Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -0.5287599351338916 0.04035368665516037 age 0.9561773776803235 0.30720244904820637 workclass=Private 0.5261503233048739 -0.4142765618061697 workclass=Self-emp-not-inc -0.7823668266927313 -0.23203535903889216 workclass=Self-emp-inc -0.728816272579647 0.5491544345488255 workclass=Federal-gov -0.11157542805721765 -0.9876897696946025 workclass=Local-gov -0.6076983011740136 -0.6397479707097655 workclass=State-gov 0.8432872319177738 0.846547124313608 workclass=Without-pay -0.6034609255184662 0.5989583765662312 workclass=Never-worked 0.751047189470651 -0.10250862728584331 fnlwgt -0.6424202719031311 0.4745077944159115 education=Bachelors 0.02149518998997002 0.39660181807501416 education=Some-college -0.8815132940181813 0.5584192571853024 education=11th -0.3750045186909494 0.23767244944060995 education=HS-grad 0.5005902067725059 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occupation=Priv-house-serv 0.31451461301121664 0.8842155548647428 occupation=Protective-serv -0.5659757596747754 -0.864632188292519 occupation=Armed-Forces -0.960793406767569 0.16281755476028437 relationship=Wife 0.2685554004814581 0.32466144544009445 relationship=Own-child -0.8012916803917343 -0.5592142375345002 relationship=Husband 0.2231549418150296 0.6795360879025536 relationship=Not-in-family 0.11424432593583966 -0.35261591673673554 relationship=Other-relative 0.8901401724947755 -0.8046806680334171 relationship=Unmarried -0.9031532458341451 0.6758787557833055 race=White -0.3253125165172226 0.7502345175289171 race=Asian-Pac-Islander 0.4387617305270797 0.5636097161967086 race=Amer-Indian-Eskimo -0.6178399520153772 0.7585151617406924 race=Other -0.02085899048747919 0.07956563158196794 race=Black 0.9490737906974731 0.05894939119518128 sex 0.14381368236581227 -0.3267157285086586 capital-gain 0.1236296550966196 0.833776373909449 capital-loss 0.0862054069915068 0.9188708252768498 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0.2548845066282015 native-country=Philippines 0.20604286210991063 -0.681744597066142 native-country=Italy 0.8667742286608033 0.1881155055366477 native-country=Poland 0.6646676538379863 -0.7500505376755149 native-country=Jamaica 0.5934871976774267 0.19722634960876206 native-country=Vietnam -0.3271732745115723 -0.3572759947155342 native-country=Mexico 0.002611845270498181 0.04909618595515619 native-country=Portugal -0.8897619035275388 -0.6829185767668853 native-country=Ireland -0.05968467486297735 -0.5445334046054315 native-country=France -0.1533835341676335 -0.6394199023507203 native-country=Dominican-Republic -0.29974647164165114 0.7067513094581279 native-country=Laos -0.18072430580800614 -0.6364266845649418 native-country=Ecuador -0.19324762212490687 -0.13028696414304375 native-country=Taiwan -0.3042314414775007 0.2177027928701163 native-country=Haiti -0.6458460660017229 -0.8979263476348662 native-country=Columbia -0.29162533349392317 -0.6726343711474823 native-country=Hungary -0.6867917797988068 -0.9192348749037174 native-country=Guatemala 0.15439028647195308 -0.3804924746805367 native-country=Nicaragua -0.24398294280375055 -0.6897801249541138 native-country=Scotland 0.03741148875580991 -0.26012063109275085 native-country=Thailand 0.7229880407480203 0.3232317959991091 native-country=Yugoslavia 0.43678096314849046 -0.7584036263470826 native-country=El-Salvador 0.062042913467828864 -0.12136875507687583 native-country=Trinadad&Tobago -0.7895284178761166 0.8204735120294098 native-country=Peru 0.5842194448831648 -0.7147973629547637 native-country=Hong 0.5550533629609038 -0.884057657153547 native-country=Holand-Netherlands Hidden Weights: -0.5220762089323685 0.1299027498898162 0.7551500612268804 0.15257496168402285 >50K <=50K Error sum for iteration 100 = 735.0373031944885 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -1.2320786705817717 0.10188481792317151 age 0.2712053169010375 0.28037353415241567 workclass=Private 0.8572084167854968 -0.36363958576709515 workclass=Self-emp-not-inc -0.5192172222582405 -0.15514187849361555 workclass=Self-emp-inc -0.4644659174491302 0.48823236746095006 workclass=Federal-gov 0.4498043501004696 -0.9510316439245233 workclass=Local-gov 0.3173294820689546 -0.662345762664834 workclass=State-gov 0.9632556377431714 0.8503864455596534 workclass=Without-pay -0.48479679488564964 0.6028036518770074 workclass=Never-worked 0.4496012775415649 -0.026237714801300806 fnlwgt -0.17872010494540064 0.3339226835272945 education=Bachelors 0.5047771911519466 0.28181904329967344 education=Some-college 0.7723015081343974 0.4451346773365554 education=11th 0.3435359410602865 0.3541815093593301 education=HS-grad -0.9410696604371239 0.03650167096760375 education=Prof-school -0.06092661253605151 0.4657039101544306 education=Assoc-acdm 0.16188097937461152 -0.5188402178727295 education=Assoc-voc 0.8813853497829861 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0.38683602619243435 0.45160506091776087 native-country=Puerto-Rico -0.7855556749967372 -0.06308139554355781 native-country=Canada 0.40955824482294456 0.5446975413513867 native-country=Germany 0.8860320762118248 0.347844691363488 native-country=Outlying-US(Guam-USVI-etc) 1.147580544665365 -0.16292052143595936 native-country=India 0.9731452302205156 -0.61563648710365 native-country=Japan 0.9825105174654466 -0.6201686641688512 native-country=Greece 0.7350435679514307 -0.8861485111260535 native-country=South 0.8738946365898843 0.2571221931787365 native-country=China -0.06222085382247973 -0.029870707728197318 native-country=Cuba -0.9572843711741837 0.5655441947992311 native-country=Iran 0.190606439648937 -0.18743731991182588 native-country=Honduras 0.12479822059592911 0.29155730476987746 native-country=Philippines -0.11445862310579437 -0.6014295260893052 native-country=Italy 1.0740133010897097 0.1847277346098771 native-country=Poland 0.4680078179639503 -0.6925538920111127 native-country=Jamaica 0.7920310593080611 0.19520918040320936 native-country=Vietnam 0.47694749633575884 -0.40729466326097835 native-country=Mexico 0.04040907381222476 0.064948244706405 native-country=Portugal -0.8524873239237474 -0.6689601764479376 native-country=Ireland 0.03689032225138723 -0.5333689216710206 native-country=France -0.06792105472804587 -0.6206015253762821 native-country=Dominican-Republic 0.012095213729231358 0.6940981740546233 native-country=Laos -0.01216279619657912 -0.6386224996562345 native-country=Ecuador -0.09629447160560545 -0.09327928188001712 native-country=Taiwan -0.05905813783969437 0.201043819131457 native-country=Haiti -0.2683619722963769 -0.9522812663616793 native-country=Columbia -0.17296120286108455 -0.6687890958367061 native-country=Hungary -0.593688048115409 -0.9067656360219818 native-country=Guatemala 0.4422992939571756 -0.40312379154555 native-country=Nicaragua -0.11563171262607873 -0.6875408344941042 native-country=Scotland 0.24626945786283025 -0.2643475228881601 native-country=Thailand 0.8587638335757032 0.32494287123168375 native-country=Yugoslavia 0.5614047579049256 -0.7501313961412361 native-country=El-Salvador 0.25681475486980165 -0.12769734111235276 native-country=Trinadad&Tobago -0.5715656686111628 0.815073823877014 native-country=Peru 0.7044800553646658 -0.7112993604723502 native-country=Hong 0.6737174935937497 -0.8802123818427708 native-country=Holand-Netherlands Hidden Weights: -3.9671185691096778 3.96329709435435 0.7741979389148858 -0.7390850876190356 >50K <=50K Error sum for iteration 200 = 748.0169876467189 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -1.3895466579471687 0.030647942598863998 age 0.2802057274205262 0.26729663559582567 workclass=Private 0.8544505366041749 -0.30807699385766374 workclass=Self-emp-not-inc -0.348231271782497 -0.06290164450254884 workclass=Self-emp-inc -0.3389701000547839 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-0.31571264958190653 relationship=Other-relative 0.6898096082885169 -0.5611525875522467 relationship=Unmarried -0.3239491990683894 0.6226400091569305 race=White -0.47256251788237497 0.9051481438510381 race=Asian-Pac-Islander 0.802198007944843 0.6111428893634266 race=Amer-Indian-Eskimo 0.6285659618482639 0.5798194248960465 race=Other -0.2664944765303702 0.31914028947551265 race=Black -0.32994644915145577 0.059407445654233976 sex -1.6361698766091761 0.03569817741970621 capital-gain -1.847488819114145 1.1836636173640551 capital-loss -2.5791815588679423 1.5094882420724804 hours-per-week -0.05633594846541529 0.6937987258217633 native-country=United-States -0.33614630313473776 -0.48292819846562207 native-country=Cambodia 0.8997788668669102 -0.1278425384282076 native-country=England 0.4557523070311672 0.46287965856842417 native-country=Puerto-Rico -0.7646336278032679 -0.09102665943975793 native-country=Canada 0.16277500786907703 0.6258292747775371 native-country=Germany 0.9132665217682052 0.35960251452713693 native-country=Outlying-US(Guam-USVI-etc) 1.3639724303775058 -0.18075461340402454 native-country=India 1.1033682481574507 -0.6126053242873024 native-country=Japan 1.1033283086373444 -0.6127774330223873 native-country=Greece 0.6453844514893982 -0.867645336802008 native-country=South 0.9719067596218798 0.27618078024242776 native-country=China 0.42487959498285377 -0.08821686368795918 native-country=Cuba -1.1813643538337204 0.6239639523152649 native-country=Iran 0.26670976419580233 -0.1832542174826345 native-country=Honduras -0.04546835188519987 0.33349863745870356 native-country=Philippines -0.5504079059989841 -0.4881600517065918 native-country=Italy 1.1421934504618352 0.19296966644381483 native-country=Poland 0.06809344611021757 -0.5940922949672127 native-country=Jamaica 0.8837991539547944 0.20399899242528144 native-country=Vietnam 0.7096039703977548 -0.3961536983775923 native-country=Mexico -0.045355541986014845 0.09738477779355662 native-country=Portugal -0.9169973484267419 -0.6468525066497338 native-country=Ireland 0.027897516901950394 -0.5118974221738074 native-country=France -0.15799862029731607 -0.578870932799484 native-country=Dominican-Republic 0.2267876954057398 0.6906155424225826 native-country=Laos 0.03112189012608138 -0.6321686415322477 native-country=Ecuador -0.08619885127438523 -0.03381690881571471 native-country=Taiwan 0.1346205734539099 0.18861003663353204 native-country=Haiti 0.05686575599215304 -1.0241081449041443 native-country=Columbia -0.15345912190627714 -0.6564738346927927 native-country=Hungary -0.6315396909665998 -0.8794778318164369 native-country=Guatemala 0.6050191611804531 -0.4180509822383389 native-country=Nicaragua -0.08047962800030804 -0.678702951985574 native-country=Scotland 0.39902844092072526 -0.26457968824884914 native-country=Thailand 0.9045151929439712 0.3336256383245039 native-country=Yugoslavia 0.5363951609680018 -0.7311463345042224 native-country=El-Salvador 0.33899963131527183 -0.1255294461250101 native-country=Trinadad&Tobago -0.41120133403565323 0.8167610834468463 native-country=Peru 0.724539594601845 -0.6992122626817237 native-country=Hong 0.6932195745485353 -0.8678971206988575 native-country=Holand-Netherlands Hidden Weights: -4.23586406505044 4.23439222653581 0.8836705902893283 -0.8729633644632403 >50K <=50K Error sum for iteration 300 = 761.3709609685126 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -1.3943130882833221 -0.13563912024247746 age 0.2997244623867018 0.2848972353729055 workclass=Private 0.8419154070235441 -0.28881532565602913 workclass=Self-emp-not-inc -0.2957405846954061 0.06280101220960205 workclass=Self-emp-inc -0.31035105618471115 0.3226220626923424 workclass=Federal-gov 0.44143280880964736 -0.8299489538508051 workclass=Local-gov 0.2949796510790134 -0.5711892588290912 workclass=State-gov 0.988859319568772 0.8750946973419211 workclass=Without-pay -0.45908346527924543 0.6273788514075233 workclass=Never-worked -0.07851038913423507 0.12393627129926722 fnlwgt -0.11093578743842708 0.23132689536424844 education=Bachelors 0.47858027241838674 0.13929219170788948 education=Some-college 1.016664820796594 0.5628263220263184 education=11th 0.4150182969318018 0.6966494486518012 education=HS-grad -0.8667358816527336 -0.04957768727044788 education=Prof-school 0.004647007400934651 0.4894938012189698 education=Assoc-acdm 0.15010310441103467 -0.5780820279036795 education=Assoc-voc 0.9952860963184875 -1.0117354059095542 education=9th 0.7870059386424552 0.5759990038032541 education=7th-8th 1.234042527756276 0.25452423012105385 education=12th -0.39126663892049823 -0.7424506098142106 education=Masters 0.7796700671506959 0.5384912582202929 education=1st-4th 0.8401713622088455 -0.5850494105301315 education=10th -1.147969527755165 0.199151762016225 education=Doctorate -0.1769220888291243 0.01845651734310072 education=5th-6th -0.27627789259711316 0.3897476920224436 education=Preschool -1.66134142221933 0.313660754166831 education-num -1.1871387306294192 -0.5684870518024665 marital-status=Married-civ-spouse 0.6939929815361444 0.12189470169335169 marital-status=Divorced 1.0154849704790436 0.26359773143977216 marital-status=Never-married 0.36406346452372107 0.2344344507275199 marital-status=Separated 0.3597833596194151 -0.811087661936965 marital-status=Widowed 1.2808005691276918 0.15869218701453877 marital-status=Married-spouse-absent 1.1342447507722824 0.7727397195890235 marital-status=Married-AF-spouse -0.501928419464683 0.534516043158311 occupation=Tech-support -0.02091628336542174 -0.20336812987694103 occupation=Craft-repair 0.63406205081786 0.22862931850292936 occupation=Other-service 0.057648297209426554 1.1278422307179494 occupation=Sales -0.6157315255309079 0.009415278546239858 occupation=Exec-managerial -0.1368166632964646 -0.5775186643606632 occupation=Prof-specialty 0.4133187008201414 -0.6422592547736184 occupation=Handlers-cleaners 0.5357772212893863 0.6125684800936259 occupation=Machine-op-inspct 0.43855387138209667 0.35393943022623764 occupation=Adm-clerical 1.3576893675406874 -0.421244062250504 occupation=Farming-fishing 0.23369375405484458 -0.6908101108885799 occupation=Transport-moving -0.3200126003806655 -0.43711896891448626 occupation=Priv-house-serv -0.07975745020461987 0.9295719531798764 occupation=Protective-serv -0.3125653654870955 -0.8434378956172158 occupation=Armed-Forces -0.8278174756783929 0.48918379736368034 relationship=Wife 1.2292872565355144 0.3715009446323516 relationship=Own-child 0.13423392521809846 -1.1618279943251806 relationship=Husband 0.3014624334482613 0.9295419033836846 relationship=Not-in-family 0.376431216763481 -0.30414328132222074 relationship=Other-relative 0.5416968406297136 -0.47586445615552325 relationship=Unmarried -0.4454903569011417 0.5036797487221955 race=White -0.6163223653908025 1.0216241590744266 race=Asian-Pac-Islander 0.7238716560560988 0.668667028546862 race=Amer-Indian-Eskimo 1.1516224011372114 0.5134670890493224 race=Other -0.3651773261189236 0.4898319303757983 race=Black -0.3368499013684374 -0.07413861960602516 sex -2.157431943336656 0.1644884256684098 capital-gain -1.8528780192238485 1.2905031837931962 capital-loss -2.47261110325989 1.721937095491993 hours-per-week -0.08248629532977546 0.5895463203607363 native-country=United-States -0.5984468932817328 -0.4284382754372429 native-country=Cambodia 0.8520463527537028 -0.08312106144578332 native-country=England 0.4342936143923017 0.48470976871272503 native-country=Puerto-Rico -0.7461753182347142 -0.1253322862109653 native-country=Canada 0.01728718033091813 0.7054844983488469 native-country=Germany 0.9262824954738702 0.37140356351282633 native-country=Outlying-US(Guam-USVI-etc) 1.511810612948723 -0.19137740831243477 native-country=India 1.23655498913468 -0.618491717040114 native-country=Japan 1.209802250019931 -0.5993709428165 native-country=Greece 0.5633330638436828 -0.8499071341711221 native-country=South 1.0407910016236874 0.29994586208160484 native-country=China 0.7494626162843837 -0.11808469355450285 native-country=Cuba -1.3445726467800094 0.6748596394790468 native-country=Iran 0.32233023532488875 -0.1782965827689133 native-country=Honduras -0.18168738997438774 0.36766325923188886 native-country=Philippines -0.8603504894773407 -0.3957466029104096 native-country=Italy 1.1623453029539699 0.19996102710885055 native-country=Poland -0.3347333327954073 -0.5106015259925725 native-country=Jamaica 0.9393625556576487 0.21091169701693022 native-country=Vietnam 0.8566945818100963 -0.3550977963227295 native-country=Mexico -0.13959633664780702 0.12942081753678808 native-country=Portugal -0.9847933909922886 -0.6272260120837267 native-country=Ireland 0.004799825866695736 -0.4895331910975818 native-country=France -0.3012724105244949 -0.5394323460822209 native-country=Dominican-Republic 0.3962478541105821 0.6916486132562848 native-country=Laos 0.05808848407924418 -0.6256149652346669 native-country=Ecuador -0.09114246060308749 0.02842051498529697 native-country=Taiwan 0.3058389438371876 0.1803524555496843 native-country=Haiti 0.3650501782041045 -1.1023634530995 native-country=Columbia -0.14724787325470395 -0.6442138963061902 native-country=Hungary -0.6848498825204989 -0.8498305823319461 native-country=Guatemala 0.7204803283491676 -0.42920088557615993 native-country=Nicaragua -0.05809950284545539 -0.6699859695553227 native-country=Scotland 0.5383769321218747 -0.2611475151961617 native-country=Thailand 0.937527906062388 0.3419274158260466 native-country=Yugoslavia 0.51173381492246 -0.717335781790898 native-country=El-Salvador 0.3952943222304513 -0.12034440412216821 native-country=Trinadad&Tobago -0.2504350362485774 0.8228080460309602 native-country=Peru 0.7312100201672804 -0.6871172650605112 native-country=Hong 0.6994308232000963 -0.8556371823122549 native-country=Holand-Netherlands Hidden Weights: -4.368476799703372 4.367860630904102 1.0376997569883502 -1.0348868700395004 >50K <=50K Error sum for iteration 400 = 778.033682840313 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -1.4020721560273166 -0.3794371217777024 age 0.32263307390913415 0.34437611309313465 workclass=Private 0.810550088220705 -0.3155384626653691 workclass=Self-emp-not-inc -0.2595533991693424 0.212553170327036 workclass=Self-emp-inc -0.29403884015522336 0.19023972256212407 workclass=Federal-gov 0.4345710752211408 -0.7543273736569345 workclass=Local-gov 0.2940878004382431 -0.5036670572038788 workclass=State-gov 0.9913812846859009 0.8889766300107931 workclass=Without-pay -0.4564960602683618 0.6411889362865758 workclass=Never-worked -0.140091790214416 0.1583818996621242 fnlwgt -0.11424127308098388 0.21288049783318092 education=Bachelors 0.45438261348803083 0.0911459845517279 education=Some-college 1.0235026139990158 0.6441905927119422 education=11th 0.43313022224423625 0.8260809661572549 education=HS-grad -0.8308498315462287 -0.11183445476136097 education=Prof-school 0.014090368561093955 0.4976977322006784 education=Assoc-acdm 0.09849113625481055 -0.6467206610803898 education=Assoc-voc 0.9415282815271818 -0.9978292994148379 education=9th 0.7778709544290592 0.5898885033747374 education=7th-8th 1.375882028733468 0.2604820368778537 education=12th -0.39697431871009004 -0.6950097613905077 education=Masters 0.878518279224551 0.5456973809790919 education=1st-4th 0.7981502328816533 -0.4839787211739829 education=10th -1.0978185432598548 0.25958539768098554 education=Doctorate -0.33460556438817657 0.0743604819337309 education=5th-6th -0.2278778032547353 0.3938693416852105 education=Preschool -1.602390870454714 0.30917314015285746 education-num -1.3478901125808753 -0.5993717571893564 marital-status=Married-civ-spouse 0.74186718715368 0.1958140084339752 marital-status=Divorced 1.0408785032828292 0.4085692393494112 marital-status=Never-married 0.4223843082178563 0.23683174531663656 marital-status=Separated 0.4156583474718255 -0.844061238806831 marital-status=Widowed 1.2728451638359317 0.1956677510088806 marital-status=Married-spouse-absent 1.1542990432105655 0.7854856017981056 marital-status=Married-AF-spouse -0.4906679549699258 0.5755599963719807 occupation=Tech-support 0.001084046262539476 -0.038056955727201115 occupation=Craft-repair 0.603366553472292 0.17609302164089757 occupation=Other-service 0.08897769508891594 1.2811942636627873 occupation=Sales -0.607462408649872 3.3622522743859807E-4 occupation=Exec-managerial -0.20727000449139205 -0.764675666816205 occupation=Prof-specialty 0.4169864505841243 -0.556695789863867 occupation=Handlers-cleaners 0.5338629355314941 0.6874249256231615 occupation=Machine-op-inspct 0.4110764991578486 0.3080109888602212 occupation=Adm-clerical 1.3055699866059596 -0.3552953058685116 occupation=Farming-fishing 0.20153670887943714 -0.6697213561159368 occupation=Transport-moving -0.1862223434682131 -0.4350193750193281 occupation=Priv-house-serv -0.062157186670623435 0.906737112525168 occupation=Protective-serv -0.26874311170901494 -0.8313445694179933 occupation=Armed-Forces -0.6199000762525173 0.6740254165842023 relationship=Wife 1.1471301322864658 0.423045483549675 relationship=Own-child 0.2202417888005748 -1.3548505713866517 relationship=Husband 0.22419989100286167 1.0224445266030053 relationship=Not-in-family 0.39880703822361846 -0.3127154810423979 relationship=Other-relative 0.42103909300757314 -0.41021727242403433 relationship=Unmarried -0.5240139033213383 0.3733892084248998 race=White -0.704825511990464 1.1416578777364736 race=Asian-Pac-Islander 0.6308574709225018 0.7311823874982 race=Amer-Indian-Eskimo 1.4956770959134227 0.47422022632288485 race=Other -0.4155548776004953 0.6563513592139762 race=Black -0.33437838155656785 -0.2190078376692005 sex -2.6168243307561347 0.2807110540146202 capital-gain -1.7838346608672422 1.4152722288824615 capital-loss -2.3102398607741677 1.9836414746378188 hours-per-week -0.09946485516462433 0.46763646218934823 native-country=United-States -0.9117737666456038 -0.36765543634842784 native-country=Cambodia 0.8090463600756449 -0.029416561696350138 native-country=England 0.3725161051382088 0.514768255243629 native-country=Puerto-Rico -0.733666407847165 -0.1655037415186374 native-country=Canada -0.052505696342350236 0.7917679852218549 native-country=Germany 0.9355584590364627 0.38483371962531765 native-country=Outlying-US(Guam-USVI-etc) 1.6262481938521582 -0.19698493159617225 native-country=India 1.3684269611517157 -0.6309515678250323 native-country=Japan 1.2987019830795823 -0.5756287191271919 native-country=Greece 0.49687520151084485 -0.8258619854074998 native-country=South 1.0946604761718064 0.32709083287467083 native-country=China 0.9644016949799032 -0.122566610633133 native-country=Cuba -1.471081518278673 0.7277619987907513 native-country=Iran 0.3732018043548616 -0.17154261001523333 native-country=Honduras -0.2721219394205584 0.3978644220391648 native-country=Philippines -1.0278416515881443 -0.32165979302989506 native-country=Italy 1.1625440999495449 0.2040193601430883 native-country=Poland -0.6878214677986189 -0.45448893748311764 native-country=Jamaica 0.9732555851377662 0.21735306662620232 native-country=Vietnam 0.9188354978393835 -0.28363370674369615 native-country=Mexico -0.22551943555634535 0.16443745782667804 native-country=Portugal -1.0391386672564094 -0.6097290715082434 native-country=Ireland -0.022536146455675195 -0.4636295376467984 native-country=France -0.4883857260672171 -0.501812545493008 native-country=Dominican-Republic 0.5382031609975003 0.6974862675538457 native-country=Laos 0.07961150463043569 -0.6177817490065567 native-country=Ecuador -0.08302507719601256 0.09550934952868981 native-country=Taiwan 0.46046576169466313 0.17763486215391744 native-country=Haiti 0.655479915583942 -1.1865867148064482 native-country=Columbia -0.1446604682438452 -0.6304038114271376 native-country=Hungary -0.7403682271466016 -0.8149864980384507 native-country=Guatemala 0.8089809384981024 -0.4364581608023737 native-country=Nicaragua -0.039588009117675266 -0.6597654328332392 native-country=Scotland 0.6667724844286708 -0.2523803954695686 native-country=Thailand 0.9656910344094332 0.3514185376789107 native-country=Yugoslavia 0.4886254754214578 -0.7061003792679051 native-country=El-Salvador 0.4410170338916685 -0.11183602840909529 native-country=Trinadad&Tobago -0.0884960214422598 0.8359468820394561 native-country=Peru 0.7342269932488174 -0.6734292546889366 native-country=Hong 0.7020182282109353 -0.8418270974332024 native-country=Holand-Netherlands Hidden Weights: -4.504524861393379 4.504350014386251 1.2720638107582036 -1.2714840910984893 >50K <=50K Error sum for iteration 500 = 793.8943760922942 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -1.4387089825262056 -0.694111714695877 age 0.34748541631001406 0.4268594752892819 workclass=Private 0.7660482793085146 -0.39418704678656047 workclass=Self-emp-not-inc -0.22139468518128336 0.3634562809043492 workclass=Self-emp-inc -0.2903518083931813 0.020494057786532467 workclass=Federal-gov 0.43647193879008445 -0.6320048667104664 workclass=Local-gov 0.2955447404496101 -0.415651385066069 workclass=State-gov 0.9931160189446303 0.9030234050794556 workclass=Without-pay -0.45467680579649966 0.6551474148218643 workclass=Never-worked -0.16483149989806858 0.17327217717230253 fnlwgt -0.10532767804766052 0.25678934647267815 education=Bachelors 0.4231700820529354 0.03652063722126317 education=Some-college 1.016106752820592 0.7356665645059483 education=11th 0.43488197424701525 0.8707174116999518 education=HS-grad -0.803817379660493 -0.16512396798868348 education=Prof-school 0.01619200127466555 0.49995815169655744 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-0.8186925897483454 occupation=Armed-Forces -0.4560295635160955 0.8838254377621723 relationship=Wife 1.082700856793262 0.4770567531559565 relationship=Own-child 0.2653155598361046 -1.494400394054489 relationship=Husband 0.16904139961632694 1.0859693281006253 relationship=Not-in-family 0.41967516255530785 -0.34416377266596093 relationship=Other-relative 0.3362840143896498 -0.371136550920197 relationship=Unmarried -0.5801372793843715 0.2225987080951445 race=White -0.7462006757533195 1.2653400855265953 race=Asian-Pac-Islander 0.546596756774602 0.7912010133646973 race=Amer-Indian-Eskimo 1.7166355816725551 0.4536250564745734 race=Other -0.43110380125167186 0.8254964166943946 race=Black -0.33311694422844507 -0.36097031797299894 sex -3.0481609781333225 0.3824561712825689 capital-gain -1.7011668874818402 1.5590019099541392 capital-loss -2.125575742091709 2.2917244948544617 hours-per-week -0.12221523741478593 0.320935864586291 native-country=United-States -1.2476195195063264 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1.1533147781737265 0.20237648249890244 native-country=Poland -0.9687607588232516 -0.4286190768149668 native-country=Jamaica 0.9965087093587606 0.22369502166821012 native-country=Vietnam 0.9198538753520528 -0.19660431364389966 native-country=Mexico -0.29605824137411124 0.2043451664846016 native-country=Portugal -1.0742504937192796 -0.5967805332338143 native-country=Ireland -0.05030905587750975 -0.4359037322920222 native-country=France -0.692563101169823 -0.4703587997701402 native-country=Dominican-Republic 0.65430310765857 0.7064837839744872 native-country=Laos 0.0993428672809419 -0.6102354414286367 native-country=Ecuador -0.06281429914834556 0.16113164959904036 native-country=Taiwan 0.5983052063927123 0.1803683654845722 native-country=Haiti 0.923051477093828 -1.2746908939506405 native-country=Columbia -0.14284121377198625 -0.6164453328918491 native-country=Hungary -0.7959280132944215 -0.7748149667340168 native-country=Guatemala 0.8780952357619476 -0.441952198299685 native-country=Nicaragua -0.021604154123036082 -0.6495474793372193 native-country=Scotland 0.778364528627821 -0.23990037874591127 native-country=Thailand 0.9917726543526726 0.36074345476406294 native-country=Yugoslavia 0.46440745929845534 -0.6993560190238062 native-country=El-Salvador 0.4804552476250547 -0.10183646380996257 native-country=Trinadad&Tobago 0.06984840046200248 0.8545613620833392 native-country=Peru 0.7364308010569101 -0.6595472377410555 native-country=Hong 0.7038374826827805 -0.8278686188979139 native-country=Holand-Netherlands Hidden Weights: -4.638898993477838 4.6388608517693015 1.5547509212983077 -1.5546433162701077 >50K <=50K Error sum for iteration 600 = 805.1670431082977 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -1.5153862444821617 -1.0551120314684792 age 0.37115270714008086 0.5058607531997241 workclass=Private 0.7128705339104696 -0.5138604193571187 workclass=Self-emp-not-inc -0.18273661413897047 0.4954259233217583 workclass=Self-emp-inc -0.3010171297585035 -0.1720777610234623 workclass=Federal-gov 0.46134814918848976 -0.441000017120806 workclass=Local-gov 0.3024732852050709 -0.32510169931665367 workclass=State-gov 0.9951611349248036 0.9160266949761502 workclass=Without-pay -0.45252132804697764 0.6680329851007138 workclass=Never-worked -0.17158602221595198 0.16666824544453887 fnlwgt -0.07419201943900398 0.38155989069804014 education=Bachelors 0.3865591893529365 -0.05093930553531817 education=Some-college 1.0092367721325812 0.8336211834119353 education=11th 0.4240923729806696 0.8356953787566658 education=HS-grad -0.7931977447698011 -0.20242804225529423 education=Prof-school 0.0168359342864699 0.4998227551970637 education=Assoc-acdm -0.05936823307490794 -0.9684432808619468 education=Assoc-voc 0.7503084053719525 -0.9701893935725255 education=9th 0.7007996352418143 0.561816627921603 education=7th-8th 1.5712695079158068 0.3049596991739824 education=12th -0.32897211362095186 -0.44303751396202745 education=Masters 1.1068065764278807 0.5605108540606024 education=1st-4th 0.7312408649250657 -0.2524497179761687 education=10th -0.9912607906852724 0.42934465267440736 education=Doctorate -0.44028209778066263 0.18613370809575167 education=5th-6th -0.12130328884816614 0.3987856938787024 education=Preschool -1.539850865575992 0.4411641356971069 education-num -1.511616833675535 -0.5401927744858361 marital-status=Married-civ-spouse 0.7911025373895619 0.31607713601063603 marital-status=Divorced 1.056956724490204 0.6528513919291055 marital-status=Never-married 0.495381915375217 0.2523265185405879 marital-status=Separated 0.5036400986365999 -0.9548353153533574 marital-status=Widowed 1.2454364846839805 0.24466228990084926 marital-status=Married-spouse-absent 1.1787624970124175 0.810706835581481 marital-status=Married-AF-spouse -0.46812934933113937 0.5981526033758897 occupation=Tech-support 0.06000970558405559 0.2974061787942766 occupation=Craft-repair 0.5400233299099105 -0.003139061268362477 occupation=Other-service 0.13848481998700418 1.567584498516148 occupation=Sales -0.6504960397149915 -0.2221876514456231 occupation=Exec-managerial -0.29392422843867294 -0.8679085506994098 occupation=Prof-specialty 0.45333211831785675 -0.29289688346438436 occupation=Handlers-cleaners 0.5221620945886627 0.7523934895751622 occupation=Machine-op-inspct 0.355845636460557 0.21791450087309197 occupation=Adm-clerical 1.2245787111289768 -0.18915787859307617 occupation=Farming-fishing 0.1554199429708836 -0.5825996285429134 occupation=Transport-moving 0.028455778011079014 -0.42407927103626036 occupation=Priv-house-serv -0.046046260931248355 0.8304904331546413 occupation=Protective-serv -0.19233428404870587 -0.8068561902446569 occupation=Armed-Forces -0.3336567196820334 1.0945913760876083 relationship=Wife 1.0318090275217349 0.5282798801561757 relationship=Own-child 0.2952329694690258 -1.5750450175546886 relationship=Husband 0.12668836864356003 1.1152511684539692 relationship=Not-in-family 0.432324101698809 -0.39783625234301057 relationship=Other-relative 0.2947663705169682 -0.34769236951771193 relationship=Unmarried -0.6248728771519635 0.06487331247330774 race=White -0.760806247597273 1.3788763150198113 race=Asian-Pac-Islander 0.4803115926341545 0.8434422059676522 race=Amer-Indian-Eskimo 1.8677383168321786 0.44315030251675974 race=Other -0.42855899191532837 0.995431557803244 race=Black -0.33685887899436984 -0.48552630971883054 sex -3.3890023761974652 0.4647739853465052 capital-gain -1.6213640813941659 1.712769897972947 capital-loss -1.940626119615231 2.63541284746732 hours-per-week -0.15972305543743553 0.15300438361388768 native-country=United-States -1.5558724664030668 -0.24595395467040002 native-country=Cambodia 0.7517255983868645 0.10580472264394361 native-country=England 0.2611948937410707 0.5719122361476224 native-country=Puerto-Rico -0.7111546642975246 -0.27219796075381786 native-country=Canada -0.1021191290208697 0.9866734883763878 native-country=Germany 0.9518934513248428 0.41124994566533274 native-country=Outlying-US(Guam-USVI-etc) 1.790507273957714 -0.19940186349533967 native-country=India 1.6092301698123141 -0.6686237753932279 native-country=Japan 1.4297276242843213 -0.497671385437036 native-country=Greece 0.43036391467474994 -0.731818611640452 native-country=South 1.1440518661284023 0.3741107110968191 native-country=China 1.1690935504200388 -0.061071679701014764 native-country=Cuba -1.6249360379581168 0.8298327033563282 native-country=Iran 0.47124042975887803 -0.1560898971967542 native-country=Honduras -0.3843344091292134 0.44628111420874084 native-country=Philippines -1.1121386507085973 -0.22393555026765116 native-country=Italy 1.1391810024508298 0.19504445853757255 native-country=Poland -1.180827965612511 -0.41871459355540036 native-country=Jamaica 1.009692201621561 0.23072146039721167 native-country=Vietnam 0.8976474455975187 -0.11304966269733242 native-country=Mexico -0.3479542634757648 0.25076400730125414 native-country=Portugal -1.0973594208975663 -0.586678061303254 native-country=Ireland -0.07629865495684239 -0.4088084000330166 native-country=France -0.8321884855691024 -0.45045178488180754 native-country=Dominican-Republic 0.7446270045759666 0.7166276565395024 native-country=Laos 0.11908397800903003 -0.604213360301875 native-country=Ecuador -0.04233806481539351 0.21625271895976558 native-country=Taiwan 0.7146894181936183 0.18713959020308032 native-country=Haiti 1.1647680209456623 -1.364365189306705 native-country=Columbia -0.1406857360224525 -0.6035597626129996 native-country=Hungary -0.851889739472352 -0.728767310465168 native-country=Guatemala 0.9321753076014809 -0.4472504507023774 native-country=Nicaragua -0.003219489092980593 -0.6406570739092781 native-country=Scotland 0.8623425615256307 -0.2255992902323692 native-country=Thailand 1.0167793438700041 0.36873331257468256 native-country=Yugoslavia 0.43964421305089524 -0.6983887082557108 native-country=El-Salvador 0.5152627494556661 -0.09181792978493582 native-country=Trinadad&Tobago 0.21536758926240024 0.8748839469998663 native-country=Peru 0.7388894143615246 -0.6467005782303841 native-country=Hong 0.705992960432335 -0.8149830486190643 native-country=Holand-Netherlands Hidden Weights: -4.747592321868154 4.747584705197277 1.8632677516177873 -1.8632470800670242 >50K <=50K Error sum for iteration 700 = 810.9362854117323 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -1.621425241843816 -1.4193528907843767 age 0.39195238396594584 0.5702914043525789 workclass=Private 0.6507297250135388 -0.6471457524899777 workclass=Self-emp-not-inc -0.14875627152502252 0.5994809415490473 workclass=Self-emp-inc -0.3232315075361847 -0.3612357069168729 workclass=Federal-gov 0.5125971651629025 -0.2029817785871369 workclass=Local-gov 0.3124250961104005 -0.25673773727217525 workclass=State-gov 0.9972678162068795 0.927090397058491 workclass=Without-pay -0.45027250531849633 0.6789322046350511 workclass=Never-worked -0.16956447591540824 0.1377146280415914 fnlwgt -0.030602692476194612 0.5398567132189055 education=Bachelors 0.34325422818153767 -0.17597983369690395 education=Some-college 1.0068431304441199 0.9337542559568156 education=11th 0.4057501526959641 0.766364600774832 education=HS-grad -0.8002613707348922 -0.23207568315159374 education=Prof-school 0.017458939590795933 0.5007181046766115 education=Assoc-acdm -0.15303431402722534 -1.1901271802883369 education=Assoc-voc 0.6480193429016616 -0.9706504786517897 education=9th 0.644681322848228 0.5134601304145379 education=7th-8th 1.6442804011120113 0.34383578104407014 education=12th -0.2614127222924964 -0.27337285378309273 education=Masters 1.2307554454196599 0.5727397710371595 education=1st-4th 0.7197472208220133 -0.14920882773247746 education=10th -0.9619884223912756 0.5301692647689711 education=Doctorate -0.4428803396964522 0.25801445314669347 education=5th-6th -0.06806560649777932 0.3988462407940217 education=Preschool -1.538032051541424 0.5457193635316626 education-num -1.5588834318053257 -0.4861520006082358 marital-status=Married-civ-spouse 0.8045296497301857 0.3747939891713537 marital-status=Divorced 1.0512278508282982 0.746893806459201 marital-status=Never-married 0.5160194823610451 0.27408782072510934 marital-status=Separated 0.5333147990903702 -1.0448099552630974 marital-status=Widowed 1.2590203968122484 0.2593167904722723 marital-status=Married-spouse-absent 1.188167017822782 0.8209539241811719 marital-status=Married-AF-spouse -0.4624371991821177 0.5918458059016556 occupation=Tech-support 0.08778370685017262 0.44365802067374693 occupation=Craft-repair 0.5041176922024145 -0.10610253951931123 occupation=Other-service 0.1499094609847465 1.6594245698492531 occupation=Sales -0.7075923018123593 -0.4015387001846292 occupation=Exec-managerial -0.30067652853631704 -0.8078526962924711 occupation=Prof-specialty 0.4888910349080537 -0.10162969603412239 occupation=Handlers-cleaners 0.5112078173325989 0.7198261983581323 occupation=Machine-op-inspct 0.33801294783772173 0.19038293248459606 occupation=Adm-clerical 1.2218277799297153 -0.11149524475592425 occupation=Farming-fishing 0.148501763161088 -0.5128822274393477 occupation=Transport-moving 0.11846966547816584 -0.4187812197831931 occupation=Priv-house-serv -0.06334815388794045 0.7669241598345927 occupation=Protective-serv -0.15781161074537656 -0.7968799443440103 occupation=Armed-Forces -0.24090720432198326 1.280442051338467 relationship=Wife 0.9920554182597476 0.5724244844369375 relationship=Own-child 0.32210997789940604 -1.6033855358032658 relationship=Husband 0.0957029173223612 1.1102223627309933 relationship=Not-in-family 0.4391735072203224 -0.46673376150537466 relationship=Other-relative 0.27051301998682653 -0.32283174243540225 relationship=Unmarried -0.660899201012507 -0.06882422507111847 race=White -0.7656059743577565 1.4645303902164677 race=Asian-Pac-Islander 0.4299100768606693 0.8872682430602332 race=Amer-Indian-Eskimo 1.9794325654033846 0.43746759895420867 race=Other -0.41979097862182807 1.14702154056668 race=Black -0.3402097600919422 -0.5833758220467736 sex -3.6265836323085723 0.5327783881843262 capital-gain -1.5494804363152237 1.8632759932371674 capital-loss -1.770357639727837 2.998858091631396 hours-per-week -0.20264826755020324 -0.015533052037980624 native-country=United-States -1.8119090119135741 -0.19505427238344925 native-country=Cambodia 0.7399032416268999 0.17973718626301577 native-country=England 0.22625992144517526 0.5864511381674743 native-country=Puerto-Rico -0.7053394790829295 -0.32760269002342296 native-country=Canada -0.12177277945345732 1.092121844645097 native-country=Germany 0.9588307559025202 0.4220714086017933 native-country=Outlying-US(Guam-USVI-etc) 1.8583766713782943 -0.20768530943867158 native-country=India 1.7137026632105714 -0.685166343821251 native-country=Japan 1.4798851718143387 -0.4519720838459926 native-country=Greece 0.42975524842452606 -0.6711477110301011 native-country=South 1.1231329864847208 0.38888457662323916 native-country=China 1.1935770917271098 -0.011882036514521601 native-country=Cuba -1.6598572397163494 0.870841921900106 native-country=Iran 0.5150726843074367 -0.14876211862118657 native-country=Honduras -0.43918025681476675 0.4651053738742998 native-country=Philippines -1.1067424606878504 -0.20220138281840036 native-country=Italy 1.1237224723766441 0.18340859573943566 native-country=Poland -1.3417864037903549 -0.40848483557691617 native-country=Jamaica 1.011444461846017 0.23782046798934667 native-country=Vietnam 0.8709575538508948 -0.047223536489138976 native-country=Mexico -0.3806992699776312 0.3029579169520468 native-country=Portugal -1.118577822115384 -0.5767057253443915 native-country=Ireland -0.099715626601759 -0.3846443169710832 native-country=France -0.8968181180281337 -0.4401762880997722 native-country=Dominican-Republic 0.8130389787985144 0.7260613041534242 native-country=Laos 0.13911401641898744 -0.6005624868452759 native-country=Ecuador -0.035236841953774495 0.258154309350096 native-country=Taiwan 0.8073372210485894 0.19507979238771048 native-country=Haiti 1.3786442102810055 -1.4541757075200383 native-country=Columbia -0.1384369132939874 -0.5926605430786623 native-country=Hungary -0.9095005120366186 -0.6758630932417873 native-country=Guatemala 0.97569547264475 -0.4537645885044309 native-country=Nicaragua 0.015453245114600379 -0.6341933526125936 native-country=Scotland 0.9143830020485567 -0.21143724151631033 native-country=Thailand 1.0407365651663454 0.37451634333304185 native-country=Yugoslavia 0.4184601728195225 -0.7042563355718053 native-country=El-Salvador 0.5459075191025936 -0.08299200833443432 native-country=Trinadad&Tobago 0.3375602141680311 0.8931656906996764 native-country=Peru 0.7413517421183212 -0.6358186509984417 native-country=Hong 0.7082417831607741 -0.8040838290847271 native-country=Holand-Netherlands Hidden Weights: -4.818249122768401 4.818247558744814 2.1821534791747594 -2.182149105299732 >50K <=50K Error sum for iteration 800 = 811.8507599467173 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -1.7375675269662239 -1.7464770659843105 age 0.40964930117578724 0.6158047237924887 workclass=Private 0.5936465037935237 -0.7617035656326921 workclass=Self-emp-not-inc -0.12174458227781086 0.6795140277402395 workclass=Self-emp-inc -0.3512158490015408 -0.5219230584673047 workclass=Federal-gov 0.5751846141758776 0.022929869777569934 workclass=Local-gov 0.3228862252274566 -0.21919047552000012 workclass=State-gov 0.9994104159044092 0.9354635437519607 workclass=Without-pay -0.4479503572118766 0.6870744244849532 workclass=Never-worked -0.1694674062774311 0.08853370164201908 fnlwgt 0.006332813650681513 0.6646270592353449 education=Bachelors 0.29753303657127333 -0.3168010092559556 education=Some-college 1.0094507215450723 1.0315447833773288 education=11th 0.3867841424646382 0.6963973090864596 education=HS-grad -0.8180150176698582 -0.2645560417008265 education=Prof-school 0.016626494680681836 0.49681679078460667 education=Assoc-acdm -0.23762722559616864 -1.3900242237474043 education=Assoc-voc 0.5597022817351632 -0.988575678906503 education=9th 0.587809262563871 0.4483293285815127 education=7th-8th 1.7077201180855313 0.3912425897438261 education=12th -0.19180028340091168 -0.11846921260045401 education=Masters 1.3514048411704456 0.5885699975668331 education=1st-4th 0.7206991606602288 -0.06157455543372159 education=10th -0.9439442200407957 0.6418487894666831 education=Doctorate -0.43717094558007874 0.34563546865821826 education=5th-6th -0.017228910381524333 0.39674634006982495 education=Preschool -1.5550992606597696 0.628673606223131 education-num -1.6016938369090359 -0.43242774582509463 marital-status=Married-civ-spouse 0.8196322702185918 0.4246603359866189 marital-status=Divorced 1.0462390923110145 0.8232814972013758 marital-status=Never-married 0.5366580138323326 0.3067420775665951 marital-status=Separated 0.54848334238235 -1.155353413176351 marital-status=Widowed 1.282294629075038 0.27180068616796393 marital-status=Married-spouse-absent 1.1966144755284323 0.8285142349650407 marital-status=Married-AF-spouse -0.46219069601005275 0.5818897761534324 occupation=Tech-support 0.1078138339179596 0.5536992960454385 occupation=Craft-repair 0.4695066548599876 -0.2011440070194148 occupation=Other-service 0.1528496114872167 1.6929759739927797 occupation=Sales -0.764040048344831 -0.5381720853761012 occupation=Exec-managerial -0.29718582483374073 -0.7213016915758244 occupation=Prof-specialty 0.5339943612542707 0.11341039904647114 occupation=Handlers-cleaners 0.4937953046745972 0.636183337260831 occupation=Machine-op-inspct 0.32846993095155985 0.1820292365226666 occupation=Adm-clerical 1.2390627642610588 -0.040630603650715934 occupation=Farming-fishing 0.15123175797291694 -0.4370529439489522 occupation=Transport-moving 0.2006399965823243 -0.41523108709580225 occupation=Priv-house-serv -0.10142803389075196 0.6769970225883402 occupation=Protective-serv -0.12457628001650652 -0.7896243674965537 occupation=Armed-Forces -0.16744689398725193 1.4273551618982698 relationship=Wife 0.9644796652445361 0.6069325202507411 relationship=Own-child 0.3531161949394071 -1.5893392758898213 relationship=Husband 0.0719982545998366 1.0714493399137588 relationship=Not-in-family 0.4411997711973648 -0.5379437756356051 relationship=Other-relative 0.24781071786533568 -0.2943250338765948 relationship=Unmarried -0.6877413839388539 -0.16135102749554645 race=White -0.7674668542584655 