2.3549636123046174 0.5573610501026814 native-country=Japan 1.954990048534019 -0.3660598576252449 native-country=Greece -0.8617070429822239 2.3782361931188634 native-country=South 0.7718267842352656 0.9247270165163226 native-country=China 0.6802514508320413 1.5320746376671595 native-country=Cuba -2.5120831735917837 0.010282799587820742 native-country=Iran 0.5770894602606536 0.7650446649606192 native-country=Honduras -0.1661339501057611 -1.5543217608070925 native-country=Philippines -1.0764803084357817 0.16520283946705874 native-country=Italy 0.3991179399988166 1.686495738693459 native-country=Poland -2.491404432409368 -0.13547017281134355 native-country=Jamaica 1.1127193772385033 -1.5740518691225143 native-country=Vietnam 1.0748830809506607 -1.0688421230433685 native-country=Mexico -0.897406953936699 -0.6751810033605751 native-country=Portugal -1.4480710415542548 -1.799186418452094 native-country=Ireland -0.22859514816316698 0.07807210006574257 native-country=France -0.43604066539388653 -1.6749876623045064 native-country=Dominican-Republic 0.8449258667181673 0.796005579215612 native-country=Laos 0.38685872012331224 -0.06328055988727974 native-country=Ecuador -0.6115624473777715 1.1001388617427252 native-country=Taiwan 1.502283333245803 1.0933535016808056 native-country=Haiti 3.833448875168283 -0.003577399236684771 native-country=Columbia -0.6807565988530764 0.08898911475176748 native-country=Hungary -1.7161039275413295 -0.8069199345076608 native-country=Guatemala 1.4923059144667192 0.21353960639471992 native-country=Nicaragua 0.6488512504395931 0.31905923475694015 native-country=Scotland 1.3615334622101996 -0.5954330502786057 native-country=Thailand 1.0579811330004487 1.0300275672394004 native-country=Yugoslavia 0.11217873653260231 0.33230857994352736 native-country=El-Salvador 0.32689255050546306 0.3752465283322639 native-country=Trinadad&Tobago 0.06041999876380323 0.8976165187133808 native-country=Peru 0.847691024337762 -0.3040809364526809 native-country=Hong 0.952505501609725 0.8637436410086927 native-country=Holand-Netherlands Hidden Weights: -4.2262942643506065 4.226294264350607 -2.9480653065149323 2.948065306514932 >50K <=50K Error sum for iteration 2900 = 726.497949641339 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: 0.33303431029792824 -9.17930460766979 age 0.7604308032637759 -0.041686146848789726 workclass=Private 1.7012827777772304 -1.5732117754375796 workclass=Self-emp-not-inc 0.354437102870215 -1.2148090205710116 workclass=Self-emp-inc -0.5919073061765385 2.289218606108881 workclass=Federal-gov 1.1476648191506829 0.3075856420578051 workclass=Local-gov 0.8452715534813303 0.5924803072687066 workclass=State-gov 0.9025800084510591 -0.407108250874506 workclass=Without-pay -0.5328702959275835 -0.5573211309192428 workclass=Never-worked -0.10464275994962245 -0.3409255254219078 fnlwgt -0.5007568901385129 0.7538596169584776 education=Bachelors -0.013036578041785504 0.433402331306495 education=Some-college 0.8663526868524187 -0.8414942271622081 education=11th -0.14453937851966023 0.31192531128192424 education=HS-grad -0.9977847024547193 0.41003356272425434 education=Prof-school -0.44022181772390395 0.2786061663161405 education=Assoc-acdm -0.05401478660995666 0.01645497064492043 education=Assoc-voc 0.2594735889938868 0.13840330336517118 education=9th 0.16163264004996938 -0.7796051936432334 education=7th-8th 1.914778514954657 0.24955742240892725 education=12th -0.32204815205066484 -0.957572933946607 education=Masters 2.7551412910160638 0.16252368876443615 education=1st-4th 0.4520749445177253 -0.47185714818074 education=10th -1.519014275912271 1.5603813109293372 education=Doctorate -1.5153712571367113 0.9625819402953696 education=5th-6th 0.17962526719480104 -0.43170372838450516 education=Preschool -2.6992073491192445 1.503638839105538 education-num -2.4264656698339517 0.3351648183583814 marital-status=Married-civ-spouse 1.4330319593795444 -1.1485629002058524 marital-status=Divorced 1.407301235033064 -0.7572038351321633 marital-status=Never-married 0.20152291026036695 1.311476787582672 marital-status=Separated 0.46889763317744537 1.3900609733832696 marital-status=Widowed 1.9257570839326927 0.16827267704817422 marital-status=Married-spouse-absent 0.9939461624983496 0.973785936873344 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relationship=Wife 1.545341252383628 -1.0870630924912918 relationship=Own-child 0.8565879926728918 0.42041481260365254 relationship=Husband -0.7947279672149798 1.1164172172207933 relationship=Not-in-family 0.5809381974715933 -0.7593429461385842 relationship=Other-relative 0.10518854954829089 -1.316203517252943 relationship=Unmarried -0.7655002886305914 -0.28090927856436626 race=White -1.119951643907958 -0.6943621455293045 race=Asian-Pac-Islander 0.7753296615008783 -1.0499218216075041 race=Amer-Indian-Eskimo 2.5222361406990403 0.9634674228290439 race=Other -0.7664373837273514 0.23953034243633664 race=Black -0.018819102961490863 -1.1181836764518434 sex -5.642586832598689 0.015152403447620796 capital-gain -2.615187791241969 1.844260179921645 capital-loss -2.8247993478671765 0.7699407837811316 hours-per-week -0.0636056852073868 -1.283378634198282 native-country=United-States -3.472516349559785 0.3599845745709883 native-country=Cambodia 0.4887619610428835 0.540290213823723 native-country=England 0.0461091595699512 -0.6799056916844021 native-country=Puerto-Rico -0.9441804597648852 -0.8261694230368791 native-country=Canada -0.5108338543614925 -0.4495020241810167 native-country=Germany 0.2558423391686 0.38385205309361325 native-country=Outlying-US(Guam-USVI-etc) 2.2225917805609874 -1.1335285828038983 native-country=India 2.387467194515135 0.5414367083963237 native-country=Japan 1.96032790276644 -0.3660239475567332 native-country=Greece -0.9061069213555698 2.515879304031429 native-country=South 0.7834231331062924 0.8879219261093937 native-country=China 0.6876638420822794 1.5223588709686642 native-country=Cuba -2.5315408376950117 0.02981090948703229 native-country=Iran 0.5843697488684583 0.7471861000194079 native-country=Honduras -0.15462904220489895 -1.5696200650435153 native-country=Philippines -1.0575367715217647 0.11519296398024774 native-country=Italy 0.38969956330196526 1.7211649186149465 native-country=Poland -2.5192609638109755 -0.09831941048916436 native-country=Jamaica 1.1356815012044827 -1.6367765369073262 native-country=Vietnam 1.0961013067604755 -1.1195731621128444 native-country=Mexico -0.9123331533541825 -0.657279961030181 native-country=Portugal -1.4468124902619746 -1.8365248478379559 native-country=Ireland -0.24663168067075228 0.07188709321544182 native-country=France -0.4055910584617358 -1.7065365545470434 native-country=Dominican-Republic 0.8447381554827068 0.7938131465562527 native-country=Laos 0.4039022802117354 -0.06709677652056084 native-country=Ecuador -0.6156810969599472 1.0892273575068592 native-country=Taiwan 1.5161756569690228 1.093721902579368 native-country=Haiti 3.8387311929085235 -0.0038102012963270606 native-country=Columbia -0.6797008270115423 0.08757311009968932 native-country=Hungary -1.7168118970027495 -0.829023083106454 native-country=Guatemala 1.5133432152291435 0.21440705327068324 native-country=Nicaragua 0.6524150330990313 0.3177350556814814 native-country=Scotland 1.3645288872862682 -0.6041642597032213 native-country=Thailand 1.0692186182938326 1.0268067352115193 native-country=Yugoslavia 0.0944248212035173 0.3585121070501402 native-country=El-Salvador 0.3285110002313686 0.37303984344490754 native-country=Trinadad&Tobago 0.051041802071392035 