1.5207478809529271 race=Asian-Pac-Islander 0.3914975463219221 0.9240538556911999 race=Amer-Indian-Eskimo 2.0675113156200347 0.43372150870669623 race=Other -0.4105662100867517 1.2561401879197487 race=Black -0.3426823016364264 -0.6513298217072936 sex -3.793375216154355 0.5935804370633766 capital-gain -1.4886892113968748 1.9994657993747773 capital-loss -1.6229661051091364 3.367256589441088 hours-per-week -0.24461716844695758 -0.17380850205928938 native-country=United-States -2.0160196180223284 -0.1540756223254128 native-country=Cambodia 0.7423434488396135 0.24611311852273893 native-country=England 0.20342846814316265 0.5880792665734481 native-country=Puerto-Rico -0.6988848698355851 -0.36907194430542484 native-country=Canada -0.13739715822912035 1.1987080672366568 native-country=Germany 0.9648303816030409 0.43017520729277947 native-country=Outlying-US(Guam-USVI-etc) 1.9235949032880049 -0.2214134848732931 native-country=India 1.8062878663455975 -0.6971334927221691 native-country=Japan 1.5277789438441869 -0.4091133649619064 native-country=Greece 0.4445538086226796 -0.6147593276470135 native-country=South 1.0783480606304072 0.3992241416999971 native-country=China 1.1938057288128292 0.0343931794021298 native-country=Cuba -1.6754550713063734 0.9024329227173914 native-country=Iran 0.5538704881613901 -0.14308256571435446 native-country=Honduras -0.4978084906727774 0.48006645981634655 native-country=Philippines -1.096258123965502 -0.200411731625852 native-country=Italy 1.111324420417467 0.16816771888871276 native-country=Poland -1.4670674407100486 -0.3937409820005756 native-country=Jamaica 1.0039281848145503 0.2435488452804553 native-country=Vietnam 0.8469870129660605 -0.005566898244622325 native-country=Mexico -0.39643209638084015 0.356741749008541 native-country=Portugal -1.1423766578833698 -0.5669350836583482 native-country=Ireland -0.11999334050330722 -0.3651179379784142 native-country=France -0.9212525186685383 -0.4360741166861155 native-country=Dominican-Republic 0.8658863550249231 0.7333780770664362 native-country=Laos 0.15970786858036756 -0.5999225797404659 native-country=Ecuador -0.04738998329027941 0.28866778539571564 native-country=Taiwan 0.8805161623540779 0.2016716943538985 native-country=Haiti 1.5662928979238748 -1.5428293163643128 native-country=Columbia -0.13611476518737456 -0.5845183232287603 native-country=Hungary -0.9681056702294665 -0.6160770666836592 native-country=Guatemala 1.0138144129877944 -0.46299602586650723 native-country=Nicaragua 0.03487490551882652 -0.6310719456119088 native-country=Scotland 0.9397264178224057 -0.19927747655922978 native-country=Thailand 1.0641017471833114 0.37740184865630644 native-country=Yugoslavia 0.40630312690268383 -0.7176986133163287 native-country=El-Salvador 0.5733170184723665 -0.0764329181113363 native-country=Trinadad&Tobago 0.4312790660537579 0.907282092132091 native-country=Peru 0.7438166682433103 -0.6276841415239017 native-country=Hong 0.7105639312673966 -0.795941609234825 native-country=Holand-Netherlands Hidden Weights: -4.851597583791424 4.85159723931136 2.4814314941448017 -2.481430479484435 >50K <=50K Error sum for iteration 900 = 809.5439247594268 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -1.852347602250338 -2.0216661063185297 age 0.4249240030192281 0.6426130347749327 workclass=Private 0.5523291497633414 -0.843078995298438 workclass=Self-emp-not-inc -0.10079343301132013 0.7433113710170802 workclass=Self-emp-inc -0.38013221360024785 -0.6445308565775844 workclass=Federal-gov 0.6342297259753763 0.20067991973724714 workclass=Local-gov 0.3327955818269147 -0.20907150268397465 workclass=State-gov 1.0016712003491484 0.9411215956707761 workclass=Without-pay -0.4454698648568904 0.6924177245648041 workclass=Never-worked -0.1782101236284526 0.022763091920340258 fnlwgt 0.0277898267936209 0.7261893325325081 education=Bachelors 0.2550372695413935 -0.45080165757057267 education=Some-college 1.0181483482147982 1.1231359429000773 education=11th 0.36999301363923287 0.6296609270571324 education=HS-grad -0.8403560620858211 -0.30499065489452615 education=Prof-school 0.013199951302497825 0.48007405277882076 education=Assoc-acdm -0.3006339637879593 -1.5362851659829306 education=Assoc-voc 0.4908394580941603 -1.0222957599006166 education=9th 0.5360461097875351 0.3745183463278304 education=7th-8th 1.7644304558550055 0.4440233993893056 education=12th -0.1354277228560507 0.0023654145401563256 education=Masters 1.4644420443944226 0.6066866236468176 education=1st-4th 0.730410936415964 0.014975568628772497 education=10th -0.9340105312534333 0.7625885877094826 education=Doctorate -0.43274811243384514 0.447559456281942 education=5th-6th 0.03064706535626626 0.39259252339788814 education=Preschool -1.5892557654228547 0.6709078828394326 education-num -1.64533979279807 -0.3831998627354554 marital-status=Married-civ-spouse 0.8384327578685157 0.45843758665960965 marital-status=Divorced 1.050095373235817 0.8813385754976577 marital-status=Never-married 0.5619175064251247 0.34518386722146177 marital-status=Separated 0.5438067504488321 -1.271823578030106 marital-status=Widowed 1.3120227426512059 0.28411004205055074 marital-status=Married-spouse-absent 1.204500033931874 0.833320543420167 marital-status=Married-AF-spouse -0.46703708618218626 0.5691105299777034 occupation=Tech-support 0.11953524987164461 0.6250444403331531 occupation=Craft-repair 0.43934943868860643 -0.2791340535940655 occupation=Other-service 0.15043822899986622 1.667688486830737 occupation=Sales -0.8045240692321088 -0.6024031148423984 occupation=Exec-managerial -0.2870368530510894 -0.6159999431077142 occupation=Prof-specialty 0.5824938214295962 0.33106771065381135 occupation=Handlers-cleaners 0.4679436657513948 0.5051158567180039 occupation=Machine-op-inspct 0.32704010706375364 0.19103180205874326 occupation=Adm-clerical 1.2670213833080113 0.02372768028816608 occupation=Farming-fishing 0.15711223407584685 -0.37003025107944437 occupation=Transport-moving 0.2765308045504639 -0.41365973815967677 occupation=Priv-house-serv -0.15413777752386348 0.5652109390308288 occupation=Protective-serv -0.0922149830743038 -0.7851894879045068 occupation=Armed-Forces -0.10806896916230994 1.5347114915014435 relationship=Wife 0.9492813547520829 0.6311943983841858 relationship=Own-child 0.38950386025773387 -1.5459749049899802 relationship=Husband 0.051710056624569976 1.0065411231250991 relationship=Not-in-family 0.43887235855755047 -0.6015341071290161 relationship=Other-relative 0.22458594179936656 -0.26600286311310767 relationship=Unmarried -0.7073258822951121 -0.21154097599520197 race=White -0.7683243413232727 1.5568295135712897 race=Asian-Pac-Islander 0.36436575612937194 0.9552524194838128 race=Amer-Indian-Eskimo 2.1398989006072986 0.4306282488942447 race=Other -0.4031336188455906 1.3116061008588633 race=Black -0.34639541183667477 -0.6924688665747615 sex -3.9165127342877826 0.650821480074728 capital-gain -1.4415564913819168 2.119450678342316 capital-loss -1.5006232899688037 3.7282082048898064 hours-per-week -0.28315531713768005 -0.32044441130409557 native-country=United-States -2.1794990256506317 -0.12245985249851156 native-country=Cambodia 0.7542332556137321 0.30197234163666226 native-country=England 0.18847763848144578 0.5790309969116446 native-country=Puerto-Rico -0.6916992795772549 -0.3895949777648205 native-country=Canada -0.14797996239134176 1.3020648262208627 native-country=Germany 0.9702422870008067 0.435496974021933 native-country=Outlying-US(Guam-USVI-etc) 1.9840234987038539 -0.23376481533874624 native-country=India 1.8873854519643447 -0.7059127941738685 native-country=Japan 1.5757021075892874 -0.36933753591642265 native-country=Greece 0.46710888497694625 -0.5662513734327884 native-country=South 1.0255249589970914 0.40588816518130394 native-country=China 1.1872991242192554 0.0714046121824125 native-country=Cuba -1.6806800245759004 0.9254514914674924 native-country=Iran 0.5878845981531611 -0.13949723541588163 native-country=Honduras -0.5558649529654406 0.4912437500138886 native-country=Philippines -1.089272551260521 -0.2174689448211622 native-country=Italy 1.1048239651035003 0.14976324471544014 native-country=Poland -1.5661838349277553 -0.37749345241149185 native-country=Jamaica 0.9899457101284007 0.2472652265462725 native-country=Vietnam 0.830317100274129 0.014274504950014139 native-country=Mexico -0.40037752565668877 0.4076131740810538 native-country=Portugal -1.1689888970049855 -0.5583393055663775 native-country=Ireland -0.13721280646535292 -0.35047023369576275 native-country=France -0.9309594420375478 -0.43599096316742514 native-country=Dominican-Republic 0.9084902764802089 0.7382053605233369 native-country=Laos 0.1808906980979959 -0.602155307444814 native-country=Ecuador -0.07669463728360001 0.3103815581475297 native-country=Taiwan 0.9402879958507033 0.20600497240904936 native-country=Haiti 1.733338241339975 -1.629236961746769 native-country=Columbia -0.1336342728323762 -0.5791750231489093 native-country=Hungary -1.0253687197495924 -0.5508877566156264 native-country=Guatemala 1.0503650285078596 -0.47548372800782157 native-country=Nicaragua 0.05523552406351918 -0.6312802093726743 native-country=Scotland 0.9457898322037913 -0.18998210137661392 native-country=Thailand 1.0873382566876875 0.377442724594105 native-country=Yugoslavia 0.4043822184868764 -0.7368094294030044 native-country=El-Salvador 0.5984231404975372 -0.07231148413401939 native-country=Trinadad&Tobago 0.4982758669923966 0.9169058905991936 native-country=Peru 0.74639461236547 -0.6223448013775236 native-country=Hong 0.713044423622378 -0.7905983091549741 native-country=Holand-Netherlands Hidden Weights: -4.85236618802822 4.852366106479534 2.7348302582812885 -2.7348300038455604 >50K <=50K Error sum for iteration 1000 = 805.7361363695666 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -1.9644042598370928 -2.247912037966963 age 0.43900974743677595 0.6560454320874622 workclass=Private 0.5263687874189181 -0.8941162455142309 workclass=Self-emp-not-inc -0.0841657197429956 0.7945577661436166 workclass=Self-emp-inc -0.40778483684288136 -0.7338963250536764 workclass=Federal-gov 0.6867589948662892 0.33500306396938195 workclass=Local-gov 0.3398146724121896 -0.22374588339561363 workclass=State-gov 1.0040107399945268 0.9446974179147872 workclass=Without-pay -0.4428706401088708 0.6955844351989323 workclass=Never-worked -0.1968893766514852 -0.054708444921959275 fnlwgt 0.036027983993455845 0.7319700366509216 education=Bachelors 0.2170036431091703 -0.5722119574662143 education=Some-college 1.033571747580536 1.206149359210184 education=11th 0.3550215309295386 0.5592191812152439 education=HS-grad -0.8661087725082276 -0.35331778517413676 education=Prof-school 0.007082778153453894 0.44677477234535906 education=Assoc-acdm -0.3411472464034127 -1.6283166230675654 education=Assoc-voc 0.4397138124972521 -1.0637615059862537 education=9th 0.49170773698708536 0.29946012910619263 education=7th-8th 1.8164564525020455 0.5000815054613168 education=12th -0.09480868907182462 0.09214769412657536 education=Masters 1.5682210420847171 0.6263931679726604 education=1st-4th 0.7461609145697317 0.08565570633122963 education=10th -0.9304996922589728 0.8886760385478619 education=Doctorate -0.4336663255530905 0.5599935697027628 education=5th-6th 0.0754525643189917 0.3870847030844594 education=Preschool -1.636383551043539 0.673279848466939 education-num -1.6899770844527984 -0.3437714899065812 marital-status=Married-civ-spouse 0.8597673093557227 0.47828941258351976 marital-status=Divorced 1.0621272619388142 0.92186074435166 marital-status=Never-married 0.5910582821364055 0.3848632389429221 marital-status=Separated 0.5229196218820011 -1.3801276284527726 marital-status=Widowed 1.3465543586155226 0.2977793187156293 marital-status=Married-spouse-absent 1.2119739935080287 0.8359742373610329 marital-status=Married-AF-spouse -0.47596467189515956 0.5524623525275885 occupation=Tech-support 0.12764796360018202 0.6746094383028546 occupation=Craft-repair 0.4149789340291355 -0.33532622224578984 occupation=Other-service 0.14601468861249353 1.5993677801591208 occupation=Sales -0.8290877388193597 -0.6085886201792173 occupation=Exec-managerial -0.2715739721341374 -0.49649176782919835 occupation=Prof-specialty 0.6301326974622026 0.5388545310787608 occupation=Handlers-cleaners 0.43228187754563385 0.3356519042060818 occupation=Machine-op-inspct 0.33244891569364127 0.2149876216457343 occupation=Adm-clerical 1.2998915097741388 0.08123724916188073 occupation=Farming-fishing 0.16122814226769244 -0.32039479062370724 occupation=Transport-moving 0.3470852142316433 -0.4138278861386344 occupation=Priv-house-serv -0.21462102519924617 0.4417060940053877 occupation=Protective-serv -0.06076542603667462 -0.7829991929171453 occupation=Armed-Forces -0.059169099381444684 1.6100202151326657 relationship=Wife 0.9434421236635778 0.6465363979881106 relationship=Own-child 0.42723359748684253 -1.488227023111772 relationship=Husband 0.033676865394995606 0.9279908571076635 relationship=Not-in-family 0.43438807011850344 -0.6538563541600332 relationship=Other-relative 0.2027021920189209 -0.23919500630062898 relationship=Unmarried -0.7221952092545078 -0.22354316544785963 race=White -0.7685884255933866 1.5826139645975652 race=Asian-Pac-Islander 0.3477426033437402 0.9822379748465241 race=Amer-Indian-Eskimo 2.2007955391387513 0.42781730987060007 race=Other -0.39848377163741344 1.314816461189487 race=Black -0.3519151937426083 -0.7143067058905596 sex -4.012543144262534 0.7060203902560537 capital-gain -1.4058648044477022 2.22597466770846 capital-loss -1.3976543649701496 4.06939599939464 hours-per-week -0.31781124068466887 -0.45430232442121504 native-country=United-States -2.315119889060492 -0.09787552520370098 native-country=Cambodia 0.7692677002260708 0.35032117031524573 native-country=England 0.1782477175773278 0.5623781185521718 native-country=Puerto-Rico -0.6840386190964799 -0.39246171806104824 native-country=Canada -0.15471998031451117 1.3982648482236142 native-country=Germany 0.9752509776388735 0.43864938945423926 native-country=Outlying-US(Guam-USVI-etc) 2.0372860870455205 -0.24114471313888666 native-country=India 1.9588407847733331 -0.7130278560150339 native-country=Japan 1.622510501707409 -0.32982308209962763 native-country=Greece 0.49073675302672465 -0.5252327942807368 native-country=South 0.9778504938452475 0.40957320347283405 native-country=China 1.1829659529851173 0.09803945948961368 native-country=Cuba -1.6827059690538297 0.941946435674001 native-country=Iran 0.6175920548023316 -0.13766420138174132 native-country=Honduras -0.6096803029789155 0.49940574416357086 native-country=Philippines -1.0895242020868228 -0.2519295562694058 native-country=Italy 1.1048614315358791 0.12882351543801343 native-country=Poland -1.6461375169323604 -0.36226592920038264 native-country=Jamaica 0.9711581945466724 0.24923911063196044 native-country=Vietnam 0.8231261693001795 0.020072264190686636 native-country=Mexico -0.3982177241057815 0.4531748504087033 native-country=Portugal -1.1966171971430535 -0.551010139209509 native-country=Ireland -0.1520150386205276 -0.33973108360671467 native-country=France -0.9382475079008037 -0.43846213223289393 native-country=Dominican-Republic 0.9442443284993111 0.7410099192234869 native-country=Laos 0.2024055319790867 -0.6064816494227995 native-country=Ecuador -0.11726962308224603 0.32578091807975157 native-country=Taiwan 0.9912587350355268 0.20833188353094667 native-country=Haiti 1.8858303198865052 -1.7124426690398844 native-country=Columbia -0.13103504808435387 -0.5760083125147811 native-country=Hungary -1.0790495976771683 -0.48226833173806527 native-country=Guatemala 1.0872495541636786 -0.4907210255002362 native-country=Nicaragua 0.07629327844524517 -0.6340210546574014 native-country=Scotland 0.938755939597848 -0.18332504253694315 native-country=Thailand 1.1106700700822458 0.3753082326208078 native-country=Yugoslavia 0.40963094391614885 -0.7579921727908463 native-country=El-Salvador 0.6218701839018568 -0.06996250462490836 native-country=Trinadad&Tobago 0.5445923865844555 0.9227345547995509 native-country=Peru 0.749065176887827 -0.6191805738182107 native-country=Hong 0.7156436483704425 -0.7874315985208459 native-country=Holand-Netherlands Hidden Weights: -4.829227541087889 4.829227520373115 2.939917131864652 -2.939917063443119 >50K <=50K Error sum for iteration 1100 = 801.3405583632887 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.0756911525561312 -2.433835771953493 age 0.45272924071656045 0.6607807342462967 workclass=Private 0.5120315518378293 -0.9221879235196934 workclass=Self-emp-not-inc -0.07060823688245979 0.8339401125350009 workclass=Self-emp-inc -0.4340267722982897 -0.799648329029186 workclass=Federal-gov 0.7358071044290742 0.44478266767994057 workclass=Local-gov 0.34179680412440044 -0.26031524507381865 workclass=State-gov 1.006388908356749 0.9469137280328929 workclass=Without-pay -0.4401968924594649 0.69729913644692 workclass=Never-worked -0.22402720452263142 -0.13848004370297054 fnlwgt 0.036231177143726104 0.7010408924900372 education=Bachelors 0.18205532527383733 -0.6839742857930803 education=Some-college 1.0556376360669348 1.2791867538699282 education=11th 0.34105610191493474 0.48214813965791314 education=HS-grad -0.8963211791196711 -0.4070772257410518 education=Prof-school -0.0014211504674834319 0.3977323465521116 education=Assoc-acdm -0.3652741897356709 -1.6830919131027957 education=Assoc-voc 0.4022446740200258 -1.104196868530475 education=9th 0.4558137584142091 0.2297948503435941 education=7th-8th 1.8651442875891175 0.5587691165979136 education=12th -0.06597884176900523 0.1601002912127368 education=Masters 1.6626409307466317 0.6474886147265484 education=1st-4th 0.766664045497822 0.1543385630989906 education=10th -0.9313292257521757 1.0166202373931437 education=Doctorate -0.4402546359327487 0.6773022547249445 education=5th-6th 0.1174507106256233 0.3809690545114687 education=Preschool -1.692755063230872 0.6432539940243426 education-num -1.7347054708757885 -0.3164131563150369 marital-status=Married-civ-spouse 0.8822921814558531 0.49033566190278066 marital-status=Divorced 1.0794756439531097 0.9460479510968317 marital-status=Never-married 0.6218033863813436 0.4229356125846739 marital-status=Separated 0.49255148574164304 -1.473565107211548 marital-status=Widowed 1.383994992104308 0.3140616377320834 marital-status=Married-spouse-absent 1.2191177389644345 0.8371857525251607 marital-status=Married-AF-spouse -0.4881079676739372 0.5303126888729846 occupation=Tech-support 0.1371693182337748 0.7201008426220671 occupation=Craft-repair 0.39677650556550575 -0.36891293535996333 occupation=Other-service 0.14177256462425342 1.5099086238735253 occupation=Sales -0.8432423102552671 -0.5809973039943602 occupation=Exec-managerial -0.2524662530089632 -0.37109258967312486 occupation=Prof-specialty 0.6765509668165953 0.7323569858742576 occupation=Handlers-cleaners 0.3861611332419153 0.1405146238332786 occupation=Machine-op-inspct 0.34289698454797835 0.24968481105732263 occupation=Adm-clerical 1.3349425561461419 0.13198538647880173 occupation=Farming-fishing 0.16221104266228825 -0.28951308942402376 occupation=Transport-moving 0.4128542281520296 -0.4158360768861166 occupation=Priv-house-serv -0.2787177242660832 0.3128405912866316 occupation=Protective-serv -0.030281487367259798 -0.782380639952137 occupation=Armed-Forces -0.01758354397362314 1.6626717395009853 relationship=Wife 0.943442865543193 0.6549134599517588 relationship=Own-child 0.46275653250000953 -1.4268568740848309 relationship=Husband 0.018038205769787072 0.844878587794644 relationship=Not-in-family 0.42932364980085314 -0.6948440815788597 relationship=Other-relative 0.18372850675271626 -0.2134879274560294 relationship=Unmarried -0.7332925563693813 -0.20146653316848767 race=White -0.7679731817650567 1.605012327793224 race=Asian-Pac-Islander 0.33960154667253273 1.0061483238317577 race=Amer-Indian-Eskimo 2.252955886903965 0.42526597921265674 race=Other -0.3972622400027939 1.2712735636108081 race=Black -0.3589451930479519 -0.7229449819924928 sex -4.090967880666912 0.7599833724115113 capital-gain -1.3777996516605506 2.3217392762421207 capital-loss -1.3070376403745847 4.381997777601865 hours-per-week -0.3493332646286728 -0.5754331617234576 native-country=United-States -2.4325514393287393 -0.07791153109325342 native-country=Cambodia 0.7838268187509578 0.39540901613812035 native-country=England 0.1711149723670764 0.5405266739249932 native-country=Puerto-Rico -0.6759322941097915 -0.38404393347816435 native-country=Canada -0.1590137972968984 1.4852017818575325 native-country=Germany 0.9799582527291268 0.44035291304029867 native-country=Outlying-US(Guam-USVI-etc) 2.083186071989175 -0.2430385847090528 native-country=India 2.0228772318090043 -0.7192997545914179 native-country=Japan 1.6663295314884021 -0.28790835768930423 native-country=Greece 0.511719337039709 -0.48997949205547064 native-country=South 0.9415356399654135 0.4110440820664325 native-country=China 1.1837914797679043 0.11569149157052745 native-country=Cuba -1.6857316313046695 0.9538555199860453 native-country=Iran 0.6435399909376998 -0.13702423749504758 native-country=Honduras -0.657990712015342 0.505433738575543 native-country=Philippines -1.0976959721639519 -0.30288596786254407 native-country=Italy 1.111174440358683 0.10596404927066451 native-country=Poland -1.712497648278611 -0.3486547881736596 native-country=Jamaica 0.9481529679851239 0.2500050245586991 native-country=Vietnam 0.8248426450872377 0.019917415425663224 native-country=Mexico -0.39411139332610645 0.49284968854881295 native-country=Portugal -1.2232430231845255 -0.5444252997213328 native-country=Ireland -0.16500602670021375 -0.3317163586848607 native-country=France -0.9477998296404537 -0.442499251265886 native-country=Dominican-Republic 0.9751747711647029 0.7424444756376493 native-country=Laos 0.2240121886817249 -0.6120505595434396 native-country=Ecuador -0.16292867367622324 0.33687031388508637 native-country=Taiwan 1.0364672222265898 0.20918989314632147 native-country=Haiti 2.027802727117543 -1.7914870595350763 native-country=Columbia -0.12836130043496752 -0.5742936112667935 native-country=Hungary -1.127982330957761 -0.4115722719616672 native-country=Guatemala 1.1251392074366249 -0.5080004692934587 native-country=Nicaragua 0.09777692982358681 -0.6384048948799208 native-country=Scotland 0.9235599222016524 -0.17864439159960493 native-country=Thailand 1.1342407301322208 0.37172537727729554 native-country=Yugoslavia 0.41865692995641923 -0.7787625736423601 native-country=El-Salvador 0.6442239739550651 -0.06856519843161614 native-country=Trinadad&Tobago 0.5769912498511963 0.9256129305740461 native-country=Peru 0.751795802564098 -0.617467750379492 native-country=Hong 0.7183173960198433 -0.7857168972728582 native-country=Holand-Netherlands Hidden Weights: -4.791796039999165 4.791796034371691 3.107142096067774 -3.107142076520506 >50K <=50K Error sum for iteration 1200 = 796.7785093928361 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.1870265561839792 -2.587859306766207 age 0.46620220749107405 0.6588848766078442 workclass=Private 0.5062507138618283 -0.9347517030208722 workclass=Self-emp-not-inc -0.05946421411661029 0.8618850157708344 workclass=Self-emp-inc -0.4592445183023702 -0.8499090270828346 workclass=Federal-gov 0.7845137852179123 0.5450559505563483 workclass=Local-gov 0.33802043307384966 -0.31348664162943224 workclass=State-gov 1.0087960566061542 0.9482708215063883 workclass=Without-pay -0.43746650155625744 0.6980780396360206 workclass=Never-worked -0.2575414914490383 -0.2238026149223694 fnlwgt 0.032183668946914115 0.649228455908631 education=Bachelors 0.14864011351067313 -0.789662505688639 education=Some-college 1.083525261598196 1.3412944676211966 education=11th 0.3275090299157319 0.40046589635190216 education=HS-grad -0.9314890082933074 -0.46438059478922705 education=Prof-school -0.01204483979965065 0.33653090879364383 education=Assoc-acdm -0.38040207679316485 -1.7195319484191787 education=Assoc-voc 0.37548115153124845 -1.1374046946604246 education=9th 0.4293143269877422 0.17097145718636517 education=7th-8th 1.9112022932525938 0.6201060323908039 education=12th -0.044829508327014975 0.213102447716822 education=Masters 1.7482539596438178 0.6697776308434664 education=1st-4th 0.7910890101219867 0.22462791817403022 education=10th -0.9342654062473821 1.143117277515115 education=Doctorate -0.4513710283295007 0.7928958906029088 education=5th-6th 0.15709185847386734 0.3747058590033876 education=Preschool -1.756285869048953 0.5870237506337654 education-num -1.7785617691412683 -0.2988843823517964 marital-status=Married-civ-spouse 0.9056618118843238 0.4998116042333481 marital-status=Divorced 1.1006528935201094 0.9542540879370505 marital-status=Never-married 0.652984041398475 0.4577696977143295 marital-status=Separated 0.45592492259620704 -1.5519963735243194 marital-status=Widowed 1.422825667901627 0.33385430945995614 marital-status=Married-spouse-absent 1.2259982531134086 0.8374629566832654 marital-status=Married-AF-spouse -0.502928137527425 0.5010518035637516 occupation=Tech-support 0.15069660770642285 0.7704463477435445 occupation=Craft-repair 0.3848978799101871 -0.38137912196239715 occupation=Other-service 0.13904044937259355 1.4193310205330085 occupation=Sales -0.851240184848415 -0.5377654755455076 occupation=Exec-managerial -0.23108453859337927 -0.24748006119512342 occupation=Prof-specialty 0.7230069717548822 0.9109675767684733 occupation=Handlers-cleaners 0.3310313473675542 -0.06209725501576194 occupation=Machine-op-inspct 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-0.4004545050530119 1.1874966091501857 race=Black -0.3669851450440408 -0.7203649540384003 sex -4.157435803277191 0.8130689815258727 capital-gain -1.3548852911400953 2.408574101042309 capital-loss -1.2242515734581711 4.66256389370532 hours-per-week -0.3787477740320215 -0.6859072758214718 native-country=United-States -2.5380197777257405 -0.06087194719477706 native-country=Cambodia 0.7968202304404388 0.44044819434628835 native-country=England 0.16618502896226472 0.5150901192914236 native-country=Puerto-Rico -0.6673391199667411 -0.3692245498048404 native-country=Canada -0.16212176121436286 1.5627306510818726 native-country=Germany 0.9844380201376357 0.4411215672690271 native-country=Outlying-US(Guam-USVI-etc) 2.1230410412533485 -0.24003511031547983 native-country=India 2.081380251570446 -0.7251272392387109 native-country=Japan 1.705942935584834 -0.24207823482887558 native-country=Greece 0.5288191842477362 -0.4588561003791334 native-country=South 0.9174249118144076 0.41086375144723297 native-country=China 1.1900427849724757 0.12615866075107598 native-country=Cuba -1.6917465526247568 0.9624765997882218 native-country=Iran 0.6662601799985763 -0.1371548979706923 native-country=Honduras -0.7010327285901093 0.5099655993219642 native-country=Philippines -1.1134628977498553 -0.3693236272235914 native-country=Italy 1.1233792556589817 0.08166156572310591 native-country=Poland -1.769138356679835 -0.33633020699356364 native-country=Jamaica 0.9209352016247407 0.24997601707821485 native-country=Vietnam 0.8336862235297182 0.019342596198581388 native-country=Mexico -0.39057381073728936 0.5269510899833612 native-country=Portugal -1.2475003698313452 -0.5380753744677347 native-country=Ireland -0.1765735013193327 -0.3255576417097522 native-country=France -0.961015445142276 -0.44754413433268486 native-country=Dominican-Republic 1.0025318685460731 0.7429907241713435 native-country=Laos 0.2455200796775864 -0.6182112987445298 native-country=Ecuador -0.20906415898210398 0.3450289006535045 native-country=Taiwan 1.077941499361291 0.20895233947156477 native-country=Haiti 2.1615205202544683 -1.865749050382149 native-country=Columbia -0.12563090953174783 -0.5735147080776929 native-country=Hungary -1.1719063601475408 -0.33949347371226746 native-country=Guatemala 1.1641815119379706 -0.5268793548980562 native-country=Nicaragua 0.11948996626336456 -0.6437955843765562 native-country=Scotland 0.9039216873213787 -0.17534300085145027 native-country=Thailand 1.1581515664727622 0.3672092237717374 native-country=Yugoslavia 0.4293915846137541 -0.7982915510028281 native-country=El-Salvador 0.6660894167127724 -0.06761959462054992 native-country=Trinadad&Tobago 0.6009732134159748 0.9261191180546449 native-country=Peru 0.75457582159482 -0.6166905219709032 native-country=Hong 0.7210477869230251 -0.7849379940837576 native-country=Holand-Netherlands Hidden Weights: -4.747816222444327 4.74781622082349 3.2468924362297122 -3.246892430365995 >50K <=50K Error sum for iteration 1300 = 792.2593617107294 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.2971173145891792 -2.715738555228658 age 0.47917161433239464 0.6511014779283791 workclass=Private 0.506489736161631 -0.9389459855428474 workclass=Self-emp-not-inc -0.05043014577672217 0.879157740799667 workclass=Self-emp-inc -0.48368015837431766 -0.8902052856951865 workclass=Federal-gov 0.8347607867282487 0.6443019683948837 workclass=Local-gov 0.32898140186287955 -0.37640339927962335 workclass=State-gov 1.0112181782955945 0.9490401266211693 workclass=Without-pay -0.4347040382630773 0.6982178630039101 workclass=Never-worked -0.2949294019325161 -0.30746553869997073 fnlwgt 0.026088189771638664 0.5871189716093995 education=Bachelors 0.11585689800462932 -0.8910602588481165 education=Some-college 1.1158392628548557 1.3919342794953455 education=11th 0.3142460822425391 0.31876128452291835 education=HS-grad 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marital-status=Separated 0.4115341018365362 -1.6187486185366486 marital-status=Widowed 1.4625602832627422 0.35777814237578104 marital-status=Married-spouse-absent 1.2326478856182452 0.8370996965656398 marital-status=Married-AF-spouse -0.5202035314437506 0.46353982999108556 occupation=Tech-support 0.1684346072641152 0.8267720646488383 occupation=Craft-repair 0.37921517980835245 -0.37558694469328086 occupation=Other-service 0.13875931761743815 1.3413417971488664 occupation=Sales -0.8554963461768432 -0.490234052138099 occupation=Exec-managerial -0.20799716371464472 -0.1296252485826458 occupation=Prof-specialty 0.7704631498440141 1.0754472687828864 occupation=Handlers-cleaners 0.27212102672444194 -0.2496468205846636 occupation=Machine-op-inspct 0.37038711651992756 0.3250445856269764 occupation=Adm-clerical 1.4068178480887705 0.2154665758816136 occupation=Farming-fishing 0.15399376403855053 -0.28170704022225734 occupation=Transport-moving 0.5303472681260847 -0.42736437134614086 occupation=Priv-house-serv -0.4155609060685541 0.03007229454189945 occupation=Protective-serv 0.02808101911186397 -0.7843360361919371 occupation=Armed-Forces 0.05357120807388683 1.7311584298333007 relationship=Wife 0.9528737207504256 0.6564195852949366 relationship=Own-child 0.5245126916673923 -1.3078022916270895 relationship=Husband -0.008088467545332467 0.6700681940019161 relationship=Not-in-family 0.4180097516157737 -0.7486226029268562 relationship=Other-relative 0.1557272705803327 -0.1610842386506396 relationship=Unmarried -0.7423154330930657 -0.07752262582825328 race=White -0.7619509799337222 1.6533817019518984 race=Asian-Pac-Islander 0.3399189065317671 1.0481094130364987 race=Amer-Indian-Eskimo 2.3390959731928285 0.42090471480016856 race=Other -0.4093119067056461 1.0733039025607194 race=Black -0.37534453960804415 -0.7055265919717574 sex -4.215609659596719 0.8654345207561407 capital-gain -1.3362193423616868 2.4876195739999405 capital-loss -1.1471562249698122 4.912510464413206 hours-per-week -0.406733596470391 -0.7881451169516726 native-country=United-States -2.6352597962960647 -0.04577389474836841 native-country=Cambodia 0.8086078181069972 0.4870365078338267 native-country=England 0.16274491700488178 0.48711589844189934 native-country=Puerto-Rico -0.6582693967773532 -0.35135125921402843 native-country=Canada -0.16503689798750085 1.631943987781038 native-country=Germany 0.9887296278379379 0.4412503207102334 native-country=Outlying-US(Guam-USVI-etc) 2.1585244049045755 -0.23282763297891368 native-country=India 2.135711572987038 -0.7307200242295114 native-country=Japan 1.7408214697925861 -0.19188589603035835 native-country=Greece 0.5420656312646612 -0.43077819260330896 native-country=South 0.9034921546222986 0.40936290565760086 native-country=China 1.2008982624384756 0.13098615681010292 native-country=Cuba -1.7013716643420405 0.9685585001109773 native-country=Iran 0.6861949257958228 -0.13781273982109704 native-country=Honduras -0.7393932083051636 0.5133797376857088 native-country=Philippines -1.1363210033658955 -0.4489386773484218 native-country=Italy 1.1410106306761123 0.056301087495924135 native-country=Poland -1.818169633696132 -0.32472066433934627 native-country=Jamaica 0.8894686579165684 0.2493891469535337 native-country=Vietnam 0.8477401855680442 0.020896935142865055 native-country=Mexico -0.3889826496534212 0.5561464838474044 native-country=Portugal -1.2689857494476555 -0.5317390114289398 native-country=Ireland -0.18697044853166797 -0.32073040575959744 native-country=France -0.9780357058692215 -0.45336687396832304 native-country=Dominican-Republic 1.027134013218595 0.7429278542570424 native-country=Laos 0.2666918843960522 -0.6245108475568274 native-country=Ecuador -0.25305523012147074 0.35112166066276346 native-country=Taiwan 1.11708244178234 0.20775453057273535 native-country=Haiti 2.288283587119798 -1.9350679034162466 native-country=Columbia -0.12286844623855186 -0.5733748847098034 native-country=Hungary -1.2110310554857402 -0.26649064091070157 native-country=Guatemala 1.2043253215122 -0.5471383680803795 native-country=Nicaragua 0.14124186902607336 -0.6498080516704356 native-country=Scotland 0.882316755205363 -0.17301861973819976 native-country=Thailand 1.1824166402485652 0.36208247150998973 native-country=Yugoslavia 0.440743010355405 -0.8168453060471289 native-country=El-Salvador 0.688057492926298 -0.06709814505405166 native-country=Trinadad&Tobago 0.6201640686805652 0.9245651700574083 native-country=Peru 0.7573858389672362 -0.6165524377823716 native-country=Hong 0.7238102502162338 -0.7847981707158681 native-country=Holand-Netherlands Hidden Weights: -4.70258505041975 4.70258504993051 3.36603015874867 -3.3660301569228466 >50K <=50K Error sum for iteration 1400 = 787.8757178857818 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.4026270295143366 -2.818856563613832 age 0.4913693765768359 0.6385072551263706 workclass=Private 0.5099800489009669 -0.9414114753438707 workclass=Self-emp-not-inc -0.04334105130501763 0.8864163978740516 workclass=Self-emp-inc -0.5071783015099335 -0.9238195724349774 workclass=Federal-gov 0.8873727255267753 0.7463639675976385 workclass=Local-gov 0.31587503471935047 -0.4421798858442475 workclass=State-gov 1.0136168153943963 0.9493734141627433 workclass=Without-pay -0.4319584892581469 0.697898093531325 workclass=Never-worked -0.3333355154831997 -0.38841056484208303 fnlwgt 0.019522649556738533 0.5222774513431341 education=Bachelors 0.08394044857030011 -0.9869484509367609 education=Some-college 1.1509306162665864 1.4311819636605316 education=11th 0.3016678516979577 0.2418052621693907 education=HS-grad -1.0176395333131727 -0.5921994760140337 education=Prof-school -0.03777713800365148 0.19505861091728122 education=Assoc-acdm -0.40491860531154045 -1.784333213819469 education=Assoc-voc 0.35036524932467544 -1.1733842117076327 education=9th 0.40526146163846805 0.09453134003676084 education=7th-8th 1.9964238593409984 0.749978402294938 education=12th -0.015613248871402967 0.2890931192830879 education=Masters 1.8959852597960443 0.7159440164959826 education=1st-4th 0.8474884409380595 0.3826833597991452 education=10th -0.9407406082218618 1.3769467219105227 education=Doctorate -0.4836321339209647 0.9966520181387876 education=5th-6th 0.23081653186020887 0.36223887846641045 education=Preschool -1.9012605455993616 0.4124134564595405 education-num -1.859037868147704 -0.27405552388313326 marital-status=Married-civ-spouse 0.9566643488937293 0.5248688368075836 marital-status=Divorced 1.1548559414711401 0.9172738282808002 marital-status=Never-married 0.7173157054730307 0.5156242741675917 marital-status=Separated 0.35550820934279115 -1.6767384037460844 marital-status=Widowed 1.5037426205509417 0.3863199387401165 marital-status=Married-spouse-absent 1.2390570481604808 0.8362797582142649 marital-status=Married-AF-spouse -0.5399008882156414 0.4175705265641311 occupation=Tech-support 0.18890274580153085 0.8852365118259835 occupation=Craft-repair 0.37901714849396045 -0.3550064662134466 occupation=Other-service 0.14150777756962502 1.282098113314599 occupation=Sales -0.8575794876961936 -0.44561336969674664 occupation=Exec-managerial -0.18305936523302993 -0.018306423769614676 occupation=Prof-specialty 0.8189776213470176 1.226855818646226 occupation=Handlers-cleaners 0.2172678838984702 -0.40316448643887 occupation=Machine-op-inspct 0.38369439301022157 0.3563093686253561 occupation=Adm-clerical 1.442257509348375 0.24943157990332665 occupation=Farming-fishing 0.14326931325739542 -0.305220527020926 occupation=Transport-moving 0.5813455388054054 -0.4371848780135396 occupation=Priv-house-serv -0.49210178029097645 -0.13416106695680546 occupation=Protective-serv 0.056166017751636044 -0.7866957263033186 occupation=Armed-Forces 0.08593657542869917 1.7582245672156909 relationship=Wife 0.960064130016638 0.6510982634850582 relationship=Own-child 0.5521453933182342 -1.2500659792960573 relationship=Husband -0.021225153314546923 0.5721629477960682 relationship=Not-in-family 0.41105433444200573 -0.7646256568370631 relationship=Other-relative 0.14706858132013884 -0.13113383905425596 relationship=Unmarried -0.7399459485019377 0.001460018091081485 race=White -0.755440804076539 1.680620921991074 race=Asian-Pac-Islander 0.3447031334071274 1.0680739006339488 race=Amer-Indian-Eskimo 2.37603832660979 0.41898957227254824 race=Other -0.4242260103824207 0.9448756903888248 race=Black -0.38325888591498 -0.6772012313886154 sex -4.268104209112402 0.9174751890437103 capital-gain -1.3216761423447214 2.55927703615591 capital-loss -1.0747990997773862 5.13700031484962 hours-per-week -0.433363403638229 -0.8830892187446833 native-country=United-States -2.726460801227814 -0.03211574391321024 native-country=Cambodia 0.8203343813641358 0.5351413511323543 native-country=England 0.16014371225765053 0.4572931131363622 native-country=Puerto-Rico -0.6489916013456369 -0.3328781329063036 native-country=Canada -0.1681969339918841 1.694489597233797 native-country=Germany 0.992835119353495 0.4409166081868689 native-country=Outlying-US(Guam-USVI-etc) 2.191002196608476 -0.22196578400307024 native-country=India 2.186736356170353 -0.7361562813204133 native-country=Japan 1.7709324220233766 -0.13788800289892922 native-country=Greece 0.5518170057688118 -0.40521188930531554 native-country=South 0.8964058816789973 0.4067492118632569 native-country=China 1.2151717631361036 0.13146711050038182 native-country=Cuba -1.7143136100856415 0.9725324864541183 native-country=Iran 0.7037002666387415 -0.13884987247614888 native-country=Honduras -0.773466629475723 0.5159120149569935 native-country=Philippines -1.1653886944804648 -0.5377881528906906 native-country=Italy 1.1633876445302938 0.030247133109563694 native-country=Poland -1.8603680991979406 -0.3131840127990962 native-country=Jamaica 0.8541127711662814 0.24838625309524076 native-country=Vietnam 0.865277078377551 0.024877983386330658 native-country=Mexico -0.38994332683949684 0.581265166914687 native-country=Portugal -1.2883661444738186 -0.5254614783295914 native-country=Ireland -0.19640472859856686 -0.3169099741040071 native-country=France -0.998431126521289 -0.45994291907247253 native-country=Dominican-Republic 1.049542441118443 0.742426106784567 native-country=Laos 0.2872065376827624 -0.6306270504299116 native-country=Ecuador -0.2939225691976575 0.3556991737542406 native-country=Taiwan 1.1548376053427887 0.20556984770585549 native-country=Haiti 2.4088646967076985 -1.9996081980748537 native-country=Columbia -0.12012289723364197 -0.5736946541823884 native-country=Hungary -1.2457645932763408 -0.19304745117690852 native-country=Guatemala 1.2454015528976126 -0.5686019021108918 native-country=Nicaragua 0.16280153912345072 -0.6561904418025372 native-country=Scotland 0.8600899305486083 -0.17140610760769023 native-country=Thailand 1.2069371577939894 0.3565824612797073 native-country=Yugoslavia 0.4520005247784002 -0.8351900546086011 native-country=El-Salvador 0.710534159182601 -0.06725705112688408 native-country=Trinadad&Tobago 0.6364063718467917 0.9211578541663887 native-country=Peru 0.7601810954887985 -0.6168742733168953 native-country=Hong 0.7265557992211404 -0.7851179401884532 native-country=Holand-Netherlands Hidden Weights: -4.6594834912859975 4.659483491133029 3.4685231784096637 -3.468523177825622 >50K <=50K Error sum for iteration 1500 = 783.6369859590287 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.4980348670985157 -2.8936365689859675 age 0.5029839607044589 0.6243394953299464 workclass=Private 0.5137920195339967 -0.9473606429139205 workclass=Self-emp-not-inc -0.0380895953959288 0.8843726258908166 workclass=Self-emp-inc -0.5290702692295588 -0.952892061371933 workclass=Federal-gov 0.9419435606907434 0.8515812259012359 workclass=Local-gov 0.30018177228652415 -0.5050725220407072 workclass=State-gov 1.0159393305591575 0.9494317078624015 workclass=Without-pay -0.42929274720174765 0.6973080753660055 workclass=Never-worked -0.3702376503347499 -0.46734818461363353 fnlwgt 0.013967809471081555 0.4613536963357165 education=Bachelors 0.05429647616681189 -1.0739533791362532 education=Some-college 1.186983107044101 1.4599494187088333 education=11th 0.29029079977653655 0.17228229188071126 education=HS-grad -1.0693770227241244 -0.6614572322780711 education=Prof-school -0.05143911383589449 0.11994325192252019 education=Assoc-acdm -0.41935473626643555 -1.8220211338392842 education=Assoc-voc 0.3508604792854527 -1.1794409228442961 education=9th 0.4044093995336683 0.07376606398913198 education=7th-8th 2.0358069030113763 0.8170484401070603 education=12th -0.004566728334614624 0.3173494215072719 education=Masters 1.9596113647407967 0.7385767216522343 education=1st-4th 0.8771021677286639 0.47199021334341273 education=10th -0.9437846422025283 1.4770938450211901 education=Doctorate -0.5039630497086576 1.0787592005965112 education=5th-6th 0.2652156970146455 0.3561254591039026 education=Preschool -1.9801574960187411 0.30631632914543316 education-num -1.8936701382749603 -0.26100922148163674 marital-status=Married-civ-spouse 0.9844914074740736 0.5452780815264672 marital-status=Divorced 1.1870760202868333 0.8670562257235888 marital-status=Never-married 0.7503022397813244 0.5384742670168007 marital-status=Separated 0.28754445263798667 -1.724151639247584 marital-status=Widowed 1.5471540853191514 0.4198674474082016 marital-status=Married-spouse-absent 1.245194069365833 0.8352072751554297 marital-status=Married-AF-spouse -0.5619369245927262 0.3644866080914742 occupation=Tech-support 0.20954240510604735 0.9390477334342087 occupation=Craft-repair 0.3831844854870617 -0.32296019301650863 occupation=Other-service 0.14714859245140488 1.2413249287856345 occupation=Sales -0.8589454026462252 -0.40887536482570813 occupation=Exec-managerial -0.15619671939351779 0.08586305057010002 occupation=Prof-specialty 0.8676349963835833 1.3660223511962053 occupation=Handlers-cleaners 0.17273087779547286 -0.5156726586187252 occupation=Machine-op-inspct 0.3964352457675933 0.3859575345984125 occupation=Adm-clerical 1.476955588513561 0.2790749621386348 occupation=Farming-fishing 0.12737231443578298 -0.34510576302715984 occupation=Transport-moving 0.6265970465209808 -0.44869989423071244 occupation=Priv-house-serv -0.5755818910146143 -0.3113328283161555 occupation=Protective-serv 0.08347013827420419 -0.7899618919503328 occupation=Armed-Forces 0.11588916190616301 1.7851292654707915 relationship=Wife 0.9675661514630799 0.6428371771376898 relationship=Own-child 0.5784511949876069 -1.1947748110286314 relationship=Husband -0.03577997991220801 0.4664872470044102 relationship=Not-in-family 0.40321949173175353 -0.7745808274823752 relationship=Other-relative 0.1430182298243416 -0.09769800210702778 relationship=Unmarried -0.735531661424916 0.0689700835843771 race=White -0.7467463739556668 1.7078297764751285 race=Asian-Pac-Islander 0.3508308837327997 1.0889606900732 race=Amer-Indian-Eskimo 2.410281708827906 0.41723140967887384 race=Other -0.44305121339105785 0.8233579074168011 race=Black -0.3902594876295615 -0.6374474045084132 sex -4.316766284785575 0.9698534966290571 capital-gain -1.3113418938192203 2.6230054040165265 capital-loss -1.0070943277819593 5.34306031243159 hours-per-week -0.45799937943416025 -0.9694044038205896 native-country=United-States -2.812965161354754 -0.019621027792631338 native-country=Cambodia 0.8332690130114361 0.5835934808373117 native-country=England 0.15790963722466092 0.4261304029630172 native-country=Puerto-Rico -0.6399455025555398 -0.31535934660550063 native-country=Canada -0.1712270836331203 1.7522028208029985 native-country=Germany 0.9967356228183735 0.440307121778753 native-country=Outlying-US(Guam-USVI-etc) 2.2213329278229845 -0.20793021229326 native-country=India 2.234898725849735 -0.7413493907300196 native-country=Japan 1.7967417295596138 -0.08147653218532104 native-country=Greece 0.5582502894851269 -0.38196516630350236 native-country=South 0.8925068516437594 0.4032592887050715 native-country=China 1.231694293425136 0.12877364292093413 native-country=Cuba -1.7296592996721942 0.9747279559088387 native-country=Iran 0.7191216942164032 -0.14009843113214446 native-country=Honduras -0.8034597346665551 0.5178080693954581 native-country=Philippines -1.199340795455327 -0.6312567293447 native-country=Italy 1.1895639354577139 0.003901732747783749 native-country=Poland -1.8962673244877555 -0.30102342064645143 native-country=Jamaica 0.8157287242615181 0.24713341585583398 native-country=Vietnam 0.8848872938893453 0.03046489673985439 native-country=Mexico -0.3933508400899562 0.6032542230570559 native-country=Portugal -1.3070703808890214 -0.5193366848990926 native-country=Ireland -0.20506552633501193 -0.3138067938686269 native-country=France -1.0213356943267937 -0.4673193445965924 native-country=Dominican-Republic 1.0701493522310888 0.7416698837108532 native-country=Laos 0.3067325263109844 -0.6363020707849875 native-country=Ecuador -0.3318009807475386 0.3591967096188725 native-country=Taiwan 1.1917022379409123 0.2023738138975522 native-country=Haiti 2.5237449309131468 -2.059692413698671 native-country=Columbia -0.11745715517724409 -0.574284672347708 native-country=Hungary -1.27660377074329 -0.11963961386905363 native-country=Guatemala 1.2870959056671862 -0.5909597054360197 native-country=Nicaragua 0.1839207020082497 -0.6626856117742198 native-country=Scotland 0.8376907726613039 -0.17025934996043054 native-country=Thailand 1.2315182894112027 0.35097439752315057 native-country=Yugoslavia 0.4625893264354068 -0.8540288273236433 native-country=El-Salvador 0.7336126480200476 -0.06821818270334283 native-country=Trinadad&Tobago 0.6503597843455201 0.91616701465114 native-country=Peru 0.7629020856665181 -0.6174669844742385 native-country=Hong 0.7292215412775728 -0.7857079583537727 native-country=Holand-Netherlands Hidden Weights: -4.620259779131622 4.620259779082558 3.5562068914803246 -3.5562068912900675 >50K <=50K Error sum for iteration 1600 = 779.5300465055913 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.57757565406461 -2.9357064253996827 age 0.5147189068679093 0.6127867586499679 workclass=Private 0.5160417135091641 -0.9591000389358034 workclass=Self-emp-not-inc -0.03430796411424827 0.8750532075149885 workclass=Self-emp-inc -0.5490933094553122 -0.9802884627338527 workclass=Federal-gov 0.996797090359282 0.9577411325902648 workclass=Local-gov 0.2833958986423884 -0.5612781461943351 workclass=State-gov 1.0181469415639477 0.9493680640084969 workclass=Without-pay -0.4267581806535055 0.6966335877821099 workclass=Never-worked -0.4044359716846181 -0.5449839909448434 fnlwgt 0.010488065826085828 0.41000780629511424 education=Bachelors 0.02809080824748599 -1.1503704639407653 education=Some-college 1.2220219628147566 1.4798869420587297 education=11th 0.2803102166277502 0.110646472763263 education=HS-grad -1.1236763112627866 -0.7252973008130748 education=Prof-school -0.06539572451159469 0.041216694543735735 education=Assoc-acdm -0.43588119777852763 -1.8644905586853162 education=Assoc-voc 0.3576058951851687 -1.1830109441088317 education=9th 0.4070371638383628 0.05980819994179659 education=7th-8th 2.0732265718632092 0.8841801860836233 education=12th 0.0051136833459741035 0.3423556307910194 education=Masters 2.017546258734217 0.7603596612340792 education=1st-4th 0.9064655796177 0.5643047125623024 education=10th -0.9475048462086596 1.563757753071664 education=Doctorate -0.5264535782328703 1.1474910151823252 education=5th-6th 0.29789395975248456 0.35033184707810644 education=Preschool -2.0592517013220335 0.2013218741772554 education-num -1.9247334023570117 -0.2500023917357892 marital-status=Married-civ-spouse 1.011883439369282 0.5719176072648743 marital-status=Divorced 1.2182708177764865 0.7938505953285153 marital-status=Never-married 0.7811814414758834 0.5575924909314312 marital-status=Separated 0.2159908260639407 -1.7553192764181513 marital-status=Widowed 1.5924810462671897 0.45847114204072004 marital-status=Married-spouse-absent 1.251036466218224 0.8340949549316485 marital-status=Married-AF-spouse -0.5859270216696432 0.3078511684314972 occupation=Tech-support 0.22781081889361382 0.9818003144357997 occupation=Craft-repair 0.39060319049954434 -0.28284027758033825 occupation=Other-service 0.15472405752391216 1.214934531972485 occupation=Sales -0.8610399934749968 -0.38276038571386056 occupation=Exec-managerial -0.12843152869045213 0.18071010265044452 occupation=Prof-specialty 0.9148486773172968 1.4933375657528503 occupation=Handlers-cleaners 0.14016961414836684 -0.5924966970046498 occupation=Machine-op-inspct 0.4102588192407953 0.4199235522407361 occupation=Adm-clerical 1.5109226684838972 0.3051431744411944 occupation=Farming-fishing 0.10744023006591497 -0.39593363414532945 occupation=Transport-moving 0.666185752734432 -0.46045823461565044 occupation=Priv-house-serv -0.6631085776817883 -0.4907842779478722 occupation=Protective-serv 0.10971450975916128 -0.7940970549330063 occupation=Armed-Forces 0.14183692421130462 1.8130863642202206 relationship=Wife 0.9746885909759857 0.6334402808286917 relationship=Own-child 0.6030875195140005 -1.145737173379827 relationship=Husband -0.051178133859419994 0.35874122976235145 relationship=Not-in-family 0.39553176461355416 -0.7788126259682236 relationship=Other-relative 0.14388151622063994 -0.06276085264250843 relationship=Unmarried -0.7323126062920766 0.11374450378103605 race=White -0.737179061864168 1.7326991661507867 race=Asian-Pac-Islander 0.3575394958574158 1.1118152190460682 race=Amer-Indian-Eskimo 2.4425008275366458 0.41564819349778565 race=Other -0.4618159463217598 0.7236744461624623 race=Black -0.39641449531259026 -0.5921246714464355 sex -4.362671178416825 1.022796838084333 capital-gain -1.305267970545859 2.6777171513530673 capital-loss -0.9450591145776288 5.53664755118692 hours-per-week -0.4798453232856982 -1.0452434640246322 native-country=United-States -2.8956328425052695 -0.008122601160475593 native-country=Cambodia 0.8480181827679226 0.6308801137686924 native-country=England 0.1559265127166555 0.39400170061391826 native-country=Puerto-Rico -0.63137738593577 -0.2993640566638245 native-country=Canada -0.17313698391430024 1.806792719379979 native-country=Germany 1.0004172913197416 0.4396047865459985 native-country=Outlying-US(Guam-USVI-etc) 2.2499422228841737 -0.19139242763938333 native-country=India 2.2803541065027946 -0.7461351457702805 native-country=Japan 1.8191604773003454 -0.024374909394457876 native-country=Greece 0.5613503733159123 -0.3609764932127794 native-country=South 0.8887233715487539 0.3991768407116198 native-country=China 1.2495040910293302 0.12394156005977643 native-country=Cuba -1.7462766355475547 0.9754444106837519 native-country=Iran 0.7328486963874604 -0.1413897139449365 native-country=Honduras -0.8296346928188492 0.5193359750180293 native-country=Philippines -1.2367078368821252 -0.7254021995546078 native-country=Italy 1.2184329937950924 -0.02237568445025976 native-country=Poland -1.927284846358448 -0.28770323020151295 native-country=Jamaica 0.7754301802937925 0.24580535781967833 native-country=Vietnam 0.905518367892284 0.03668811070585028 native-country=Mexico -0.39836579397263483 0.6230211048074452 native-country=Portugal -1.3265225630900839 -0.5133798870629634 native-country=Ireland -0.21310578226307209 -0.31116060132446144 native-country=France -1.0454529611178143 -0.4755953412729262 native-country=Dominican-Republic 1.0892423369966493 0.740842103399479 native-country=Laos 0.32505288792943793 -0.641385651981136 native-country=Ecuador -0.367230363969414 0.3619695298545016 native-country=Taiwan 1.227696720293678 0.19825067055086923 native-country=Haiti 2.6332715546685495 -2.11574151503055 native-country=Columbia -0.1149225886290014 -0.5749591599316035 native-country=Hungary -1.304094658076643 -0.04657120836932668 native-country=Guatemala 1.3289386076188037 -0.6137611907181124 native-country=Nicaragua 0.20441113516451048 -0.6690437363061135 native-country=Scotland 0.81514740535887 -0.1693574478902361 native-country=Thailand 1.2559163449741118 0.34551868956700266 native-country=Yugoslavia 0.4721641608301345 -0.873699261996283 native-country=El-Salvador 0.7571188968155814 -0.06983204474758445 native-country=Trinadad&Tobago 0.6622746100437981 0.9099169456540571 native-country=Peru 0.7654995949435718 -0.618145095994348 native-country=Hong 0.7317561078258269 -0.7863824459376683 native-country=Holand-Netherlands Hidden Weights: -4.58499869772225 4.58499869770629 3.6293060276400038 -3.6293060275773446 >50K <=50K Error sum for iteration 1700 = 775.5300010142197 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.6391652368196494 -2.946362389701238 age 0.5270177895947071 0.6055374918789498 workclass=Private 0.516581530955358 -0.9759807948630141 workclass=Self-emp-not-inc -0.03127615454681871 0.8617618014444539 workclass=Self-emp-inc -0.5682628476696019 -1.0094438669111239 workclass=Federal-gov 1.0499965473363493 1.0618626576359242 workclass=Local-gov 0.26691751051451146 -0.6092325051504849 workclass=State-gov 1.0202174778400854 0.9492027235965488 workclass=Without-pay -0.4243920088767291 0.6959285872975687 workclass=Never-worked -0.4361591584944972 -0.6206491464474805 fnlwgt 0.009232857835343456 0.3709490148952245 education=Bachelors 0.005111008977750332 -1.2174976342319885 education=Some-college 1.2544059802695058 1.4928255630643723 education=11th 0.27170506219774393 0.05690264538764367 education=HS-grad -1.1750279386222628 -0.7776546989799453 education=Prof-school -0.08040707339238011 -0.04250946263690818 education=Assoc-acdm -0.4542318458537733 -1.910476818522015 education=Assoc-voc 0.3678697983050425 -1.1878634557147305 education=9th 0.4106192627366092 0.049188010577671595 education=7th-8th 2.1088550801263284 0.9504591871634529 education=12th 0.013488448390446545 0.36610820484463075 education=Masters 2.0707772190661387 0.7810820036380655 education=1st-4th 0.934970872105583 0.6551471677130661 education=10th -0.9520679423014515 1.6379185755157302 education=Doctorate -0.5503115141816325 1.204649017688643 education=5th-6th 0.3286873548416058 0.3450303220257497 education=Preschool -2.134685741198632 0.1054479606022288 education-num -1.9531349683545716 -0.24404791317666677 marital-status=Married-civ-spouse 1.0369458919911354 0.6035942193835064 marital-status=Divorced 1.2438902358231103 0.6997647370563396 marital-status=Never-married 0.8074778336604324 0.5739669378405626 marital-status=Separated 0.15176494065546514 -1.7679399374508162 marital-status=Widowed 1.6380859232762768 0.5016600094821367 marital-status=Married-spouse-absent 1.256573354413655 0.8330320619397203 marital-status=Married-AF-spouse -0.6108708858919492 0.2528919047941551 occupation=Tech-support 0.24249241504795807 1.0113835003710798 occupation=Craft-repair 0.40024109913960576 -0.23845110365618188 occupation=Other-service 0.1630214406987575 1.1982107253519403 occupation=Sales -0.8647721232856708 -0.36749148123671466 occupation=Exec-managerial -0.1014730088319872 0.2644851258193382 occupation=Prof-specialty 0.9592914572043408 1.6088936961511906 occupation=Handlers-cleaners 0.11767979924801772 -0.6441694220413994 occupation=Machine-op-inspct 0.42581943604265154 0.45888636999069166 occupation=Adm-clerical 1.544037707413166 0.3283139221063971 occupation=Farming-fishing 0.08563676564269392 -0.4511975502914488 occupation=Transport-moving 0.7006572314450472 -0.4713005424802613 occupation=Priv-house-serv -0.7501071928476151 -0.6625122109588626 occupation=Protective-serv 0.1345728552137792 -0.7991230965962153 occupation=Armed-Forces 0.16291591971960484 1.841959189892163 relationship=Wife 0.9815550103803818 0.6255049819771774 relationship=Own-child 0.6251802976613232 -1.1056561741395208 relationship=Husband -0.06650881449417853 0.2537098805099102 relationship=Not-in-family 0.3894322558820115 -0.7778432492371031 relationship=Other-relative 0.14839991740162753 -0.029587412965897408 relationship=Unmarried -0.7315968729782873 0.13764145983061235 race=White -0.7279791726529494 1.7534682150045886 race=Asian-Pac-Islander 0.3643323185948112 1.1372434404582625 race=Amer-Indian-Eskimo 2.4731440017301396 0.4141551484277956 race=Other -0.47840733267994384 0.6459082586176266 race=Black -0.4018016240010489 -0.5464026434181958 sex -4.4062887156231545 1.0757138026644164 capital-gain -1.3031212746043712 2.722687250037475 capital-loss -0.8897398914773866 5.72117001441412 hours-per-week -0.4988653628914068 -1.1107463574494756 native-country=United-States -2.974898627548121 0.002421687269702587 native-country=Cambodia 0.8642856677388753 0.6756994019588825 native-country=England 0.15432753309573655 0.36107920976204994 native-country=Puerto-Rico -0.6232970903932115 -0.28491508825598727 native-country=Canada -0.17319218519632687 1.8595480637353825 native-country=Germany 1.0038729621220521 0.4388612552789095 native-country=Outlying-US(Guam-USVI-etc) 2.2769886883528145 -0.1733031512847511 native-country=India 2.323137967758459 -0.7504702791607896 native-country=Japan 1.8391514508999272 0.03194191724767297 native-country=Greece 0.5612106740793826 -0.3422014534654877 native-country=South 0.8832543254049455 0.39469462489684115 native-country=China 1.267844823026569 0.11773879643733183 native-country=Cuba -1.7632823631321985 0.9748777989289594 native-country=Iran 0.7452387966251184 -0.14268315365979822 native-country=Honduras -0.852407366109556 0.5206540905073589 native-country=Philippines -1.276025100021743 -0.8175963775919278 native-country=Italy 1.2489446606439454 -0.04842407266294494 native-country=Poland -1.955368539797005 -0.2731464436737717 native-country=Jamaica 0.7342156896415781 0.24445223450556025 native-country=Vietnam 0.9262138625299982 0.042867162570874 native-country=Mexico -0.4037849049208005 0.6411922616863986 native-country=Portugal -1.3475338502375436 -0.507621740885847 native-country=Ireland -0.22064595656148842 -0.30886111093800783 native-country=France -1.0692619101322505 -0.48500972554488136 native-country=Dominican-Republic 1.1070479912367268 0.7399944380681628 native-country=Laos 0.3421084433206504 -0.6459308841439155 native-country=Ecuador -0.40053233867413923 0.3641984956403263 native-country=Taiwan 1.2625291940772596 0.1933574996214454 native-country=Haiti 2.737630025513351 -2.168249690786802 native-country=Columbia -0.11255641685223702 -0.5756641604161448 native-country=Hungary -1.3287611799982575 0.025995820892845294 native-country=Guatemala 1.3704069723754548 -0.6366078936614066 native-country=Nicaragua 0.22418218785221355 -0.6751645117052298 native-country=Scotland 0.7925452566286704 -0.16862033337982538 native-country=Thailand 1.2798803553592362 0.34032663068154007 native-country=Yugoslavia 0.4806591246340376 -0.8943082728364364 native-country=El-Salvador 0.7807484246606479 -0.07191876776105843 native-country=Trinadad&Tobago 0.6723969621597655 0.9026355122103735 native-country=Peru 0.7679372630379521 -0.6188549053975645 native-country=Hong 0.7341222796025869 -0.7870874464222095 native-country=Holand-Netherlands Hidden Weights: -4.552869481416479 4.5528694814112605 3.687752722754473 -3.687752722733706 >50K <=50K Error sum for iteration 1800 = 771.6740689137978 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.684343473116768 -2.9324669666600682 age 0.5398105606985203 0.6022413752467091 workclass=Private 0.5162033887731684 -0.9959686609526518 workclass=Self-emp-not-inc -0.028396072976620404 0.8475426454620051 workclass=Self-emp-inc -0.5879047066156069 -1.0423056922033325 workclass=Federal-gov 1.1001238755987224 1.161458702076014 workclass=Local-gov 0.25181922347378866 -0.6492497803445165 workclass=State-gov 1.022139789110552 0.9489087443139337 workclass=Without-pay -0.4222183952741945 0.6951899090286999 workclass=Never-worked -0.4660247778336997 -0.6928690554242292 fnlwgt 0.009651047198121217 0.343447501485727 education=Bachelors -0.015332829367497787 -1.2772806852963585 education=Some-college 1.2832221112452427 1.500402148872651 education=11th 0.26440936264935083 0.010970222512253883 education=HS-grad -1.2198968541910997 -0.8183029702856915 education=Prof-school -0.09708334169041437 -0.1303891471439838 education=Assoc-acdm -0.47368591162921364 -1.9578011771739081 education=Assoc-voc 0.3794455261217968 -1.1959215908549086 education=9th 0.41363896544964934 0.0394597130799973 education=7th-8th 2.142815515560394 1.0152946805156957 education=12th 0.020502558856470513 0.390066055081531 education=Masters 2.12025390914231 0.8006782443923977 education=1st-4th 0.9620040512201784 0.7414623439984849 education=10th -0.9567999621077976 1.7016803245367167 education=Doctorate -0.5747831655357907 1.252448055428177 education=5th-6th 0.35748237403944244 0.3403156448268769 education=Preschool -2.2040311037376465 0.021610070864252373 education-num -1.9795461285571785 -0.24450524219874425 marital-status=Married-civ-spouse 1.059201989231323 0.6388331783651183 marital-status=Divorced 1.261607425819462 0.5902858624802922 marital-status=Never-married 0.8286342717769091 0.5887731874649462 marital-status=Separated 0.1002450779572207 -1.7651639034276505 marital-status=Widowed 1.682261366986082 0.5486762151092782 marital-status=Married-spouse-absent 1.2618034122896755 0.8320506432484037 marital-status=Married-AF-spouse -0.6352059733395734 0.2045169151733019 occupation=Tech-support 0.25360419052467037 1.0297045759298888 occupation=Craft-repair 0.41112364636316634 -0.19333642168784984 occupation=Other-service 0.17106846479526597 1.1875491336521564 occupation=Sales -0.8703945042544676 -0.3617664213770411 occupation=Exec-managerial -0.07652718798758251 0.33740863071020083 occupation=Prof-specialty 1.0003650115203464 1.7129096667924348 occupation=Handlers-cleaners 0.10251944108442755 -0.6799598979092197 occupation=Machine-op-inspct 0.4421783190477899 0.4990837206677731 occupation=Adm-clerical 1.5758477622631375 0.3491275149335018 occupation=Farming-fishing 0.06384689027194958 -0.5061563978895527 occupation=Transport-moving 0.7307046962422992 -0.48057384714421514 occupation=Priv-house-serv -0.8329051863829614 -0.8208756843414472 occupation=Protective-serv 0.1578209253459862 -0.8050625721014498 occupation=Armed-Forces 0.17954756894104917 1.8711742814555625 relationship=Wife 0.9887423246221813 0.6219402240258877 relationship=Own-child 0.6441839276345231 -1.0749907518932889 relationship=Husband -0.08156164405916849 0.15335614753035096 relationship=Not-in-family 0.3859403136845968 -0.7724941140802168 relationship=Other-relative 0.15455268616297274 -0.0012400667658396074 relationship=Unmarried -0.7328485100788386 0.14812602778448838 race=White -0.7197132596637799 1.76928145924639 race=Asian-Pac-Islander 0.37094434182259267 1.1654817757069815 race=Amer-Indian-Eskimo 2.5024956914568195 0.41265998302249574 race=Other -0.493128344690167 0.5832644590831237 race=Black -0.40621791284737746 -0.5026676211588249 sex -4.447784900583723 1.1277919149696973 capital-gain -1.3042575377040357 2.758017713863752 capital-loss -0.8412777184869408 5.898222551897345 hours-per-week -0.515517827546082 -1.1671892327920268 native-country=United-States -3.05080369799658 0.01204610925537503 native-country=Cambodia 0.8812930005390618 0.7172129721122943 native-country=England 0.15316820945763196 0.32746041177776714 native-country=Puerto-Rico -0.6157863368305247 -0.2718942128073293 native-country=Canada -0.17145431290910443 1.9113570805944171 native-country=Germany 1.007101117122157 0.43807203587006494 native-country=Outlying-US(Guam-USVI-etc) 2.3024803903040154 -0.1545463609576642 native-country=India 2.363287446413312 -0.7543922548171932 native-country=Japan 1.8573926702145926 0.08658819259584043 native-country=Greece 0.5581753599941577 -0.32548528176360636 native-country=South 0.8755243371215441 0.38993975121675234 native-country=China 1.2860992383078311 0.11073003453164233 native-country=Cuba -1.7802684288537143 0.9731872866367332 native-country=Iran 0.756537472431778 -0.14399076614567038 native-country=Honduras -0.8722275267072261 0.5218526526265584 native-country=Philippines -1.315940774908601 -0.9062735993352031 native-country=Italy 1.2802533049142522 -0.07417364419189326 native-country=Poland -1.981730649395071 -0.25762439956124994 native-country=Jamaica 0.6928016336988314 0.2430680088521745 native-country=Vietnam 0.9460115894960189 0.04869482937023029 native-country=Mexico -0.40863625169314627 0.6581571985591006 native-country=Portugal -1.3702922158815098 -0.5020922241355046 native-country=Ireland -0.22778928231762305 -0.3068663737192162 native-country=France -1.0913717792406052 -0.49584269470468917 native-country=Dominican-Republic 1.123759835858472 0.7391215103320485 native-country=Laos 0.3579531275262036 -0.6500623889958367 native-country=Ecuador -0.4317325622679053 0.3659822888620073 native-country=Taiwan 1.295871407648867 0.18796818311392866 native-country=Haiti 2.8368302346628322 -2.2176326574578606 native-country=Columbia -0.11038280324970204 -0.5764028386850135 native-country=Hungary -1.3510146376317276 0.09790556502012933 native-country=Guatemala 1.4110640907792338 -0.6591787747072094 native-country=Nicaragua 0.2432116469371122 -0.681028113646717 native-country=Scotland 0.7701312746211102 -0.16802793596580934 native-country=Thailand 1.3031888782275458 0.3354285461194576 native-country=Yugoslavia 0.4881360087980648 -0.9158420934288974 native-country=El-Salvador 0.8042019175188792 -0.07434364741061977 native-country=Trinadad&Tobago 0.6809635059715521 0.8944985843030108 native-country=Peru 0.7701909520945884 -0.6195997761875573 native-country=Hong 0.7362958932051026 -0.7878261246910783 native-country=Holand-Netherlands Hidden Weights: -4.5231276230947195 4.523127623092977 3.732316868479777 -3.7323168684728603 >50K <=50K Error sum for iteration 1900 = 767.9518069788137 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7158173335739524 -2.9025449386372744 age 0.552757181851537 0.6022438435345135 workclass=Private 0.5159083140915041 -1.0168783671113744 workclass=Self-emp-not-inc -0.025467778100791958 0.834485291773144 workclass=Self-emp-inc -0.6084560783301642 -1.0786630091504585 workclass=Federal-gov 1.1462135494546437 1.254840935590869 workclass=Local-gov 0.2386276266751336 -0.682651782834767 workclass=State-gov 1.023920599692005 0.9485356308614863 workclass=Without-pay -0.42023790478945 0.6944755896330325 workclass=Never-worked -0.4943293796502141 -0.7603449980035736 fnlwgt 0.010963620757896496 0.3249082839678826 education=Bachelors -0.03348707919546608 -1.3309456561242703 education=Some-college 1.3080905004201464 1.5040001240477832 education=11th 0.2583145778978789 -0.02765831458968061 education=HS-grad -1.2574727638548062 -0.8498622883320447 education=Prof-school -0.11535381230430285 -0.21926656709323233 education=Assoc-acdm -0.49308668503462316 -2.004631426326855 education=Assoc-voc 0.391002934533954 -1.2075309883348613 education=9th 0.41526166140270887 0.02920054283734479 education=7th-8th 2.1751873259566423 1.0783989339340925 education=12th 0.026171024094316233 0.41500187560719987 education=Masters 2.1667774912330344 0.8192570908318212 education=1st-4th 0.987030815954209 0.8219530033174205 education=10th -0.9609495053666646 1.7573021556855808 education=Doctorate -0.5993582981682751 1.292981465139943 education=5th-6th 0.38428332026824036 0.3362774639119097 education=Preschool -2.266348516545715 -0.050001999699105626 education-num -2.004573180532265 -0.25203887834252175 marital-status=Married-civ-spouse 1.0789892355983592 0.6762319735960496 marital-status=Divorced 1.2713003514017092 0.47385872842973675 marital-status=Never-married 0.8454357390728594 0.6029666087650107 marital-status=Separated 0.06210164502716053 -1.7527007586707257 marital-status=Widowed 1.723914406926594 0.5986827304535397 marital-status=Married-spouse-absent 1.2667465752804108 0.8312347458757193 marital-status=Married-AF-spouse -0.6573465225546338 0.1657900243534369 occupation=Tech-support 0.2615722659889313 1.0398776603959892 occupation=Craft-repair 0.42244394338525243 -0.15017286573502756 occupation=Other-service 0.17822291899162077 1.1806951803681716 occupation=Sales -0.877657120935981 -0.3634894547942259 occupation=Exec-managerial -0.05413763027960784 0.40070658990457186 occupation=Prof-specialty 1.0378075017877504 1.8060085237465024 occupation=Handlers-cleaners 0.09251426973319324 -0.7059606432242045 occupation=Machine-op-inspct 0.4581538633962615 0.5371609831318854 occupation=Adm-clerical 1.605718977106516 0.36806112370627414 occupation=Farming-fishing 0.04325464297931221 -0.5582883815120899 occupation=Transport-moving 0.7570216984258101 -0.4879383093154623 occupation=Priv-house-serv -0.9092922045554219 -0.9637879690070444 occupation=Protective-serv 0.17934068268993456 -0.8118085733146452 occupation=Armed-Forces 0.19255198391474435 1.9001839325278864 relationship=Wife 0.9967942864555303 0.6252942127830556 relationship=Own-child 0.6601286106116012 -1.0533014533940748 relationship=Husband -0.09630205643821894 0.05964863445149845 relationship=Not-in-family 0.38551552771382336 -0.7638472737303149 relationship=Other-relative 0.1604436915151404 0.019767196095201132 relationship=Unmarried -0.7353411834620528 0.1507792009865454 race=White -0.7126311226718677 1.7801632031608132 race=Asian-Pac-Islander 0.37728670289709587 1.1964797377928102 race=Amer-Indian-Eskimo 2.5307418106384154 0.41118107798552145 race=Other -0.5065599122533229 0.5309243327743728 race=Black -0.40944885688224575 -0.46200260700433354 sex -4.487247512441657 1.17854641243027 capital-gain -1.3081110078929992 2.7845634234684162 capital-loss -0.7995422333133738 6.068462357889086 hours-per-week -0.5300542398769927 -1.2153589794212685 native-country=United-States -3.1231626681899383 0.020877723549787626 native-country=Cambodia 0.8982302447493842 0.7550845434552 native-country=England 0.1523087527154854 0.2933142563353266 native-country=Puerto-Rico -0.6091003757054677 -0.2600984987452323 native-country=Canada -0.16844147954370836 1.962847731445854 native-country=Germany 1.0101170687769025 0.4372952189076157 native-country=Outlying-US(Guam-USVI-etc) 2.3263431688716603 -0.13567425850580028 native-country=India 2.4008964837974944 -0.757900110245113 native-country=Japan 1.8742934649001277 0.13924662478068806 native-country=Greece 0.5527612553834336 -0.31053001408752456 native-country=South 0.865713886983646 0.38506264803535023 native-country=China 1.303792083270056 0.10338222762298696 native-country=Cuba -1.7972419771346442 0.9706002459035796 native-country=Iran 0.7669070179899916 -0.1452593026475043 native-country=Honduras -0.8895151810733762 0.5230504802216863 native-country=Philippines -1.3553900739844162 -0.9905050056886245 native-country=Italy 1.3117090865715861 -0.09949231476408944 native-country=Poland -2.0066353399122643 -0.24150593894387934 native-country=Jamaica 0.6516640883322528 0.24170646205002522 native-country=Vietnam 0.9642126865513516 0.05415371130896142 native-country=Mexico -0.4123989261150607 0.6742314119469628 native-country=Portugal -1.394579919580206 -0.496748700941516 native-country=Ireland -0.2346173099111539 -0.30507724172117073 native-country=France -1.1107892592223265 -0.5082584821457886 native-country=Dominican-Republic 1.139556002554625 0.7382794473758926 native-country=Laos 0.3727068400110306 -0.6538261205069362 native-country=Ecuador -0.4607365334896014 0.36745947232871706 native-country=Taiwan 1.327521202928565 0.18249861945935109 native-country=Haiti 2.9308468334372275 -2.2641553527125824 native-country=Columbia -0.10840231276495366 -0.577117158080681 native-country=Hungary -1.3711436316394394 0.16895100469736196 native-country=Guatemala 1.450598670029003 -0.6811537896107039 native-country=Nicaragua 0.2615150753309613 -0.6865690541615049 native-country=Scotland 0.7482257421051499 -0.16750289447288486 native-country=Thailand 1.3256848468968967 0.33089206704748064 native-country=Yugoslavia 0.4946605807980282 -0.9381722641199198 native-country=El-Salvador 0.8272587222405132 -0.07694578848500304 native-country=Trinadad&Tobago 0.6881689042922245 0.885733818564403 native-country=Peru 0.7722596251242695 -0.6203218056886398 native-country=Hong 0.738276383689881 -0.7885404440867457 native-country=Holand-Netherlands Hidden Weights: -4.495395411653671 4.495395411653107 3.7644471948256757 -3.7644471948233775 >50K <=50K Error sum for iteration 2000 = 764.3162487616945 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7363683199364432 -2.864495112592512 age 0.5653569475160032 0.6048900329127461 workclass=Private 0.5165835117589209 -1.0370700320656931 workclass=Self-emp-not-inc -0.02264355694504654 0.8237790618556894 workclass=Self-emp-inc -0.629333828862855 -1.117009486666891 workclass=Federal-gov 1.1875754302644528 1.3410992287457812 workclass=Local-gov 0.2275159468824074 -0.7108421859871313 workclass=State-gov 1.0255823397281174 0.9481862284860185 workclass=Without-pay -0.41842901312221026 0.6938836099408435 workclass=Never-worked -0.5210069918887611 -0.8222642469893169 fnlwgt 0.012475725815117165 0.3125230299974546 education=Bachelors -0.049182024158860825 -1.3792502960040112 education=Some-college 1.3288619207281105 1.5047222448776325 education=11th 0.2533068336690731 -0.05974454014956977 education=HS-grad -1.2883026554774963 -0.8752282482704629 education=Prof-school -0.1344625503622535 -0.30485670193464165 education=Assoc-acdm -0.5112749806748331 -2.0501009754053134 education=Assoc-voc 0.40186216175041034 -1.2222330428065877 education=9th 0.4150358779565337 0.017668726957771913 education=7th-8th 2.2060587063729105 1.1396181406178854 education=12th 0.030536614373029868 0.4408894677938677 education=Masters 2.21098293749639 0.8370118413076474 education=1st-4th 1.0097067165702076 0.8964186628043419 education=10th -0.96426464020345 1.8067360488677007 education=Doctorate -0.623757624722465 1.3280134793235139 education=5th-6th 0.4092055094754432 0.33299034789013954 education=Preschool -2.321538469467177 -0.1101479084585161 education-num -2.0288193447566045 -0.2668096944209692 marital-status=Married-civ-spouse 1.0966127527426166 0.7140475436202703 marital-status=Divorced 1.2743689073330269 0.3599463681125695 marital-status=Never-married 0.8589132680894805 0.617142493452363 marital-status=Separated 0.036160125623426256 -1.7364215238348022 marital-status=Widowed 1.7623704637067772 0.650756421714708 marital-status=Married-spouse-absent 1.2714419750441572 0.8306938460797509 marital-status=Married-AF-spouse -0.676168549909858 0.13761183594852155 occupation=Tech-support 0.2668530935394357 1.0447239347156672 occupation=Craft-repair 0.43359255789781087 -0.11081037854199635 occupation=Other-service 0.1841409131563479 1.176550585959982 occupation=Sales -0.8859486985663807 -0.37024834183781824 occupation=Exec-managerial -0.034561431156557965 0.45545950419187714 occupation=Prof-specialty 1.0713376396678465 1.8891764690818842 occupation=Handlers-cleaners 0.08622936930579267 -0.7257797863303667 occupation=Machine-op-inspct 0.47298712227617523 0.5716708368710057 occupation=Adm-clerical 1.6330667265589545 0.38550987412861193 occupation=Farming-fishing 0.024580037949122575 -0.6064906856804051 occupation=Transport-moving 0.7802700458210471 -0.4932834174628846 occupation=Priv-house-serv -0.9780587642386898 -1.0911489683888416 occupation=Protective-serv 0.199092840536687 -0.819111127179338 occupation=Armed-Forces 0.20263108264237095 1.9285569330992105 relationship=Wife 1.0060493266280193 0.6369486179559649 relationship=Own-child 0.6734527127586108 -1.0396993470447946 relationship=Husband -0.11042719293060191 -0.024829484946493015 relationship=Not-in-family 0.3881999870228785 -0.7532025233614736 relationship=Other-relative 0.16455061099243953 0.031683337340029205 relationship=Unmarried -0.7386694661156176 0.14853394890494256 race=White -0.7068908863107526 1.7867792399858824 race=Asian-Pac-Islander 0.38332043208492705 1.229915105071931 race=Amer-Indian-Eskimo 2.5580111614719727 0.4098088691806133 race=Other -0.518759354308447 0.4867946535582354 race=Black -0.411413476415885 -0.4252572810661313 sex -4.5247940949572385 1.2278700215441753 capital-gain -1.314374048055775 2.8037269205985336 capital-loss -0.7647956966848494 6.2320744946401945 hours-per-week -0.5424233488447402 -1.2555385846485767 native-country=United-States -3.1917406115966953 0.02909070952299829 native-country=Cambodia 0.9144616340605003 0.7893514446277131 native-country=England 0.15149202164197148 0.25886104539749955 native-country=Puerto-Rico -0.6035453697989294 -0.24927992078184102 native-country=Canada -0.16470063924791847 2.0144444035099496 native-country=Germany 1.0129522440443628 0.43663062005616776 native-country=Outlying-US(Guam-USVI-etc) 2.3484735564791883 -0.1169522265874173 native-country=India 2.4361230897614963 -0.760964125116917 native-country=Japan 1.8901232255781308 0.1899360207619154 native-country=Greece 0.5455666442634739 -0.29699142246282484 native-country=South 0.8544049936340261 0.38021762642726714 native-country=China 1.3206161277351065 0.09605405644725643 native-country=Cuba -1.8144604249291758 0.9673970283283655 native-country=Iran 0.7764813314538852 -0.14639286941798343 native-country=Honduras -0.9047145725715536 0.5243755355711904 native-country=Philippines -1.393642572275582 -1.0698152058437278 native-country=Italy 1.3427794926995544 -0.12420184896849851 native-country=Poland -2.0299905055243315 -0.2251762865058251 native-country=Jamaica 0.6111014979746578 0.24046119262460694 native-country=Vietnam 0.9805501419983235 0.059372808511443255 native-country=Mexico -0.4149034640466829 0.6896953461423501 native-country=Portugal -1.419894239238793 -0.4915131615612258 native-country=Ireland -0.2411878777893007 -0.30335626323771464 native-country=France -1.1270339776590124 -0.5222598000519257 native-country=Dominican-Republic 1.1545989097537628 0.7375648702254939 native-country=Laos 0.3865223399496112 -0.6572042040736557 native-country=Ecuador -0.48741474682740693 0.36878943763624983 native-country=Taiwan 1.357430023913383 0.17738871979802645 native-country=Haiti 3.019720231275449 -2.307989388340126 native-country=Columbia -0.10659342109773377 -0.5777091377728699 native-country=Hungary -1.3893693959209856 0.23886202229670084 native-country=Guatemala 1.4887905606847793 -0.7022353403819138 native-country=Nicaragua 0.2791280279864008 -0.6916912245904032 native-country=Scotland 0.7271674086563931 -0.16693350762313575 native-country=Thailand 1.347287408442561 0.32680445980445466 native-country=Yugoslavia 0.5002777421086483 -0.9611353510309484 native-country=El-Salvador 0.8497754061352057 -0.07954943092963859 native-country=Trinadad&Tobago 0.6941971553392005 0.8765945916513965 native-country=Peru 0.7741638583226421 -0.6209230252983058 native-country=Hong 0.7400852753571062 -0.7891324237789347 native-country=Holand-Netherlands Hidden Weights: -4.46953687538044 4.469536875380242 3.7857281052242677 -3.7857281052235003 >50K <=50K Error sum for iteration 2100 = 760.7106964144066 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.74871171902278 -2.824668151478503 age 0.5770822537460446 0.6094305120845208 workclass=Private 0.5187416084039183 -1.0557617921312208 workclass=Self-emp-not-inc -0.020216959167069 0.8158412866164805 workclass=Self-emp-inc -0.6494895491646467 -1.1556121024935957 workclass=Federal-gov 1.2238430357413943 1.4200209945103812 workclass=Local-gov 0.2185439964266224 -0.7348395970898262 workclass=State-gov 1.027151459174706 0.9479428695050631 workclass=Without-pay -0.4167610761342641 0.6934828981889332 workclass=Never-worked -0.545762256180091 -0.8782664912485748 fnlwgt 0.01375563462631806 0.304104697596902 education=Bachelors -0.06224846768210148 -1.4229792136300496 education=Some-college 1.345547729237437 1.5033770706077838 education=11th 0.2492949210394518 -0.08612279638273122 education=HS-grad -1.3133810325366237 -0.8967444432250025 education=Prof-school 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marital-status=Widowed 1.7971983051059346 0.7039016850304354 marital-status=Married-spouse-absent 1.275932692260755 0.8304945215654851 marital-status=Married-AF-spouse -0.6912085774790939 0.11914286349780842 occupation=Tech-support 0.2699439088944619 1.0465453120834083 occupation=Craft-repair 0.44407760558937354 -0.07647665116413332 occupation=Other-service 0.1887685409849619 1.1748361215296779 occupation=Sales -0.8945467954053906 -0.37985998242798363 occupation=Exec-managerial -0.017912728563177542 0.502432361563618 occupation=Prof-specialty 1.100698038706902 1.9635865424312773 occupation=Handlers-cleaners 0.0826969597058628 -0.7416381401978978 occupation=Machine-op-inspct 0.4863126558259511 0.6024534227255526 occupation=Adm-clerical 1.6575400296491092 0.4016975651494249 occupation=Farming-fishing 0.008232586540867124 -0.6504577813960561 occupation=Transport-moving 0.8010437852372445 -0.49671560710141416 occupation=Priv-house-serv -1.0386642547568274 -1.2038665403715127 occupation=Protective-serv 0.21712576164204514 -0.8266648093880572 occupation=Armed-Forces 0.21037109187407335 1.9560552036254777 relationship=Wife 1.0165532661449028 0.656714076278091 relationship=Own-child 0.6848269865065103 -1.0326968989208756 relationship=Husband -0.12354401793103509 -0.09835618575344501 relationship=Not-in-family 0.3936547126141497 -0.7418398398908701 relationship=Other-relative 0.1659456057361747 0.03397121317723708 relationship=Unmarried -0.7425704890657743 0.1430082162919228 race=White -0.7025207211520074 1.7901108536335957 race=Asian-Pac-Islander 0.3889844155734926 1.2652560407895184 race=Amer-Indian-Eskimo 2.584398014237981 0.4086173185862898 race=Other -0.5295961519284241 0.449630134625414 race=Black -0.4122293785703083 -0.39315935033586774 sex -4.560584708021035 1.27587535204098 capital-gain -1.322866142985837 2.817184999954725 capital-loss -0.7374330618151408 6.389062949285434 hours-per-week -0.5525478434795819 -1.2881418049974172 native-country=United-States -3.2563572820862534 0.036828045689431176 native-country=Cambodia 0.929566770564066 0.820251384003064 native-country=England 0.15044514473283166 0.22428789521773307 native-country=Puerto-Rico -0.599348374043913 -0.2392386812414006 native-country=Canada -0.1606710912814184 2.0663913393910693 native-country=Germany 1.0156423797592156 0.43615045688088544 native-country=Outlying-US(Guam-USVI-etc) 2.3687898276026127 -0.09850200837142205 native-country=India 2.4691682940479645 -0.7635823093772098 native-country=Japan 1.9050871385346035 0.2387926618129487 native-country=Greece 0.5372171106611153 -0.28457923470621305 native-country=South 0.8423689827250618 0.3755069918078386 native-country=China 1.3364178166804024 0.08896447988064406 native-country=Cuba -1.8322186601661035 0.9638406020217257 native-country=Iran 0.785388732811153 -0.14732310911679664 native-country=Honduras -0.9183310673266716 0.5259072613473127 native-country=Philippines -1.4302550538341707 -1.144111218938446 native-country=Italy 1.3730003454222215 -0.14815765310997558 native-country=Poland -2.0517670410230386 -0.2090168585431428 native-country=Jamaica 0.5712728165208322 0.2393984237124093 native-country=Vietnam 0.9951059012035002 0.0645109083024588 native-country=Mexico -0.4162018365881725 0.7047652157036871 native-country=Portugal -1.4455403351508145 -0.48634207003234003 native-country=Ireland -0.24754290885882932 -0.30159882130551763 native-country=France -1.1401140502024114 -0.5377121438253816 native-country=Dominican-Republic 1.1690260786361744 0.737045930309623 native-country=Laos 0.3995581579528293 -0.6601870747828557 native-country=Ecuador -0.5116340326259828 0.37008839609544086 native-country=Taiwan 1.3856629932082503 0.17296374355701086 native-country=Haiti 3.1035673823686993 -2.349281635216367 native-country=Columbia -0.1049254841097943 -0.5781098495247803 native-country=Hungary -1.4058968357446255 0.3073232039075379 native-country=Guatemala 1.5254775215881917 -0.7222146237638591 native-country=Nicaragua 0.2960935795144062 -0.696336854740769 native-country=Scotland 0.7072934432154322 -0.16624223436568705 native-country=Thailand 1.3679813254478077 0.32320986682215014 native-country=Yugoslavia 0.505019924624619 -0.9846316736374615 native-country=El-Salvador 0.8716589579809594 -0.08202135826346121 native-country=Trinadad&Tobago 0.6992392509496188 0.867284210047768 native-country=Peru 0.775932901713158 -0.6213343486262856 native-country=Hong 0.7417532123450401 -0.789533135530845 native-country=Holand-Netherlands Hidden Weights: -4.445509896617179 4.445509896617106 3.7976109778407903 -3.79761097784053 >50K <=50K Error sum for iteration 2200 = 757.1171285523835 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7553744990480737 -2.787451423948055 age 0.5875529139891202 0.6151165181228682 workclass=Private 0.5224323047077754 -1.0728932900443124 workclass=Self-emp-not-inc -0.018411964188857825 0.810524859268093 workclass=Self-emp-inc -0.6680149819794631 -1.1931507211267807 workclass=Federal-gov 1.2550624647449384 1.4919295513107973 workclass=Local-gov 0.21171045653515078 -0.755286797532986 workclass=State-gov 1.0286488421709343 0.9478352046898391 workclass=Without-pay -0.4152061300796982 0.6932864417679898 workclass=Never-worked -0.5682210687083532 -0.928362425284005 fnlwgt 0.014654381905800805 0.2982591830179596 education=Bachelors -0.07277481612059983 -1.4630015042775293 education=Some-college 1.3583742763195665 1.500524811979591 education=11th 0.24618556504350195 -0.10764154029736551 education=HS-grad -1.3337998758143568 -0.9160802161701539 education=Prof-school -0.17028747086813997 -0.4509884703663365 education=Assoc-acdm -0.5417053973390992 -2.1372845503872786 education=Assoc-voc 0.42032185985645676 -1.2581451043095107 education=9th 0.40844038035193075 -0.01049813172643795 education=7th-8th 2.2638766089742712 1.2558380166817198 education=12th 0.035779908264223594 0.49259877957610837 education=Masters 2.294254140271046 0.8706717564887889 education=1st-4th 1.0475597947582167 1.028716413150336 education=10th -0.9695762272350007 1.8925835862300364 education=Doctorate -0.6713377231770857 1.3866483926984665 education=5th-6th 0.45417231643711936 0.32864472742999545 education=Preschool -2.412214371855403 -0.20101344313220257 education-num -2.0762116642596418 -0.31415477135848674 marital-status=Married-civ-spouse 1.1257011453295853 0.7834176902049493 marital-status=Divorced 1.269867758240707 0.16615412075044828 marital-status=Never-married 0.8792058316335346 0.6458808279748355 marital-status=Separated 0.012316631938236343 -1.708709914663807 marital-status=Widowed 1.8282587528468244 0.7571715334132187 marital-status=Married-spouse-absent 1.2802529376910876 0.8306384458097098 marital-status=Married-AF-spouse -0.7026179233774467 0.1085324969107357 occupation=Tech-support 0.27140473528429654 1.0471236826720975 occupation=Craft-repair 0.4534955110475504 -0.04783917427682929 occupation=Other-service 0.19228317090003763 1.1756445973682623 occupation=Sales -0.9028555849411676 -0.39070274413866657 occupation=Exec-managerial -0.004109939517015966 0.5423926978092757 occupation=Prof-specialty 1.1258495832072153 2.030436505779808 occupation=Handlers-cleaners 0.08114628093070601 -0.7550552356349548 occupation=Machine-op-inspct 0.49802424382453025 0.6298574305936244 occupation=Adm-clerical 1.679092531804123 0.4166709505499461 occupation=Farming-fishing -0.005675322369824628 -0.6903414035396744 occupation=Transport-moving 0.819837772707412 -0.4984945676485025 occupation=Priv-house-serv -1.091135923913635 -1.303322006032212 occupation=Protective-serv 0.23357719418623865 -0.8342105947403293 occupation=Armed-Forces 0.2163116731924201 1.9826649329718442 relationship=Wife 1.028046583093804 0.6831597299781951 relationship=Own-child 0.6949609685935899 -1.0304648719230836 relationship=Husband -0.1354447718115969 -0.16099847263862344 relationship=Not-in-family 0.40124371842248585 -0.7307210580147231 relationship=Other-relative 0.16445871821818542 0.027456918248702087 relationship=Unmarried -0.7468022846227749 0.13529015288395477 race=White -0.6994037612253564 1.7911636733943102 race=Asian-Pac-Islander 0.39421757042846167 1.3018695688859534 race=Amer-Indian-Eskimo 2.609975575222395 0.4076236106187897 race=Other -0.5390777334280678 