0.8920400937087111 native-country=Peru 0.8484108201529521 -0.3064405043180112 native-country=Hong 0.9535612734512591 0.8623276363565852 native-country=Holand-Netherlands Hidden Weights: -4.220911573297578 4.220911573297575 -2.9638778946601447 2.9638778946601447 >50K <=50K Options: -I 3000 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 3000 -E 0.01 -S 1634752527 -H 2 -M 0.01 Input Weights: 0.3519018673566426 -9.31515996342715 age 0.7533288583977602 -0.005720356358853424 workclass=Private 1.698183300634842 -1.5769796050859022 workclass=Self-emp-not-inc 0.3544252581613887 -1.2543960417530633 workclass=Self-emp-inc -0.5663175168677177 2.237263148881821 workclass=Federal-gov 1.1451186884810052 0.3333673359394013 workclass=Local-gov 0.846527505622015 0.6062429287153094 workclass=State-gov 0.903782918914178 -0.4085175995437632 workclass=Without-pay -0.5318510122925215 -0.5587351009798205 workclass=Never-worked -0.11652286682770047 -0.2972282509918738 fnlwgt -0.49714477744268787 0.7326996046738385 education=Bachelors -0.012649927983882902 0.41789071238096126 education=Some-college 0.8665568614855026 -0.8552093161956227 education=11th -0.14732484212746835 0.29812975844467676 education=HS-grad -1.002921333411156 0.4477594681482061 education=Prof-school -0.42805410153276663 0.23525815442524192 education=Assoc-acdm -0.05727733625022234 0.012899950382118362 education=Assoc-voc 0.2489579011308462 0.13852927043544033 education=9th 0.1513973367465285 -0.8116761889523332 education=7th-8th 1.9438471824496468 0.19938351412579125 education=12th -0.3253484519581649 -0.914516514478012 education=Masters 2.8037314111554754 0.1659877896528344 education=1st-4th 0.44393068630097293 -0.49015530660888923 education=10th -1.5342450471192843 1.6057080345499897 education=Doctorate -1.5431012637539707 1.0109576648073315 education=5th-6th 0.1963996045429537 -0.43208548356692145 education=Preschool -2.716497137635097 1.5313180772521833 education-num -2.43668240371303 0.3216492596776371 marital-status=Married-civ-spouse 1.4399640440737649 -1.162552280229183 marital-status=Divorced 1.4033940688237374 -0.7500266279028903 marital-status=Never-married 0.21030658699233024 1.3018424360475724 marital-status=Separated 0.4695016021740394 1.421496829438946 marital-status=Widowed 1.9433510921344812 0.15086049382228173 marital-status=Married-spouse-absent 0.9894455784877344 0.9685147961451193 marital-status=Married-AF-spouse -0.41788636060061407 -0.04323241495103586 occupation=Tech-support -0.2891354456278945 1.5274026950614943 occupation=Craft-repair 1.2997366063537177 -1.8187871836353553 occupation=Other-service -0.06105670249544999 0.29632031806799064 occupation=Sales -0.49454896663798176 -0.5774161103197715 occupation=Exec-managerial 0.40786750735753347 -2.323911001133584 occupation=Prof-specialty 0.5055114310502807 0.8549964657863024 occupation=Handlers-cleaners 0.2798624507715743 1.0354947971180275 occupation=Machine-op-inspct 0.6948787846278007 -0.5349461068453814 occupation=Adm-clerical 1.7805167227949725 -0.7508497279158022 occupation=Farming-fishing 0.27019012791961716 1.0535983957630737 occupation=Transport-moving 1.3459602482602515 0.35970636866398353 occupation=Priv-house-serv -0.014080387213051703 -1.1661050273863007 occupation=Protective-serv 0.21857916232118374 0.5371806859973484 occupation=Armed-Forces -0.8035823720642156 1.4926255729281934 relationship=Wife 1.56891240000808 -1.1182868332731053 relationship=Own-child 0.8577155266260617 0.44283596243221834 relationship=Husband -0.8053333617389361 1.1281886634224607 relationship=Not-in-family 0.5919217993043386 -0.7784979482474849 relationship=Other-relative 0.09735877693167691 -1.343677788522792 relationship=Unmarried -0.770076632255162 -0.26942686510571684 race=White -1.1305846468749456 -0.6694778328620601 race=Asian-Pac-Islander 0.7788391022521072 -1.087529988631596 race=Amer-Indian-Eskimo 2.558028919627043 0.9156986979324121 race=Other -0.7772795695593796 0.27015889744387434 race=Black -0.021757287054493455 -1.109056854989079 sex -5.672029964680214 0.06277083627691409 capital-gain -2.6250981548760395 1.874955944962995 capital-loss -2.8248690034663464 0.7543042116644397 hours-per-week -0.060427898835515616 -1.2898975789000766 native-country=United-States -3.5067536217678352 0.388091332734068 native-country=Cambodia 0.49217922153613824 0.5426063661588203 native-country=England 0.049524371341914133 -0.6719697276450888 native-country=Puerto-Rico -0.9649856718508646 -0.7824460907072526 native-country=Canada -0.5111023346329104 -0.4570807611833027 native-country=Germany 0.25926079312513084 0.3841265562991495 native-country=Outlying-US(Guam-USVI-etc) 2.232031686244045 -1.142720088675677 native-country=India 2.4188841801655934 0.5256758629125232 native-country=Japan 1.966013681505431 -0.3663974190990103 native-country=Greece -0.951844777075498 2.6579994650503846 native-country=South 0.7960175594660928 0.8509143745865787 native-country=China 0.6953702265079553 1.5092961510473608 native-country=Cuba -2.5508008138291878 0.047610067142500996 native-country=Iran 0.5907576774291311 0.7271851819416073 native-country=Honduras -0.142282492678727 -1.5817230969079357 native-country=Philippines -1.0398434179786948 0.06512078985495405 native-country=Italy 0.3809064564329832 1.754655786415021 native-country=Poland -2.545961735467453 -0.06251485270744576 native-country=Jamaica 1.1583619275889625 -1.700423424382231 native-country=Vietnam 1.117163803584036 -1.1710754393327256 native-country=Mexico -0.9262094324297476 -0.6399916267319602 native-country=Portugal -1.444742016575111 -1.872771919571453 native-country=Ireland -0.26369404583409845 0.06602913794593138 native-country=France -0.37631153006641344 -1.7360795927208799 native-country=Dominican-Republic 0.8442779971409009 0.7915229562735977 native-country=Laos 0.4204901752233244 -0.0710346992538366 native-country=Ecuador -0.6197210197382425 1.0754584623650254 native-country=Taiwan 1.5289682303462093 1.0935056135137016 native-country=Haiti 3.843260629142673 -0.00444887522604124 native-country=Columbia -0.6786815433764803 0.08615914003912836 native-country=Hungary -1.7163971752647897 -0.8477191746670987 native-country=Guatemala 1.533300048432076 0.21489578593610456 native-country=Nicaragua 0.6558843747946254 0.31640462983060147 native-country=Scotland 1.3676802736428677 -0.6123880091966675 native-country=Thailand 1.0800853780030415 1.0235566766364539 native-country=Yugoslavia 0.07656797475516396 0.38448130014645626 native-country=El-Salvador 0.33006517452342415 0.3708458148499254 native-country=Trinadad&Tobago 0.042258549713953486 0.8856847555519727 native-country=Peru 0.8490825781209262 -0.3088460181827898 native-country=Hong 0.9545805570863211 0.8609136662960075 native-country=Holand-Netherlands Hidden Weights: -4.215759332606807 4.2157593326068055 -2.979880300142633 2.979880300142632 >50K <=50K === Error on training data === Correctly Classified Instances 4248 84.7059 % Incorrectly Classified Instances 767 15.2941 % Mean absolute error 0.2625 Root mean squared error 0.3303 Relative absolute error 71.0931 % Root relative squared error 76.8659 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 713 512 | a = >50K 255 3535 | b = <=50K === Error on test data === Correctly Classified Instances 4211 83.9681 % Incorrectly Classified Instances 804 16.0319 % Mean absolute error 0.2691 Root mean squared error 0.341 Relative absolute error 73.8351 % Root relative squared error 80.4103 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 673 505 | a = >50K 299 3538 | b = <=50K