0.4181216246712556 race=Black -0.4122018075198955 -0.36611431292431107 sex -4.594787009861355 1.3227465552237339 capital-gain -1.3333131967650633 2.8265710918061036 capital-loss -0.7173898612251071 6.53946392867507 hours-per-week -0.5605320778611789 -1.3140073857169092 native-country=United-States -3.31693009162968 0.04417450141506872 native-country=Cambodia 0.9433211447876495 0.8481006224259783 native-country=England 0.14894744438232171 0.18969931899096318 native-country=Puerto-Rico -0.5965867246524175 -0.22987043081517622 native-country=Canada -0.15668997841136345 2.1187908693998376 native-country=Germany 1.0182172384776225 0.4358713930200985 native-country=Outlying-US(Guam-USVI-etc) 2.3872720274636836 -0.0803945723377307 native-country=India 2.5002459771245102 -0.7657978744531772 native-country=Japan 1.9193448880076898 0.2859625610290843 native-country=Greece 0.5283055660977887 -0.2730910748020319 native-country=South 0.8303795061181576 0.37096550817371543 native-country=China 1.3511453866386283 0.0822092756304375 native-country=Cuba -1.8506588417668113 0.9601294074946584 native-country=Iran 0.7937492978298497 -0.14803684453474264 native-country=Honduras -0.9308801442923077 0.5276593595244032 native-country=Philippines -1.4650287660477241 -1.2135704551257338 native-country=Italy 1.4019776785779283 -0.1712887393193312 native-country=Poland -2.0720628038855566 -0.19335386318360853 native-country=Jamaica 0.5322376011629439 0.23853076286317132 native-country=Vietnam 1.0081198706080017 0.06969982996696775 native-country=Mexico -0.41648313196064124 0.7195824320436071 native-country=Portugal -1.4707744474138735 -0.4812458435109824 native-country=Ireland -0.25371685671597655 -0.29976274699662314 native-country=France -1.150388204223616 -0.554394279686762 native-country=Dominican-Republic 1.1829439397757635 0.736735295893847 native-country=Laos 0.41195872109082343 -0.6628057008669328 native-country=Ecuador -0.5333101684321239 0.3714076365738633 native-country=Taiwan 1.4123405328150267 0.16938496176556764 native-country=Haiti 3.182560809705463 -2.3881819414956307 native-country=Columbia -0.10337053805521954 -0.5783063059457236 native-country=Hungary -1.4209328816907765 0.3740289213601213 native-country=Guatemala 1.5605461303566963 -0.7409976186928544 native-country=Nicaragua 0.31245579927298683 -0.7005139348523184 native-country=Scotland 0.6889083966000688 -0.16541065666630428 native-country=Thailand 1.3877972406668515 0.32008894188389636 native-country=Yugoslavia 0.5089112616569739 -1.0086584486023122 native-country=El-Salvador 0.8928501931025101 -0.08429642338149836 native-country=Trinadad&Tobago 0.7034842070747367 0.8579215647723314 native-country=Peru 0.777593090208311 -0.6215424814232569 native-country=Hong 0.743308158399613 -0.7897295919517884 native-country=Holand-Netherlands Hidden Weights: -4.423276657154275 4.423276657154249 3.8013722666370593 -3.801372266636963 >50K <=50K Error sum for iteration 2300 = 753.5478668212188 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.758459003105657 -2.755305118862791 age 0.5966259671888409 0.6213759662948007 workclass=Private 0.5273801367072052 -1.0887703879442319 workclass=Self-emp-not-inc -0.01729905692477277 0.8074030711254448 workclass=Self-emp-inc -0.6844279404865552 -1.2288780866228262 workclass=Federal-gov 1.2816415047065008 1.5574745900305924 workclass=Local-gov 0.2069075406176732 -0.7726747664692173 workclass=State-gov 1.030087100491886 0.9478518079511739 workclass=Without-pay -0.4137437823249328 0.6932668997465586 workclass=Never-worked -0.5880841027745984 -0.9728408931100507 fnlwgt 0.015207327739298098 0.29421738260511465 education=Bachelors -0.08107643816820417 -1.5000792870729251 education=Some-college 1.367776478349624 1.496560342329461 education=11th 0.2438647462790911 -0.1250955828859095 education=HS-grad -1.350596302459556 -0.9342912755673171 education=Prof-school -0.1849194738944322 -0.5078010038374852 education=Assoc-acdm -0.5539800408247982 -2.179614364201605 education=Assoc-voc 0.42766066593412866 -1.278104661710647 education=9th 0.40219948570153435 -0.02725292033081984 education=7th-8th 2.291192669790588 1.310591907709782 education=12th 0.037020034216827084 0.5167735034698158 education=Masters 2.333918612363235 0.8867431952924587 education=1st-4th 1.0628546662603313 1.0875850772647546 education=10th -0.9723808822639792 1.9308119031658717 education=Doctorate -0.6941354494330223 1.4119141016366732 education=5th-6th 0.4746279681510941 0.32741882333610833 education=Preschool -2.4491503402051524 -0.23466600535062015 education-num -2.099262635068774 -0.3434014722580406 marital-status=Married-civ-spouse 1.1373654134736744 0.81272187339792 marital-status=Divorced 1.2663776719151418 0.09073299839863884 marital-status=Never-married 0.8871867457703566 0.6600318845963384 marital-status=Separated 0.009497854851674108 -1.700858610587877 marital-status=Widowed 1.8557369985020988 0.8097949520570038 marital-status=Married-spouse-absent 1.284424560297268 0.8310831762051544 marital-status=Married-AF-spouse -0.7109581816051064 0.10364833336883404 occupation=Tech-support 0.27177909741463674 1.047683255809343 occupation=Craft-repair 0.46157515533395976 -0.025020811328967624 occupation=Other-service 0.19496539002316932 1.1790678610078642 occupation=Sales -0.9105090490046167 -0.40174817738518664 occupation=Exec-managerial 0.007135626666851911 0.5762972717917112 occupation=Prof-specialty 1.1470448482086442 2.0908429491243514 occupation=Handlers-cleaners 0.08090712986658975 -0.7671177562569871 occupation=Machine-op-inspct 0.5081755510642755 0.6543288822643865 occupation=Adm-clerical 1.697921898532316 0.43039044015052175 occupation=Farming-fishing -0.01727340284990754 -0.7265071373081965 occupation=Transport-moving 0.8370435853591871 -0.4989359390503461 occupation=Priv-house-serv -1.1359612434771327 -1.3910815095396898 occupation=Protective-serv 0.2486415748444326 -0.8415849514472238 occupation=Armed-Forces 0.22093007039884446 2.0085253600002684 relationship=Wife 1.0400792084537167 0.7143288302087265 relationship=Own-child 0.7044178777581636 -1.0313250186414895 relationship=Husband -0.14615558626118255 -0.21425404294871647 relationship=Not-in-family 0.4102321790638446 -0.7203742411642001 relationship=Other-relative 0.1605460088619645 0.013922702867329542 relationship=Unmarried -0.7511641537137559 0.1261479868301134 race=White -0.6973490550825369 1.790793878563353 race=Asian-Pac-Islander 0.3990036965220681 1.3391194504019277 race=Amer-Indian-Eskimo 2.634803230304799 0.4067987756053847 race=Other -0.5473738308443228 0.390954492774512 race=Black -0.4117078591151175 -0.3441144185569209 sex -4.627544279932916 1.368656527098433 capital-gain -1.3452738561958317 2.833245930054364 capital-loss -0.703948637002358 6.6834538485974235 hours-per-week -0.5666621417513301 -1.3342643874522153 native-country=United-States -3.3734833728103797 0.05117267715721141 native-country=Cambodia 0.9556560397379967 0.8732352508024627 native-country=England 0.14685807533782552 0.1551182994692726 native-country=Puerto-Rico -0.5951832937020961 -0.2211488381581088 native-country=Canada -0.15300641050384406 2.171648879566362 native-country=Germany 1.020697158195545 0.43576918942961734 native-country=Outlying-US(Guam-USVI-etc) 2.4039759658108086 -0.06268259745063434 native-country=India 2.5295592587941367 -0.7676801649067616 native-country=Japan 1.9330096495526206 0.33157932074951507 native-country=Greece 0.5193271738392128 -0.2623958859509336 native-country=South 0.8190584051813196 0.36658214457009647 native-country=China 1.3647973975980499 0.0758084466852897 native-country=Cuba -1.8697045434557011 0.9563895876626188 native-country=Iran 0.8016660814300899 -0.14856088520061062 native-country=Honduras -0.9428001830421998 0.5296006230630464 native-country=Philippines -1.4979635425012068 -1.2785006678546007 native-country=Italy 1.4294111428419527 -0.19359024608587122 native-country=Poland -2.09102439425548 -0.1784102705558229 native-country=Jamaica 0.49400490364586414 0.23783227343838426 native-country=Vietnam 1.01984121146354 0.07503362950163964 native-country=Mexico -0.41600628746512447 0.7342307863138083 native-country=Portugal -1.4949530132187514 -0.4762649335288709 native-country=Ireland -0.25974037301995534 -0.29785344480828996 native-country=France -1.1583852421088467 -0.5720564698522083 native-country=Dominican-Republic 1.1964289525371195 0.7366055830182515 native-country=Laos 0.4238446922178103 -0.6651207574759447 native-country=Ecuador -0.5524574384914044 0.37275223169446814 native-country=Taiwan 1.4375951968911655 0.1666802386336865 native-country=Haiti 3.256911818970574 -2.4248432070173926 native-country=Columbia -0.10190819030047897 -0.5783258479671548 native-country=Hungary -1.4346808099324246 0.43874434515623856 native-country=Guatemala 1.5939340352541105 -0.758583179671864 native-country=Nicaragua 0.3282573007378306 -0.704277378931872 native-country=Scotland 0.6722427540226859 -0.1644619908318001 native-country=Thailand 1.406792388111722 0.317379774238975 native-country=Yugoslavia 0.5119650192584613 -1.0332811900505514 native-country=El-Salvador 0.9133184886517568 -0.08636398566599458 native-country=Trinadad&Tobago 0.7071038750887312 0.8485549613834181 native-country=Peru 0.7791632361794429 -0.621574388328573 native-country=Hong 0.7447705061543552 -0.7897491339732196 native-country=Holand-Netherlands Hidden Weights: -4.402769206507284 4.402769206507279 3.798141442276167 -3.7981414422761346 >50K <=50K Error sum for iteration 2400 = 750.0425354205709 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7594916256922084 -2.7291817500548126 age 0.6043658076493135 0.6278819914847733 workclass=Private 0.533195721857618 -1.1037748768933127 workclass=Self-emp-not-inc -0.016819993877074585 0.8060027636723897 workclass=Self-emp-inc -0.69864582234403 -1.2625127324791436 workclass=Federal-gov 1.304194237471029 1.6174543073149323 workclass=Local-gov 0.20389641863643743 -0.7875140345288056 workclass=State-gov 1.0314723279967046 0.9479630235709068 workclass=Without-pay -0.41236088598564014 0.6933814495983178 workclass=Never-worked -0.6052224771515772 -1.0121576268769354 fnlwgt 0.015520371998872556 0.29158303205864544 education=Bachelors -0.08755620826453418 -1.5347713259428792 education=Some-college 1.3743039222924955 1.491786727148728 education=11th 0.24220521671799689 -0.13916867439713146 education=HS-grad -1.3646570034980272 -0.9519518437893425 education=Prof-school -0.19681873680339543 -0.5541740752914104 education=Assoc-acdm -0.5646587832450956 -2.2212576154236894 education=Assoc-voc 0.43367611897139774 -1.2987633057005719 education=9th 0.3942625513085349 -0.0455868307789588 education=7th-8th 2.317695245001038 1.363034009865884 education=12th 0.03761591503296853 0.5391991442436939 education=Masters 2.3725044217643045 0.902360230845632 education=1st-4th 1.075945597212807 1.1422679052380442 education=10th -0.9755856848739449 1.9667162250601722 education=Doctorate -0.7160088390759063 1.4351824013570325 education=5th-6th 0.4939794753449019 0.3266703331509434 education=Preschool -2.4816151385747443 -0.26237033455007025 education-num -2.1215867874368612 -0.3743191458820798 marital-status=Married-civ-spouse 1.1473923852066505 0.8382905863084485 marital-status=Divorced 1.263589179383301 0.02840633920461855 marital-status=Never-married 0.89420223127695 0.6736823758940487 marital-status=Separated 0.009962841998886019 -1.6972365767870812 marital-status=Widowed 1.8800502894594897 0.8612291846069972 marital-status=Married-spouse-absent 1.288459914942026 0.8317702862402694 marital-status=Married-AF-spouse -0.7169473308108667 0.102576547005821 occupation=Tech-support 0.2715035411129594 1.0489193342963574 occupation=Craft-repair 0.4682092439082332 -0.007698263368218215 occupation=Other-service 0.1970832130572091 1.1850354507071763 occupation=Sales -0.9173504371124107 -0.41243075005165014 occupation=Exec-managerial 0.016239576981320312 0.6052317566891973 occupation=Prof-specialty 1.1647457861374493 2.1457866353409463 occupation=Handlers-cleaners 0.08142773704972543 -0.7785734269233447 occupation=Machine-op-inspct 0.51691071153342 0.676290391465999 occupation=Adm-clerical 1.7143519362769737 0.4428266415531268 occupation=Farming-fishing -0.026820404139297652 -0.7593708352328047 occupation=Transport-moving 0.8529647951624894 -0.49833896361023516 occupation=Priv-house-serv -1.1739320554646664 -1.468759132863371 occupation=Protective-serv 0.26252538614885434 -0.8487125770703794 occupation=Armed-Forces 0.22459769362769832 2.0338253728174553 relationship=Wife 1.0521751596668387 0.7483328828576663 relationship=Own-child 0.7135374807839046 -1.0340259566472132 relationship=Husband -0.15583182990663574 -0.2601926462321625 relationship=Not-in-family 0.41997156540871755 -0.7109754688552882 relationship=Other-relative 0.1549602374447904 -0.004536895694435157 relationship=Unmarried -0.7555293298954442 0.11608974132382967 race=White -0.6961684684428171 1.78964911522167 race=Asian-Pac-Islander 0.40337884071627556 1.3764314329024103 race=Amer-Indian-Eskimo 2.6589296434824607 0.40609366388827345 race=Other -0.5547131462635105 0.3670397789116514 race=Black -0.4110739850970187 -0.3268151047030216 sex -4.658966660215638 1.4137364992413026 capital-gain -1.3582236808253256 2.8382202712305933 capital-loss -0.6959808781561814 6.821359589542516 hours-per-week -0.5712998936277074 -1.3500719565649641 native-country=United-States -3.4261386311071944 0.05784626417112972 native-country=Cambodia 0.9666089142467226 0.8959848379800202 native-country=England 0.14411028812001328 0.12051217393264214 native-country=Puerto-Rico -0.5949542954515881 -0.21308516119216747 native-country=Canada -0.1497806722577253 2.224911851515075 native-country=Germany 1.0230944119703458 0.43580321204765804 native-country=Outlying-US(Guam-USVI-etc) 2.4190207480747343 -0.04540663514677506 native-country=India 2.557288763029302 -0.7693013133839334 native-country=Japan 1.9461508270006622 0.37577022075846367 native-country=Greece 0.5106415653077394 -0.25240585145261635 native-country=South 0.8088011781911777 0.36232732890912656 native-country=China 1.3773925999400927 0.06974818150886693 native-country=Cuba -1.8891151297620912 0.9526887397471047 native-country=Iran 0.8092203914291739 -0.14893739375569795 native-country=Honduras -0.9543991604747517 0.5316821219196579 native-country=Philippines -1.5291866988244474 -1.3392399735239182 native-country=Italy 1.4551069525725873 -0.21509921429278828 native-country=Poland -2.1087847125485726 -0.1642984449490998 native-country=Jamaica 0.4565772751327896 0.23726238083321807 native-country=Vietnam 1.0304676068360312 0.08057510941745744 native-country=Mexico -0.415039246814088 0.7487580759845017 native-country=Portugal -1.5176218511061526 -0.47144168354709465 native-country=Ireland -0.26564050540720674 -0.2958979600603363 native-country=France -1.1646557298226103 -0.5904681922537997 native-country=Dominican-Republic 1.209533792257546 0.7366140450526991 native-country=Laos 0.435311830569454 -0.6672009521851144 native-country=Ecuador -0.5691982956882096 0.37410699698872707 native-country=Taiwan 1.4615523267609893 0.16479756544379517 native-country=Haiti 3.3268625952438895 -2.45941688320455 native-country=Columbia -0.10052529396119225 -0.5782112981153956 native-country=Hungary -1.4473283777695947 0.5013361669117536 native-country=Guatemala 1.625628840415661 -0.7750259017394542 native-country=Nicaragua 0.3435376916752376 -0.7076989600481711 native-country=Scotland 0.6574274846149553 -0.16343515952152649 native-country=Thailand 1.425035345441398 0.31500646443679925 native-country=Yugoslavia 0.5141813951409393 -1.058589123720483 native-country=El-Salvador 0.9330580130068876 -0.08824283594703942 native-country=Trinadad&Tobago 0.7102425111565605 0.8391916022763225 native-country=Peru 0.7806551555642504 -0.6214725275584716 native-country=Hong 0.7461534024936445 -0.7896345841214604 native-country=Holand-Netherlands Hidden Weights: -4.3838889965370305 4.38388899653703 3.7889314932945837 -3.788931493294573 >50K <=50K Error sum for iteration 2500 = 746.6315335625362 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.759447455162228 -2.709077561282635 age 0.6109522421171087 0.6344981984949806 workclass=Private 0.5395233659923243 -1.1182263537889192 workclass=Self-emp-not-inc -0.016850675131012054 0.8059199206062674 workclass=Self-emp-inc -0.7108306287498041 -1.294068765023989 workclass=Federal-gov 1.3233852360062957 1.672695919162919 workclass=Local-gov 0.20234718232966442 -0.8003555565960153 workclass=State-gov 1.0328070010867803 0.9481368928232408 workclass=Without-pay -0.4110492175682083 0.6935881038340993 workclass=Never-worked -0.6196840015541543 -1.046829270406056 fnlwgt 0.015696742345152864 0.2901325052789495 education=Bachelors -0.0926016424345908 -1.5674707577930904 education=Some-college 1.3785123794753964 1.4864574504240322 education=11th 0.24108038050338904 -0.15042463409171017 education=HS-grad -1.3766719718600657 -0.9693196938093283 education=Prof-school -0.20615983555732836 -0.591698614216523 education=Assoc-acdm -0.5740260386142755 -2.262164006336308 education=Assoc-voc 0.43839151783157626 -1.319798885447706 education=9th 0.38489681876944265 -0.06520526032328394 education=7th-8th 2.3435417085690085 1.4131936019661497 education=12th 0.037750166098428364 0.5598232486496183 education=Masters 2.4101031252516134 0.9175459887285017 education=1st-4th 1.0870423605177246 1.1931896848573085 education=10th -0.9792070012906315 2.0007341152105402 education=Doctorate -0.7368232598533381 1.4568008122026803 education=5th-6th 0.5123781721510896 0.3262904840038373 education=Preschool -2.5104047638096696 -0.28533455023951926 education-num -2.1429650711572115 -0.4058900639033694 marital-status=Married-civ-spouse 1.1560424315402715 0.8606424887659495 marital-status=Divorced 1.2618490641974593 -0.022996749948938026 marital-status=Never-married 0.900438916605188 0.6866594452932491 marital-status=Separated 0.012311388665400535 -1.697277675190473 marital-status=Widowed 1.901702061187388 0.9111422179262664 marital-status=Married-spouse-absent 1.292366290053427 0.8326432001793607 marital-status=Married-AF-spouse -0.7212640899078118 0.10383523261251826 occupation=Tech-support 0.27087589432750925 1.051121183439218 occupation=Craft-repair 0.4734338996811913 0.004730803914694932 occupation=Other-service 0.19883898820573712 1.1933264558223227 occupation=Sales -0.9233609256336874 -0.42248946587539776 occupation=Exec-managerial 0.023639958675986898 0.6302555755510785 occupation=Prof-specialty 1.1794904822150993 2.196096415704954 occupation=Handlers-cleaners 0.08230000083843167 -0.7899008838837126 occupation=Machine-op-inspct 0.5244150927968739 0.6961326058114004 occupation=Adm-clerical 1.728733717809887 0.45400591487635356 occupation=Farming-fishing -0.03460525100188262 -0.7893236593374767 occupation=Transport-moving 0.8678364396184678 -0.4969546373511165 occupation=Priv-house-serv -1.205982138133258 -1.5379309181988936 occupation=Protective-serv 0.2754163355322858 -0.8555754219600996 occupation=Armed-Forces 0.22756835601034145 2.0587365352918865 relationship=Wife 1.0639473534621957 0.7836401873966552 relationship=Own-child 0.7224665853876634 -1.0377543493742352 relationship=Husband -0.16464889373124397 -0.3007886612654671 relationship=Not-in-family 0.4299832622737229 -0.7024960938452167 relationship=Other-relative 0.14845700146671625 -0.026017170656744158 relationship=Unmarried -0.759838373146527 0.10543289810265027 race=White -0.6957092439652456 1.78817969687075 race=Asian-Pac-Islander 0.4074054909842182 1.413330145692516 race=Amer-Indian-Eskimo 2.682394587322414 0.40545839879996054 race=Other -0.5613032321713807 0.34558909784725933 race=Black -0.41051809215593354 -0.31367157105405347 sex -4.689137718385732 1.4580736377749963 capital-gain -1.3716751874487416 2.8421883213572414 capital-loss -0.6922900624370864 6.953622408397346 hours-per-week -0.5747876460877878 -1.3624374576352019 native-country=United-States -3.4750921696066936 0.06421407553665667 native-country=Cambodia 0.9762772146129062 0.9166574778227959 native-country=England 0.14068959871064296 0.08582012215504058 native-country=Puerto-Rico -0.5956744513843657 -0.20569589638844363 native-country=Canada -0.14708636454306942 2.278493967624513 native-country=Germany 1.0254161366055368 0.4359328702867098 native-country=Outlying-US(Guam-USVI-etc) 2.4325629746764177 -0.02859562937554306 native-country=India 2.583590179429491 -0.7707233542290052 native-country=Japan 1.958803927325276 0.418660517286498 native-country=Greece 0.5024740849722504 -0.24305603604727222 native-country=South 0.7997842931843684 0.3581700796097285 native-country=China 1.388958510207957 0.06400465030980226 native-country=Cuba -1.908581616353051 0.9490547829094277 native-country=Iran 0.816472551380735 -0.1492076881586224 native-country=Honduras -0.9658519820337312 0.5338547438664978 native-country=Philippines -1.5588777132729341 -1.396113335428963 native-country=Italy 1.4789704157222099 -0.23587340422143094 native-country=Poland -2.1254468515832996 -0.1510442394924067 native-country=Jamaica 0.4199774237770111 0.23678147188602605 native-country=Vietnam 1.0401425457390958 0.08636424492640046 native-country=Mexico -0.4138151663232272 0.7631909540433829 native-country=Portugal -1.5385300825131398 -0.46680591077915895 native-country=Ireland -0.2714399506797948 -0.29392698083619667 native-country=France -1.169685678476859 -0.6094430598840905 native-country=Dominican-Republic 1.2222948883353724 0.7367187875178322 native-country=Laos 0.4464343679139196 -0.6691085141488647 native-country=Ecuador -0.5837364426897637 0.3754530567524976 native-country=Taiwan 1.484325560105834 0.16364832620226258 native-country=Haiti 3.39267972150858 -2.492050640658375 native-country=Columbia -0.09921362554376349 -0.5780046438796141 native-country=Hungary -1.4590399940395014 0.5617691950430632 native-country=Guatemala 1.6556601205187287 -0.79040594953396 native-country=Nicaragua 0.3583325984580878 -0.7108470213620082 native-country=Scotland 0.6444955430097901 -0.16236813053101332 native-country=Thailand 1.442595829269879 0.31289757330999624 native-country=Yugoslavia 0.5155497764153986 -1.0846639165847158 native-country=El-Salvador 0.9520818568083104 -0.08996211625814787 native-country=Trinadad&Tobago 0.71301364760701 0.8298209320937977 native-country=Peru 0.7820760619485987 -0.621278582761092 native-country=Hong 0.747465070911102 -0.7894279298856789 native-country=Holand-Netherlands Hidden Weights: -4.366517405889075 4.366517405889079 3.774659265003456 -3.7746592650034594 >50K <=50K Error sum for iteration 2600 = 743.3424894407852 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7588844803756767 -2.694500201332314 age 0.616595635188737 0.641188390783935 workclass=Private 0.5460983036593057 -1.1323508796711896 workclass=Self-emp-not-inc -0.017254990727375755 0.8068444052022657 workclass=Self-emp-inc -0.7212461755160984 -1.323717885642208 workclass=Federal-gov 1.3398288884583418 1.723983751962376 workclass=Local-gov 0.20190979666328152 -0.8117290610248478 workclass=State-gov 1.034092262931801 0.9483462858413773 workclass=Without-pay -0.40980321776778106 0.6938524206190009 workclass=Never-worked -0.6316416389434536 -1.0773596459027517 fnlwgt 0.01580806457203603 0.28970224532701155 education=Bachelors -0.09654184845895597 -1.5984755617760873 education=Some-college 1.3808938947729719 1.4807921305224145 education=11th 0.24037343906063877 -0.15932747371318667 education=HS-grad -1.3871405232295804 -0.9864825168431188 education=Prof-school -0.21333676705430896 -0.6221802707689216 education=Assoc-acdm -0.5823209032101315 -2.3022751149872085 education=Assoc-voc 0.4418789334539374 -1.3409945788031352 education=9th 0.3743850168335357 -0.08576687670659965 education=7th-8th 2.3688565473577405 1.4611535395170296 education=12th 0.037566003952893195 0.5788006861270655 education=Masters 2.446766511286888 0.9323220652035811 education=1st-4th 1.0963588167065492 1.240714798246561 education=10th -0.983166666754379 2.033223253752683 education=Doctorate -0.7565200532994157 1.4770345236127265 education=5th-6th 0.5299471511227213 0.3261887934302445 education=Preschool -2.5361958055774014 -0.3045469888004068 education-num -2.163241734907703 -0.4374855378199563 marital-status=Married-civ-spouse 1.1635544405736922 0.8804287040098858 marital-status=Divorced 1.2611588143859238 -0.06566445939333279 marital-status=Never-married 0.9060034345763759 0.698885201669148 marital-status=Separated 0.01564298327089996 -1.7002943651019173 marital-status=Widowed 1.921167910696844 0.9593636113552617 marital-status=Married-spouse-absent 1.296149229502497 0.8336544601763886 marital-status=Married-AF-spouse -0.7244527603559962 0.10638536318174813 occupation=Tech-support 0.2700746829887623 1.0543262078548903 occupation=Craft-repair 0.47737805964242364 0.012983838573813185 occupation=Other-service 0.20036614948543627 1.2036445252034516 occupation=Sales -0.9285928463685132 -0.4318413199146153 occupation=Exec-managerial 0.02972574470931585 0.6522853020612009 occupation=Prof-specialty 1.1917923538671953 2.2424577445853715 occupation=Handlers-cleaners 0.0832532474872103 -0.8013825138867009 occupation=Machine-op-inspct 0.5308811822331886 0.7142177800826783 occupation=Adm-clerical 1.7413907036490652 0.46400953288029667 occupation=Farming-fishing -0.040895319318955105 -0.8167147851455128 occupation=Transport-moving 0.8818415726284312 -0.49498070054963456 occupation=Priv-house-serv -1.2330536816104598 -1.6000626741944952 occupation=Protective-serv 0.28747131159740585 -0.8621841303391359 occupation=Armed-Forces 0.23000016725669886 2.0833907855927545 relationship=Wife 1.0751358813736995 0.8191320373664523 relationship=Own-child 0.7312313914532462 -1.0420279075237837 relationship=Husband -0.1727468824934859 -0.3376156433284257 relationship=Not-in-family 0.4399558572089929 -0.6948206138858055 relationship=Other-relative 0.14164124727628066 -0.049037775685683425 relationship=Unmarried -0.7640723044107222 0.09437652124142264 race=White -0.695851827323895 1.7866791569671692 race=Asian-Pac-Islander 0.41114316167103615 1.4494532732668137 race=Amer-Indian-Eskimo 2.705230993278129 0.40485149904602025 race=Other -0.5673027967854329 0.3260659049952915 race=Black -0.41015144989721597 -0.30406047687125937 sex -4.718123972700476 1.5017199019315361 capital-gain -1.3852490936095219 2.845604227890832 capital-loss -0.6918321841492344 7.08075009580016 hours-per-week -0.5774032508852976 -1.372148881295972 native-country=United-States -3.5205874207738628 0.0702952479370955 native-country=Cambodia 0.9847848437010734 0.9355306763510581 native-country=England 0.13661161391875026 0.05097262479776337 native-country=Puerto-Rico -0.5971276340792896 -0.19898626494271576 native-country=Canada -0.14492635299008672 2.3322972892740017 native-country=Germany 1.027666893125861 0.4361245836893645 native-country=Outlying-US(Guam-USVI-etc) 2.4447713370453 -0.012267547146053707 native-country=India 2.6085965063775163 -0.7719947331441236 native-country=Japan 1.9709830518919806 0.4603715912106709 native-country=Greece 0.4949419116654744 -0.23429342819762403 native-country=South 0.7920196630262392 0.3540850640081967 native-country=China 1.399529201726562 0.058553957951575135 native-country=Cuba -1.927804214482467 0.9454923312778392 native-country=Iran 0.823465859474089 -0.1494056154747419 native-country=Honduras -0.9772286683893369 0.5360767744825471 native-country=Philippines -1.5872155517375552 -1.4494226340383638 native-country=Italy 1.500984915112924 -0.25597779705925244 native-country=Poland -2.1410923832109408 -0.1386190238983554 native-country=Jamaica 0.38425648600665596 0.2363572571083191 native-country=Vietnam 1.0489722172550489 0.09242474313345067 native-country=Mexico -0.41251178050324105 0.777543634778038 native-country=Portugal -1.557594697108904 -0.462372398749731 native-country=Ireland -0.27715668840364466 -0.2919666552710182 native-country=France -1.1738636790417052 -0.6288429764959443 native-country=Dominican-Republic 1.2347387463119568 0.7368854273993963 native-country=Laos 0.4572695481538736 -0.6708935900148819 native-country=Ecuador -0.5963173213630848 0.3767747853249823 native-country=Taiwan 1.5060172859813221 0.1631340488798175 native-country=Haiti 3.4546445426103833 -2.522886962261778 native-country=Columbia -0.09796762574333134 -0.5777403270947126 native-country=Hungary -1.4699547106971884 0.6200846655341243 native-country=Guatemala 1.684087737498974 -0.8048105903025697 native-country=Nicaragua 0.37267359980866205 -0.7137780900643178 native-country=Scotland 0.6334016533720747 -0.1612912492184195 native-country=Thailand 1.4595390651481723 0.3109936195439776 native-country=Yugoslavia 0.5160541930948092 -1.1115665783068975 native-country=El-Salvador 0.9704154435253725 -0.09155112439897556 native-country=Trinadad&Tobago 0.7155029413336773 0.8204274383335564 native-country=Peru 0.7834308057767931 -0.6210267669753163 native-country=Hong 0.7487110707115455 -0.7891636131007773 native-country=Holand-Netherlands Hidden Weights: -4.350526595347673 4.350526595347673 3.7561569199369544 -3.7561569199369544 >50K <=50K Error sum for iteration 2700 = 740.1931335249318 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.758092112484028 -2.6847762552174776 age 0.6214879828989353 0.6479511519151028 workclass=Private 0.5527468873547678 -1.1462946980806599 workclass=Self-emp-not-inc -0.017914737829298682 0.8085447034023325 workclass=Self-emp-inc -0.7301717996956804 -1.351700342735793 workclass=Federal-gov 1.35404609580321 1.7720212865420635 workclass=Local-gov 0.20227050561073315 -0.8220846539981842 workclass=State-gov 1.035329178313489 0.9485706671324325 workclass=Without-pay -0.40861852498123813 0.6941486277340517 workclass=Never-worked -0.641330926488075 -1.10420328382924 fnlwgt 0.015892925607561132 0.2901446301341212 education=Bachelors -0.09964003549806726 -1.6280345278685344 education=Some-college 1.381851036708388 1.474979097958398 education=11th 0.23998190443044834 -0.16626353864354973 education=HS-grad -1.3964088394529763 -1.0034558766290316 education=Prof-school -0.21878988387326956 -0.6472509525326251 education=Assoc-acdm -0.5897423790803958 -2.3415785846722272 education=Assoc-voc 0.4442452627646303 -1.3622141109720995 education=9th 0.3630039617658118 -0.10692834183882217 education=7th-8th 2.3937326263972203 1.507030106390322 education=12th 0.03716720813793562 0.5963753494316921 education=Masters 2.4825236713444947 0.9467103263247981 education=1st-4th 1.104096800077783 1.2851593379507933 education=10th -0.9873526987800009 2.064478618082964 education=Doctorate -0.7751062769590026 1.496093053611312 education=5th-6th 0.5467849603998338 0.3262940261744573 education=Preschool -2.5595360309933186 -0.32079661470454524 education-num -2.182327802980263 -0.4687515138749854 marital-status=Married-civ-spouse 1.1701271993344613 0.8982599682924113 marital-status=Divorced 1.2613707639472158 -0.10148314173299387 marital-status=Never-married 0.9109616030101819 0.7103523297200958 marital-status=Separated 0.019418910934007442 -1.705646695013141 marital-status=Widowed 1.9388405834454456 1.0058327755979648 marital-status=Married-spouse-absent 1.2998142122058494 0.8347669986317354 marital-status=Married-AF-spouse -0.7269065652087784 0.10955051452760452 occupation=Tech-support 0.2691962046168719 1.058447102504411 occupation=Craft-repair 0.4802130851494045 0.017775847555882046 occupation=Other-service 0.20174586973571332 1.2156838635802356 occupation=Sales -0.9331259665350846 -0.44049694694935315 occupation=Exec-managerial 0.034809372929343864 0.6720528432781075 occupation=Prof-specialty 1.2020917124018928 2.285432591608966 occupation=Handlers-cleaners 0.08412661558761363 -0.8131684173086466 occupation=Machine-op-inspct 0.5364876251870497 0.730874290301454 occupation=Adm-clerical 1.7525986813126206 0.47295279218912395 occupation=Farming-fishing -0.04592085577895076 -0.8418553455877495 occupation=Transport-moving 0.8951238232328563 -0.4925681961195708 occupation=Priv-house-serv -1.2560122934640885 -1.6564601514308264 occupation=Protective-serv 0.2988163327719948 -0.868560061225465 occupation=Armed-Forces 0.2319883624528921 2.107882926738557 relationship=Wife 1.0855959921059302 0.8540490128451519 relationship=Own-child 0.7398021829947263 -1.0465790006964304 relationship=Husband -0.18022037465178742 -0.3718012055311837 relationship=Not-in-family 0.4497055190209292 -0.6878139218548642 relationship=Other-relative 0.13493167916438478 -0.07257002935521428 relationship=Unmarried -0.7682288264572932 0.08305286154203231 race=White -0.696497790644445 1.7853288775264409 race=Asian-Pac-Islander 0.41463233275725425 1.4845482596494715 race=Amer-Indian-Eskimo 2.7274671327149718 0.40424203953389753 race=Other -0.572824615716243 0.30810500976031047 race=Black -0.410007967732867 -0.2973648312178621 sex -4.745981823367594 1.5447033780326245 capital-gain -1.3986876894579252 2.84875759765237 capital-loss -0.6937895186582623 7.203271959483614 hours-per-week -0.5793541255667547 -1.3797825615027752 native-country=United-States -3.562889376689982 0.07611000898429343 native-country=Cambodia 0.9922619410265245 0.9528472663333263 native-country=England 0.1319060612546667 0.01590242072086006 native-country=Puerto-Rico -0.599132544749585 -0.1929457839976763 native-country=Canada -0.1432572939800887 2.38622619474574 native-country=Germany 1.0298502522458812 0.436353122252319 native-country=Outlying-US(Guam-USVI-etc) 2.455808584411461 0.0035693344263949896 native-country=India 2.632421626005362 -0.7731514790155763 native-country=Japan 1.9826918967354574 0.5010167920772302 native-country=Greece 0.48808629633672984 -0.22607186219840888 native-country=South 0.7854188556568419 0.3500539658507752 native-country=China 1.4091454539701098 0.05337523048496773 native-country=Cuba -1.9465345901579956 0.9419943411689429 native-country=Iran 0.8302312286812709 -0.14955648822981463 native-country=Honduras -0.9885303438748538 0.5383156800035481 native-country=Philippines -1.6143541758868059 -1.4994476799910523 native-country=Italy 1.5211875529155527 -0.2754772401515318 native-country=Poland -2.155792875376792 -0.12696584995681828 native-country=Jamaica 0.34949031500857947 0.23596580301133355 native-country=Vietnam 1.0570415548122793 0.09876877341515457 native-country=Mexico -0.41124953549963544 0.7918231854152773 native-country=Portugal -1.574848788257711 -0.4581438416356472 native-country=Ireland -0.28280426064698266 -0.29003642466038904 native-country=France -1.1774805794473961 -0.6485709751063714 native-country=Dominican-Republic 1.2468861760160121 0.7370881996363908 native-country=Laos 0.4678616227075817 -0.6725939556494968 native-country=Ecuador -0.6071944183452468 0.37806139339587147 native-country=Taiwan 1.5267196024347265 0.16316045935457185 native-country=Haiti 3.5130416778969464 -2.552061711622451 native-country=Columbia -0.09678293295678264 -0.5774441199796617 native-country=Hungary -1.4801880948243205 0.6763751349215584 native-country=Guatemala 1.710990234915188 -0.818324652765099 native-country=Nicaragua 0.38658875885087407 -0.7165357356654695 native-country=Scotland 0.6240473391286065 -0.16022626732735973 native-country=Thailand 1.475923396586293 0.3092481071230488 native-country=Yugoslavia 0.5156788104386865 -1.1393363670909422 native-country=El-Salvador 0.9880909054261152 -0.09303523277919035 native-country=Trinadad&Tobago 0.7177738483585958 0.8109959772812138 native-country=Peru 0.7847232817282888 -0.6207426930910227 native-country=Hong 0.7498957634980983 -0.7888674059857265 native-country=Holand-Netherlands Hidden Weights: -4.335788186142754 4.335788186142754 3.734178201353348 -3.734178201353348 >50K <=50K Error sum for iteration 2800 = 737.1846541417018 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7572052911083205 -2.6792182917605336 age 0.6257852297810336 0.6547883058473392 workclass=Private 0.5593655261381628 -1.160147294375328 workclass=Self-emp-not-inc -0.018739596718807424 0.8108453931377216 workclass=Self-emp-inc -0.7378629274431582 -1.3782731597389906 workclass=Federal-gov 1.3664581711941928 1.8174166175419275 workclass=Local-gov 0.2031777763210367 -0.8317691930237875 workclass=State-gov 1.0365192107297054 0.9487955589426327 workclass=Without-pay -0.4074912398115231 0.6944585020109729 workclass=Never-worked -0.6490024763715995 -1.127755378420303 fnlwgt 0.015966014846667334 0.29131935446481766 education=Bachelors -0.10210020228741891 -1.656365836087091 education=Some-college 1.3816989556897283 1.4691747376939277 education=11th 0.23981926361254347 -0.17155663525060727 education=HS-grad -1.4047139941093605 -1.0202346883926974 education=Prof-school -0.22291554463188135 -0.6682297219892028 education=Assoc-acdm -0.5964581123820715 -2.380114746584307 education=Assoc-voc 0.44561601635696946 -1.3833776980618184 education=9th 0.3510103007971129 -0.12837159279460766 education=7th-8th 2.4182361261505685 1.5509555320806028 education=12th 0.03662494483965176 0.6128039983995534 education=Masters 2.5173920958437734 0.9607325751267699 education=1st-4th 1.1104384005505268 1.3268016132322658 education=10th -0.99165611720477 2.0947413275313105 education=Doctorate -0.7926332063799909 1.5141455363469685 education=5th-6th 0.5629701463720853 0.3265518398327707 education=Preschool -2.580859559192416 -0.33470779665765105 education-num -2.200190142965875 -0.49950574014479615 marital-status=Married-civ-spouse 1.1759194159247315 0.9146409063122062 marital-status=Divorced 1.2622994143442525 -0.13196265069637453 marital-status=Never-married 0.9153624235561992 0.7210961621689627 marital-status=Separated 0.02333604063719781 -1.7128002314818924 marital-status=Widowed 1.955020429911014 1.0505573936621044 marital-status=Married-spouse-absent 1.3033671660354533 0.8359529959551735 marital-status=Married-AF-spouse -0.7288898103135393 0.11291835519369235 occupation=Tech-support 0.2682874443328796 1.0633527315730351 occupation=Craft-repair 0.4821170184971729 0.01975331896739746 occupation=Other-service 0.20302514974408117 1.229166296657063 occupation=Sales -0.9370442412540787 -0.44850983290558055 occupation=Exec-managerial 0.03912829034456135 0.6901162956366323 occupation=Prof-specialty 1.2107452956287579 2.325481666166194 occupation=Handlers-cleaners 0.08483719079392847 -0.8253242257661484 occupation=Machine-op-inspct 0.5413892209303257 0.7463890807963998 occupation=Adm-clerical 1.762584425454821 0.48096325610417684 occupation=Farming-fishing -0.049875810572321065 -0.8650243058744984 occupation=Transport-moving 0.9077967438176989 -0.4898309180323437 occupation=Priv-house-serv -1.2756083571747587 -1.7082475158594346 occupation=Protective-serv 0.30955135544307333 -0.8747262416395616 occupation=Armed-Forces 0.23359277104066942 2.132280391174007 relationship=Wife 1.0952680485954542 0.8879074187637124 relationship=Own-child 0.748134405873741 -1.0512676476850316 relationship=Husband -0.18712865826308397 -0.40410148128670953 relationship=Not-in-family 0.4591334386921267 -0.6813511468842859 relationship=Other-relative 0.12858534752438552 -0.09596151205836254 relationship=Unmarried -0.7723090417296324 0.0715563783029269 race=White -0.6975610105133333 1.7842352503175425 race=Asian-Pac-Islander 0.41789215358921394 1.5184580906574505 race=Amer-Indian-Eskimo 2.749128459049237 0.40360859706721536 race=Other -0.5779476205347985 0.29144709726747825 race=Black -0.41007600451147663 -0.2930232596426654 sex -4.772761530851565 1.5870382225449295 capital-gain -1.4118354877629307 2.8518315447415934 capital-loss -0.6975577032946604 7.321703282395531 hours-per-week -0.5807887322604582 -1.3857421358949749 native-country=United-States -3.6022652029478834 0.08167903586265705 native-country=Cambodia 0.9988342838719211 0.9688153259325027 native-country=England 0.12660707490292622 -0.01945032932532508 native-country=Puerto-Rico -0.6015487891325516 -0.18755014772628625 native-country=Canada -0.14201295088748142 2.4401964047112807 native-country=Germany 1.0319695518081256 0.43660062703516667 native-country=Outlying-US(Guam-USVI-etc) 2.465821703855701 0.018914811223186556 native-country=India 2.655163684249871 -0.7742197552212595 native-country=Japan 1.9939315764318386 0.5406980999249449 native-country=Greece 0.481900167533582 -0.2183497936602436 native-country=South 0.7798455862191724 0.3460645803054536 native-country=China 1.417854411345916 0.04845112860486118 native-country=Cuba -1.964589608398106 0.9385493067654515 native-country=Iran 0.8367911365985724 -0.1496782366469825 native-country=Honduras -0.9997200259229772 0.54054741525931 native-country=Philippines -1.6404174237282423 -1.546448011958655 native-country=Italy 1.5396479839643025 -0.2944328603427598 native-country=Poland -2.1696165120236324 -0.11601657874411653 native-country=Jamaica 0.31577073045064374 0.23559043823520073 native-country=Vietnam 1.0644239521412777 0.1054004098584245 native-country=Mexico -0.41010003410807294 0.8060329670021308 native-country=Portugal -1.5903944005337463 -0.45411488657334154 native-country=Ireland -0.28839246110991923 -0.2881494732960937 native-country=France -1.180743881765358 -0.6685608573710549 native-country=Dominican-Republic 1.2587547105992458 0.7373088374257123 native-country=Laos 0.47824489126466 -0.6742368525506783 native-country=Ecuador -0.61660759651144 0.37930642309967705 native-country=Taiwan 1.5465150164293333 0.16364364026229045 native-country=Haiti 3.5681487437506605 -2.579702816723776 native-country=Columbia -0.09565564778704427 -0.5771342457027405 native-country=Hungary -1.4898357049047428 0.7307633247695049 native-country=Guatemala 1.7364554347576189 -0.831026287837203 native-country=Nicaragua 0.4001032965991089 -0.7191524031919015 native-country=Scotland 0.6163031065945719 -0.15918759646327277 native-country=Thailand 1.4917997935591378 0.3076258756666774 native-country=Yugoslavia 0.5144115594649927 -1.1679948686293657 native-country=El-Salvador 1.0051430498540923 -0.09443491543016383 native-country=Trinadad&Tobago 0.7198734507237027 0.80151331600577 native-country=Peru 0.7859571004861352 -0.6204444811804419 native-country=Hong 0.7510230486678263 -0.7885575317088053 native-country=Holand-Netherlands Hidden Weights: -4.322179247039605 4.322179247039601 3.7094025907861488 -3.709402590786144 >50K <=50K Error sum for iteration 2900 = 734.3137873339562 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.756277493642915 -2.677199773393238 age 0.6296068723361762 0.6616951257397888 workclass=Private 0.5658979719315952 -1.1739606378339587 workclass=Self-emp-not-inc -0.01966602301336619 0.8136093618385065 workclass=Self-emp-inc -0.7445382644943395 -1.4036820679582716 workclass=Federal-gov 1.3773980910382664 1.8606824945129656 workclass=Local-gov 0.20444451655216897 -0.8410311404942923 workclass=State-gov 1.0376642857364373 0.9490113379693855 workclass=Without-pay -0.4064176358058862 0.6947697183738322 workclass=Never-worked -0.6548945605675695 -1.1483552613482 fnlwgt 0.01602805843097162 0.29309660661572506 education=Bachelors -0.1040776017460329 -1.6836614305414368 education=Some-college 1.3806790639354485 1.4635038598102001 education=11th 0.23981480346242057 -0.17547767427192926 education=HS-grad -1.4122204960634188 -1.0368140170148377 education=Prof-school -0.22603601501676984 -0.6861228274484145 education=Assoc-acdm -0.6026096235626904 -2.4179612054691546 education=Assoc-voc 0.446121407324994 -1.4044426237920102 education=9th 0.33863222112002594 -0.1498169386862972 education=7th-8th 2.4424124664162568 1.5930656196003936 education=12th 0.03598623796179088 0.6283192997660085 education=Masters 2.551384250931699 0.9744098031193443 education=1st-4th 1.1155438716358572 1.3658890999101252 education=10th -0.9959871647965494 2.1242054200076046 education=Doctorate -0.8091754184432546 1.531330234828696 education=5th-6th 0.5785655226090982 0.3269215618224388 education=Preschool -2.600508976077102 -0.34677401038856237 education-num -2.2168374525581305 -0.5296656577998493 marital-status=Married-civ-spouse 1.1810566275047096 0.9299630099919562 marital-status=Divorced 1.2637718907972808 -0.15826909204190798 marital-status=Never-married 0.9192496694057206 0.7311731799097422 marital-status=Separated 0.027234942551253395 -1.72133068856956 marital-status=Widowed 1.9699287166292485 1.0935842073958604 marital-status=Married-spouse-absent 1.306814413197614 0.8371921223317185 marital-status=Married-AF-spouse -0.7305705580388299 0.11625576693870793 occupation=Tech-support 0.26736845778541674 1.0689097721245064 occupation=Craft-repair 0.4832544799447353 0.01946690155868361 occupation=Other-service 0.2042302527953072 1.2438548318900704 occupation=Sales -0.9404254792452084 -0.4559479600779078 occupation=Exec-managerial 0.04285840242129126 0.7068924943112548 occupation=Prof-specialty 1.2180345197191524 2.3629844855090223 occupation=Handlers-cleaners 0.0853530109922397 -0.8378637107326762 occupation=Machine-op-inspct 0.5457145294317637 0.7610043845236594 occupation=Adm-clerical 1.771531814014327 0.48816546241229725 occupation=Farming-fishing -0.05292310938119854 -0.8864714550216244 occupation=Transport-moving 0.9199508176706874 -0.486854204563391 occupation=Priv-house-serv -1.292469845121081 -1.7563684053903483 occupation=Protective-serv 0.31975591080821564 -0.8807036424826319 occupation=Armed-Forces 0.23485542739820744 2.1566321133503084 relationship=Wife 1.1041480670584247 0.9204214175043627 relationship=Own-child 0.7561889982940022 -1.0560257125122774 relationship=Husband -0.19350968758165515 -0.4350033922106161 relationship=Not-in-family 0.46819311464361785 -0.6753271502558763 relationship=Other-relative 0.12273988972979688 -0.11883422477276281 relationship=Unmarried -0.7763124910993325 0.05995810048576806 race=White -0.6989640222567404 1.7834565632213044 race=Asian-Pac-Islander 0.42092568687056736 1.5511024235528805 race=Amer-Indian-Eskimo 2.770238886780169 0.4029372297697687 race=Other -0.5827282683605045 0.2758969092996816 race=Black -0.41032235558308106 -0.2905521584269371 sex -4.798509380181051 1.6287319950151533 capital-gain -1.4246107488238453 2.8549421757619724 capital-loss -0.7027019723494053 7.4365213240248895 hours-per-week -0.581811630580805 -1.3903021816433994 native-country=United-States -3.638971653241804 0.08702268475075793 native-country=Cambodia 1.0046184355904793 0.9836106171530771 native-country=England 0.1207478392638555 -0.05513604089682333 native-country=Puerto-Rico -0.6042726051151587 -0.18276529351388104 native-country=Canada -0.14112085997198606 2.4941393593152945 native-country=Germany 1.0340281632519555 0.4368550419160886 native-country=Outlying-US(Guam-USVI-etc) 2.474938296681798 0.03377507268645313 native-country=India 2.676907878187616 -0.7752183458432506 native-country=Japan 2.0047053052451993 0.5795045574408245 native-country=Greece 0.4763482001899878 -0.21108929962210674 native-country=South 0.7751506766473722 0.34210935919972096 native-country=China 1.4257083331132192 0.04376758540875879 native-country=Cuba -1.9818484994463974 0.9351451523504357 native-country=Iran 0.8431625159314777 -0.14978306408422293 native-country=Honduras -1.0107443357641237 0.5427549740599892 native-country=Philippines -1.6655029086544153 -1.5906634573864509 native-country=Italy 1.5564527027912165 -0.3129005744847295 native-country=Poland -2.1826298566425475 -0.10570162197748557 native-country=Jamaica 0.28319610757952274 0.2352201625625917 native-country=Vietnam 1.0711857259164137 0.11231814330312288 native-country=Mexico -0.4090978643472713 0.8201748645563048 native-country=Portugal -1.6043676222822432 -0.4502755058260627 native-country=Ireland -0.2939281364455742 -0.2863139643967124 native-country=France -1.1837960239769632 -0.688767823011922 native-country=Dominican-Republic 1.2703598544846073 0.7375349299276629 native-country=Laos 0.4884459352115195 -0.6758412608901385 native-country=Ecuador -0.6247721581881798 0.3805067299789685 native-country=Taiwan 1.5654771292828846 0.16451178737988945 native-country=Haiti 3.6202290343943817 -2.6059293723474712 native-country=Columbia -0.09458204378139545 -0.5768230293398813 native-country=Hungary -1.4989767431884076 0.7833867255504374 native-country=Guatemala 1.7605737774606807 -0.8429855388098887 native-country=Nicaragua 0.4132401621651334 -0.7216519084113587 native-country=Scotland 0.6100251131198932 -0.15818403912402107 native-country=Thailand 1.507212310298411 0.30610079308454957 native-country=Yugoslavia 0.5122456728612474 -1.1975511323110262 native-country=El-Salvador 1.0216068010287822 -0.0957660506186524 native-country=Trinadad&Tobago 0.7218371642254343 0.7919681783383719 native-country=Peru 0.7871358244115824 -0.620144395527548 native-country=Hong 0.7520966526734468 -0.788246315345946 native-country=Holand-Netherlands Hidden Weights: -4.309585702347646 4.309585702347647 3.6824390126036257 -3.682439012603624 >50K <=50K Error sum for iteration 3000 = 731.5769192033538 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.755322762668191 -2.678179411110027 age 0.6330422117842898 0.6686602133925261 workclass=Private 0.5723176666153883 -1.1877623221159934 workclass=Self-emp-not-inc -0.02065188918446927 0.8167262091848012 workclass=Self-emp-inc -0.7503792463670437 -1.4281478037196647 workclass=Federal-gov 1.3871268295767478 1.902244039145328 workclass=Local-gov 0.20593844321886445 -0.8500388204932551 workclass=State-gov 1.0387666908476498 0.9492120266526931 workclass=Without-pay -0.4053940853788968 0.6950743229253036 workclass=Never-worked -0.6592211071874045 -1.1662946884265493 fnlwgt 0.016073084187367137 0.2953610504679336 education=Bachelors -0.10568904348430619 -1.7100871615405622 education=Some-college 1.3789748797806227 1.458061864862158 education=11th 0.2399122629919043 -0.1782518877437166 education=HS-grad -1.4190460010710448 -1.053194130627129 education=Prof-school -0.2284002193711325 -0.7016774148992236 education=Assoc-acdm -0.6083151057610795 -2.4552133667086626 education=Assoc-voc 0.44588661729221785 -1.4253892731802467 education=9th 0.3260658769496316 -0.17102709097547944 education=7th-8th 2.4662918220972463 1.6334921192853056 education=12th 0.035281389806232695 0.6431174921203103 education=Masters 2.584511215961739 0.9877616210150449 education=1st-4th 1.1195526608653936 1.4026427440483478 education=10th -1.0002790095734746 2.153024517727771 education=Doctorate -0.8248153946151383 1.547761078874982 education=5th-6th 0.5936217583910113 0.32737313476529617 education=Preschool -2.618755830405738 -0.35738553809899165 education-num -2.2323075036063056 -0.5592035478510514 marital-status=Married-civ-spouse 1.1856388184198223 0.9445210148133713 marital-status=Divorced 1.2656447916457052 -0.1812900151839736 marital-status=Never-married 0.9226659760640092 0.7406471556381203 marital-status=Separated 0.031040113781960425 -1.7309084206162606 marital-status=Widowed 1.9837274333231179 1.1349801088155256 marital-status=Married-spouse-absent 1.3101624343038958 0.8384698538745158 marital-status=Married-AF-spouse -0.732050462374477 0.1194454436589927 occupation=Tech-support 0.2664455595602814 1.074999486389895 occupation=Craft-repair 0.48376798056516807 0.01736779082152347 occupation=Other-service 0.20537528537492053 1.259553876252272 occupation=Sales -0.9433378814460674 -0.46287925333344054 occupation=Exec-managerial 0.046129223506098695 0.7226917009187546 occupation=Prof-specialty 1.22417962070866 2.3982558797651787 occupation=Handlers-cleaners 0.0856731923228367 -0.8507700477503328 occupation=Machine-op-inspct 0.5495677229077552 0.7749195029940559 occupation=Adm-clerical 1.779589704061337 0.4946725285180118 occupation=Farming-fishing -0.055199903595317366 -0.9064184894218815 occupation=Transport-moving 0.9316587511625424 -0.4837020782907624 occupation=Priv-house-serv -1.3071114652227644 -1.8016002271704754 occupation=Protective-serv 0.3294939856591285 -0.8865100922194591 occupation=Armed-Forces 0.23581002180483468 2.1809744908424222 relationship=Wife 1.11226522210015 0.9514414289306667 relationship=Own-child 0.7639396694077126 -1.0608235959537 relationship=Husband -0.19939093892899343 -0.4648139988335808 relationship=Not-in-family 0.47686862494476256 -0.6696570057805232 relationship=Other-relative 0.11745291619145136 -0.14099380438138268 relationship=Unmarried -0.7802365119932758 0.048312739185767 race=White -0.7006374431605297 1.7830209054710178 race=Asian-Pac-Islander 0.42372705931060367 1.5824585235091921 race=Amer-Indian-Eskimo 2.7908215383335597 0.4022194865140651 race=Other -0.5872086950056038 0.26129943081875007 race=Black -0.41070720970874497 -0.2895502788536404 sex -4.8232689548557435 1.6697904451577996 capital-gain -1.4369799589430137 2.858163697976689 capital-loss -0.7089118913113884 7.548151720615023 hours-per-week -0.5824964406651107 -1.393645543410564 native-country=United-States -3.673248050879837 0.09216043845255915 native-country=Cambodia 1.009719965148781 0.9973802316220909 native-country=England 0.11435789062711527 -0.0911951629336773 native-country=Puerto-Rico -0.6072291199798839 -0.1785515164303375 native-country=Canada -0.14051185246989686 2.5480031751001473 native-country=Germany 1.0360295274366798 0.43710863352142526 native-country=Outlying-US(Guam-USVI-etc) 2.483266696653581 0.048161123090135365 native-country=India 2.697728684789883 -0.7761606612126345 native-country=Japan 2.015020668859487 0.617512222427904 native-country=Greece 0.47138023056642253 -0.2042555799584042 native-country=South 0.7711918895432874 0.3381840610021992 native-country=China 1.43276286291215 0.03931334311937977 native-country=Cuba -1.9982427472798125 0.9317710099928748 native-country=Iran 0.8493586998546496 -0.14987895930319664 native-country=Honduras -1.0215469228281389 0.5449268849460804 native-country=Philippines -1.6896883204410136 -1.6323140803443708 native-country=Italy 1.5716945361559702 -0.3309307263440037 native-country=Poland -2.194897071954003 -0.09595485051745087 native-country=Jamaica 0.25186322999638966 0.23484817620925125 native-country=Vietnam 1.0773876834766032 0.11951668240267872 native-country=Mexico -0.40825190584391147 0.8342506282961817 native-country=Portugal -1.616915863995178 -0.44661334867762426 native-country=Ireland -0.2994159183366733 -0.28453431094118264 native-country=France -1.1867313536257755 -0.7091613867055278 native-country=Dominican-Republic 1.281715692420636 0.7377584058865618 native-country=Laos 0.498485283058752 -0.6774199528691748 native-country=Ecuador -0.6318751280438192 0.3816615196547598 native-country=Taiwan 1.58367146408107 0.1657047487059006 native-country=Haiti 3.6695273171915046 -2.630851256514952 native-country=Columbia -0.09355849335442809 -0.5765184247884099 native-country=Hungary -1.5076772640334049 0.8343873023686125 native-country=Guatemala 1.7834340739733685 -0.8542643067112963 native-country=Nicaragua 0.4260204432715678 -0.7240516860265815 native-country=Scotland 0.6050665637342225 -0.15722034904180543 native-country=Thailand 1.5221989252293429 0.30465360334824043 native-country=Yugoslavia 0.5091797113325467 -1.228006123881231 native-country=El-Salvador 1.0375157430771165 -0.09704062547337816 native-country=Trinadad&Tobago 0.7236921071892758 0.7823508589843138 native-country=Peru 0.7882630013527648 -0.619850359678005 native-country=Hong 0.7531202031003978 -0.7879417107944746 native-country=Holand-Netherlands Hidden Weights: -4.297903753661212 4.2979037536612115 3.653829602291675 -3.653829602291676 >50K <=50K Error sum for iteration 3100 = 728.9679461473163 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.754338360941862 -2.681701589234132 age 0.6361577302167964 0.6756681917569254 workclass=Private 0.5786157624016235 -1.2015638270892204 workclass=Self-emp-not-inc -0.021670555886207362 0.8201051441075914 workclass=Self-emp-inc -0.7555341725554314 -1.4518609053226066 workclass=Federal-gov 1.3958490495784985 1.9424495141609568 workclass=Local-gov 0.20756917868861213 -0.8589011654659984 workclass=State-gov 1.0398289378522565 0.9493942816378141 workclass=Without-pay -0.40441707045857117 0.6953675023745504 workclass=Never-worked -0.6621689092070248 -1.181826586413398 fnlwgt 0.01609280135524386 0.2980135318951362 education=Bachelors -0.10702178077579702 -1.7357830231204276 education=Some-college 1.376726070635632 1.4529181551456227 education=11th 0.24006788568739443 -0.18006527733959224 education=HS-grad -1.4252779093888546 -1.0693793065212578 education=Prof-school -0.2301958924458242 -0.7154439555739583 education=Assoc-acdm -0.6136715319902226 -2.4919687246133058 education=Assoc-voc 0.44502610097637285 -1.4462118298619213 education=9th 0.3134751601314619 -0.1918062274838678 education=7th-8th 2.4898936912502716 1.6723586074076529 education=12th 0.034529564605842944 0.6573582495290315 education=Masters 2.616784565971912 1.0008059685270247 education=1st-4th 1.122585832662315 1.437259889263016 education=10th -1.0044855051393724 2.1813184868677604 education=Doctorate -0.8396341260081517 1.563532500031736 education=5th-6th 0.6081802250065487 0.3278845601218454 education=Preschool -2.6358169834352334 -0.3668510098543005 education-num -2.2466568555156137 -0.5881204361945244 marital-status=Married-civ-spouse 1.1897466883009897 0.958534339772867 marital-status=Divorced 1.2678055992320738 -0.2016994177028747 marital-status=Never-married 0.9256533875417319 0.7495812159575496 marital-status=Separated 0.03472338347550673 -1.741278512950825 marital-status=Widowed 1.9965374526398885 1.1748205930944384 marital-status=Married-spouse-absent 1.313417632062418 0.8397760592525111 marital-status=Married-AF-spouse -0.7333877437684047 0.12244191543827698 occupation=Tech-support 0.26551845788670175 1.0815215911960427 occupation=Craft-repair 0.483776082400352 0.013816341887256868 occupation=Other-service 0.20646731019492187 1.2761036544786961 occupation=Sales -0.9458398051408085 -0.46936501837704536 occupation=Exec-managerial 0.04903664992390314 0.7377464394987413 occupation=Prof-specialty 1.2293535448872475 2.4315589972352067 occupation=Handlers-cleaners 0.08581435690626969 -0.8640094007285666 occupation=Machine-op-inspct 0.5530322042446776 0.7882957632433389 occupation=Adm-clerical 1.7868792478132853 0.5005827642657968 occupation=Farming-fishing -0.056821890387391584 -0.9250598308586232 occupation=Transport-moving 0.9429794827780236 -0.48042272246819645 occupation=Priv-house-serv -1.3199500501479795 -1.8445742068841269 occupation=Protective-serv 0.3388177938462857 -0.8921603189107141 occupation=Armed-Forces 0.23648624892133963 2.2053348427201938 relationship=Wife 1.1196666106543591 0.9809089423614855 relationship=Own-child 0.7713735190153569 -1.065651005757579 relationship=Husband -0.20479601332838898 -0.4937261864643742 relationship=Not-in-family 0.48516124446677233 -0.6642732971530491 relationship=Other-relative 0.11273211467495664 -0.16236126859306366 relationship=Unmarried -0.784077133510735 0.03666276377896405 race=White -0.70252038807328 1.7829375213289218 race=Asian-Pac-Islander 0.42628751070565973 1.6125444300544722 race=Amer-Indian-Eskimo 2.8108990980906134 0.401450771598657 race=Other -0.5914219457634022 0.24752693157822223 race=Black -0.4111922240341154 -0.2896935412606759 sex -4.847081975276878 1.7102203013695043 capital-gain -1.4489388013109004 2.86154378824168 capital-loss -0.7159647082160168 7.656962767800678 hours-per-week -0.5828954973009457 -1.3958918833669833 native-country=United-States -3.7053131547495224 0.09711058527284573 native-country=Cambodia 1.0142331899449317 1.0102465679032773 native-country=England 0.10746198393316224 -0.12765818712912208 native-country=Puerto-Rico -0.6103647046488158 -0.17486680806042015 native-country=Canada -0.140124275848373 2.601751460929647 native-country=Germany 1.0379771048002038 0.43735678747319107 native-country=Outlying-US(Guam-USVI-etc) 2.4908979391733834 0.06208739940764075 native-country=India 2.717691653027928 -0.7770562479352433 native-country=Japan 2.0248903034419 0.6547850788262349 native-country=Greece 0.4669398285586273 -0.1978166605719606 native-country=South 0.7678433064769599 0.3342866781257464 native-country=China 1.4390752871980896 0.03507944378136551 native-country=Cuba -2.0137441814344905 0.9284177960961992 native-country=Iran 0.8553906681885256 -0.1499709025946973 native-country=Honduras -1.0320758188094554 0.5470558896947059 native-country=Philippines -1.71303714387461 -1.6716002636270444 native-country=Italy 1.5854661729397823 -0.34856830579109516 native-country=Poland -2.206478474204539 -0.08671569602725114 native-country=Jamaica 0.221860923288199 0.23447069068067508 native-country=Vietnam 1.0830855394670926 0.12698821388457604 native-country=Mexico -0.4075545457638043 0.8482625775457021 native-country=Portugal -1.628184492433258 -0.443115234591344 native-country=Ireland -0.30485881839538764 -0.2828122449109207 native-country=France -1.1896099579224446 -0.7297205036135305 native-country=Dominican-Republic 1.2928351871976789 0.7379743127179557 native-country=Laos 0.508378689158116 -0.6789811558323282 native-country=Ecuador -0.6380756237663846 0.3827715800004249 native-country=Taiwan 1.601156403815181 0.1671726137184326 native-country=Haiti 3.7162680919957043 -2.6545691881106204 native-country=Columbia -0.09258147843411749 -0.5762252453391631 native-country=Hungary -1.5159927815768912 0.8839050187718668 native-country=Guatemala 1.8051210582876194 -0.8649169564054873 native-country=Nicaragua 0.4384636437485761 -0.7263645609807944 native-country=Scotland 0.6012850045691778 -0.15629846349232707 native-country=Thailand 1.5367924614735071 0.3032701632627998 native-country=Yugoslavia 0.5052167724649502 -1.259356040385892 native-country=El-Salvador 1.0529013929823783 -0.09826748568183626 native-country=Trinadad&Tobago 0.7254593719484449 0.7726528050976743 native-country=Peru 0.7893421254604716 -0.6195671778107196 native-country=Hong 0.7540972180207264 -0.7876485313452278 native-country=Holand-Netherlands Hidden Weights: -4.287040047826471 4.287040047826472 3.6240535068448683 -3.624053506844867 >50K <=50K Error sum for iteration 3200 = 726.4786937673653 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7533164181226826 -2.687387360708393 age 0.6390034392272905 0.6827023490959286 workclass=Private 0.5847935255128635 -1.2153656001940578 workclass=Self-emp-not-inc -0.022705858345534437 0.8236705921050882 workclass=Self-emp-inc -0.7601235627960663 -1.4749813057665095 workclass=Federal-gov 1.403726189161383 1.9815815052947967 workclass=Local-gov 0.2092763619277119 -0.8676857368549618 workclass=State-gov 1.040853637645836 0.9495566066609767 workclass=Without-pay -0.40348321698942097 0.6956466474783068 workclass=Never-worked -0.6638993787065218 -1.1951726193408665 fnlwgt 0.016078894978387367 0.3009706448075275 education=Bachelors -0.1081407273103089 -1.7608645238076384 education=Some-college 1.3740396624121305 1.4481200629756814 education=11th 0.24024831376043718 -0.18107072955527923 education=HS-grad -1.4309836886734066 -1.0853751625901258 education=Prof-school -0.23156353952658018 -0.7278298330494338 education=Assoc-acdm -0.6187568745846508 -2.5283166529092806 education=Assoc-voc 0.44364095503073186 -1.466912392666819 education=9th 0.30099355730287947 -0.21199668425105275 education=7th-8th 2.513230427172645 1.7097786585161021 education=12th 0.033742670930665145 0.6711692622376387 education=Masters 2.648217254817461 1.0135590456625303 education=1st-4th 1.124748876155941 1.4699166562190882 education=10th -1.0085769371475288 2.2091797085518072 education=Doctorate -0.8537063880485147 1.5787231504159642 education=5th-6th 0.6222751785242365 0.3284398762066724 education=Preschool -2.6518669281704454 -0.37541402078817054 education-num -2.2599530754861137 -0.6164315389110482 marital-status=Married-civ-spouse 1.1934463344397057 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occupation=Farming-fishing -0.057886833890885135 -0.942564013956407 occupation=Transport-moving 0.9539612226532542 -0.47705257560723524 occupation=Priv-house-serv -1.3313208884403747 -1.8857966537149096 occupation=Protective-serv 0.34777055219226277 -0.8976663858587869 occupation=Armed-Forces 0.2369114878876597 2.2297332630684292 relationship=Wife 1.1264076232325408 1.008824661760717 relationship=Own-child 0.7784889210055603 -1.0705060555020334 relationship=Husband -0.20974792431221612 -0.5218626651550838 relationship=Not-in-family 0.4930815223368571 -0.6591227782482603 relationship=Other-relative 0.10855604282217282 -0.18292636735822784 relationship=Unmarried -0.7878301570157927 0.025041260124324703 race=White -0.7045607833469462 1.7832038271180897 race=Asian-Pac-Islander 0.4285994187794625 1.6414052613028385 race=Amer-Indian-Eskimo 2.830493919207597 0.40062910520215733 race=Other -0.5953951610764003 0.23447185094010028 race=Black -0.4117442093547 -0.29072539816373716 sex -4.8699888715029935 1.7500306712477132 capital-gain -1.4604992472494138 2.8651128228547 capital-loss -0.7236984560405862 7.763265047255402 hours-per-week -0.5830466161190695 -1.3971183969880046 native-country=United-States -3.7353644583676116 0.10189006609062212 native-country=Cambodia 1.018241628810579 1.0223111558027154 native-country=England 0.10007989001260126 -0.16454579661153637 native-country=Puerto-Rico -0.6136407324456898 -0.1716692621340662 native-country=Canada -0.13990505102027734 2.6553610332844806 native-country=Germany 1.0398743066905307 0.43759708776207007 native-country=Outlying-US(Guam-USVI-etc) 2.4979083982716546 0.07557062900876971 native-country=India 2.7368548633426517 -0.7779118967102115 native-country=Japan 2.0343316396666866 0.6913764208979722 native-country=Greece 0.462969616050972 -0.1917431749049593 native-country=South 0.7649984034986403 0.3304166395999638 native-country=China 1.4447030600010582 0.03105872275820428 native-country=Cuba -2.028353931755333 0.9250781852951954 native-country=Iran 0.8612678226852482 -0.1500617752624218 native-country=Honduras -1.0422868520732123 0.5491378594510266 native-country=Philippines -1.735602930338259 -1.7087032389153123 native-country=Italy 1.5978564993211115 -0.36585344198041736 native-country=Poland -2.217429369543211 -0.07792975239836718 native-country=Jamaica 0.19326540828225902 0.23408601864743922 native-country=Vietnam 1.0883300909334752 0.13472326786981992 native-country=Mexico -0.4069885345609214 0.8622138837039686 native-country=Portugal -1.638309765299076 -0.43976804253809426 native-country=Ireland -0.31025868169569804 -0.2811476485266529 native-country=France -1.1924681610681622 -0.7504303938523497 native-country=Dominican-Republic 1.3037303374786544 0.7381798877989242 native-country=Laos 0.5181381405601029 -0.6805298362429408 native-country=Ecuador -0.643507206114406 0.38383870777934437 native-country=Taiwan 1.617984144593797 0.16887403650226854 native-country=Haiti 3.7606555065809313 -2.6771750940883283 native-country=Columbia -0.09164762496496254 -0.5759461002354066 native-country=Hungary -1.5239703171927805 0.9320739956996448 native-country=Guatemala 1.825714157375074 -0.8749911680108227 native-country=Nicaragua 0.45058787211352697 -0.7286000670468396 native-country=Scotland 0.5985466886797025 -0.1554184229557006 native-country=Thailand 1.551021446076497 0.30194007720341826 native-country=Yugoslavia 0.5003633961461917 -1.291594557919115 native-country=El-Salvador 1.0677929213457633 -0.09945300508935478 native-country=Trinadad&Tobago 0.7271555318453156 0.7628662776645455 native-country=Peru 0.7903765830929295 -0.6192974644986531 native-country=Hong 0.7550310714898794 -0.7873693862414713 native-country=Holand-Netherlands Hidden Weights: -4.276911185213662 4.276911185213661 3.593530562302549 -3.5935305623025515 >50K <=50K Error sum for iteration 3300 = 724.0985549949105 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.752249627052057 -2.6949230133282196 age 0.6416176997619869 0.6897464248339076 workclass=Private 0.5908576808490866 -1.2291602657337661 workclass=Self-emp-not-inc -0.023748357109736013 0.8273593273097485 workclass=Self-emp-inc -0.7642453058432028 -1.4976403999336703 workclass=Federal-gov 1.410886704611459 2.0198672589175657 workclass=Local-gov 0.21102023363340322 -0.876432509254815 workclass=State-gov 1.0418434020384983 0.9496987618877198 workclass=Without-pay -0.4025893286155286 0.6959106599906436 workclass=Never-worked -0.6645520455202905 -1.2065292414295492 fnlwgt 0.016024059725770697 0.3041630509622147 education=Bachelors -0.10909411489239884 -1.7854249839959133 education=Some-college 1.3709985742289088 1.443696763616631 education=11th 0.24042859943269998 -0.1813937090367151 education=HS-grad -1.436217279357261 -1.1011864229465376 education=Prof-school -0.23260853841252058 -0.7391401074778676 education=Assoc-acdm 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marital-status=Married-spouse-absent 1.3196737867749029 0.842448819716415 marital-status=Married-AF-spouse -0.7357421954900358 0.12786768174560367 occupation=Tech-support 0.26363768900592793 1.0955429595022057 occupation=Craft-repair 0.4826420717013846 0.0034261367319311283 occupation=Other-service 0.20850196503329904 1.311252964278398 occupation=Sales -0.9498030940975999 -0.4812009254214472 occupation=Exec-managerial 0.05403153408169204 0.7662865645839907 occupation=Prof-specialty 1.237309780770899 2.4931128060058256 occupation=Handlers-cleaners 0.0856638577954138 -0.8913148853852775 occupation=Machine-op-inspct 0.5590479993943531 0.8139234796587909 occupation=Adm-clerical 1.7995343362477312 0.5109311250510855 occupation=Farming-fishing -0.05847751831937259 -0.9590757585405768 occupation=Transport-moving 0.964643759472787 -0.4736193592174548 occupation=Priv-house-serv -1.3414927134731474 -1.9256691521470588 occupation=Protective-serv 0.3563884898603155 -0.9030382002763563 occupation=Armed-Forces 0.23711129860852187 2.2541836008341005 relationship=Wife 1.1325461388771558 1.0352265570624342 relationship=Own-child 0.785292690364263 -1.0753892127255709 relationship=Husband -0.21427032948006428 -0.5493037897686305 relationship=Not-in-family 0.5006446851864208 -0.6541633346762941 relationship=Other-relative 0.10488762665056195 -0.2027175869874118 relationship=Unmarried -0.7914919527943033 0.013474194904673102 race=White -0.7067152331331755 1.7838097154116241 race=Asian-Pac-Islander 0.43065845081917736 1.6691026812308338 race=Amer-Indian-Eskimo 2.849627995153195 0.3997542234826977 race=Other -0.5991514746365356 0.22204265231847936 race=Black -0.4123363063204112 -0.2924459214954087 sex -4.892029148495612 1.7892335578260217 capital-gain -1.4716812843565934 2.8688894118751747 capital-loss -0.73199302209015 7.867314392122669 hours-per-week -0.5829777302229155 -1.3973745030696665 native-country=United-States -3.76357888064307 0.10651442989095304 native-country=Cambodia 1.0218187623309425 1.0336581031625922 native-country=England 0.09222675748591799 -0.2018690040549446 native-country=Puerto-Rico -0.6170289207918257 -0.1689186597648988 native-country=Canada -0.13980917367774717 2.708819249791321 native-country=Germany 1.0417244341317742 0.43782863357936536 native-country=Outlying-US(Guam-USVI-etc) 2.5043624509627516 0.08862892959254973 native-country=India 2.7552701274188105 -0.7787324475390988 native-country=Japan 2.04336616769794 0.7273303869184908 native-country=Greece 0.4594144607068584 -0.18600817308429202 native-country=South 0.7625697345563248 0.3265742391064841 native-country=China 1.4497026908299426 0.027245332955218533 native-country=Cuba -2.0420932521382085 0.9217463323529698 native-country=Iran 0.866998462307777 -0.15015302725894616 native-country=Honduras -1.0521447187877757 0.5511709379401101 native-country=Philippines -1.7574321756438391 -1.7437860598715789 native-country=Italy 1.608948752968313 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0.4624099775225252 -0.7307654039248294 native-country=Scotland 0.5967289319892292 -0.1545790377720902 native-country=Thailand 1.5649108538462828 0.300655669318181 native-country=Yugoslavia 0.49462847197606574 -1.3247142328224768 native-country=El-Salvador 1.0822171313042706 -0.10060164378392776 native-country=Trinadad&Tobago 0.7287936591968979 0.7529841020064392 native-country=Peru 0.7913696059131826 -0.6190423328693047 native-country=Hong 0.7559249598637553 -0.7871053737291346 native-country=Holand-Netherlands Hidden Weights: -4.267442946019853 4.267442946019852 3.562624768898663 -3.56262476889866 >50K <=50K Error sum for iteration 3400 = 721.8214728723174 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7511337964500435 -2.7040491773485784 age 0.6440306533275236 0.6967855465155506 workclass=Private 0.5968176015851423 -1.2429347977700227 workclass=Self-emp-not-inc 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relationship=Not-in-family 0.5078679986513217 -0.6493614948476135 relationship=Other-relative 0.10168255236502804 -0.22178366012691483 relationship=Unmarried -0.795059907388086 0.0019822557567247025 race=White -0.708948459042092 1.7847402166784938 race=Asian-Pac-Islander 0.43246435161403235 1.6957071456115322 race=Amer-Indian-Eskimo 2.8683228694414016 0.39882694283333336 race=Other -0.6027111425905703 0.21016115683363218 race=Black -0.4129478567767912 -0.2947012915621851 sex -4.91324157598867 1.8278438527720127 capital-gain -1.482507840598242 2.87288378768735 capital-loss -0.740757036628565 7.969316780194225 hours-per-week -0.582710055365403 -1.3966921890167476 native-country=United-States -3.7901141752263543 0.11099785587528263 native-country=Cambodia 1.025028907031193 1.0443570891387826 native-country=England 0.08391381959149605 -0.23962925490626386 native-country=Puerto-Rico -0.620508011571771 -0.16657742051268612 native-country=Canada -0.13979864174895723 2.7621213965189586 native-country=Germany 1.0435306320396835 0.4380515414507468 native-country=Outlying-US(Guam-USVI-etc) 2.5103148705001685 0.10128112787070363 native-country=India 2.772983978822506 -0.7795213725569767 native-country=Japan 2.052018510886291 0.7626834558591453 native-country=Greece 0.45622328869842593 -0.18058693944684598 native-country=South 0.7604870191397595 0.32276023473477583 native-country=China 1.4541289813459974 0.023634320774419727 native-country=Cuba -2.054996380692657 0.918417528469573 native-country=Iran 0.8725900743358082 -0.15024515958491788 native-country=Honduras -1.0616227734793076 0.5531548805322721 native-country=Philippines -1.778566132871148 -1.7769948849698143 native-country=Italy 1.6188197977774317 -0.39950615486883734 native-country=Poland -2.2376327702980454 -0.06152952981288941 native-country=Jamaica 0.14051905462375178 0.23329498157024067 native-country=Vietnam 1.0976396901474466 0.15094113257584293 native-country=Mexico -0.4061604845816103 0.8899515659428328 native-country=Portugal -1.6556130052407911 -0.43347698461931666 native-country=Ireland -0.32093275002011645 -0.27798470429952976 native-country=France -1.1981933932220248 -0.7922634554371563 native-country=Dominican-Republic 1.3248913472149564 0.7385560068740648 native-country=Laos 0.5372889726227278 -0.6835987484992926 native-country=Ecuador -0.6524888236240196 0.38585403156473413 native-country=Taiwan 1.6498511018559965 0.17284555166693402 native-country=Haiti 3.8430909841115937 -2.7193779759890093 native-country=Columbia -0.0898968191582642 -0.5754332992334057 native-country=Hungary -1.539066221240095 1.0248614677194396 native-country=Guatemala 1.8639075533646845 -0.8935668837983594 native-country=Nicaragua 0.4739456567262359 -0.732866123988224 native-country=Scotland 0.5957211149231856 -0.15377836225047958 native-country=Thailand 1.5784827257600365 0.2994112221196234 native-country=Yugoslavia 0.4880222999757242 -1.3587072791698593 native-country=El-Salvador 1.0961985763405715 -0.10171639779671206 native-country=Trinadad&Tobago 0.7303840425722717 0.7429994888316032 native-country=Peru 0.7923242375498195 -0.6188018953252377 native-country=Hong 0.7567818772965381 -0.7868565852394704 native-country=Holand-Netherlands Hidden Weights: -4.2585694359281785 4.258569435928181 3.531647602450451 -3.53164760245045 >50K <=50K Error sum for iteration 3500 = 719.6380916614538 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.749968753357483 -2.714551482027963 age 0.646266577523396 0.7038065603434586 workclass=Private 0.6026836220743359 -1.2566721353709056 workclass=Self-emp-not-inc -0.02583608181620339 0.8349039412730467 workclass=Self-emp-inc -0.7713900607513249 -1.541976748209943 workclass=Federal-gov 1.4234515177993898 2.0945853378445745 workclass=Local-gov 0.21452293999547348 -0.8938901635937313 workclass=State-gov 1.0437281753661019 0.9499254078023047 workclass=Without-pay -0.4009096864655358 0.6963935667947992 workclass=Never-worked -0.6630951005481641 -1.2239611856474708 fnlwgt 0.015769225119268926 0.3110338166343943 education=Bachelors -0.1106386520658224 -1.833261828773684 education=Some-college 1.364099961281286 1.436021613809294 education=11th 0.2407208521448984 -0.1803868288336421 education=HS-grad -1.4454389920633017 -1.1322625995956137 education=Prof-school -0.23403030836855626 -0.7594089491151673 education=Assoc-acdm -0.6329328003166866 -2.63559512099146 education=Assoc-voc 0.43714283584295094 -1.528356069690889 education=9th 0.26514738839445046 -0.2679419300128979 education=7th-8th 2.581715756096284 1.8143416153599339 education=12th 0.0312302406800328 0.7109352333857787 education=Masters 2.737626482967408 1.0502085527495195 education=1st-4th 1.12689220489138 1.5576133043276748 education=10th -1.0200237982840532 2.2907889779446884 education=Doctorate -0.8920744006676821 1.6214172835320166 education=5th-6th 0.6620463727148622 0.33027007962915333 education=Preschool -2.6952358623826767 -0.397402973630359 education-num -2.2942572408560378 -0.6979549716285508 marital-status=Married-civ-spouse 1.2026031088886198 1.0118521984747535 marital-status=Divorced 1.2778941867418019 -0.2659141617963064 marital-status=Never-married 0.9340958214991495 0.7809887706402504 marital-status=Separated 0.048343735836285366 -1.787286541909521 marital-status=Widowed 2.0395310410195497 1.3201392298009238 marital-status=Married-spouse-absent 1.3256273945031678 0.8451802839506319 marital-status=Married-AF-spouse -0.7377260769030269 0.13272900371378596 occupation=Tech-support 0.26169280163841513 1.1104525192834056 occupation=Craft-repair 0.48041349169649394 -0.010112497244631927 occupation=Other-service 0.21033603227507786 1.3484854605694758 occupation=Sales -0.9526310624461167 -0.4917744098098049 occupation=Exec-managerial 0.05823830978006959 0.7934905190004464 occupation=Prof-specialty 1.2427168967728792 2.549048114674342 occupation=Handlers-cleaners 0.0851223812011248 -0.9194220555975897 occupation=Machine-op-inspct 0.5641519738698947 0.8386407499885017 occupation=Adm-clerical 1.8101105469788035 0.5197172276743918 occupation=Farming-fishing -0.05850706878210861 -0.9895971305682288 occupation=Transport-moving 0.9852383896305641 -0.46664380823285995 occupation=Priv-house-serv -1.3590567661981952 -2.0025537145214236 occupation=Protective-serv 0.37273823976946324 -0.9134105926693955 occupation=Armed-Forces 0.23692815245456814 2.3032674787717524 relationship=Wife 1.143240981750801 1.0837425437165313 relationship=Own-child 0.7980193177745857 -1.085235837296918 relationship=Husband -0.2221249224795092 -0.6023042583691873 relationship=Not-in-family 0.5147692684651785 -0.6446904786372976 relationship=Other-relative 0.09889430234099994 -0.24018251918856973 relationship=Unmarried -0.7985325935775743 -0.009417687143993186 race=White -0.711232455096709 1.7859771831177043 race=Asian-Pac-Islander 0.4340208812724041 1.7212924132649439 race=Amer-Indian-Eskimo 2.8865995267153046 0.3978487204070934 race=Other -0.6060922259555297 0.19876062615604775 race=Black -0.41356367612841405 -0.29737444632423665 sex -4.933664236450289 1.865879045088194 capital-gain -1.493001814469685 2.8770999892783995 capital-loss -0.7499188436913932 8.069434214161891 hours-per-week -0.5822602592112033 -1.3950932986133198 native-country=United-States -3.815110652987296 0.11535321543752362 native-country=Cambodia 1.0279281104769844 1.054465904562533 native-country=England 0.075149305646655 -0.27781852430051013 native-country=Puerto-Rico -0.6240614622052669 -0.16461109668975565 native-country=Canada -0.13984132042517605 2.8152683578920863 native-country=Germany 1.0452958594735775 0.4382665877345581 native-country=Outlying-US(Guam-USVI-etc) 2.5158128416492844 0.11354626152559 native-country=India 2.7900384914950664 -0.780281195914543 native-country=Japan 2.0603154764045444 0.7974658129079465 native-country=Greece 0.453349996558221 -0.1754568130026772 native-country=South 0.7586946490856306 0.31897557588349706 native-country=China 1.458034545578393 0.020221267584189823 native-country=Cuba -2.067105236670373 0.9150878806891924 native-country=Iran 0.8780495154247888 -0.15033806816362794 native-country=Honduras -1.0707021971122677 0.5550905542097417 native-country=Philippines -1.799041897920754 -1.80846042477477 native-country=Italy 1.627540056467632 -0.41593498262876466 native-country=Poland -2.2469679736021244 -0.05383459453176105 native-country=Jamaica 0.11643563488097582 0.23289050199451464 native-country=Vietnam 1.1017849321198918 0.15940116102800306 native-country=Mexico -0.4058512109553126 0.9037482330688554 native-country=Portugal -1.6629997335220859 -0.4305105410215705 native-country=Ireland -0.3262073634086117 -0.2764816614707534 native-country=France -1.201072335939014 -0.8133739097877153 native-country=Dominican-Republic 1.335177166353439 0.7387266823123549 native-country=Laos 0.5466920033438434 -0.6851201323776389 native-country=Ecuador -0.6562063880089045 0.3868077132082356 native-country=Taiwan 1.6649712187709047 0.17506237385383513 native-country=Haiti 3.8814559110422047 -2.7391201890661545 native-country=Columbia -0.08907409444108579 -0.5751991809189142 native-country=Hungary -1.5462487280826818 1.0697051316251431 native-country=Guatemala 1.8816380828416317 -0.9021380559711666 native-country=Nicaragua 0.4852095453117383 -0.7349066217038756 native-country=Scotland 0.5954247860095946 -0.1530140259416337 native-country=Thailand 1.5917566715169127 0.2982024188599442 native-country=Yugoslavia 0.48055586202581496 -1.3935659030556877 native-country=El-Salvador 1.1097597449602197 -0.10279915427503598 native-country=Trinadad&Tobago 0.731934719101092 0.7329059055869244 native-country=Peru 0.7932433139928867 -0.6185756226528788 native-country=Hong 0.7576046020137173 -0.786622466924979 native-country=Holand-Netherlands Hidden Weights: -4.250232242801279 4.25023224280128 3.5008612835948845 -3.5008612835948827 >50K <=50K Error sum for iteration 3600 = 717.541626184882 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7487583792965116 -2.7262528987060204 age 0.6483454703778436 0.7107980029663116 workclass=Private 0.6084660315919079 -1.2703524884412771 workclass=Self-emp-not-inc -0.026876828954675067 0.8386793591716761 workclass=Self-emp-inc -0.7745316329232385 -1.5638035370919101 workclass=Federal-gov 1.4290085861773902 2.1312704985972855 workclass=Local-gov 0.2162535306425241 -0.9026161302924447 workclass=State-gov 1.0446278880115283 0.9500123801980509 workclass=Without-pay -0.4001185961500664 0.6966139591293635 workclass=Never-worked -0.6611873237387099 -1.2303406560825778 fnlwgt 0.01556138441175329 0.31462473207997094 education=Bachelors -0.11127671720111398 -1.8566390932031944 education=Some-college 1.3603369783725554 1.43276749059712 education=11th 0.24081073994582172 -0.17921300791421105 education=HS-grad -1.4494974621087287 -1.1475247392238832 education=Prof-school -0.23451479844981926 -0.7686871792585906 education=Assoc-acdm -0.637419425744677 -2.670915312105483 education=Assoc-voc 0.4344019156116738 -1.5486491123677266 education=9th 0.25393984026217914 -0.28481459480281507 education=7th-8th 2.604049004960763 1.8469098371208514 education=12th 0.030350866581941242 0.7238487460330667 education=Masters 2.765859678482816 1.0619275709311904 education=1st-4th 1.1264040304869174 1.5838407261724874 education=10th -1.0235494213804344 2.317469585543346 education=Doctorate -0.9037548187526082 1.6348457475875193 education=5th-6th 0.6745367404593023 0.3309151691995051 education=Preschool -2.708415408834577 -0.403893488087888 education-num -2.3040731378385826 -0.7240721365061323 marital-status=Married-civ-spouse 1.205140249364769 1.0249160115664113 marital-status=Divorced 1.2805547365563328 -0.27903193111826424 marital-status=Never-married 0.9355027120421349 0.7879689113292163 marital-status=Separated 0.05155143837296703 -1.799340349661971 marital-status=Widowed 2.0485256112893846 1.3533056611785423 marital-status=Married-spouse-absent 1.3285027925778066 0.8465645257630388 marital-status=Married-AF-spouse -0.7385804296692448 0.13503987754725888 occupation=Tech-support 0.2606867554603074 1.1181159786637642 occupation=Craft-repair 0.4790063178314908 -0.017742691715401295 occupation=Other-service 0.21117473980717322 1.3676860635867203 occupation=Sales -0.9536951951156969 -0.49665679794830925 occupation=Exec-managerial 0.060125204360092326 0.8067859288989014 occupation=Prof-specialty 1.244645904622297 2.575241378061772 occupation=Handlers-cleaners 0.08476782863703507 -0.9336697032418956 occupation=Machine-op-inspct 0.5664459914071417 0.8508152241705768 occupation=Adm-clerical 1.8147609711649064 0.5236352706490817 occupation=Farming-fishing -0.05805738145928715 -1.0038005913062327 occupation=Transport-moving 0.9952017862885697 -0.4631306101168764 occupation=Priv-house-serv -1.3667592947662812 -2.0399973895721715 occupation=Protective-serv 0.38051887765533543 -0.9184239200559551 occupation=Armed-Forces 0.23658759174874924 2.3279020273362763 relationship=Wife 1.147902196499848 1.1060076868743385 relationship=Own-child 0.8039765217059792 -1.09019068840768 relationship=Husband -0.2255070234719404 -0.6279330501801779 relationship=Not-in-family 0.5213660061793438 -0.6401286935163811 relationship=Other-relative 0.09647707206126521 -0.2579748604258899 relationship=Unmarried -0.8019097563648708 -0.020711463763602344 race=White -0.7135455059930866 1.7875003932817823 race=Asian-Pac-Islander 0.4353352974144612 1.7459318200465703 race=Amer-Indian-Eskimo 2.9044782879973376 0.39682135721040385 race=Other -0.609311015594707 0.18778424937623334 race=Black -0.41417311607964874 -0.3003771377841175 sex -4.953334468561206 1.9033587944216566 capital-gain -1.5031844631484754 2.8815373929034878 capital-loss -0.7594203141459959 8.167790971553972 hours-per-week -0.5816419553221441 -1.392594665762167 native-country=United-States -3.838692986497533 0.11959215739604798 native-country=Cambodia 1.0305650207406634 1.064032575562758 native-country=England 0.0659394615387081 -0.31641945407247163 native-country=Puerto-Rico -0.62767586249799 -0.1629885536123192 native-country=Canada -0.13990996506661194 2.868264663821821 native-country=Germany 1.0470228738088128 0.4384749561300134 native-country=Outlying-US(Guam-USVI-etc) 2.520897588724994 0.12544322675498956 native-country=India 2.8064719549241137 -0.7810137936775615 native-country=Japan 2.0682851732927254 0.8317025452614701 native-country=Greece 0.45075377539394856 -0.17059701112996434 native-country=South 0.7571491443179801 0.3152212233898618 native-country=China 1.461469535833591 0.017002002765181497 native-country=Cuba -2.0784656316907957 0.911754049460771 native-country=Iran 0.8833831281832248 -0.15043128494394237 native-country=Honduras -1.0793709278929924 0.5569795660745969 native-country=Philippines -1.8188930342708653 -1.8382994415657306 native-country=Italy 1.6351738067619626 -0.43213489723951876 native-country=Poland -2.2558389159687358 -0.04643040167950322 native-country=Jamaica 0.09389330323064331 0.23248199063258898 native-country=Vietnam 1.1056383070616065 0.16807962877272406 native-country=Mexico -0.4055819913405434 0.9175045039740387 native-country=Portugal -1.66966188086686 -0.4276499947092075 native-country=Ireland -0.33144004325386045 -0.2750272478477083 native-country=France -1.203961017067064 -0.8346084666890312 native-country=Dominican-Republic 1.345278684744542 0.7388866778305208 native-country=Laos 0.5559853360213411 -0.6866322083419434 native-country=Ecuador -0.6594958378157095 0.38772909924043114 native-country=Taiwan 1.6795971403587708 0.1774041347486786 native-country=Haiti 3.9181044678346617 -2.7580421613045036 native-country=Columbia -0.08828300412561027 -0.5749787885843499 native-country=Hungary -1.5532232237233348 1.1136501595696369 native-country=Guatemala 1.898535812559619 -0.9102715051514254 native-country=Nicaragua 0.4962152997487729 -0.7368904798162378 native-country=Scotland 0.5957531857914157 -0.15228346009033591 native-country=Thailand 1.6047502727460536 0.29702593961235774 native-country=Yugoslavia 0.4722403111171356 -1.4292823276401894 native-country=El-Salvador 1.1229212700085949 -0.10385096775030818 native-country=Trinadad&Tobago 0.7334518881248103 0.7226969830354435 native-country=Peru 0.7941294557153462 -0.6183625972641076 native-country=Hong 0.7583956923292237 -0.7864020745904147 native-country=Holand-Netherlands Hidden Weights: -4.242379639375787 4.242379639375787 3.470482150311556 -3.4704821503115535 >50K <=50K Error sum for iteration 3700 = 715.5273916168192 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7475101967328457 -2.7390075722935894 age 0.6502841065019224 0.7177499008287564 workclass=Private 0.6141744870878575 -1.2839544465940902 workclass=Self-emp-not-inc -0.027914107938910276 0.8424149877286163 workclass=Self-emp-inc -0.7774478074990593 -1.5854745088736313 workclass=Federal-gov 1.4341621905341355 2.167627246000202 workclass=Local-gov 0.2179591193460198 -0.9113414923758928 workclass=State-gov 1.0455020291846289 0.9500837767731359 workclass=Without-pay -0.39935679799718626 0.6968217843546652 workclass=Never-worked -0.6586105641299326 -1.2353440919849024 fnlwgt 0.015296641851194604 0.3182725815675132 education=Bachelors -0.11184724796686377 -1.8797023110422688 education=Some-college 1.3564142899996023 1.4298885541176551 education=11th 0.24085421077024166 -0.17767537257827076 education=HS-grad -1.4532274963535812 -1.1625973655475526 education=Prof-school -0.23490054051773773 -0.7775527507039826 education=Assoc-acdm -0.641824534337619 -2.7060554814630065 education=Assoc-voc 0.43145008768349924 -1.5688641679297655 education=9th 0.2431652273402281 -0.30073443626899976 education=7th-8th 2.6261397458922597 1.8784540827336147 education=12th 0.02945206239783083 0.7366653004984224 education=Masters 2.793341083605955 1.0734145944485318 education=1st-4th 1.1254199506781957 1.6087439838137154 education=10th -1.02693138255355 2.3439317121337684 education=Doctorate -0.9149531545483766 1.647933195361789 education=5th-6th 0.6866727476663996 0.3315722526546595 education=Preschool -2.721073643729967 -0.4100966906962386 education-num -2.3131938300021977 -0.7496987928682501 marital-status=Married-civ-spouse 1.2074724554375278 1.0379765851922078 marital-status=Divorced 1.2832153975449596 -0.29135349897057505 marital-status=Never-married 0.9366874465143532 0.7946636563379094 marital-status=Separated 0.054714627880777626 -1.8114508047227706 marital-status=Widowed 2.056919101874269 1.3853302393863034 marital-status=Married-spouse-absent 1.3313161754084348 0.8479606865753305 marital-status=Married-AF-spouse -0.7393407319619815 0.13731842693014445 occupation=Tech-support 0.25965460198703505 1.1258641884116618 occupation=Craft-repair 0.4774491024499303 -0.025826787255504295 occupation=Other-service 0.2119593759275427 1.3871880378010066 occupation=Sales -0.9545590849848884 -0.5012962758480672 occupation=Exec-managerial 0.061897371445546315 0.8199473578027792 occupation=Prof-specialty 1.2461338955096548 2.60039343394635 occupation=Handlers-cleaners 0.08438467286133797 -0.9479957584777093 occupation=Machine-op-inspct 0.5686012550960171 0.8629257098576841 occupation=Adm-clerical 1.8190458971906518 0.5272794445829272 occupation=Farming-fishing -0.05735956802920222 -1.0174043700681608 occupation=Transport-moving 1.0049704181362065 -0.4596147126633672 occupation=Priv-house-serv -1.3738993391597916 -2.076979516676714 occupation=Protective-serv 0.38806376911940216 -0.9233290057653931 occupation=Armed-Forces 0.23610647425991807 2.352591370981315 relationship=Wife 1.1521693286834958 1.1270500998364597 relationship=Own-child 0.8096879413221438 -1.095155864979976 relationship=Husband -0.22855857610476518 -0.653014571020567 relationship=Not-in-family 0.5276749863259684 -0.6356585795703943 relationship=Other-relative 0.09438738437693164 -0.2752204804121805 relationship=Unmarried -0.8051921913908728 -0.031886784854698945 race=White -0.7158711832848301 1.7892883114766636 race=Asian-Pac-Islander 0.4364176446372995 1.769695879992062 race=Amer-Indian-Eskimo 2.9219787205900047 0.3957468035077339 race=Other -0.6123823071048137 0.17718387395829982 race=Black -0.41476912028399554 -0.3036433828813782 sex -4.9722887434920855 1.9403044584536653 capital-gain -1.5130746541128366 2.886191896377536 capital-loss -0.7692126500148398 8.264479815816312 hours-per-week -0.5808667335735916 -1.3892117019021395 native-country=United-States -3.8609719712837647 0.12372520598616613 native-country=Cambodia 1.0329817052451455 1.0730971202792658 native-country=England 0.056289609755006964 -0.3554055785812452 native-country=Puerto-Rico -0.6313398637816396 -0.16168194182778567 native-country=Canada -0.13998146399144304 2.9211169289933996 native-country=Germany 1.048714225945708 0.43867806324459035 native-country=Outlying-US(Guam-USVI-etc) 2.5256056517285264 0.13699053694268232 native-country=India 2.822319429518935 -0.7817206049019875 native-country=Japan 2.0759562406934373 0.8654146606045803 native-country=Greece 0.4483990563868147 -0.16598845877302448 native-country=South 0.7558168083301416 0.3114980378324231 native-country=China 1.4644815037992838 0.013972387575398098 native-country=Cuba -2.089124664498902 0.9084130520292244 native-country=Iran 0.8885968203510652 -0.150524142960195 native-country=Honduras -1.0876225671415414 0.5588239925986651 native-country=Philippines -1.838149926194575 -1.866616228739496 native-country=Italy 1.6417796591899212 -0.4481300759220074 native-country=Poland -2.2642752632319136 -0.03928738261797071 native-country=Jamaica 0.07288129845209615 0.23207111257624427 native-country=Vietnam 1.1092322102402339 0.17696473537897056 native-country=Mexico -0.4053329973418853 0.9312265599189844 native-country=Portugal -1.675674735436914 -0.42488637723616324 native-country=Ireland -0.33663024679490444 -0.273618591120979 native-country=France -1.2068547934909315 -0.8559651699434794 native-country=Dominican-Republic 1.3552042427313489 0.7390369915176421 native-country=Laos 0.5651715440062905 -0.688133974566249 native-country=Ecuador -0.6624082088579655 0.3886208346679444 native-country=Taiwan 1.693761198295428 0.17985263320088604 native-country=Haiti 3.9531588826675095 -2.7762010715161898 native-country=Columbia -0.08752120597272289 -0.5747709633590482 native-country=Hungary -1.560012025878359 1.1567864501192062 native-country=Guatemala 1.9146532076973388 -0.9179933497723466 native-country=Nicaragua 0.506975672932324 -0.7388207113589961 native-country=Scotland 0.5966304158836149 -0.15158404761560546 native-country=Thailand 1.6174794042785716 0.2958791724640755 native-country=Yugoslavia 0.46308666164927853 -1.46584860485386 native-country=El-Salvador 1.1357021386141088 -0.10487227195891943 native-country=Trinadad&Tobago 0.7349402426654081 0.712366447272882 native-country=Peru 0.7949850689353034 -0.6181616877003027 native-country=Hong 0.7591574904821526 -0.786194249365113 native-country=Holand-Netherlands Hidden Weights: -4.234965842296216 4.234965842296214 3.4406842500776382 -3.4406842500776356 >50K <=50K Error sum for iteration 3800 = 713.5897670973142 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.746234735625926 -2.7526958515247957 age 0.652096742958068 0.7246535170354852 workclass=Private 0.6198176913137311 -1.2974559309118554 workclass=Self-emp-not-inc -0.028947403283177867 0.8460869568078389 workclass=Self-emp-inc -0.7801748928839236 -1.6070268226236484 workclass=Federal-gov 1.4389601660787996 2.203717986675176 workclass=Local-gov 0.21963478685921384 -0.920063695517885 workclass=State-gov 1.0463525519617562 0.9501411700565412 workclass=Without-pay -0.3986221562779896 0.6970182988902722 workclass=Never-worked -0.6554426146391293 -1.2390947665674088 fnlwgt 0.014973728644650942 0.32194893349050174 education=Bachelors -0.1123618605888115 -1.9024745803024166 education=Some-college 1.352361752643835 1.4273682453491512 education=11th 0.24084771189079046 -0.1758243622590535 education=HS-grad -1.4566551555223068 -1.1774744406102486 education=Prof-school -0.2352162000483737 -0.7860945422274411 education=Assoc-acdm -0.6461608257188393 -2.7410223611272877 education=Assoc-voc 0.4283203810182168 -1.5890104460554986 education=9th 0.23284189359297677 -0.3156865621970604 education=7th-8th 2.647991056427598 1.9090352755437026 education=12th 0.028533908427012762 0.7494146934372993 education=Masters 2.8200920194389463 1.0846783572051528 education=1st-4th 1.1239948149360572 1.6324144690985325 education=10th -1.0301728690775247 2.3701906870529856 education=Doctorate -0.9257060221443121 1.6607076215873273 education=5th-6th 0.6984687589485121 0.3322397326658337 education=Preschool -2.733262393298833 -0.41606385363058834 education-num -2.3216817489456054 -0.7748563248670434 marital-status=Married-civ-spouse 1.20962519384153 1.0510653228528763 marital-status=Divorced 1.2858589407371086 -0.30300745384231004 marital-status=Never-married 0.9376749586021857 0.8010962378742477 marital-status=Separated 0.057847844568562665 -1.823557930879237 marital-status=Widowed 2.0647545541077093 1.4162670073996884 marital-status=Married-spouse-absent 1.3340712575343547 0.8493689304264866 marital-status=Married-AF-spouse -0.7400056008700198 0.13959581463539295 occupation=Tech-support 0.25859460927267514 1.1336622431496859 occupation=Craft-repair 0.4757684519353829 -0.03429459014813418 occupation=Other-service 0.21268884239306257 1.406932701875867 occupation=Sales -0.9552438845524024 -0.5057082990534875 occupation=Exec-managerial 0.06357165743011987 0.8330125808801323 occupation=Prof-specialty 1.2472280340030404 2.6245933382419455 occupation=Handlers-cleaners 0.08398922472110268 -0.9623660936199446 occupation=Machine-op-inspct 0.5706375250242262 0.8750046432077502 occupation=Adm-clerical 1.823002401060104 0.5306740854786148 occupation=Farming-fishing -0.056452071758314654 -1.0304726192017108 occupation=Transport-moving 1.0145614301223878 -0.45610402132023586 occupation=Priv-house-serv -1.3805667811465707 -2.1136060367986906 occupation=Protective-serv 0.3953899157747724 -0.928130254965575 occupation=Armed-Forces 0.23550187429542704 2.377325326429018 relationship=Wife 1.1560847100014107 1.146948038427816 relationship=Own-child 0.815172425160914 -1.1001199773025687 relationship=Husband -0.23130344093985467 -0.6775682420641902 relationship=Not-in-family 0.5337120365862923 -0.6312657191906498 relationship=Other-relative 0.09258491782831163 -0.29197624796585625 relationship=Unmarried -0.8083815693364894 -0.042932666577156706 race=White -0.7181973950136081 1.7913186376097652 race=Asian-Pac-Islander 0.43728000923576904 1.7926508586598529 race=Amer-Indian-Eskimo 2.9391195661879745 0.3946270369698095 race=Other -0.6153195852771797 0.16691890638111306 race=Black -0.4153473697735197 -0.30712418045223133 sex -4.990562507121329 1.9767386260834252 capital-gain -1.5226886553478947 2.8910569161432034 capital-loss -0.7792535937272546 8.359567894578328 hours-per-week -0.579944867550673 -1.3849608401474758 native-country=United-States -3.882046179906126 0.12776186463587172 native-country=Cambodia 1.0352144050878258 1.0816929909703028 native-country=England 0.04620519507997737 -0.3947416837468518 native-country=Puerto-Rico -0.6350434700820377 -0.16066653695684144 native-country=Canada -0.14003628715539765 2.9738326562913437 native-country=Germany 1.050372263696058 0.4388774417571887 native-country=Outlying-US(Guam-USVI-etc) 2.529969862554631 0.1482061634863373 native-country=India 2.837613201913053 -0.7824027768894706 native-country=Japan 2.083357201136893 0.8986199367463847 native-country=Greece 0.4462552200808358 -0.16161362574125265 native-country=South 0.7546716828857931 0.30780671744617843 native-country=China 1.467115341882283 0.011128163909219328 native-country=Cuba -2.0991290068016513 0.9050621264942844 native-country=Iran 0.8936961221502834 -0.15061588538065818 native-country=Honduras -1.0954553674370417 0.5606261865482614 native-country=Philippines -1.8568399881861106 -1.8935040281990008 native-country=Italy 1.647411106751823 -0.4639427860592579 native-country=Poland -2.2723031591411895 -0.03237934071225158 native-country=Jamaica 0.05337326727609946 0.23165954577039202 native-country=Vietnam 1.1125967201180422 0.18604475081522703 native-country=Mexico -0.40508681892559917 0.9449207161674331 native-country=Portugal -1.6811040883043615 -0.42221157840159873 native-country=Ireland -0.341777262868826 -0.27225284451403964 native-country=France -1.209747531569465 -0.8774433308684779 native-country=Dominican-Republic 1.3649616222262524 0.7391787234523365 native-country=Laos 0.5742524707802974 -0.6896242274672869 native-country=Ecuador -0.6649854464897422 0.3894854038357024 native-country=Taiwan 1.7074932062714285 0.18239187617622168 native-country=Haiti 3.9867296459011383 -2.793648974051512 native-country=Columbia -0.086786564253517 -0.5745744488234412 native-country=Hungary -1.5666345225755405 1.1991954868778327 native-country=Guatemala 1.9300384369796328 -0.9253271106239939 native-country=Nicaragua 0.5175025840325627 -0.740699925783842 native-country=Scotland 0.5979904135149474 -0.1509132177262475 native-country=Thailand 1.6299584893201144 0.2947600103686948 native-country=Yugoslavia 0.4531056546143514 -1.5032562821748876 native-country=El-Salvador 1.1481198897421412 -0.10586303988033063 native-country=Trinadad&Tobago 0.7364032388074977 0.7019080710424115 native-country=Peru 0.7958123534860378 -0.6179716649572783 native-country=Hong 0.7598921322013452 -0.785997734829506 native-country=Holand-Netherlands Hidden Weights: -4.227950329298386 4.227950329298386 3.4116032057191537 -3.411603205719156 >50K <=50K Error sum for iteration 3900 = 711.723481474902 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7449448140518826 -2.767220239513735 age 0.6537955990189607 0.7315011129823275 workclass=Private 0.6254032443673885 -1.3108349954457084 workclass=Self-emp-not-inc -0.02997637904183747 0.849676538091967 workclass=Self-emp-inc -0.7827428836020878 -1.6284872355097746 workclass=Federal-gov 1.443442899997024 2.2395876008884232 workclass=Local-gov 0.22127733333526356 -0.9287787043055771 workclass=State-gov 1.0471812468272585 0.950186115451724 workclass=Without-pay -0.3979127284181488 0.6972047822657501 workclass=Never-worked -0.6517548155557741 -1.2417073598678712 fnlwgt 0.014592135733637861 0.32562947356962696 education=Bachelors -0.11282948144594068 -1.924971784722967 education=Some-college 1.3482050710924887 1.4251869029745845 education=11th 0.2407894839773124 -0.17370317723784467 education=HS-grad -1.4598042423699709 -1.192149223463026 education=Prof-school -0.23548435333921705 -0.794383745673842 education=Assoc-acdm -0.6504362626766251 -2.7758142259478102 education=Assoc-voc 0.4250391073273262 -1.6090966205301003 education=9th 0.2229788465025058 -0.3296681614654385 education=7th-8th 2.669606249826247 1.9387085315458745 education=12th 0.027596240027553065 0.7621195635868468 education=Masters 2.846134397240323 1.095726930056764 education=1st-4th 1.1221788146508185 1.654935127094064 education=10th -1.0332776779603488 2.39625721334018 education=Doctorate -0.9360464977071153 1.6731927345431221 education=5th-6th 0.7099375306251579 0.3329167839916755 education=Preschool -2.745024382023533 -0.4218329772329145 education-num -2.329594803117956 -0.7995651121342566 marital-status=Married-civ-spouse 1.2116207734556428 1.0642063425456942 marital-status=Divorced 1.2884718011877907 -0.3140999023496002 marital-status=Never-married 0.9384877737243688 0.8072863278980661 marital-status=Separated 0.06096354785768218 -1.8356103458973594 marital-status=Widowed 2.0720719127712743 1.4461661070095309 marital-status=Married-spouse-absent 1.3367714124645211 0.8507896225242939 marital-status=Married-AF-spouse -0.7405746000212143 0.14189866934422826 occupation=Tech-support 0.25750588948553016 1.1414793797604308 occupation=Craft-repair 0.47398690653819625 -0.04308623260251512 occupation=Other-service 0.2133624222684799 1.426866268377443 occupation=Sales -0.9557683888657074 -0.509905675971897 occupation=Exec-managerial 0.06516173052085057 0.8460101247255751 occupation=Prof-specialty 1.2479697805817938 2.647919027504974 occupation=Handlers-cleaners 0.0835947645575029 -0.9767497494485412 occupation=Machine-op-inspct 0.5725713934319863 0.8870771613949109 occupation=Adm-clerical 1.82666260341641 0.5338386212196222 occupation=Farming-fishing -0.05536833053344854 -1.0430599927714106 occupation=Transport-moving 1.0239895938007013 -0.4526048304891693 occupation=Priv-house-serv -1.3868347633102147 -2.149955097073382 occupation=Protective-serv 0.40251216445489774 -0.9328315473489844 occupation=Armed-Forces 0.23478937958668591 2.402090397853928 relationship=Wife 1.1596865608674 1.1657765719980266 relationship=Own-child 0.8204482304206925 -1.105069531307219 relationship=Husband -0.23376449212691494 -0.7016103142697384 relationship=Not-in-family 0.5394919670711275 -0.6269381460986646 relationship=Other-relative 0.09103286715132743 -0.3082950325864748 relationship=Unmarried -0.811480241268967 -0.0538390458843302 race=White -0.7205155313991963 1.793568725877975 race=Asian-Pac-Islander 0.43793582499032413 1.8148580393702354 race=Amer-Indian-Eskimo 2.9559186871896888 0.39346399190205383 race=Other -0.6181351515374506 0.15695534565812258 race=Black -0.4159055570493342 -0.31078332575076595 sex -5.008190014915086 2.012684684871116 capital-gain -1.532040248594627 2.896124268956084 capital-loss -0.7895056277368412 8.453102142624699 hours-per-week -0.5788857940815544 -1.3798611068334208 native-country=United-States -3.9020034792595655 0.13171072055085498 native-country=Cambodia 1.0372942179332936 1.089848250927036 native-country=England 0.035692771530578565 -0.4343843359896229 native-country=Puerto-Rico -0.6387775872921575 -0.15992050005346317 native-country=Canada -0.1400580966405407 3.026419356401436 native-country=Germany 1.051999140805731 0.43907466549192814 native-country=Outlying-US(Guam-USVI-etc) 2.5340200760175025 0.15910743571486916 native-country=India 2.852383156960842 -0.7830612620313475 native-country=Japan 2.0905159381552374 0.9313336184095659 native-country=Greece 0.44429616816077033 -0.1574563743808291 native-country=South 0.7536938236422134 0.30414777158738393 native-country=China 1.4694132667961948 0.008464858680804712 native-country=Cuba -2.108523839593274 0.9016986461617038 native-country=Iran 0.8986862304479043 -0.15070573378780266 native-country=Honduras -1.1028713484808992 0.5623886427589587 native-country=Philippines -1.8749878142499234 -1.9190463632455699 native-country=Italy 1.6521170821859799 -0.4795936508191721 native-country=Poland -2.2799458521359868 -0.02568301913755972 native-country=Jamaica 0.03532925760488005 0.23124890665859757 native-country=Vietnam 1.1157598671159474 0.19530809319790224 native-country=Mexico -0.4048285354677634 0.9585932984657861 native-country=Portugal -1.6860074368183267 -0.419618274938873 native-country=Ireland -0.3468802533194732 -0.270927246087154 native-country=France -1.212632411731551 -0.8990433641705549 native-country=Dominican-Republic 1.3745580946904445 0.7393130020840002 native-country=Laos 0.5832294503500823 -0.6911016888373598 native-country=Ecuador -0.6672621319405743 0.3903251114271642 native-country=Taiwan 1.7208207462758827 0.18500766373800787 native-country=Haiti 4.018916842676293 -2.810433304032727 native-country=Columbia -0.08607713639367381 -0.5743879654479633 native-country=Hungary -1.5731075548040996 1.240950850987846 native-country=Guatemala 1.944735790428603 -0.9322940742403623 native-country=Nicaragua 0.5278071827267734 -0.7425304400694394 native-country=Scotland 0.5997758458234854 -0.15026850104889805 native-country=Thailand 1.6422007020239062 0.29366671109498926 native-country=Yugoslavia 0.4423077692216999 -1.541495974349803 native-country=El-Salvador 1.1601907929309172 -0.10682290295921144 native-country=Trinadad&Tobago 0.7378433149543491 0.6913156402101414 native-country=Peru 0.7966133150635099 -0.6177912763806133 native-country=Hong 0.7606015600611954 -0.7858112514540281 native-country=Holand-Netherlands Hidden Weights: -4.221297214429626 4.221297214429626 3.3833403362166297 -3.3833403362166266 >50K <=50K Error sum for iteration 4000 = 709.9235323366108 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7436548152445743 -2.782502034075258 age 0.6553911936680988 0.7382857555027161 workclass=Private 0.6309376108550506 -1.3240704755910797 workclass=Self-emp-not-inc -0.031000809899398393 0.8531695031253346 workclass=Self-emp-inc -0.7851765459216241 -1.6498741679941766 workclass=Federal-gov 1.44764474369545 2.275266964473701 workclass=Local-gov 0.22288480348078987 -0.9374816024808242 workclass=State-gov 1.047989748879818 0.9502201172593941 workclass=Without-pay -0.39722674949439546 0.6973824930751953 workclass=Never-worked -0.6476129984335308 -1.2432890720678202 fnlwgt 0.014151972009171428 0.3292933039010974 education=Bachelors -0.11325700052435872 -1.9472042069997455 education=Some-college 1.343966679928294 1.4233229716009153 education=11th 0.24067912193895555 -0.1713491599807084 education=HS-grad -1.4626967226415453 -1.206614877223214 education=Prof-school -0.23572278891736886 -0.802477340121941 education=Assoc-acdm -0.65465510771631 -2.810422868231901 education=Assoc-voc 0.4216270481721658 -1.6291307541576994 education=9th 0.21357771825540617 -0.3426861679825697 education=7th-8th 2.69098886863579 1.9675239163158527 education=12th 0.026638761676463615 0.7747967712406967 education=Masters 2.871490479661344 1.1065678480803218 education=1st-4th 1.1200179081433728 1.676381567897415 education=10th -1.0362498806560918 2.422138525660019 education=Doctorate -0.9460046062509406 1.685408649252694 education=5th-6th 0.7210904039595161 0.33360320183689496 education=Preschool -2.756394936223522 -0.4274316975413392 education-num -2.3369863585510946 -0.8238445933635884 marital-status=Married-civ-spouse 1.213478796197931 1.0774181154854803 marital-status=Divorced 1.2910432421437243 -0.32471916455229666 marital-status=Never-married 0.9391462108499509 0.8132507527595538 marital-status=Separated 0.06407221062396867 -1.8475637849939095 marital-status=Widowed 2.078908293912552 1.4750741436992783 marital-status=Married-spouse-absent 1.3394197070222733 0.8522232327035282 marital-status=Married-AF-spouse -0.7410484372141376 0.14424889270677646 occupation=Tech-support 0.25638834883120576 1.1492887139921935 occupation=Craft-repair 0.4721239919641129 -0.052149032717963714 occupation=Other-service 0.21397983510016627 1.4469393856412442 occupation=Sales -0.9561493501222268 -0.5138992028751626 occupation=Exec-managerial 0.06667873372846773 0.8589610509625705 occupation=Prof-specialty 1.2483958989270763 2.6704391123639764 occupation=Handlers-cleaners 0.08321192118733357 -0.9911187215532075 occupation=Machine-op-inspct 0.5744168636439482 0.8991624321275318 occupation=Adm-clerical 1.8300544061183468 0.5367884350835777 occupation=Farming-fishing -0.05413749099151402 -1.0552131714826762 occupation=Transport-moving 1.033267701542639 -0.44912217998234183 occupation=Priv-house-serv -1.3927632508059182 -2.1860836241966966 occupation=Protective-serv 0.40944353073877743 -0.9374363256409318 occupation=Armed-Forces 0.2339831827082015 2.426870376491522 relationship=Wife 1.163009166409774 1.1836065763416548 relationship=Own-child 0.8255326963026154 -1.1099895194272762 relationship=Husband -0.23596343716835497 -0.7251545365527156 relationship=Not-in-family 0.5450285814020147 -0.6226658053372209 relationship=Other-relative 0.08969802824847578 -0.3242251945938184 relationship=Unmarried -0.814491047004899 -0.06459653996032758 race=White -0.7228197250232948 1.7960159180878978 race=Asian-Pac-Islander 0.4383992705408261 1.8363734674846817 race=Amer-Indian-Eskimo 2.9723930295616205 0.3922595235926217 race=Other -0.6208402140913932 0.14726492824187512 race=Black -0.4164427967860211 -0.314594150746208 sex -5.0252041790951525 2.0481664370338635 capital-gain -1.5411410208030931 2.9013849614134277 capital-loss -0.7999348626263904 8.545114075254105 hours-per-week -0.5776984308612824 -1.3739350100660004 native-country=United-States -3.920922400447949 0.13557954635792793 native-country=Cambodia 1.0392477078926794 1.0975865304536383 native-country=England 0.0247608920096687 -0.4742826072827013 native-country=Puerto-Rico -0.6425337571947972 -0.15942459520249092 native-country=Canada -0.14003346843691025 3.078883929449482 native-country=Germany 1.053596829506015 0.4392713042454226 native-country=Outlying-US(Guam-USVI-etc) 2.53778370678813 0.16971098223880438 native-country=India 2.8666570807659895 -0.783696879709438 native-country=Japan 2.0974592893615855 0.9635689800620074 native-country=Greece 0.44249982634410934 -0.15350181934312082 native-country=South 0.7528678809166616 0.30052151879737365 native-country=China 1.4714148224488877 0.005977732918943481 native-country=Cuba -2.117352250164978 0.8983200724491134 native-country=Iran 0.9035720443461657 -0.1507929274847805 native-country=Honduras -1.1098755513231444 0.5641139075512039 native-country=Philippines -1.8926153199388647 -1.9433182746612363 native-country=Italy 1.6559424869823138 -0.4951018588920654 native-country=Poland -2.287224260767676 -0.019177722931054804 native-country=Jamaica 0.01869796000086879 0.23084070791435177 native-country=Vietnam 1.1187478032978464 0.20474338375774243 native-country=Mexico -0.4045456604211811 0.9722505411956474 native-country=Portugal -1.690435099245776 -0.41709985379059233 native-country=Ireland -0.35193828413488415 -0.26963915024285595 native-country=France -1.2155024747938874 -0.9207666488481452 native-country=Dominican-Republic 1.3840004649340079 0.7394409407700798 native-country=Laos 0.5921034798898355 -0.6925650871702393 native-country=Ecuador -0.6692669305332183 0.3911420814601371 native-country=Taiwan 1.733769399425195 0.18768727909929422 native-country=Haiti 4.0498113479648055 -2.8265973319675424 native-country=Columbia -0.0853911574699345 -0.5742102546385182 native-country=Hungary -1.5794457337375496 1.2821187590847891 native-country=Guatemala 1.9587860684933038 -0.9389135919262273 native-country=Nicaragua 0.5378999077430933 -0.7443143505412463 native-country=Scotland 0.6019370040035904 -0.14964755735711632 native-country=Thailand 1.654218128646913 0.29259780285344267 native-country=Yugoslavia 0.4307033532911645 -1.5805568778432277 native-country=El-Salvador 1.1719300057168947 -0.10775123897908065 native-country=Trinadad&Tobago 0.7392620693425985 0.680582932127953 native-country=Peru 0.797389780012561 -0.6176192893495296 native-country=Hong 0.7612875389849354 -0.7856335406445829 native-country=Holand-Netherlands Hidden Weights: -4.214974681082988 4.214974681082983 3.3559669496287317 -3.3559669496287268 >50K <=50K Error sum for iteration 4100 = 708.186114285251 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7423800126103153 -2.798478482394587 age 0.6568925957412572 0.7450011775057067 workclass=Private 0.6364261637985409 -1.3371424829440282 workclass=Self-emp-not-inc -0.03202056735841871 0.8565555350321123 workclass=Self-emp-inc -0.7874962910013308 -1.6711994732877744 workclass=Federal-gov 1.451595103099275 2.3107759680515345 workclass=Local-gov 0.224456196841918 -0.9461669526126096 workclass=State-gov 1.0487795477957822 0.9502446128301656 workclass=Without-pay -0.3965626158837992 0.6975526457605192 workclass=Never-worked -0.6430781609261498 -1.2439404855426208 fnlwgt 0.013653844263355485 0.33292242964467317 education=Bachelors -0.11364973205841032 -1.9691778748152 education=Some-college 1.3396663595498781 1.421753955944002 education=11th 0.24051724161163257 -0.1687948380377235 education=HS-grad -1.4653530100150498 -1.2208649700736856 education=Prof-school -0.23594547393674428 -0.81042072412667 education=Assoc-acdm -0.6588187632185882 -2.8448353922875165 education=Assoc-voc 0.4181005101578658 -1.64912025466604 education=9th 0.20463442099294707 -0.35475526292395465 education=7th-8th 2.71214261395736 1.9955271122960225 education=12th 0.02566111798157291 0.7874585479072804 education=Masters 2.8961826673459603 1.117208218662309 education=1st-4th 1.1175541383307788 1.696823007049682 education=10th -1.039093646130877 2.4478393059881194 education=Doctorate -0.9556076769060124 1.697372477792364 education=5th-6th 0.7319374504021132 0.33429930718271894 education=Preschool -2.767403371932892 -0.43287962157003823 education-num -2.3439053458250703 -0.8477133128115864 marital-status=Married-civ-spouse 1.2152165069564196 1.0907147044839498 marital-status=Divorced 1.293564750851958 -0.33493932379190017 marital-status=Never-married 0.9396685709872833 0.819004126390582 marital-status=Separated 0.06718252503041426 -1.8593800096272848 marital-status=Widowed 2.0852981644278934 1.503034534970152 marital-status=Married-spouse-absent 1.3420189339291653 0.8536702724041292 marital-status=Married-AF-spouse -0.7414289906170802 0.14666376632973854 occupation=Tech-support 0.25524260527483017 1.1570670437836097 occupation=Craft-repair 0.4701969748560569 -0.06143534295040221 occupation=Other-service 0.21454125095246956 1.4671068966458387 occupation=Sales -0.9564017243353805 -0.5176981594614453 occupation=Exec-managerial 0.06813178646679871 0.8718804378518172 occupation=Prof-specialty 1.2485391887969486 2.6922143763250883 occupation=Handlers-cleaners 0.08284908433991346 -1.0054477153548196 occupation=Machine-op-inspct 0.5761857994841219 0.9112747676081624 occupation=Adm-clerical 1.8332020948415624 0.5395355742352929 occupation=Farming-fishing -0.05278496549022231 -1.0669721108796313 occupation=Transport-moving 1.0424068844238497 -0.44566011912089853 occupation=Priv-house-serv -1.3984018160627851 -2.2220326298407542 occupation=Protective-serv 0.4161954691501157 -0.9419476616654159 occupation=Armed-Forces 0.23309616097198824 2.451646951995469 relationship=Wife 1.1660831061640144 1.2005042165912574 relationship=Own-child 0.8304420628642915 -1.1148640201849005 relationship=Husband -0.2379206977711317 -0.7482125732710102 relationship=Not-in-family 0.5503347335886513 -0.6184401292110674 relationship=Other-relative 0.08855072263321641 -0.33981041140300194 relationship=Unmarried -0.8174171400485304 -0.07519631174165027 race=White -0.7251062277229471 1.7986378193091634 race=Asian-Pac-Islander 0.4386847723367113 1.8572480103874616 race=Amer-Indian-Eskimo 2.988558600037539 0.39101539596396945 race=Other -0.6234449536823301 0.13782436843708765 race=Black -0.41695916526790383 -0.3185370308994952 sex -5.04163644095556 2.0832077696139852 capital-gain -1.5500007362191197 2.9068298864572664 capital-loss -0.8105103898046 8.635623912856943 hours-per-week -0.5763913787483693 -1.3672088876649051 native-country=United-States -3.93887336107675 0.13937539594958331 native-country=Cambodia 1.0410974450997383 1.1049278003434106 native-country=England 0.013420866449980933 -0.5143790091218917 native-country=Puerto-Rico -0.6463040229721599 -0.15916188977762571 native-country=Canada -0.1399516797859678 3.1312322561613493 native-country=Germany 1.0551671349325424 0.43946889891920776 native-country=Outlying-US(Guam-USVI-etc) 2.5412861170024197 0.1800327006672424 native-country=India 2.880460907006771 -0.7843103537800484 native-country=Japan 2.104212742352022 0.9953377741570462 native-country=Greece 0.4408476256626286 -0.1497362005582911 native-country=South 0.7521819535821426 0.29692810078984455 native-country=China 1.473156890850004 0.0036617644460999353 native-country=Cuba -2.125654944253332 0.894923935148311 native-country=Iran 0.9083581945898891 -0.1508767430189232 native-country=Honduras -1.1164754232712069 0.5658045196471181 native-country=Philippines -1.9097419082434475 -1.966387452251578 native-country=Italy 1.658928673891586 -0.5104853286718178 native-country=Poland -2.2941574643348748 -0.012844990488304803 native-country=Jamaica 0.003419040721358754 0.2304363387325927 native-country=Vietnam 1.1215848923085088 0.21433948367349245 native-country=Mexico -0.40422801556796845 0.9858985047580919 native-country=Portugal -1.694431220833874 -0.414650335728977 native-country=Ireland -0.35695035034030226 -0.26838604045512165 native-country=France -1.2183509937566799 -0.9426154013775013 native-country=Dominican-Republic 1.3932951106961011 0.7395636149626591 native-country=Laos 0.6008753526337197 -0.6940132061396759 native-country=Ecuador -0.6710237940536017 0.39193826756036204 native-country=Taiwan 1.7463629332602533 0.19041925870535817 native-country=Haiti 4.079495888272565 -2.8421805718259936 native-country=Columbia -0.08472702385934652 -0.5740401019531942 native-country=Hungary -1.5856617088225091 1.3227586050379017 native-country=Guatemala 1.9722269368412824 -0.9452033269581608 native-country=Nicaragua 0.547790539764161 -0.7460535774347622 native-country=Scotland 0.604430751352074 -0.1490481851420673 native-country=Thailand 1.6660218964282252 0.29155202211266024 native-country=Yugoslavia 0.41830284654639843 -1.6204262579280837 native-country=El-Salvador 1.1833517095698927 -0.10864723666215037 native-country=Trinadad&Tobago 0.740660402844613 0.6697037028836553 native-country=Peru 0.7981434112224194 -0.6174545142609892 native-country=Hong 0.761951672595529 -0.785463387959259 native-country=Holand-Netherlands Hidden Weights: -4.208954472427326 4.208954472427329 3.329528682386676 -3.3295286823866785 >50K <=50K Error sum for iteration 4200 = 706.5098188800758 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7411359735156706 -2.8151003246086654 age 0.6583076213648519 0.7516416875958382 workclass=Private 0.641873277436837 -1.350032753522687 workclass=Self-emp-not-inc -0.03303562993084299 0.859827682132845 workclass=Self-emp-inc 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2.9202333139104573 1.1276548111711056 education=1st-4th 1.1148258879161053 1.7163230571840826 education=10th -1.0418131608272347 2.4733624110425563 education=Doctorate -0.9648806049094193 1.7090988334071817 education=5th-6th 0.7424875830775808 0.3350058934501074 education=Preschool -2.7780741270128955 -0.43819019591662195 education-num -2.3503964436512854 -0.8711889362719812 marital-status=Married-civ-spouse 1.2168490702741739 1.1041067050236066 marital-status=Divorced 1.2960295952866738 -0.3448229481280772 marital-status=Never-married 0.9400713094748583 0.8245593926453029 marital-status=Separated 0.0703016572361493 -1.8710259771654858 marital-status=Widowed 2.0912734789147143 1.5300878269500853 marital-status=Married-spouse-absent 1.3445716416600375 0.855131255525456 marital-status=Married-AF-spouse -0.7417192299979243 0.149156249903078 occupation=Tech-support 0.2540698859656739 1.1647946651729917 occupation=Craft-repair 0.46822138009286707 -0.07090117827704606 occupation=Other-service 0.2150472753143138 1.4873277138573147 occupation=Sales -0.9565388693033793 -0.5213106840721178 occupation=Exec-managerial 0.06952837852709319 0.8847786319930419 occupation=Prof-specialty 1.2484290269284568 2.713299027332865 occupation=Handlers-cleaners 0.08251280434193227 -1.0197139052220239 occupation=Machine-op-inspct 0.5778882814699511 0.9234245715515706 occupation=Adm-clerical 1.8361268428805835 0.5420893322792572 occupation=Farming-fishing -0.05133287224298234 -1.0783710521912615 occupation=Transport-moving 1.0514168712568635 -0.44222190399486827 occupation=Priv-house-serv -1.4037918036753474 -2.2578314253998175 occupation=Protective-serv 0.4227781013512665 -0.946368307137737 occupation=Armed-Forces 0.2321399448013334 2.4764003127547407 relationship=Wife 1.1689355112219249 1.2165307597707364 relationship=Own-child 0.8351913885699405 -1.1196767663457838 relationship=Husband -0.2396553378297603 -0.7707942847567278 relationship=Not-in-family 0.5554224076716403 -0.6142537039424124 relationship=Other-relative 0.08756462999745124 -0.3550897115071252 relationship=Unmarried -0.8202618369393733 -0.08563001211648544 race=White -0.7273728965537254 1.8014125337637148 race=Asian-Pac-Islander 0.4388066125289071 1.8775276128039833 race=Amer-Indian-Eskimo 3.004430455420384 0.3897332838130603 race=Other -0.6259585744100077 0.12861468044447733 race=Black -0.4174553532028554 -0.32259751684294 sex -5.057516675394035 2.1178323791161473 capital-gain -1.558627724626921 2.912450417062194 capital-loss -0.8212039328467292 8.724644023603489 hours-per-week -0.5749730419851993 -1.3597128307241522 native-country=United-States -3.95591974570525 0.14310469247143526 native-country=Cambodia 1.0428624809138043 1.1118889956132656 native-country=England 0.0016873584605645094 -0.5546106320165711 native-country=Puerto-Rico -0.6500808856146204 -0.15911745489562149 native-country=Canada -0.13980452577288058 3.183468951700963 native-country=Germany 1.0567117101711512 0.43966894970896647 native-country=Outlying-US(Guam-USVI-etc) 2.544550892160288 0.19008774633784803 native-country=India 2.8938189170234283 -0.7849023338141878 native-country=Japan 2.1108002195390396 1.026650583388355 native-country=Greece 0.4393239939052882 -0.14614676989449113 native-country=South 0.7516266787087506 0.29336750551833934 native-country=China 1.4746737078178993 0.001511653874518676 native-country=Cuba -2.1334701642775986 0.8915078302920119 native-country=Iran 0.913049068034273 -0.15095650101433267 native-country=Honduras -1.122680317343303 0.5674629730778621 native-country=Philippines -1.9263846744945223 -1.988315256170882 native-country=Italy 1.6611138754977994 -0.5257608368101813 native-country=Poland -2.3007631147526224 -0.00666830934191367 native-country=Jamaica -0.010574565845511688 0.2300370601400247 native-country=Vietnam 1.1242937437741114 0.2240855168515915 native-country=Mexico -0.4038675685044565 0.9995430094528406 native-country=Portugal -1.6980346663751686 -0.4122643030121536 native-country=Ireland -0.36191539723657773 -0.2671655301684575 native-country=France -1.221171727079604 -0.9645925557934618 native-country=Dominican-Republic 1.4024480181006307 0.7396820527232402 native-country=Laos 0.609545757914165 -0.6954449104013862 native-country=Ecuador -0.672552948589431 0.3927154692928539 native-country=Taiwan 1.7586234552971807 0.19319322197194308 native-country=Haiti 4.108045978141831 -2.857219147476303 native-country=Columbia -0.084083277003518 -0.5738763468491456 native-country=Hungary -1.5917663986545907 1.3629234934662995 native-country=Guatemala 1.9850932450383685 -0.9511794606936138 native-country=Nicaragua 0.5574882489299507 -0.7477498914011865 native-country=Scotland 0.6072195591698297 -0.14846832000664703 native-country=Thailand 1.677622277609512 0.2905282732458044 native-country=Yugoslavia 0.40511707293518995 -1.6610889328925822 native-country=El-Salvador 1.1944692254792069 -0.109509943690059 native-country=Trinadad&Tobago 0.74203863357005 0.6586716805254548 native-country=Peru 0.7988757240828677 -0.6172958141359276 native-country=Hong 0.7625954194513941 -0.7852996328552103 native-country=Holand-Netherlands Hidden Weights: -4.203211438063326 4.203211438063323 3.304049742269638 -3.3040497422696355 >50K <=50K Error sum for iteration 4300 = 704.8912452393868 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7399380574045864 -2.8323296412711323 age 0.6596429995393268 0.7582021187893934 workclass=Private 0.6472824482042441 -1.3627248638001501 workclass=Self-emp-not-inc -0.03404609873376948 0.8629818482800911 workclass=Self-emp-inc -0.791858073111414 -1.7136885474845556 workclass=Federal-gov 1.4588392135061554 2.381322546174098 workclass=Local-gov 0.2274904619240601 -0.963461934772957 workclass=State-gov 1.050308336280758 0.9502704799777468 workclass=Without-pay -0.3952941799709728 0.6978748632664308 workclass=Never-worked -0.633051965284983 -1.242825369857056 fnlwgt 0.012488037815951295 0.3400169575995003 education=Bachelors -0.11434606394941577 -2.0123582023359257 education=Some-college 1.3309482588370358 1.4194102438856167 education=11th 0.24004505867858109 -0.16319580687838903 education=HS-grad -1.4700319758892808 -1.2486969212082815 education=Prof-school -0.2363845996578801 -0.8259925913528694 education=Assoc-acdm -0.6669758335300726 -2.913006371461233 education=Assoc-voc 0.4107522474994906 -1.6889915711747912 education=9th 0.18808440961489442 -0.3761342950425673 education=7th-8th 2.753778454650665 2.0492611411318475 education=12th 0.023643865513429504 0.8127672450371121 education=Masters 2.943664570018173 1.137914129471235 education=1st-4th 1.1118681042775274 1.7349403938712935 education=10th -1.044412602284862 2.4987094514776964 education=Doctorate -0.9738460524384552 1.7206002603640433 education=5th-6th 0.7527486450794704 0.3357242022929945 education=Preschool -2.788427685360042 -0.44337219851196163 education-num -2.3565003064379346 -0.8942882364387453 marital-status=Married-civ-spouse 1.2183897946225135 1.1176019616956936 marital-status=Divorced 1.298432492365175 -0.354423205579301 marital-status=Never-married 0.9403691933291677 0.8299282738337429 marital-status=Separated 0.07343551147206727 -1.8824731876104601 marital-status=Widowed 2.0968637985329464 1.556271973080023 marital-status=Married-spouse-absent 1.347080161166418 0.8566066756257442 marital-status=Married-AF-spouse -0.7419230755310485 0.15173539850888765 occupation=Tech-support 0.25287191497075223 1.1724551719790115 occupation=Craft-repair 0.4662113219627951 -0.08050543872782412 occupation=Other-service 0.21549891485777578 1.5075647402957364 occupation=Sales -0.956572707780093 -0.5247440478878883 occupation=Exec-managerial 0.07087468591279183 0.8976623132730133 occupation=Prof-specialty 1.2480917772772582 2.733741740131764 occupation=Handlers-cleaners 0.0822081521205484 -1.0338967167511297 occupation=Machine-op-inspct 0.5795328951695213 0.9356191492058379 occupation=Adm-clerical 1.8388471399314124 0.5444567301014857 occupation=Farming-fishing -0.049800392164768933 -1.0894393382362522 occupation=Transport-moving 1.0603062018300538 -0.43881014685091907 occupation=Priv-house-serv -1.4089680066750745 -2.293500911935567 occupation=Protective-serv 0.4292004102812992 -0.9507007344702029 occupation=Armed-Forces 0.2311249777254322 2.501109715413715 relationship=Wife 1.1715903336967155 1.2317426063535255 relationship=Own-child 0.8397945321441345 -1.1244116575649798 relationship=Husband -0.24118502795407537 -0.7929079344844417 relationship=Not-in-family 0.5603028054230688 -0.6101000086464272 relationship=Other-relative 0.08671657019507649 -0.37009764147218926 relationship=Unmarried -0.8230284947715856 -0.09588977654765016 race=White -0.7296187760792269 1.8043188735226876 race=Asian-Pac-Islander 0.43877863361450525 1.8972536602843357 race=Amer-Indian-Eskimo 3.020022702012178 0.3884147833290476 race=Other -0.6283893469887547 0.11962056934426572 race=Black -0.4179324137414871 -0.3267649675847953 sex -5.07287313010916 2.1520635476899854 capital-gain -1.5670292453290118 2.918238887225307 capital-loss -0.8319896770161895 8.812181708825374 hours-per-week -0.5734516901961261 -1.3514802848788343 native-country=United-States -3.9721188535194165 0.14677330717694706 native-country=Cambodia 1.0445587666556657 1.1184845170899924 native-country=England -0.01042120407836685 -0.5949104690324668 native-country=Puerto-Rico -0.6538573193837813 -0.1592780780224635 native-country=Canada -0.1395861395039468 3.2355972426856052 native-country=Germany 1.0582320710541366 0.4398729119706094 native-country=Outlying-US(Guam-USVI-etc) 2.5476000359003206 0.1998905335977572 native-country=India 2.906753902543922 -0.7854734062695877 native-country=Japan 2.117243938197499 1.0575170941665317 native-country=Greece 0.4379158776206466 -0.14272169137592494 native-country=South 0.7511945196075565 0.2898395940948894 native-country=China 1.4759968850593401 -4.781548032818706E-4 native-country=Cuba -2.1408337338742376 0.8880694277177587 native-country=Iran 0.917648827893277 -0.1510315656215589 native-country=Honduras -1.1285010874259114 0.5690916948473093 native-country=Philippines -1.9425586535213333 -2.0091576239791844 native-country=Italy 1.6625335779376884 -0.5409441199717054 native-country=Poland -2.30705777128995 -6.328712271750264E-4 native-country=Jamaica -0.02335450780206823 0.22964400951558492 native-country=Vietnam 1.12689521628685 0.23397088258490914 native-country=Mexico -0.4034582524058008 1.0131895835009903 native-country=Portugal -1.7012798018703132 -0.4099368332787113 native-country=Ireland -0.3668323395065406 -0.2659753570310701 native-country=France -1.2239590904429969 -0.9867016495177694 native-country=Dominican-Republic 1.4114648131878458 0.739797233103524 native-country=Laos 0.6181153543210511 -0.6968591565282789 native-country=Ecuador -0.6738716973946165 0.3934753506957683 native-country=Taiwan 1.7705715407227391 0.19599974455222297 native-country=Haiti 4.135530741334079 -2.8717461222806655 native-country=Columbia -0.08345858794652 -0.5737178844472827 native-country=Hungary -1.5977691932484142 1.4026607585576139 native-country=Guatemala 1.997417309595668 -0.9568568663030698 native-country=Nicaragua 0.567001637354855 -0.7494049288430321 native-country=Scotland 0.6102706490676103 -0.14790602699094477 native-country=Thailand 1.689028774573013 0.28952560223256146 native-country=Yugoslavia 0.3911575800807795 -1.702526775698853 native-country=El-Salvador 1.2052951110316952 -0.11033830344665513 native-country=Trinadad&Tobago 0.7433965893749002 0.6474805615060386 native-country=Peru 0.799588101785457 -0.6171421063091926 native-country=Hong 0.7632201085083703 -0.7851411704533474 native-country=Holand-Netherlands Hidden Weights: -4.197723134624042 4.1977231346240425 3.279536919593657 -3.2795369195936575 >50K <=50K Error sum for iteration 4400 = 703.3254973397535 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7388010124365016 -2.850137949820794 age 0.6609045176105256 0.7646778055475753 workclass=Private 0.6526564283906932 -1.375204334474015 workclass=Self-emp-not-inc -0.03505220852348571 0.8660163193496322 workclass=Self-emp-inc -0.7939250301925561 -1.7348555185372272 workclass=Federal-gov 1.4621739039169255 2.416366113092805 workclass=Local-gov 0.22895466822943294 -0.9720597997773622 workclass=State-gov 1.0510496815808446 0.9502743807059099 workclass=Without-pay -0.39468733507743525 0.6980290845160216 workclass=Never-worked -0.6276620628768825 -1.2412318866963212 fnlwgt 0.011823262915086324 0.3434579819674651 education=Bachelors -0.11465489640217699 -2.0335645589008 education=Some-college 1.326560100471707 1.4185916343107183 education=11th 0.2397391489435449 -0.1601981800031865 education=HS-grad -1.4720891336907562 -1.262270756314585 education=Prof-school -0.23661571403751908 -0.8336707872885329 education=Assoc-acdm -0.6709634117380996 -2.9467288169336245 education=Assoc-voc 0.40694840642624375 -1.7088847585962472 education=9th 0.18045216814666332 -0.38549841857946804 education=7th-8th 2.7742677923943977 2.0750662222923295 education=12th 0.02260357570408928 0.8254234570909205 education=Masters 2.9664982556130206 1.1479924689233532 education=1st-4th 1.1087125144219196 1.7527293173405165 education=10th -1.0468961377039312 2.5238812526170173 education=Doctorate -0.9825246122171163 1.7318875986212932 education=5th-6th 0.7627274824328475 0.33645591911941264 education=Preschool -2.7984813318966206 -0.44843092864489714 education-num -2.3622538146629255 -0.917027053734915 marital-status=Married-civ-spouse 1.2198503195635513 1.1312061133053608 marital-status=Divorced 1.3007693537094698 -0.3637855296076492 marital-status=Never-married 0.9405754461809555 0.8351216273287089 marital-status=Separated 0.07658897939236219 -1.893697151913095 marital-status=Widowed 2.1020964048445 1.5816225741569123 marital-status=Married-spouse-absent 1.349546629425167 0.8580969938149694 marital-status=Married-AF-spouse -0.7420452222209043 0.15440684888542325 occupation=Tech-support 0.25165080004745566 1.1800352284277906 occupation=Craft-repair 0.4641796956604645 -0.09020956265405515 occupation=Other-service 0.21589753192115638 1.527784792504529 occupation=Sales -0.9565138657788335 -0.5280048471873482 occupation=Exec-managerial 0.07217582826087426 0.9105353995210242 occupation=Prof-specialty 1.2475511147269664 2.753586521278983 occupation=Handlers-cleaners 0.08193902646086683 -1.0479776407296235 occupation=Machine-op-inspct 0.5811269689317797 0.9478633984162579 occupation=Adm-clerical 1.8413791616829362 0.5466429144960843 occupation=Farming-fishing -0.04820406855384585 -1.100202075575985 occupation=Transport-moving 1.0690824041704283 -0.4354269315231916 occupation=Priv-house-serv -1.4139599614903724 -2.3290560984837496 occupation=Protective-serv 0.4354704060020629 -0.9549471712499001 occupation=Armed-Forces 0.23006057201488975 2.5257540083229237 relationship=Wife 1.174068619510082 1.246191464160181 relationship=Own-child 0.8442641744243463 -1.1290532043381083 relationship=Husband -0.2425260390989326 -0.8145603582398764 relationship=Not-in-family 0.5649864329666552 -0.6059732128865539 relationship=Other-relative 0.08598625992282162 -0.3848645199255061 relationship=Unmarried -0.8257204176059348 -0.10596825927504894 race=White -0.7318437624857654 1.8073365494346163 race=Asian-Pac-Islander 0.4386140281101187 1.9164633897256893 race=Amer-Indian-Eskimo 3.035348503544157 0.387061426480322 race=Other -0.6307446501595639 0.11082987981148394 race=Black -0.41839158731997544 -0.331031578757704 sex -5.087732398568972 2.1859239660980454 capital-gain -1.5752118041512357 2.924188954744934 capital-loss -0.8428441928922579 8.898241384313605 hours-per-week -0.5718354794067116 -1.3425474230788181 native-country=United-States -3.9875227240674014 0.15038662862422336 native-country=Cambodia 1.0461995244746336 1.124726633924655 native-country=England -0.022882421574536866 -0.6352088837462495 native-country=Puerto-Rico -0.6576268211039941 -0.15963199566103356 native-country=Canada -0.1392928003402505 3.287618935402711 native-country=Germany 1.0597296101348974 0.4400821959856109 native-country=Outlying-US(Guam-USVI-etc) 2.5504541077555034 0.20945474533477712 native-country=India 2.9192872985099325 -0.7860241000439423 native-country=Japan 2.123564332928485 1.0879463067636763 native-country=Greece 0.4366123067374925 -0.13944995428778698 native-country=South 0.7508792175625092 0.2863441278074271 native-country=China 1.477155442366743 -0.002313445894932241 native-country=Cuba -2.1477791720332613 0.8846064823645478 native-country=Iran 0.9221614302977788 -0.151101340348831 native-country=Honduras -1.133949760772879 0.5706930320689562 native-country=Philippines -1.9582771035005158 -2.0289658616217485 native-country=Italy 1.663220842630773 -0.5560499571165926 native-country=Poland -2.3130571630893235 0.005274638289709897 native-country=Jamaica -0.034995080917209584 0.22925821005542552 native-country=Vietnam 1.1294084098255952 0.24398526189354255 native-country=Mexico -0.40299577815398707 1.0268434234836752 native-country=Portugal -1.7041971714810338 -0.4076634407526285 native-country=Ireland -0.371700078956119 -0.2648133740879927 native-country=France -1.2267082711328097 -1.008946715938608 native-country=Dominican-Republic 1.4203507898013155 0.7399100885278075 native-country=Laos 0.6265848211512255 -0.6982549948566236 native-country=Ecuador -0.674995066172352 0.39421945839783834 native-country=Taiwan 1.7822263405219294 0.19883026270587748 native-country=Haiti 4.162013627225513 -2.8857917960874873 native-country=Columbia -0.08285174305298387 -0.5735636631976918 native-country=Hungary -1.6036781338111468 1.4420124647132329 native-country=Guatemala 2.0092291631679107 -0.9622492568801618 native-country=Nicaragua 0.576338777195088 -0.7510202010261889 native-country=Scotland 0.6135552486488427 -0.1473594903580064 native-country=Thailand 1.7002501908504475 0.28854317881188835 native-country=Yugoslavia 0.3764370059945875 -1.7447182498884417 native-country=El-Salvador 1.215841241146418 -0.11113118441669922 native-country=Trinadad&Tobago 0.7447336837782691 0.636124007920781 native-country=Peru 0.8002818095259673 -0.6169923600676093 native-country=Hong 0.763826953401907 -0.7849869492037566 native-country=Holand-Netherlands Hidden Weights: -4.19246947687821 4.192469476878211 3.2559832562928497 -3.2559832562928483 >50K <=50K Error sum for iteration 4500 = 701.8100631309375 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.737738666815124 -2.868504516013662 age 0.6620971526563534 0.7710645798728015 workclass=Private 0.657997361147185 -1.387458644496091 workclass=Self-emp-not-inc -0.03605432994330106 0.8689313280389389 workclass=Self-emp-inc -0.7959288457627656 -1.7559691586427661 workclass=Federal-gov 1.4653399861780747 2.451254561963267 workclass=Local-gov 0.2303852581918315 -0.980616811804062 workclass=State-gov 1.0517770576032024 0.9502738442375838 workclass=Without-pay -0.3940972231402314 0.6981800667335377 workclass=Never-worked -0.6220824652608061 -1.2390547166616444 fnlwgt 0.01110621807868076 0.3468151753837568 education=Bachelors -0.11493969991921851 -2.054512821924763 education=Some-college 1.322169672423306 1.4179808072356328 education=11th 0.23939026793944723 -0.15709519522245885 education=HS-grad -1.4739792025937624 -1.2756131938703936 education=Prof-school -0.2368612520321336 -0.8413008035329972 education=Assoc-acdm -0.6748850399610518 -2.980185259946544 education=Assoc-voc 0.4030670684841492 -1.7287560609911947 education=9th 0.17322838248115452 -0.39401983676024754 education=7th-8th 2.7945425551089857 2.1002083823855053 education=12th 0.021541791845556078 0.8380840753014502 education=Masters 2.9887557582695505 1.1578959597937055 education=1st-4th 1.1053878405483306 1.7697402296372806 education=10th -1.0492679298818082 2.548878219358878 education=Doctorate -0.990934950210335 1.7429702908315268 education=5th-6th 0.7724300075921566 0.33720318120706555 education=Preschool -2.8082497696579996 -0.45336915665838673 education-num -2.3676903343754248 -0.9394202407001444 marital-status=Married-civ-spouse 1.2212407767508169 1.1449230072621603 marital-status=Divorced 1.3030370859385052 -0.37294894582237303 marital-status=Never-married 0.9407018830723791 0.8401497158835454 marital-status=Separated 0.0797661612066122 -1.904676945597641 marital-status=Widowed 2.1069964149366043 1.6061730822749567 marital-status=Married-spouse-absent 1.3519730099818426 0.8596026333121014 marital-status=Married-AF-spouse -0.7420909492552011 0.15717333737473607 occupation=Tech-support 0.25040892491749317 1.1875243153358204 occupation=Craft-repair 0.4621382702984891 -0.09997746785259912 occupation=Other-service 0.2162447934500345 1.5479585003602414 occupation=Sales -0.9563717931316011 -0.5310991321547407 occupation=Exec-managerial 0.07343608093860884 0.9233998084630951 occupation=Prof-specialty 1.246828292570331 2.7728734242467508 occupation=Handlers-cleaners 0.08170840500727589 -1.0619400808398267 occupation=Machine-op-inspct 0.5826767723781398 0.9601603932198977 occupation=Adm-clerical 1.8437370907116033 0.5486514900441253 occupation=Farming-fishing -0.04655806870939574 -1.11068068030194 occupation=Transport-moving 1.0777521432512902 -0.4320739049013248 occupation=Priv-house-serv -1.418792947582176 -2.364507987382071 occupation=Protective-serv 0.44159526759473433 -0.9591096307011746 occupation=Armed-Forces 0.22895496342265467 2.5503120984552985 relationship=Wife 1.1763887787949463 1.2599246113208589 relationship=Own-child 0.848611863739797 -1.1335868973482652 relationship=Husband -0.24369326005643735 -0.8357571146375363 relationship=Not-in-family 0.5694831809833794 -0.6018680222038792 relationship=Other-relative 0.08535605997644721 -0.3994167474484592 relationship=Unmarried -0.8283407902174885 -0.11585869213370699 race=White -0.7340483354318464 1.8104463514220193 race=Asian-Pac-Islander 0.4383252002341448 1.9351903059849664 race=Amer-Indian-Eskimo 3.0504200963454218 0.3856746963700922 race=Other -0.6330310143434081 0.10223309336107347 race=Black -0.41883418619524043 -0.33539171468432194 sex -5.102119423631842 2.219435597839758 capital-gain -1.5831814135269957 2.930295846217437 capital-loss -0.8537463986718202 8.982826229935684 hours-per-week -0.5701324448014943 -1.3329523770905212 native-country=United-States -4.0021788526513795 0.15394962234917442 native-country=Cambodia 1.047795578482829 1.1306258062386894 native-country=England -0.035669925823271574 -0.6754351670337921 native-country=Puerto-Rico -0.6613834736069224 -0.16016865108011205 native-country=Canada -0.1389227233889564 3.3395344500913677 native-country=Germany 1.0612056095086617 0.44029816819211487 native-country=Outlying-US(Guam-USVI-etc) 2.5531323223093554 0.21879334799151526 native-country=India 2.93143929221419 -0.7865548893920176 native-country=Japan 2.1297800290349675 1.1179466955934227 native-country=Greece 0.43540400780672145 -0.13632129805710855 native-country=South 0.7506753762914118 0.2828807928208513 native-country=China 1.4781758539382943 -0.004000200963957531 native-country=Cuba -2.1543378381404072 0.8811168451891274 native-country=Iran 0.9265906376550964 -0.15116526273158354 native-country=Honduras -1.1390392715666995 0.5722692449195417 native-country=Philippines -1.9735518148689584 -2.0477873196182137 native-country=Italy 1.6632065809083507 -0.5710922379932829 native-country=Poland -2.3187763863245254 0.011066220088239655 native-country=Jamaica -0.0455715508419055 0.22888058226255673 native-country=Vietnam 1.1318506635441201 0.2541186210070622 native-country=Mexico -0.4024774439114697 1.0405093660487443 native-country=Portugal -1.7068140776149294 -0.4054400249679531 native-country=Ireland -0.37651752115849324 -0.26367754026519497 native-country=France -1.2294153005843997 -1.0313321855176474 native-country=Dominican-Republic 1.429110934160792 0.7400215086576997 native-country=Laos 0.6349548925895825 -0.6996315662916165 native-country=Ecuador -0.6759363157520929 0.39494923777355834 native-country=Taiwan 1.7936056749861649 0.20167699945908293 native-country=Haiti 4.187553033091157 -2.8993839731263207 native-country=Columbia -0.08226163111576633 -0.5734126809801757 native-country=Hungary -1.6095000742719976 1.4810158869829333 native-country=Guatemala 2.020556772462485 -0.9673693129619099 native-country=Nicaragua 0.5855072448609379 -0.7525971002921208 native-country=Scotland 0.6170479591431903 -0.14682700306443255 native-country=Thailand 1.711294691703179 0.2875802832842423 native-country=Yugoslavia 0.36096945538217373 -1.787637993307881 native-country=El-Salvador 1.2261188747195106 -0.1118874049145353 native-country=Trinadad&Tobago 0.7460489799093319 0.6245956436155644 native-country=Peru 0.8009580073725785 -0.6168455927571581 native-country=Hong 0.7644170653391575 -0.7848359669862405 native-country=Holand-Netherlands Hidden Weights: -4.18743243497433 4.187432434974327 3.23337129759939 -3.233371297599389 >50K <=50K Error sum for iteration 4600 = 700.3426229036598 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7367637059210357 -2.8874148594361944 age 0.6632251914886733 0.7773587796499887 workclass=Private 0.663306908881045 -1.399477177823772 workclass=Self-emp-not-inc -0.03705296233942825 0.8717286602158235 workclass=Self-emp-inc -0.7978768651687003 -1.7770265376088439 workclass=Federal-gov 1.4683520382698174 2.485983837933044 workclass=Local-gov 0.23178391992606043 -0.98912735609699 workclass=State-gov 1.0524913969742136 0.9502699911072915 workclass=Without-pay -0.3935228239428089 0.698328766614008 workclass=Never-worked -0.616354927710145 -1.2363679414403372 fnlwgt 0.010338853986850326 0.3500810031868755 education=Bachelors -0.11520131266326644 -2.075200518330784 education=Some-college 1.3177881104138676 1.4175584756223973 education=11th 0.23900145234063816 -0.15390382970474978 education=HS-grad -1.475716711890844 -1.2887233104954459 education=Prof-school -0.2371244521736024 -0.8488948751921711 education=Assoc-acdm -0.6787362457174032 -3.0133590149990535 education=Assoc-voc 0.39911347446670065 -1.7486094570472628 education=9th 0.1663967104768108 -0.4017314917380023 education=7th-8th 2.814605742414676 2.1247185182288453 education=12th 0.020458293738038383 0.8507499485390706 education=Masters 3.01045795494115 1.1676305991541205 education=1st-4th 1.1019200194986531 1.786020044311678 education=10th -1.0515321410927596 2.5737006230307355 education=Doctorate -0.9990939377125188 1.7538566383955008 education=5th-6th 0.7818612578836731 0.3379685930552202 education=Preschool -2.817745624239639 -0.4581878822039175 education-num -2.372839976954202 -0.9614815978899394 marital-status=Married-civ-spouse 1.2225699323970178 1.158755015062948 marital-status=Divorced 1.3052334300025707 -0.38194713946679404 marital-status=Never-married 0.9407590365309391 0.8450224001219842 marital-status=Separated 0.08297055243064823 -1.9153948239738923 marital-status=Widowed 2.1115869002945193 1.629954972997925 marital-status=Married-spouse-absent 1.3543611107707156 0.8611239779671241 marital-status=Married-AF-spouse -0.7420659282576724 0.16003522050347732 occupation=Tech-support 0.2491488512109281 1.1949144566559617 occupation=Craft-repair 0.4600977194193936 -0.10977565859916627 occupation=Other-service 0.21654261817042655 1.5680601721855039 occupation=Sales -0.9561548714790086 -0.5340324895978377 occupation=Exec-managerial 0.07465905048643733 0.9362560904476539 occupation=Prof-specialty 1.2459423733177732 2.791639138554422 occupation=Handlers-cleaners 0.08151854161301562 -1.0757692334461204 occupation=Machine-op-inspct 0.5841876831413871 0.9725118686760134 occupation=Adm-clerical 1.8459333957825692 0.5504847964961687 occupation=Farming-fishing -0.04487442058259055 -1.1208933395834184 occupation=Transport-moving 1.0863213467810628 -0.4287523514133676 occupation=Priv-house-serv -1.4234887593373153 -2.3998649491957575 occupation=Protective-serv 0.44758146451604336 -0.9631899394024954 occupation=Armed-Forces 0.2278153672975667 2.574763355731291 relationship=Wife 1.178566849912605 1.2729852112091076 relationship=Own-child 0.8528480741506523 -1.1379995010652781 relationship=Husband -0.24470023481351152 -0.856502627068424 relationship=Not-in-family 0.5738023957507284 -0.597779563164012 relationship=Other-relative 0.08481072332620207 -0.41377714917824976 relationship=Unmarried -0.8308926360189752 -0.12555495779865247 race=White -0.7362333451704657 1.8136303232142799 race=Asian-Pac-Islander 0.4379236865472699 1.9534645789619114 race=Amer-Indian-Eskimo 3.0652488107920597 0.38425604181808354 race=Other -0.6352541699969501 0.09382286725471134 race=Black -0.41926152357279184 -0.33984146685686806 sex -5.116057527434757 2.2526195785747887 capital-gain -1.590943794447412 2.936556490368027 capital-loss -0.8646775273201356 9.065939389967204 hours-per-week -0.5683504749587599 -1.3227344074145717 native-country=United-States -4.016130807026328 0.15746688165884418 native-country=Cambodia 1.0493556529760861 1.1361909438372526 native-country=England -0.04875358947406451 -0.7155191157900371 native-country=Puerto-Rico -0.6651220086119655 -0.16087847980376338 native-country=Canada -0.1384758303528867 3.3913429018619317 native-country=Germany 1.0626612523252226 0.44052215251308524 native-country=Outlying-US(Guam-USVI-etc) 2.5556526233554537 0.22791861030686505 native-country=India 2.943228913850148 -0.7870661960023759 native-country=Japan 2.135907856688225 1.1475263310030186 native-country=Greece 0.43428306755139073 -0.1333261475020638 native-country=South 0.7505781522905475 0.2794492212942555 native-country=China 1.4790821118543347 -0.005544568414335982 native-country=Cuba -2.160539083081083 0.8775984712171925 native-country=Iran 0.9309400293169071 -0.15122279924620594 native-country=Honduras -1.1437832419921194 0.5738225030446492 native-country=Philippines -1.9883934291766638 -2.06566595938158 native-country=Italy 1.6625197873428812 -0.5860840219424784 native-country=Poland -2.324230044069854 0.01675271588624215 native-country=Jamaica -0.05515874997745221 0.22851195565546198 native-country=Vietnam 1.1342375694566058 0.26436121481843877 native-country=Mexico -0.40190194486171854 1.0541918701186934 native-country=Portugal -1.70915507272633 -0.40326282660435364 native-country=Ireland -0.3812835909753788 -0.2625659114476286 native-country=France -1.2320770949778928 -1.053862797116728 native-country=Dominican-Republic 1.4377499464787498 0.7401323442928208 native-country=Laos 0.6432263784004492 -0.7009880967080829 native-country=Ecuador -0.676707344563502 0.3956660464517009 native-country=Taiwan 1.8047261164369943 0.20453290578043565 native-country=Haiti 4.212202842853884 -2.912548203635395 native-country=Columbia -0.08168723191837347 -0.5732639810997054 native-country=Hungary -1.6152408274600936 1.5197039697775545 native-country=Guatemala 2.0314262278894564 -0.972228793109411 native-country=Nicaragua 0.5945141519753093 -0.7541369053889029 native-country=Scotland 0.6207262277822748 -0.14630695711704858 native-country=Thailand 1.7221698570618684 0.286636295603662 native-country=Yugoslavia 0.3447708703071784 -1.8312564602664205 native-country=El-Salvador 1.2361387093819944 -0.11260575474838025 native-country=Trinadad&Tobago 0.7473412460366292 0.6128890478463445 native-country=Peru 0.8016177617184731 -0.6167008658091958 native-country=Hong 0.7649914645365455 -0.7846872671057702 native-country=Holand-Netherlands Hidden Weights: -4.1825957729180505 4.1825957729180505 3.2116758882760084 -3.2116758882760057 >50K <=50K Error sum for iteration 4700 = 698.9211091156261 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7358875238136946 -2.906859439494398 age 0.664292340243112 0.7835572647644018 workclass=Private 0.668586369780206 -1.411251123353027 workclass=Self-emp-not-inc -0.03804871848425132 0.8744113059184213 workclass=Self-emp-inc -0.7997750089987204 -1.7980240146211162 workclass=Federal-gov 1.47122290139638 2.520548961363494 workclass=Local-gov 0.23315257810840861 -0.9975861055584692 workclass=State-gov 1.053193551494376 0.9502638926760032 workclass=Without-pay -0.3929631982422971 0.698476098868231 workclass=Never-worked -0.6105178411289816 -1.233240818081084 fnlwgt 0.009523256017936788 0.35324956049685546 education=Bachelors -0.11544003237338983 -2.095624944246085 education=Some-college 1.3134253386902695 1.4173066979788116 education=11th 0.23857594644975796 -0.15063889888985663 education=HS-grad -1.4773151874969408 -1.3016013659734091 education=Prof-school -0.23740742720303687 -0.8564619209177762 education=Assoc-acdm -0.6825125512710866 -3.0462352019430576 education=Assoc-voc 0.39509211072356243 -1.7684482813324194 education=9th 0.15994036229950193 -0.40866732122488786 education=7th-8th 2.8344600241549447 2.1486255259920246 education=12th 0.019352924603398856 0.8634211711785635 education=Masters 3.031625154072428 1.1772022733666094 education=1st-4th 1.0983324247034225 1.8016125431803336 education=10th -1.0536929310351282 2.5983488246764175 education=Doctorate -1.0070167788505069 1.7645540128513262 education=5th-6th 0.7910254522382378 0.33875524492439374 education=Preschool -2.826979855914721 -0.4628869390629627 education-num -2.3777298532940576 -0.9832238082008936 marital-status=Married-civ-spouse 1.2238453163942593 1.1727032740673091 marital-status=Divorced 1.3073568291486883 -0.3908093215178833 marital-status=Never-married 0.9407562744658897 0.849749263574143 marital-status=Separated 0.08620519505301417 -1.9258358832228906 marital-status=Widowed 2.115889009667414 1.652997890868079 marital-status=Married-spouse-absent 1.3567125995450084 0.8626613730647424 marital-status=Married-AF-spouse -0.7419760409187952 0.16299097509076568 occupation=Tech-support 0.24787323225576327 1.202199935667486 occupation=Craft-repair 0.45806761949842184 -0.11957339855027017 occupation=Other-service 0.2167931241815538 1.5880676223534533 occupation=Sales -0.9558705134760748 -0.5368100951287523 occupation=Exec-managerial 0.07584781925290655 0.9491039439468181 occupation=Prof-specialty 1.2449104345061366 2.809917473817152 occupation=Handlers-cleaners 0.0813711160968899 -1.0894519958181834 occupation=Machine-op-inspct 0.5856643269024703 0.9849186151406364 occupation=Adm-clerical 1.8479790746571423 0.5521441414127871 occupation=Farming-fishing -0.04316323284502931 -1.130855415158296 occupation=Transport-moving 1.0947953123714587 -0.42546325523102024 occupation=Priv-house-serv -1.4280663024854618 -2.4351336928782703 occupation=Protective-serv 0.45343486019653934 -0.9671897627906697 occupation=Armed-Forces 0.22664803707406248 2.5990879523468666 relationship=Wife 1.180616753996521 1.2854126534937098 relationship=Own-child 0.8569822699543218 -1.1422792735461667 relationship=Husband -0.24555921631481567 -0.8768003217085 relationship=Not-in-family 0.5779529399690854 -0.5937033009873871 relationship=Other-relative 0.08433715075233911 -0.4279653315750844 relationship=Unmarried -0.8333787950421129 -0.13505166937958887 race=White -0.7383998446075642 1.8168719345113118 race=Asian-Pac-Islander 0.43742012321360957 1.9713134068319143 race=Amer-Indian-Eskimo 3.079845098319334 0.38280689026935255 race=Other -0.637419101623474 0.0855936105220983 race=Black -0.41967487461238095 -0.34437837416749506 sex -5.129568462627012 2.285496145200223 capital-gain -1.5985045245198346 2.9429695503412736 capital-loss -0.875621080114577 9.147584808457516 hours-per-week -0.566497275357941 -1.3119330813840018 native-country=United-States -4.029418756623431 0.16094267051204256 native-country=Cambodia 1.0508866427845922 1.141429614177699 native-country=England -0.06209992531445353 -0.7553925618122169 native-country=Puerto-Rico -0.6688378588245277 -0.16175272385081474 native-country=Canada -0.1379535067539095 3.4430422133260925 native-country=Germany 1.064097632969079 0.4407554311882537 native-country=Outlying-US(Guam-USVI-etc) 2.5580317427476644 0.23684212463162593 native-country=India 2.9546741126167566 -0.7875583911382407 native-country=Japan 2.141962897116735 1.1766929718477672 native-country=Greece 0.43324264542826696 -0.13045555690548966 native-country=South 0.7505830282745125 0.2760490085574788 native-country=China 1.4798958081291749 -0.006952835729528489 native-country=Cuba -2.1664103919738844 0.8740494235698929 native-country=Iran 0.9352130100715371 -0.1512734410963065 native-country=Honduras -1.148195800088454 0.5753548840105398 native-country=Philippines -2.002811751634987 -2.082642818194885 native-country=Italy 1.6611877378026114 -0.6010375897464818 native-country=Poland -2.3294323377086656 0.02234394065971135 native-country=Jamaica -0.063829946993086 0.22815307974405355 native-country=Vietnam 1.1365830074787617 0.27470359227009405 native-country=Mexico -0.4012691850907986 1.067895008962291 native-country=Portugal -1.7112423717597298 -0.4011283896382459 native-country=Ireland -0.385997246791201 -0.26147663270273447 native-country=France -1.2346914701975653 -1.076543520689138 native-country=Dominican-Republic 1.4462722599882214 0.7402434106515803 native-country=Laos 0.6514001743016498 -0.7023238904960906 native-country=Ecuador -0.6773190006911923 0.3963711651145567 native-country=Taiwan 1.815603064078605 0.20739161198766373 native-country=Haiti 4.236012892600786 -2.925308001522742 native-country=Columbia -0.08112760621785128 -0.5731166488454824 native-country=Hungary -1.6209052978478036 1.5581057623888332 native-country=Guatemala 2.0418619082547345 -0.9768386301898863 native-country=Nicaragua 0.6033661736433923 -0.7556407869562963 native-country=Scotland 0.6245699140394846 -0.14579783527874798 native-country=Thailand 1.732882728834523 0.28571068548468637 native-country=Yugoslavia 0.32785938257833197 -1.8755396301257798 native-country=El-Salvador 1.2459109264414787 -0.11328501460973434 native-country=Trinadad&Tobago 0.7486090050995376 0.6009977457970144 native-country=Peru 0.8022620553416241 -0.6165572813470664 native-country=Hong 0.7655510902370292 -0.7845399348515472 native-country=Holand-Netherlands Hidden Weights: -4.177944823225039 4.1779448232250385 3.190866508965403 -3.1908665089654016 >50K <=50K Error sum for iteration 4800 = 697.5429930406767 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.735120136973639 -2.9268325113336284 age 0.6653018238010142 0.7896574382553667 workclass=Private 0.6738367792731967 -1.4227733454018932 workclass=Self-emp-not-inc -0.03904230340860849 0.8769831571433127 workclass=Self-emp-inc -0.8016280387432522 -1.8189576339890048 workclass=Federal-gov 1.4739639356849212 2.5549447063155837 workclass=Local-gov 0.23449330416195344 -1.0059881142138274 workclass=State-gov 1.053884300260819 0.9502565742786104 workclass=Without-pay -0.3924174790762559 0.6986229389480925 workclass=Never-worked -0.6046063277389501 -1.229737786547732 fnlwgt 0.008661618466643784 0.35631646399642136 education=Bachelors -0.11565569185581756 -2.1157834133029874 education=Some-college 1.309090185803771 1.417208927288392 education=11th 0.2381171497024178 -0.14731326457904778 education=HS-grad -1.478787190197173 -1.3142487125217552 education=Prof-school -0.2377113794911915 -0.8640082906674164 education=Assoc-acdm -0.6862097327162411 -3.0788012000456986 education=Assoc-voc 0.39100697852388727 -1.788275259833666 education=9th 0.15384247050372973 -0.4148617179597409 education=7th-8th 2.8541077367620575 2.17195650393311 education=12th 0.018225594676586524 0.8760973735355633 education=Masters 3.0522770549763667 1.1866167731191333 education=1st-4th 1.0946460868250913 1.8165586922089738 education=10th -1.0557544484056358 2.62282344691143 education=Doctorate -1.014717136649649 1.7750690285593353 education=5th-6th 0.7999260487832511 0.33956673139351995 education=Preschool -2.835962095773165 -0.46746547559012097 education-num -2.3823843185674844 -1.0046583753297746 marital-status=Married-civ-spouse 1.2250733415130293 1.1867678754213542 marital-status=Divorced 1.3094063184652747 -0.3995609361078659 marital-status=Never-married 0.9407019098289847 0.8543396816558689 marital-status=Separated 0.08947279507078931 -1.9359877566877288 marital-status=Widowed 2.119922094897339 1.6753297734428805 marital-status=Married-spouse-absent 1.359029017262806 0.8642151274363438 marital-status=Married-AF-spouse -0.7418272138933998 0.16603765982319413 occupation=Tech-support 0.24658473938307585 1.209377010206522 occupation=Craft-repair 0.45605644095962133 -0.12934287244163356 occupation=Other-service 0.21699857804662226 1.6079619636764186 occupation=Sales -0.9555252559310278 -0.5394367478858013 occupation=Exec-managerial 0.07700506337573255 0.9619426256355581 occupation=Prof-specialty 1.2437477558392005 2.8277397567472033 occupation=Handlers-cleaners 0.08126734398424601 -1.1029768981571206 occupation=Machine-op-inspct 0.5871106943831015 0.9973807907762161 occupation=Adm-clerical 1.8498838644322058 0.553629995894194 occupation=Farming-fishing -0.04143290330423003 -1.1405798088406867 occupation=Transport-moving 1.1031787993719295 -0.4222073532595889 occupation=Priv-house-serv -1.4325420550293975 -2.470319920007616 occupation=Protective-serv 0.45916080022892103 -0.9711106285355449 occupation=Armed-Forces 0.22545832515092207 2.6232671375112426 relationship=Wife 1.1825505374964917 1.2972429032972865 relationship=Own-child 0.8610229725505002 -1.1464161164358992 relationship=Husband -0.2462812333346447 -0.8966527630613533 relationship=Not-in-family 0.58194324341011 -0.5896349839621379 relationship=Other-relative 0.08392415848276649 -0.4419980382071472 relationship=Unmarried -0.8358019175006669 -0.144344250063697 race=White -0.740548958075383 1.820156251529824 race=Asian-Pac-Islander 0.4368242487097538 1.988761339089276 race=Amer-Indian-Eskimo 3.0942185634223063 0.3813286586939165 race=Other -0.6395301071377021 0.0775410945444787 race=Black -0.42007545904909055 -0.34900125213620903 sex -5.142672480015443 2.318084589368416 capital-gain -1.6058691392975264 2.9495353685412646 capital-loss -0.8865627582810601 9.227767779567621 hours-per-week -0.5645803275944202 -1.3005875164812468 native-country=United-States -4.042079924792526 0.16438095958989343 native-country=Cambodia 1.0523938589605877 1.1463482104834004 native-country=England -0.0756726470665836 -0.7949907815148894 native-country=Puerto-Rico -0.6725271930227124 -0.16278327435285328 native-country=Canada -0.1373583535089392 3.4946292473962264 native-country=Germany 1.0655157659685424 0.44099924501315824 native-country=Outlying-US(Guam-USVI-etc) 2.5602852505370164 0.2455748299723994 native-country=India 2.965791821688663 -0.7880317981463737 native-country=Japan 2.147958553271632 1.2054541361082234 native-country=Greece 0.4322767319468042 -0.12770116138389195 native-country=South 0.7506856507143611 0.27267972663426776 native-country=China 1.4806362349624331 -0.008231405410447382 native-country=Cuba -2.171977511678603 0.8704678732913264 native-country=Iran 0.9394128169582733 -0.15131670098865155 native-country=Honduras -1.1522914262404782 0.576868373044396 native-country=Philippines -2.0168160420690247 -2.09875638436363 native-country=Italy 1.6592361580656818 -0.6159644901888044 native-country=Poland -2.3343971191073067 0.027848796628684204 native-country=Jamaica -0.07165597283507641 0.2278046339112799 native-country=Vietnam 1.1388992030352896 0.2851366046460401 native-country=Mexico -0.40058009367244485 1.0816224713994922 native-country=Portugal -1.7130961943082559 -0.39903352883964566 native-country=Ireland -0.3906574932657648 -0.2604079317161332 native-country=France -1.2372571353249469 -1.0993794917546422 native-country=Dominican-Republic 1.4546820577418704 0.7403554898922873 native-country=Laos 0.6594772646460942 -0.7036383240360354 native-country=Ecuador -0.6777813207260389 0.3970658059067296 native-country=Taiwan 1.826250813130397 0.21024738609878857 native-country=Haiti 4.259029372740232 -2.9376850400323216 native-country=Columbia -0.08058188705180666 -0.572969808765621 native-country=Hungary -1.6264976021052244 1.5962468297049268 native-country=Guatemala 2.05188662390253 -0.9812090153380331 native-country=Nicaragua 0.6120695745327533 -0.7571098135277244 native-country=Scotland 0.6285609368632972 -0.14529820411774788 native-country=Thailand 1.7434398539421692 0.2848030029940579 native-country=Yugoslavia 0.31025563781505605 -1.9204487881646266 native-country=El-Salvador 1.2554452278986696 -0.11392397343461241 native-country=Trinadad&Tobago 0.7498505796102217 0.5889151958186569 native-country=Peru 0.8028917961598349 -0.6164139795194682 native-country=Hong 0.7660968094030477 -0.7843930947716857 native-country=Holand-Netherlands Hidden Weights: -4.173466292886801 4.173466292886801 3.1709091747118157 -3.170909174711815 >50K <=50K Error sum for iteration 4900 = 696.2060826057847 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7344701486639234 -2.9473311414911545 age 0.6662564751145996 0.7956572707122657 workclass=Private 0.6790589947648447 -1.4340382386626551 workclass=Self-emp-not-inc -0.04003448967418303 0.879448753137678 workclass=Self-emp-inc -0.803439779096211 -1.8398234101200186 workclass=Federal-gov 1.476585232211258 2.589166087613633 workclass=Local-gov 0.23580823302908294 -1.0143289043290076 workclass=State-gov 1.0545643568768468 0.9502490175736515 workclass=Without-pay -0.3918848642631592 0.6987701251839067 workclass=Never-worked -0.5986523305783578 -1.2259184606265547 fnlwgt 0.007756222338704981 0.3592787492742261 education=Bachelors -0.1158477288855452 -2.1356734429320987 education=Some-college 1.304790487721369 1.4172500148865892 education=11th 0.23762856884112363 -0.1439380320303771 education=HS-grad -1.4801443538741212 -1.3266676863261873 education=Prof-school -0.23803678351591484 -0.8715383969794357 education=Assoc-acdm -0.6898240249710048 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1.36131178976028 0.8657855163486784 marital-status=Married-AF-spouse -0.7416252766330057 0.16917132504066265 occupation=Tech-support 0.24528600044384463 1.2164436351875336 occupation=Craft-repair 0.45407154985360704 -0.13905928291291594 occupation=Other-service 0.2171613458307016 1.627727369543359 occupation=Sales -0.9551248486966886 -0.5419168979046506 occupation=Exec-managerial 0.07813314734640008 0.9747712670647319 occupation=Prof-specialty 1.2424679907352851 2.8451351564701746 occupation=Handlers-cleaners 0.0812080540286832 -1.1163340543585436 occupation=Machine-op-inspct 0.588530238236264 1.0098981618857352 occupation=Adm-clerical 1.8516564229208448 0.5549421597367183 occupation=Farming-fishing -0.0396903182092801 -1.15007730422769 occupation=Transport-moving 1.1114761078864555 -0.4189851808419727 occupation=Priv-house-serv -1.4369304231830418 -2.5054287362057575 occupation=Protective-serv 0.4647641871743169 -0.9749539476582231 occupation=Armed-Forces 0.22425074556122276 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native-country=England -0.08943335377542372 -0.8342537265093191 native-country=Puerto-Rico -0.6761869312719602 -0.16396254109779662 native-country=Canada -0.13669394202305635 3.546099951233944 native-country=Germany 1.0669165937459182 0.44125479314404326 native-country=Outlying-US(Guam-USVI-etc) 2.5624276006587308 0.2541270360391931 native-country=India 2.9765980146679607 -0.7884866952931184 native-country=Japan 2.1539066385067454 1.2338171549999715 native-country=Greece 0.43137994832199467 -0.12505513416304673 native-country=South 0.7508817159112349 0.2693409347810666 native-country=China 1.4813205011792243 -0.009386774984356907 native-country=Cuba -2.1772645614076924 0.8668520954540997 native-country=Iran 0.9435425248545882 -0.15135211073915808 native-country=Honduras -1.1560848223836493 0.578364863689845 native-country=Philippines -2.0304152715575876 -2.114042895992473 native-country=Italy 1.656689368396852 -0.6308755822397922 native-country=Poland -2.3391379127721565 0.033275371904485616 native-country=Jamaica -0.07870457794690758 0.2274672361887034 native-country=Vietnam 1.1411968052538328 0.2956514167875194 native-country=Mexico -0.3998364473869613 1.0953775711734273 native-country=Portugal -1.7147350455546888 -0.39697530164366607 native-country=Ireland -0.3952633924528884 -0.2593581132510538 native-country=France -1.2397736676756839 -1.1223759573777259 native-country=Dominican-Republic 1.4629832875187516 0.7404693330137238 native-country=Laos 0.6674587195497437 -0.7049308394071665 native-country=Ecuador -0.6781037101887151 0.39775111894231785 native-country=Taiwan 1.836682619765782 0.21309509692046488 native-country=Haiti 4.28129517606814 -2.949699327220168 native-country=Columbia -0.0800492722387213 -0.5728226225298068 native-country=Hungary -1.632021178279111 1.634149636398389 native-country=Guatemala 2.0615217416676774 -0.9853494711874716 native-country=Nicaragua 0.6206302331823547 -0.7585449580131683 native-country=Scotland 0.632682989347375 -0.1448067081562555 native-country=Thailand 1.7538473239221906 0.2839128695444163 native-country=Yugoslavia 0.2919830834814182 -1.965940382927694 native-country=El-Salvador 1.2647508672172296 -0.11452144369498325 native-country=Trinadad&Tobago 0.7510641324398982 0.5766347736825392 native-country=Peru 0.8035078248064157 -0.6162701364287064 native-country=Hong 0.7666294242161312 -0.7842459085358715 native-country=Holand-Netherlands Hidden Weights: -4.169148096212242 4.169148096212241 3.15176793580709 -3.151767935807087 >50K <=50K Error sum for iteration 5000 = 694.9090553402056 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.733944753411606 -2.96835437192696 age 0.6671588145874592 0.8015553263798317 workclass=Private 0.6842537631071403 -1.4450415782260293 workclass=Self-emp-not-inc -0.04102609112566973 0.8818130723155478 workclass=Self-emp-inc -0.8052133014455037 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1.647350811995379 occupation=Sales -0.954674340340782 -0.5442546730845915 occupation=Exec-managerial 0.07923419797471244 0.9875891101027534 occupation=Prof-specialty 1.2410833236733758 2.862130951049562 occupation=Handlers-cleaners 0.0811937407599182 -1.129515126315964 occupation=Machine-op-inspct 0.5899259524405475 1.0224702811517066 occupation=Adm-clerical 1.8533044843549291 0.5560799011880994 occupation=Farming-fishing -0.03794104341425489 -1.1593568933877658 occupation=Transport-moving 1.1196911469051356 -0.4157971113748203 occupation=Priv-house-serv -1.44124401568771 -2.540464878876749 occupation=Protective-serv 0.4702495437672094 -0.9787210332368257 occupation=Armed-Forces 0.2230290375846985 2.6711208733801803 relationship=Wife 1.1861099101947186 1.3192406188660306 relationship=Own-child 0.8688536696163506 -1.1542292940392334 relationship=Husband -0.24735283534500965 -0.9350286294668633 relationship=Not-in-family 0.589474920939162 -0.5815064089799452 relationship=Other-relative 0.08324346850178221 -0.4696517181162126 relationship=Unmarried -0.8404687408178738 -0.1623032039974456 race=White -0.7447993012031927 1.8268022533727757 race=Asian-Pac-Islander 0.4353902196378366 2.022541123222222 race=Amer-Indian-Eskimo 3.122331432526915 0.37829062239770594 race=Other -0.6436044821138722 0.06195407969329282 race=Black -0.42084291558269793 -0.35850598120413596 sex -5.167733739680651 2.382469406063231 capital-gain -1.6200323018664764 2.9631342233124673 capital-loss -0.9083937180871929 9.383776172137145 hours-per-week -0.5605837607329468 -1.2764141268578484 native-country=United-States -4.06565833043476 0.17115963200096715 native-country=Cambodia 1.0553516093499493 1.1552456824842157 native-country=England -0.1033422936469865 -0.8731270298698814 native-country=Puerto-Rico -0.6798147400630077 -0.16528334669720493 native-country=Canada -0.13596458165466005 3.5974495042378187 native-country=Germany 1.0683009933462535 0.4415232327003186 native-country=Outlying-US(Guam-USVI-etc) 2.5644721747208448 0.2625084476022552 native-country=India 2.9871077555469787 -0.7889233187468361 native-country=Japan 2.1598174777418975 1.2617892144963048 native-country=Greece 0.43054738247709956 -0.12251014859441904 native-country=South 0.7511668920911464 0.26603218786328386 native-country=China 1.481963661598395 -0.01042552102379524 native-country=Cuba -2.182294128003541 0.8632004623725328 native-country=Iran 0.9476050512176674 -0.15137921945601757 native-country=Honduras -1.1595907997697092 0.5798461591860411 native-country=Philippines -2.0436183356931026 -2.1285365775014053 native-country=Italy 1.6535704089308279 -0.6457810733314526 native-country=Poland -2.3436679167780445 0.03863102640617053 native-country=Jamaica -0.08503999053165145 0.2271414510701789 native-country=Vietnam 1.143484981695629 0.30623952046390557 native-country=Mexico -0.39904070278211445 1.109163263238711 native-country=Portugal -1.7161759448772518 -0.39495098354455344 native-country=Ireland -0.39981407320810247 -0.258325554362033 native-country=France -1.2422414718707464 -1.1455382328171178 native-country=Dominican-Republic 1.4711796751419206 0.740585661367186 native-country=Laos 0.6753456881789259 -0.7062009383853827 native-country=Ecuador -0.6782950780395971 0.39842819741032776 native-country=Taiwan 1.8469107628829524 0.21593018040549888 native-country=Haiti 4.3028502002281765 -2.961369362995152 native-country=Columbia -0.07952901792783357 -0.572674287158345 native-country=Hungary -1.6374788841642813 1.6718339029147458 native-country=Guatemala 2.0707872947972916 -0.98926891576679 native-country=Nicaragua 0.6290536648702744 -0.7599471044488033 native-country=Scotland 0.6369213075855568 -0.1443220648127035 native-country=Thailand 1.7641108115534707 0.2830399694181437 native-country=Yugoslavia 0.27306821501941514 -2.011965963147991 native-country=El-Salvador 1.2738366752977017 -0.11507627449453647 native-country=Trinadad&Tobago 0.7522477034109747 0.5641497544091015 native-country=Peru 0.8041109211661567 -0.6161249624289855 native-country=Hong 0.7671496785270299 -0.7840975731644098 native-country=Holand-Netherlands Hidden Weights: -4.164979210678458 4.1649792106784576 3.133406031233936 -3.133406031233938 >50K <=50K Error sum for iteration 5100 = 693.6494896845725 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.733549772436963 -2.9899025193995783 age 0.6680111198150462 0.8073507892504695 workclass=Private 0.6894217710967395 -1.4557803723734324 workclass=Self-emp-not-inc -0.042017936688126374 0.8840813683637989 workclass=Self-emp-inc -0.8069510729793317 -1.8813364195922375 workclass=Federal-gov 1.4815036509598873 2.6570688587345197 workclass=Local-gov 0.23836912070887867 -1.0308117202184817 workclass=State-gov 1.0558949580497263 0.950236908385206 workclass=Without-pay -0.39085602508070666 0.6990687142921591 workclass=Never-worked -0.5867292941918736 -1.2175452217374858 fnlwgt 0.005823593207311718 0.36488410362924534 education=Bachelors -0.11615710733717446 -2.1746400682630385 education=Some-college 1.2963243754104279 1.4176949633350342 education=11th 0.23657634330752908 -0.13707557239898535 education=HS-grad -1.4825563020395645 -1.3508340903175458 education=Prof-school -0.23875111243971023 -0.8865608493411012 education=Assoc-acdm -0.6967920301726486 -3.174551326704581 education=Assoc-voc 0.37840556424751615 -1.8477041967174423 education=9th 0.13753519603467987 -0.4293384504109187 education=7th-8th 2.9118303359938142 2.2387406417315754 education=12th 0.014711945885693656 0.9141494245017321 education=Masters 3.1113283501214175 1.2139738637647217 education=1st-4th 1.0831742200629084 1.8578922794021302 education=10th -1.0613843861040895 2.695218513221267 education=Doctorate -1.0365994664759437 1.8055774496295929 education=5th-6th 0.8250707218984853 0.34219400523213556 education=Preschool -2.8614786255284796 -0.4804665239602365 education-num -2.3951422574393333 -1.0672125498595355 marital-status=Married-civ-spouse 1.2285229304256644 1.2296479072945194 marital-status=Divorced 1.3151086785516906 -0.4253618164094728 marital-status=Never-married 0.9402985669467483 0.8673831881003418 marital-status=Separated 0.09949702790689055 -1.9646170121907924 marital-status=Widowed 2.130576434726623 1.73831515157682 marital-status=Married-spouse-absent 1.3657815872852483 0.8689771514805339 marital-status=Married-AF-spouse -0.7410842373053769 0.17568078926408986 occupation=Tech-support 0.24266778820695334 1.2302442786690195 occupation=Craft-repair 0.45020474401840105 -0.1582487129207249 occupation=Other-service 0.21736850653200362 1.6668217824251872 occupation=Sales -0.9541781609276319 -0.5464539096633306 occupation=Exec-managerial 0.08031016042662364 1.0003956732061963 occupation=Prof-specialty 1.2396046140891648 2.878752745896487 occupation=Handlers-cleaners 0.08122459837935085 -1.142513296640113 occupation=Machine-op-inspct 0.5913004366471014 1.0350966138203208 occupation=Adm-clerical 1.8548349925573944 0.5570420755606489 occupation=Farming-fishing -0.03618950734986832 -1.1684260926127035 occupation=Transport-moving 1.1278274930449177 -0.4126433906053667 occupation=Priv-house-serv -1.4454938546634002 -2.5754328085737592 occupation=Protective-serv 0.47562106609241905 -0.9824131166247051 occupation=Armed-Forces 0.22179622945501146 2.6947649368754583 relationship=Wife 1.1877521952648737 1.329465924507262 relationship=Own-child 0.8726565875413345 -1.1578941391226132 relationship=Husband -0.24771907853769998 -0.9535540532779804 relationship=Not-in-family 0.5930313195090293 -0.5774388433591947 relationship=Other-relative 0.08296110646094207 -0.48329483166383186 relationship=Unmarried -0.8427168704927328 -0.17096510774727736 race=White -0.7469023502927561 1.8301435372014092 race=Asian-Pac-Islander 0.43456739017486284 2.0389111757300302 race=Amer-Indian-Eskimo 3.136086158517174 0.37673367001897995 race=Other -0.64557359654651 0.05441489806373963 race=Black -0.42121195182863347 -0.3633910749249598 sex -5.17972472418623 2.4142994697719593 capital-gain -1.6268421324514353 2.9701749228329524 capital-loss -0.9192644589517365 9.459621240329366 hours-per-week -0.5585176550750283 -1.2636571172074487 native-country=United-States -4.076638462562105 0.17450674016403203 native-country=Cambodia 1.0568067388566142 1.159232596641764 native-country=England -0.11735916108467814 -0.9115627608583694 native-country=Puerto-Rico -0.68340900906908 -0.16673884243819728 native-country=Canada -0.13517510696992954 3.648672464486575 native-country=Germany 1.0696697822888912 0.4418056783475878 native-country=Outlying-US(Guam-USVI-etc) 2.5664313252551696 0.27072818847599933 native-country=India 2.9973352437379486 -0.789341865522798 native-country=Japan 2.165700016399248 1.2893773869841656 native-country=Greece 0.42977445630869054 -0.12005934400600206 native-country=South 0.7515367676804255 0.2627530433639866 native-country=China 1.4825788553146335 -0.011354286846261883 native-country=Cuba -2.187087349089716 0.859511434868074 native-country=Iran 0.9516031602833119 -0.15139759207502257 native-country=Honduras -1.1628241824559749 0.5813139744273657 native-country=Philippines -2.056434219509222 -2.142269827438449 native-country=Italy 1.6499011500847993 -0.6606905539659157 native-country=Poland -2.347999990368704 0.04392246716332743 native-country=Jamaica -0.0907226440896755 0.22682779652901117 native-country=Vietnam 1.1457715245378899 0.3168927486073947 native-country=Mexico -0.39819584027919713 1.1229821654749008 native-country=Portugal -1.7174346106016716 -0.39295804634787085 native-country=Ireland -0.4043087388960148 -0.2573087001293857 native-country=France -1.2446617252918004 -1.168871667669833 native-country=Dominican-Republic 1.4792747364710508 0.740705167985083 native-country=Laos 0.6831393895446498 -0.7074481767004496 native-country=Ecuador -0.6783639357243353 0.39909808168448463 native-country=Taiwan 1.8569466033464446 0.21874860829444776 native-country=Haiti 4.323731612115889 -2.972712279486424 native-country=Columbia -0.07902043305627653 -0.5725240334215543 native-country=Hungary -1.6428730853280582 1.7093169318682873 native-country=Guatemala 2.079702080678901 -0.9929757183571651 native-country=Nicaragua 0.6373450432832298 -0.7613170547723901 native-country=Scotland 0.6412624814940149 -0.14384305988258914 native-country=Thailand 1.7742356046983756 0.2821840419895683 native-country=Yugoslavia 0.25354077538929104 -2.0584721966142654 native-country=El-Salvador 1.2827110828716062 -0.11558736239612201 native-country=Trinadad&Tobago 0.7533992413059863 0.5514532923493449 native-country=Peru 0.8047018100107746 -0.6159777005962815 native-country=Hong 0.7676582633985846 -0.7839473194276191 native-country=Holand-Netherlands Hidden Weights: -4.1609495525129665 4.1609495525129665 3.1157867485030746 -3.115786748503072 >50K <=50K Error sum for iteration 5200 = 692.4253507918874 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.733289712133704 -3.0119765956569973 age 0.6688154861187618 0.8130434870496424 workclass=Private 0.694563679932437 -1.4662527234097202 workclass=Self-emp-not-inc -0.04301084527674881 0.8862590467266853 workclass=Self-emp-inc -0.8086550758083554 -1.9019769002532256 workclass=Federal-gov 1.4838160366759392 2.690743808067543 workclass=Local-gov 0.2396190504868242 -1.0389477853678242 workclass=State-gov 1.0565466559466303 0.9502341164890443 workclass=Without-pay -0.3903584666065184 0.6992216234089577 workclass=Never-worked -0.5808090558413164 -1.2130864307269444 fnlwgt 0.004801181945745384 0.36752744227263634 education=Bachelors -0.11627193397238005 -2.193713791101376 education=Some-college 1.2921694405549564 1.4180751452964753 education=11th 0.23601983806797996 -0.13360351603687634 education=HS-grad -1.4836300797787763 -1.3625900867769014 education=Prof-school -0.23913862982863418 -0.8940566180675104 education=Assoc-acdm -0.7001416123012622 -3.2058037207366588 education=Assoc-voc 0.3741016362701121 -1.8675005006539005 education=9th 0.13270948190912582 -0.43290652086961856 education=7th-8th 2.930669454135101 2.260007916395722 education=12th 0.013497191452827293 0.9268391064437447 education=Masters 3.1301031733371283 1.2228159014737352 education=1st-4th 1.0792636548348828 1.8706158725284356 education=10th -1.0630895606978925 2.71901422146239 education=Doctorate -1.0435200983949668 1.8154183615205317 education=5th-6th 0.8329385074471503 0.3431512959470616 education=Preschool -2.8695311685392086 -0.48455229311643844 education-num -2.3990513750343805 -1.0875064361414393 marital-status=Married-civ-spouse 1.2296070745416185 1.2441625782871686 marital-status=Divorced 1.3168616990720223 -0.43386858224243025 marital-status=Never-married 0.9401031752864321 0.8715176447996015 marital-status=Separated 0.10291936652495765 -1.9735300088495118 marital-status=Widowed 2.1336954298197877 1.7580516491176201 marital-status=Married-spouse-absent 1.3679709753057288 0.8705988117734966 marital-status=Married-AF-spouse -0.7407554071654147 0.17904647186088718 occupation=Tech-support 0.24135295331057166 1.2369804168991412 occupation=Craft-repair 0.44833239445885714 -0.16768671029378673 occupation=Other-service 0.2174177203478905 1.6861320017645371 occupation=Sales -0.9536402016726826 -0.5485181875083472 occupation=Exec-managerial 0.08136283898633823 1.0131908601356148 occupation=Prof-specialty 1.2380415275241974 2.8950246528386647 occupation=Handlers-cleaners 0.08130054129717652 -1.1553232449039315 occupation=Machine-op-inspct 0.5926559478102343 1.0477766212917536 occupation=Adm-clerical 1.8562542145794547 0.5578272262443075 occupation=Farming-fishing -0.03443917510844635 -1.1772912474685622 occupation=Transport-moving 1.1358884410672117 -0.4095241661505072 occupation=Priv-house-serv -1.4496895373818042 -2.6103367016983556 occupation=Protective-serv 0.4808826681264834 -0.9860313612398113 occupation=Armed-Forces 0.2205547014586194 2.718202771914639 relationship=Wife 1.1893121255548844 1.3392103213253495 relationship=Own-child 0.8763919831667768 -1.1613929876450844 relationship=Husband -0.24798184983468186 -0.9716384676277787 relationship=Not-in-family 0.5964575715989733 -0.5733646132355745 relationship=Other-relative 0.08270964638730331 -0.4968273031370402 relationship=Unmarried -0.8449108566390863 -0.17941404559593807 race=White -0.7489915605674959 1.8334870215121306 race=Asian-Pac-Islander 0.43368301896808464 2.054957118356638 race=Amer-Indian-Eskimo 3.149648796627287 0.37515335139640715 race=Other -0.6475004068645688 0.04704254611645668 race=Black -0.4215725666229622 -0.36836851871014603 sex -5.191376459254376 2.445908804032891 capital-gain -1.6334784165159029 2.9773832242059757 capital-loss -0.9300959567294492 9.534043239791824 hours-per-week -0.556414783234575 -1.250496889716563 native-country=United-States -4.087118109373473 0.17782983774347272 native-country=Cambodia 1.0582476191535162 1.16291569305665 native-country=England -0.1314438827183956 -0.9495199194661449 native-country=Puerto-Rico -0.6869688123894017 -0.16832244244910485 native-country=Canada -0.13433069004673975 3.699762909360163 native-country=Germany 1.0710237236758962 0.4421032019418531 native-country=Outlying-US(Guam-USVI-etc) 2.568316418995766 0.2787948244917255 native-country=India 3.0072938553441575 -0.7897424962833463 native-country=Japan 2.1715619331348974 1.3165886549097199 native-country=Greece 0.42905681935856294 -0.11769629473639791 native-country=South 0.7519868182396304 0.2595030676792303 native-country=China 1.4831774486406006 -0.012179773399527288 native-country=Cuba -2.19166398775736 0.8557835524699331 native-country=Iran 0.9555394669502822 -0.15140680811383964 native-country=Honduras -1.1657997245815073 0.582769938335077 native-country=Philippines -2.0688721131654524 -2.1552733695895916 native-country=Italy 1.6457023915719406 -0.6756130288510641 native-country=Poland -2.3521466348550804 0.0491558146700706 native-country=Jamaica -0.0958090432283985 0.22652675034802264 native-country=Vietnam 1.1480629629614976 0.3276032889023774 native-country=Mexico -0.3973052226780773 1.136836584198146 native-country=Portugal -1.7185256087547933 -0.39099413881679335 native-country=Ireland -0.4087466734860004 -0.25630605977060655 native-country=France -1.2470363123150863 -1.192381620208546 native-country=Dominican-Republic 1.4872717882888042 0.740828518838334 native-country=Laos 0.6908411018447296 -0.7086721585395437 native-country=Ecuador -0.678318469336767 0.3997617627078586 native-country=Taiwan 1.8668006410486222 0.22154685835776677 native-country=Haiti 4.343974080737499 -2.9837439665014074 native-country=Columbia -0.07852287458209967 -0.5723711243047558 native-country=Hungary -1.6482057332453393 1.7466139039550774 native-country=Guatemala 2.088283748791028 -0.9964777485440734 native-country=Nicaragua 0.645509221152844 -0.7626555354490546 native-country=Scotland 0.6456942969187546 -0.1433685434094302 native-country=Thailand 1.7842266374060731 0.28134487475635556 native-country=Yugoslavia 0.2334339037938514 -2.1054009728694 native-country=El-Salvador 1.2913821402952916 -0.11605366003104536 native-country=Trinadad&Tobago 0.7545166308490332 0.5385384001721172 native-country=Peru 0.8052811658627311 -0.6158276252632321 native-country=Hong 0.7681558218727215 -0.7837944103108205 native-country=Holand-Netherlands Hidden Weights: -4.157049869310414 4.157049869310412 3.098874042427015 -3.0988740424270143 >50K <=50K Error sum for iteration 5300 = 691.2351565058791 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: 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0.36975200549243414 -1.88729113681434 education=9th 0.12816448108674508 -0.43589935468500945 education=7th-8th 2.949309832345177 2.280812769244233 education=12th 0.012260980894718554 0.9395308021002321 education=Masters 3.1484514925810987 1.231528478156099 education=1st-4th 1.0753314788623058 1.8828649413956051 education=10th -1.0647155044641652 2.742646973866027 education=Doctorate -1.050267830345918 1.8251026308032283 education=5th-6th 0.840550863473506 0.3441592882192113 education=Preschool -2.8773678740493374 -0.4885135248355388 education-num -2.4028131835714035 -1.1075311645597892 marital-status=Married-civ-spouse 1.230662852003304 1.2587827850893476 marital-status=Divorced 1.3185420011840905 -0.4423526310995424 marital-status=Never-married 0.9398851513098566 0.8755593065675659 marital-status=Separated 0.10638543049776875 -1.9821211035022162 marital-status=Widowed 2.1366196023462907 1.7771945838412233 marital-status=Married-spouse-absent 1.3701314598047378 0.8722379419203029 marital-status=Married-AF-spouse -0.7403939166524234 0.18247928494114826 occupation=Tech-support 0.2400370969439804 1.2436099230311248 occupation=Craft-repair 0.4465056455812316 -0.17700110865797875 occupation=Other-service 0.21743381016600036 1.7052751270695574 occupation=Sales -0.9530638908164265 -0.5504508695369429 occupation=Exec-managerial 0.08239392518533367 1.0259750219898227 occupation=Prof-specialty 1.2364026549268534 2.910969437023 occupation=Handlers-cleaners 0.08142121563109586 -1.1679411229208603 occupation=Machine-op-inspct 0.5939944412970934 1.0605098105884343 occupation=Adm-clerical 1.857567837580121 0.5584336711119877 occupation=Farming-fishing -0.032692712542911895 -1.1859578244778137 occupation=Transport-moving 1.1438770471099777 -0.40643951268251427 occupation=Priv-house-serv -1.453839360615237 -2.6451803747062357 occupation=Protective-serv 0.48603801887143494 -0.9895768741161912 occupation=Armed-Forces 0.21930624790788156 2.741423127360564 relationship=Wife 1.1907954717278442 1.3484974901475817 relationship=Own-child 0.8800646292969369 -1.1647242013792618 relationship=Husband -0.24814730281101602 -0.9892820460341555 relationship=Not-in-family 0.5997604106124365 -0.5692806731585157 relationship=Other-relative 0.08248455845247228 -0.5102561845969322 relationship=Unmarried -0.8470525803440494 -0.1876504356912109 race=White -0.7510673451879624 1.8368281209698993 race=Asian-Pac-Islander 0.43274304120088064 2.0706937644567835 race=Amer-Indian-Eskimo 3.163025334733395 0.3735511294410177 race=Other -0.6493867532272863 0.03983493258657185 race=Black -0.4219257507236859 -0.3734424008583552 sex -5.2027029828750795 2.4773118343357554 capital-gain -1.6399469225691805 2.984765027041673 capital-loss -0.9408831158872193 9.607056841699627 hours-per-week -0.5542810435984972 -1.2369632946333324 native-country=United-States -4.0971244757652965 0.18113179841312974 native-country=Cambodia 1.0596745369053056 1.1662971636471657 native-country=England -0.14555735383824786 -0.9869646790893947 native-country=Puerto-Rico -0.6904938576788944 -0.17002777257680596 native-country=Canada -0.13343668062438116 3.7507145672234214 native-country=Germany 1.072363530677685 0.44241683220292854 native-country=Outlying-US(Guam-USVI-etc) 2.570137880252362 0.2867163849153278 native-country=India 3.016996181544494 -0.7901253379854413 native-country=Japan 2.17740975306084 1.343429927712947 native-country=Greece 0.42839026449601497 -0.11541498192058297 native-country=South 0.7525123865164436 0.25628184215233624 native-country=China 1.4837691786814369 -0.012908732731635269 native-country=Cuba -2.196042502068576 0.8520154232673749 native-country=Iran 0.9594164405143862 -0.15140646061853535 native-country=Honduras -1.1685320400241368 0.584215596426513 native-country=Philippines -2.0809414809904667 -2.1675763771930074 native-country=Italy 1.6409939529418245 -0.6905569447966732 native-country=Poland -2.356119972881428 0.054336661572105226 native-country=Jamaica -0.10035173904665451 0.22623875578908842 native-country=Vietnam 1.1503646769941793 0.33836369528960475 native-country=Mexico -0.396372469765785 1.1507285418481639 native-country=Portugal -1.7194624728383363 -0.38905706942934926 native-country=Ireland -0.4131272461821326 -0.25531620308855 native-country=France -1.2493677498019973 -1.21607343867371 native-country=Dominican-Republic 1.495173958261491 0.7409563540299607 native-country=Laos 0.6984521511416846 -0.7098725313419665 native-country=Ecuador -0.6781665918041266 0.40042018478357577 native-country=Taiwan 1.8764825699445742 0.22432188573984396 native-country=Haiti 4.363609983957957 -2.9944791838060985 native-country=Columbia -0.07803574337819515 -0.5722148535372428 native-country=Hungary -1.6534784340553306 1.7837381431747303 native-country=Guatemala 2.09654888081688 -0.9997824196111967 native-country=Nicaragua 0.653550749958445 -0.7639632038706149 native-country=Scotland 0.6502056001821406 -0.1428974259117991 native-country=Thailand 1.7940885182685495 0.2805222971879246 native-country=Yugoslavia 0.21278422922113874 -2.1526895911421278 native-country=El-Salvador 1.2998575355027375 -0.11647418267501351 native-country=Trinadad&Tobago 0.7555977143569675 0.525397927293392 native-country=Peru 0.8058496172006047 -0.6156740406162299 native-country=Hong 0.7686429530766268 -0.7836381395433075 native-country=Holand-Netherlands Hidden Weights: -4.153271647477001 4.153271647476999 3.0826329610551215 -3.0826329610551175 >50K <=50K Error sum for iteration 5400 = 690.0771096601828 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.733186264397636 -3.057707300255135 age 0.6702881746907591 0.8241232266144785 workclass=Private 0.7047718234657364 -1.4863952217466105 workclass=Self-emp-not-inc -0.04500293924129505 0.8903644325284622 workclass=Self-emp-inc -0.8119678180116826 -1.9430114619433378 workclass=Federal-gov 1.4881796507741532 2.7575312083133157 workclass=Local-gov 0.24206661392566772 -1.0549996121066643 workclass=State-gov 1.057825390855201 0.9502391781572539 workclass=Without-pay -0.3893940727143252 0.699538203443301 workclass=Never-worked -0.5691519845736012 -1.2038268508022307 fnlwgt 0.002656346589743013 0.3725039052886995 education=Bachelors -0.11641439832728284 -2.2310390423331636 education=Some-college 1.2840392477905604 1.4191005974482904 education=11th 0.23486341271014563 -0.12660800542806616 education=HS-grad -1.4855549453082624 -1.385473352990302 education=Prof-school -0.23996893746966458 -0.9090227084722045 education=Assoc-acdm -0.7065673568401478 -3.267313464168285 education=Assoc-voc 0.3653604089263467 -1.9070762258974396 education=9th 0.12388677620350523 -0.4383474594132068 education=7th-8th 2.9677526124821725 2.30117429200611 education=12th 0.011003573214747743 0.9522242387079368 education=Masters 3.166389126349303 1.2401168861294107 education=1st-4th 1.0713887516932714 1.8946688568879255 education=10th -1.0662659717718372 2.7661208022179444 education=Doctorate -1.0568496844955226 1.8346344339467153 education=5th-6th 0.8479081366470349 0.3452246759910823 education=Preschool -2.884994615911183 -0.4923506449125603 education-num -2.406439902610497 -1.1272905912707285 marital-status=Married-civ-spouse 1.2316921012404602 1.273504759985868 marital-status=Divorced 1.3201505947284562 -0.45082602345690664 marital-status=Never-married 0.9396482955701252 0.8795159736067528 marital-status=Separated 0.10989702034276086 -1.990388038561392 marital-status=Widowed 2.139360119220986 1.795763575211513 marital-status=Married-spouse-absent 1.3722640254069545 0.873894701743952 marital-status=Married-AF-spouse -0.7400039210244167 0.1859742208881726 occupation=Tech-support 0.23872207124887157 1.250135698352694 occupation=Craft-repair 0.44472723392549435 -0.18618025574135738 occupation=Other-service 0.21741899299417639 1.724246461354597 occupation=Sales -0.9524522648209433 -0.552255143281052 occupation=Exec-managerial 0.08340501588462819 1.0387489824634597 occupation=Prof-specialty 1.2346956212203133 2.9266086375304936 occupation=Handlers-cleaners 0.08158600514158999 -1.1803645251079293 occupation=Machine-op-inspct 0.5953176034923455 1.073295756962973 occupation=Adm-clerical 1.8587810514312224 0.5588595768843966 occupation=Farming-fishing -0.030952139052150184 -1.1944306848389494 occupation=Transport-moving 1.1517961654098736 -0.4033894531938545 occupation=Priv-house-serv -1.4579504171998685 -2.679967164235572 occupation=Protective-serv 0.49109057315742105 -0.9930507155111711 occupation=Armed-Forces 0.21805213763778358 2.764416352963605 relationship=Wife 1.1922072481523085 1.35734947551647 relationship=Own-child 0.8836787227735847 -1.16788758665291 relationship=Husband -0.24822087794416609 -1.006484840687127 relationship=Not-in-family 0.6029462836434262 -0.5651842515458813 relationship=Other-relative 0.0822821785597953 -0.5235873075194146 relationship=Unmarried -0.8491438239938176 -0.19567581292987993 race=White -0.7531298860012136 1.8401647042050173 race=Asian-Pac-Islander 0.4317528152817869 2.0861344663334647 race=Amer-Indian-Eskimo 3.176221180215283 0.37192848484025515 race=Other -0.6512341733791034 0.03278968978301477 race=Black -0.4222724725277382 -0.37861768057440987 sex -5.213717362202982 2.508522048891601 capital-gain -1.646253433442192 2.992326566601228 capital-loss -0.9516222082810432 9.678678577962172 hours-per-week -0.552121981171773 -1.2230838315419517 native-country=United-States -4.1066833938099725 0.18441532496120544 native-country=Cambodia 1.0610872008005607 1.1693785988055818 native-country=England -0.15966209479004334 -1.0238703993268405 native-country=Puerto-Rico -0.6939844265919162 -0.17184863033190267 native-country=Canada -0.13249847449021265 3.8015209381122954 native-country=Germany 1.0736898704937083 0.4427475543011774 native-country=Outlying-US(Guam-USVI-etc) 2.5719052341656017 0.2945003819162526 native-country=India 3.026454064730469 -0.7904904864570022 native-country=Japan 2.1832489587838233 1.3699080530432732 native-country=Greece 0.4277706618075692 -0.11320976776227748 native-country=South 0.753108671739405 0.25308896908860523 native-country=China 1.484362294094028 -0.01354796337705295 native-country=Cuba -2.20024011178729 0.8482057139089916 native-country=Iran 0.9632364083692969 -0.1513961553641568 native-country=Honduras -1.1710355432780892 0.585652413332283 native-country=Philippines -2.092652089177427 -2.179206577605437 native-country=Italy 1.6357947579414174 -0.7055302156811439 native-country=Poland -2.3599317294567674 0.05947012467260869 native-country=Jamaica -0.10439938857870493 0.22596422655379023 native-country=Vietnam 1.1526810089811288 0.3491668962462586 native-country=Mexico -0.39540134989006614 1.164659805366926 native-country=Portugal -1.7202578006579172 -0.38714479109696626 native-country=Ireland -0.4174499147646512 -0.2543377572981383 native-country=France -1.2516591063707054 -1.2399524484925202 native-country=Dominican-Republic 1.502984194115917 0.7410892888439216 native-country=Laos 0.7059738999607528 -0.7110489809929396 native-country=Ecuador -0.6779159805059627 0.40107424779536255 native-country=Taiwan 1.8860013310892287 0.22707109502383668 native-country=Haiti 4.3826695935269 -3.0049316618655038 native-country=Columbia -0.07755848068989939 -0.5720545442704125 native-country=Hungary -1.6586925085378588 1.8207013519278843 native-country=Guatemala 2.1045130643781107 -1.00289672730224 native-country=Nicaragua 0.6614738987467961 -0.7652406545482796 native-country=Scotland 0.6547861781807433 -0.14242867502372167 native-country=Thailand 1.8038255560314571 0.2797161752975397 native-country=Yugoslavia 0.1916319039103112 -2.2002710342191394 native-country=El-Salvador 1.3081446106721135 -0.11684801308260402 native-country=Trinadad&Tobago 0.75664030802321 0.512024538109336 native-country=Peru 0.8064077501013179 -0.6155162794390168 native-country=Hong 0.7691202157649478 -0.7834778302764772 native-country=Holand-Netherlands Hidden Weights: -4.1496070327044485 4.149607032704449 3.067029921083059 -3.0670299210830567 >50K <=50K Error sum for iteration 5500 = 688.9498607009734 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.733346037094616 -3.0813655934095063 age 0.6709602023393486 0.8295132796189401 workclass=Private 0.7098393700803329 -1.4960659595719557 workclass=Self-emp-not-inc -0.046003513031579964 0.8923030602794659 workclass=Self-emp-inc -0.8135788348631928 -1.9634007127587445 workclass=Federal-gov 1.4902419485728964 2.7906422211331248 workclass=Local-gov 0.2432671313757999 -1.0629137681190568 workclass=State-gov 1.0584533261880598 0.9502485726979776 workclass=Without-pay -0.3889261571007907 0.6997031996741644 workclass=Never-worked -0.5634474914514604 -1.1990932720365595 fnlwgt 0.0015387777909499202 0.3748430882174845 education=Bachelors -0.11643881232326973 -2.249291163120923 education=Some-college 1.2800714828259776 1.4197289254504646 education=11th 0.23427007412201076 -0.12309436057813002 education=HS-grad -1.4864205842456368 -1.3966122314375773 education=Prof-school -0.24040912400977807 -0.9164948976696485 education=Assoc-acdm -0.7096439093233389 -3.297579957105557 education=Assoc-voc 0.3609306776325203 -1.926855639647945 education=9th 0.11986375579206655 -0.4402801390430671 education=7th-8th 2.9859989089255943 2.3211105560063108 education=12th 0.009725267359784169 0.9649192861025591 education=Masters 3.183931269279254 1.2485863242683986 education=1st-4th 1.0674454191254774 1.9060557991457108 education=10th -1.0677446003299575 2.789440444023744 education=Doctorate -1.0632719818842375 1.8440177244573666 education=5th-6th 0.8550104523815976 0.34635458039273864 education=Preschool -2.892417037849442 -0.496064659334225 education-num -2.409942331332663 -1.1467873732828866 marital-status=Married-civ-spouse 1.2326961977712556 1.288324366268177 marital-status=Divorced 1.3216886372629504 -0.4592995230200349 marital-status=Never-married 0.9393958829956466 0.8833950140209159 marital-status=Separated 0.11345583138544713 -1.9983295411244337 marital-status=Widowed 2.141927179946354 1.8137771207563884 marital-status=Married-spouse-absent 1.3743695900731978 0.8755692371037601 marital-status=Married-AF-spouse -0.7395891761713382 0.189526453196154 occupation=Tech-support 0.23740952107758545 1.256561085541813 occupation=Craft-repair 0.4429992979111526 -0.195214219310661 occupation=Other-service 0.21737535131158256 1.7430426733062359 occupation=Sales -0.9518080339188926 -0.5539340619813753 occupation=Exec-managerial 0.08439762376668222 1.0515140351186343 occupation=Prof-specialty 1.2329271843689493 2.941962666539162 occupation=Handlers-cleaners 0.08179403437948721 -1.1925924506537202 occupation=Machine-op-inspct 0.5966268777011734 1.0861341056610432 occupation=Adm-clerical 1.8598986191870874 0.5591030236966633 occupation=Farming-fishing -0.029218967640974768 -1.2027143346111744 occupation=Transport-moving 1.1596484791871082 -0.40037397674897857 occupation=Priv-house-serv -1.4620286729033682 -2.7146997832330277 occupation=Protective-serv 0.4960435970501903 -0.9964539069152355 occupation=Armed-Forces 0.2167931727940622 2.78717435758618 relationship=Wife 1.1935518386119264 1.365786902021184 relationship=Own-child 0.8872379336200729 -1.1708842507041808 relationship=Husband -0.2482073861121114 -1.0232468956968142 relationship=Not-in-family 0.6060213615377105 -0.5610728721159828 relationship=Other-relative 0.08209959096045792 -0.5368254517838256 relationship=Unmarried -0.8511862898938003 -0.20349284295962664 race=White -0.7551791304283685 1.8434971732238636 race=Asian-Pac-Islander 0.43071718303909284 2.101291224196193 race=Amer-Indian-Eskimo 3.1892412106788046 0.3702869156090999 race=Other -0.6530439582969503 0.025904013163343165 race=Black -0.4226136838792273 -0.3839001101553541 sex -5.224431778492073 2.5395520195761616 capital-gain -1.6524037181281335 3.0000741401831763 capital-loss -0.9623106943247838 9.748926768102374 hours-per-week -0.5499427920908498 -1.208883708669548 native-country=United-States -4.1158194570128375 0.187682958693597 native-country=Cambodia 1.062484838300797 1.1721610516164536 native-country=England -0.1737228063165967 -1.0602174404123486 native-country=Puerto-Rico -0.6974413096475262 -0.17377895238442875 native-country=Canada -0.13152140843838253 3.85217540227184 native-country=Germany 1.0750033678675242 0.443096309198912 native-country=Outlying-US(Guam-USVI-etc) 2.5736271495029377 0.3021538278819305 native-country=India 3.035678632862638 -0.7908380090392612 native-country=Japan 2.1890840971861385 1.3960298231230814 native-country=Greece 0.4271939075385102 -0.11107537213560376 native-country=South 0.7537707256263317 0.24992407780258544 native-country=China 1.4849636903939394 -0.014104306954350216 native-country=Cuba -2.204272863678895 0.844353140018005 native-country=Iran 0.9670015597615084 -0.15137551042443234 native-country=Honduras -1.1733244004271068 0.5870817750074512 native-country=Philippines -2.104013999163435 -2.190190342403685 native-country=Italy 1.6301229143967273 -0.7205402448660231 native-country=Poland -2.3635932165243245 0.06456089103465722 native-country=Jamaica -0.10799687634231643 0.22570355093988245 native-country=Vietnam 1.1550153699868402 0.36000619914913956 native-country=Mexico -0.3943956884548581 1.1786319140394808 native-country=Portugal -1.7209233331827793 -0.38525538777618956 native-country=Ireland -0.4217142278260969 -0.2533694043221361 native-country=France -1.2539139179329486 -1.2640239446903843 native-country=Dominican-Republic 1.5107052721475789 0.7412279145175301 native-country=Laos 0.7134077362330083 -0.7122012275638999 native-country=Ecuador -0.6775741044246514 0.4017248088157261 native-country=Taiwan 1.8953651636444648 0.2297923127203942 native-country=Haiti 4.40118124180434 -3.0151141925469185 native-country=Columbia -0.07709056507637133 -0.5718895480395491 native-country=Hungary -1.6638490439923175 1.8575138173409846 native-country=Guatemala 2.1121909613982077 -1.0058272848116445 native-country=Nicaragua 0.6692826720872711 -0.7664884251862645 native-country=Scotland 0.6594266490761632 -0.1419613126584246 native-country=Thailand 1.8134417825209466 0.278926406767619 native-country=Yugoslavia 0.17002057124173037 -2.248074327884592 native-country=El-Salvador 1.3162503779872758 -0.11717430493035907 native-country=Trinadad&Tobago 0.7576422131130495 0.498410690206177 native-country=Peru 0.8069561113984794 -0.6153537021367923 native-country=Hong 0.7695881313784283 -0.7833128340456138 native-country=Holand-Netherlands Hidden Weights: -4.146048761979983 4.1460487619799835 3.0520328685976055 -3.05203286859761 >50K <=50K Error sum for iteration 5600 = 687.8514180965074 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7336472351826497 -3.1055525901070142 age 0.6715917665639252 0.8348065839957478 workclass=Private 0.7148834266463142 -1.5054712463738797 workclass=Self-emp-not-inc -0.04700789102047862 0.8941728596723322 workclass=Self-emp-inc -0.8151607340253065 -1.9837017646745974 workclass=Federal-gov 1.492231031776202 2.8235649301293364 workclass=Local-gov 0.24445368020899186 -1.0707536243210338 workclass=State-gov 1.0590741800981731 0.9502635130995053 workclass=Without-pay -0.3884671017950143 0.6998735035573456 workclass=Never-worked -0.5578430932019988 -1.194328056777458 fnlwgt 3.943014148605635E-4 0.3770881702589584 education=Bachelors -0.1164298498436616 -2.2672710279135058 education=Some-college 1.2761726602160588 1.4204245885186415 education=11th 0.23367074878902555 -0.11957578492496869 education=HS-grad -1.4872303126822872 -1.407557577879208 education=Prof-school -0.2408641684029413 -0.9239612611764279 education=Assoc-acdm -0.7126309624992169 -3.3275305108461306 education=Assoc-voc 0.3564667287606395 -1.9466290465512057 education=9th 0.11608360230571142 -0.4417254411545639 education=7th-8th 3.0040498449832977 2.340638676469443 education=12th 0.00842639800055994 0.9776159288246852 education=Masters 3.201092507265973 1.256941890786512 education=1st-4th 1.0635104302397573 1.9170529347226164 education=10th -1.0691549007814298 2.812611354493519 education=Doctorate -1.0695404412942866 1.8532562556461167 education=5th-6th 0.8618578139849801 0.3475564833837609 education=Preschool -2.899640612759497 -0.49965716119130343 education-num -2.413329986276028 -1.1660230442049544 marital-status=Married-civ-spouse 1.2336761230848146 1.3032371538374647 marital-status=Divorced 1.3231573984376175 -0.46778275338733716 marital-status=Never-married 0.9391307097097816 0.8872033169027949 marital-status=Separated 0.117063445987091 -2.0059451598331 marital-status=Widowed 2.144330115617162 1.831252664247562 marital-status=Married-spouse-absent 1.3764490111281078 0.8772616814071742 marital-status=Married-AF-spouse -0.7391530591252586 0.1931313651766115 occupation=Tech-support 0.23610088244721716 1.2628897410951312 occupation=Craft-repair 0.4413235046619804 -0.2040944312433597 occupation=Other-service 0.21730480951835168 1.7616615330905545 occupation=Sales -0.9511336411179191 -0.5554905825372046 occupation=Exec-managerial 0.08537318248803161 1.0642719202869937 occupation=Prof-specialty 1.231103326159643 2.9570508910460465 occupation=Handlers-cleaners 0.0820441712516162 -1.2046252549660466 occupation=Machine-op-inspct 0.5979234849219761 1.0990245577211475 occupation=Adm-clerical 1.8609249371929568 0.5591620618457014 occupation=Farming-fishing -0.027494330900514063 -1.21081314568473 occupation=Transport-moving 1.1674365263002042 -0.39739305312672374 occupation=Priv-house-serv -1.466079030436851 -2.7493801698498097 occupation=Protective-serv 0.5009001886712661 -0.999787437818807 occupation=Armed-Forces 0.21552974574721737 2.8096905493923923 relationship=Wife 1.1948331058979886 1.373829166473624 relationship=Own-child 0.8907454500669761 -1.1737164471126802 relationship=Husband -0.24811108867512266 -1.0395683605419528 relationship=Not-in-family 0.6089915478901334 -0.556944374607267 relationship=Other-relative 0.0819345247654672 -0.5499744899331064 relationship=Unmarried -0.8531816181429793 -0.21110532510594351 race=White -0.7572147943063281 1.8468285143743064 race=Asian-Pac-Islander 0.4296405257008784 2.1161747788144485 race=Amer-Indian-Eskimo 3.202089824489157 0.36862793529092347 race=Other -0.6548172036669642 0.01917453034039127 race=Black -0.4229503245148768 -0.3892961518069757 sex -5.234857607176343 2.5704134227917828 capital-gain -1.6584035024952757 3.0080138453698035 capital-loss -0.9729470425680897 9.81782143813778 hours-per-week -0.5477483312019953 -1.1943859471085843 native-country=United-States -4.124556131458351 0.19093708636162918 native-country=Cambodia 1.063866277368309 1.1746450995866984 native-country=England -0.18770681232947295 -1.0959928160631496 native-country=Puerto-Rico -0.7008657381100416 -0.17581278635762843 native-country=Canada -0.13051067861143437 3.9026713161695734 native-country=Germany 1.0763046082146486 0.44346399259201397 native-country=Outlying-US(Guam-USVI-etc) 2.5753114806314215 0.3096832505796228 native-country=India 3.0446803323857963 -0.791167947451827 native-country=Japan 2.194918880434758 1.4218019771023678 native-country=Greece 0.426655885569393 -0.10900685141177036 native-country=South 0.7544934536341344 0.24678683060344925 native-country=China 1.4855790380746334 -0.01458464526770795 native-country=Cuba -2.2081556956848987 0.8404564570858959 native-country=Iran 0.9707139496700279 -0.15134415623890501 native-country=Honduras -1.1754124890023823 0.5885049904096593 native-country=Philippines -2.115037534524713 -2.2005527658593813 native-country=Italy 1.6239957907656315 -0.7355939454736716 native-country=Poland -2.367115321427583 0.06961325882847277 native-country=Jamaica -0.11118547961985353 0.2254570950863928 native-country=Vietnam 1.1573703395779746 0.37087529053341955 native-country=Mexico -0.39335929245371676 1.1926462058855611 native-country=Portugal -1.7214700193664392 -0.38338706293523866 native-country=Ireland -0.42591982606887263 -0.2524098786563379 native-country=France -1.256136101854218 -1.2882931890953824 native-country=Dominican-Republic 1.518339805152583 0.7413727985919291 native-country=Laos 0.7207550628844942 -0.7133290217576927 native-country=Ecuador -0.6771482437945042 0.40237268303975876 native-country=Taiwan 1.9045816538037925 0.23248375995530385 native-country=Haiti 4.419171472782198 -3.0250387110922543 native-country=Columbia -0.07663150977061325 -0.5717192441563679 native-country=Hungary -1.6689489387736407 1.8941845908687664 native-country=Guatemala 2.119596371720819 -1.0085803546771808 native-country=Nicaragua 0.6769808271630019 -0.7677070027583369 native-country=Scotland 0.6641183603951717 -0.1414944128163619 native-country=Thailand 1.8229409730236708 0.2781529164192579 native-country=Yugoslavia 0.1479972622197973 -2.2960249839517597 native-country=El-Salvador 1.3241815347301509 -0.11745228522320157 native-country=Trinadad&Tobago 0.7586012226496086 0.4845486125419749 native-country=Peru 0.8074952114211493 -0.6151856961876542 native-country=Hong 0.7700471866841866 -0.7831425301624326 native-country=Holand-Netherlands Hidden Weights: -4.142590105868732 4.142590105868733 3.0376113547246235 -3.0376113547246284 >50K <=50K Error sum for iteration 5700 = 686.7804369593392 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7340890588847606 -3.1302672551602355 age 0.6721846725321132 0.8400063015620801 workclass=Private 0.7199046046795704 -1.5146130018661401 workclass=Self-emp-not-inc -0.048016535871732456 0.8959791797656137 workclass=Self-emp-inc -0.8167141062829768 -2.0039126545902253 workclass=Federal-gov 1.4941511302548023 2.8563000940325756 workclass=Local-gov 0.24562711799861936 -1.0785202843433823 workclass=State-gov 1.0596883174288279 0.9502846844913405 workclass=Without-pay -0.38801645242891736 0.7000497080589407 workclass=Never-worked -0.552348918897481 -1.1895542523639082 fnlwgt -7.747401879707645E-4 0.3792438420934737 education=Bachelors -0.11638594246120221 -2.284980444270674 education=Some-college 1.272345172540236 1.4211813229844747 education=11th 0.23306824536752296 -0.11605608794471857 education=HS-grad -1.487989846913843 -1.418315948747845 education=Prof-school -0.2413326960296922 -0.9314231178654041 education=Assoc-acdm -0.715530293845402 -3.3571746442477206 education=Assoc-voc 0.3519725486802624 -1.9663959520299708 education=9th 0.11253526238033852 -0.44271012909060103 education=7th-8th 3.0219065806912697 2.3597748709068918 education=12th 0.007107332456892845 0.9903142230407137 education=Masters 3.217886833749371 1.2651885748896072 education=1st-4th 1.0595918411154814 1.927686578392382 education=10th -1.0705002476079415 2.8356397116007748 education=Doctorate -1.0756602688463073 1.8623535970631002 education=5th-6th 0.8684502041540111 0.34883814392258417 education=Preschool -2.9066706903482333 -0.5031303167850105 education-num -2.416611228430686 -1.1849981084682242 marital-status=Married-civ-spouse 1.234632526823433 1.3182384078135683 marital-status=Divorced 1.3245582288712126 -0.47628432883553645 marital-status=Never-married 0.93885513516733 0.8909472527975439 marital-status=Separated 0.12072132256300137 -2.0132351151982606 marital-status=Widowed 2.146577482265657 1.8482066622751783 marital-status=Married-spouse-absent 1.378503090919786 0.8789721561094767 marital-status=Married-AF-spouse -0.7386985977758775 0.19678455347426607 occupation=Tech-support 0.2347973861503354 1.2691255290888963 occupation=Craft-repair 0.4397011678437676 -0.21281336430633638 occupation=Other-service 0.21720911647868568 1.780101669802127 occupation=Sales -0.9504313139510321 -0.5569275980056717 occupation=Exec-managerial 0.08633304847581005 1.0770247880425845 occupation=Prof-specialty 1.2292293357849764 2.971891700494202 occupation=Handlers-cleaners 0.08233503074706786 -1.2164645886723342 occupation=Machine-op-inspct 0.5992084408339146 1.1119668437640133 occupation=Adm-clerical 1.8618640862603673 0.5590347624720629 occupation=Farming-fishing -0.02577909173994149 -1.218731542490897 occupation=Transport-moving 1.1751627202455273 -0.3944466447436471 occupation=Priv-house-serv -1.4701053863899058 -2.7840093432948843 occupation=Protective-serv 0.5056632951230212 -1.0030522715529915 occupation=Armed-Forces 0.21426189398893045 2.8319597645439183 relationship=Wife 1.196054486437124 1.381494607264876 relationship=Own-child 0.8942040196510513 -1.176387416832286 relationship=Husband -0.24793577387238763 -1.0554496048047164 relationship=Not-in-family 0.6118624877412789 -0.5527969326490698 relationship=Other-relative 0.08178526287186154 -0.56303751082898 relationship=Unmarried -0.8551314037123295 -0.21851818355904276 race=White -0.7592363685362588 1.850164317654959 race=Asian-Pac-Islander 0.42852681491215755 2.130794690212578 race=Amer-Indian-Eskimo 3.2147709903784025 0.36695306985808734 race=Other -0.6565548572091751 0.012597198068622964 race=Black -0.4232833254069228 -0.3948128929388829 sex -5.245005492533875 2.6011170589577843 capital-gain -1.6642584406281662 3.016151336939622 capital-loss -0.9835305513393988 9.88538423366383 hours-per-week -0.545543120070447 -1.1796115048290063 native-country=United-States -4.132915847492858 0.194179944818791 native-country=Cambodia 1.065230016306154 1.1768309047760273 native-country=England -0.2015843871926203 -1.1311897229973509 native-country=Puerto-Rico -0.7042593149029674 -0.17794426403587119 native-country=Canada -0.12947127812653098 3.9530020961873276 native-country=Germany 1.077594140411089 0.44385145333773285 native-country=Outlying-US(Guam-USVI-etc) 2.5769653083419004 0.31709470636862125 native-country=India 3.053468959947364 -0.7914803210190641 native-country=Japan 2.2007562802114533 1.4472312002819232 native-country=Greece 0.4261524394917003 -0.10699957941687359 native-country=South 0.7552716207467403 0.24367692852460915 native-country=China 1.48621290268402 -0.01499589723927962 native-country=Cuba -2.2119024994505883 0.8365144517431329 native-country=Iran 0.9743755028735372 -0.15130173628513963 native-country=Honduras -1.177313365377208 0.589923292475548 native-country=Philippines -2.1257332292141675 -2.2103177331857795 native-country=Italy 1.6174300900315994 -0.7506977589368112 native-country=Poland -2.3705084985429723 0.0746311735021231 native-country=Jamaica -0.11400306248516807 0.22522520521938466 native-country=Vietnam 1.1597477584605775 0.3817682325394469 native-country=Mexico -0.39229588947913124 1.2067038420462894 native-country=Portugal -1.721908069898066 -0.3815381298289867 native-country=Ireland -0.4300664427993197 -0.25145796588453617 native-country=France -1.2583298718934421 -1.312765412246291 native-country=Dominican-Republic 1.5258902498671718 0.7415244847189071 native-country=Laos 0.7280172882771588 -0.7144321421936676 native-country=Ecuador -0.6766455042696814 0.40301864399806525 native-country=Taiwan 1.9136577815971856 0.2351440252003611 native-country=Haiti 4.436665179314665 -3.0347163704663607 native-country=Columbia -0.07618086040452503 -0.5715430396547727 native-country=Hungary -1.673992940275559 1.9307216437926664 native-country=Guatemala 2.126742292302592 -1.0111618780450409 native-country=Nicaragua 0.6845718899927861 -0.7688968297059993 native-country=Scotland 0.6688532928864932 -0.14102710013476563 native-country=Thailand 1.8323266643418616 0.2773956518137513 native-country=Yugoslavia 0.12561221497486938 -2.344045522791783 native-country=El-Salvador 1.3319444778344194 -0.11768125597866022 native-country=Trinadad&Tobago 0.7595151244073406 0.47043028345419513 native-country=Peru 0.8080255263650059 -0.6150116761437563 native-country=Hong 0.770497836050268 -0.7829663256608375 native-country=Holand-Netherlands Hidden Weights: -4.139224819949307 4.139224819949309 3.0237365500077393 -3.0237365500077416 >50K <=50K Error sum for iteration 5800 = 685.7357954610511 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.734669919341094 -3.155507489902654 age 0.672740740938216 0.8451162057395747 workclass=Private 0.7249034655987835 -1.5234936668956907 workclass=Self-emp-not-inc -0.0490297939142831 0.8977273204096468 workclass=Self-emp-inc -0.8182393743575592 -2.024031463571458 workclass=Federal-gov 1.4960060356650202 2.888848820809497 workclass=Local-gov 0.2467880634452002 -1.0862155883091134 workclass=State-gov 1.0602960736339535 0.9503127376983093 workclass=Without-pay -0.38757378507757057 0.7002323778474829 workclass=Never-worked -0.5469729316359015 -1.1847911137893148 fnlwgt -0.0019660608297755295 0.3813152389710705 education=Bachelors -0.11630561156170947 -2.302421785467625 education=Some-college 1.2685909339253778 1.4219935879824355 education=11th 0.23246513219267237 -0.1125388753939456 education=HS-grad -1.4887043542973688 -1.4288940962166936 education=Prof-school -0.24181337236903308 -0.9388820544646106 education=Assoc-acdm -0.7183441897595844 -3.38652338950691 education=Assoc-voc 0.3474521693751123 -1.986155732569499 education=9th 0.10920840341533386 -0.4432596737359393 education=7th-8th 3.039570332335213 2.378534512395378 education=12th 0.005768468722397443 1.0030142407942597 education=Masters 3.234327666708911 1.273331247527093 education=1st-4th 1.0556969061665427 1.9379823375408447 education=10th -1.0717838711021859 2.8585324142560364 education=Doctorate -1.0816362376828756 1.8713131460086858 education=5th-6th 0.874787686436477 0.35020749750308544 education=Preschool -2.9135125353449762 -0.5064868364374072 education-num -2.419793380819319 -1.2037121514839173 marital-status=Married-civ-spouse 1.2355657823184734 1.3333231906134597 marital-status=Divorced 1.3258925331044127 -0.48481196396001386 marital-status=Never-married 0.9385711205072411 0.894632642473755 marital-status=Separated 0.12443078257753151 -2.02020016361453 marital-status=Widowed 2.148677148638501 1.8646546491485079 marital-status=Married-spouse-absent 1.3805325821231433 0.8807007701453459 marital-status=Married-AF-spouse -0.7382285055180444 0.20048181559868206 occupation=Tech-support 0.23350006569901163 1.2752724342755761 occupation=Craft-repair 0.438133349972359 -0.221364261857286 occupation=Other-service 0.217089834472639 1.7983623552084662 occupation=Sales -0.9497031085242077 -0.5582479629891715 occupation=Exec-managerial 0.08727850104160897 1.089775152559796 occupation=Prof-specialty 1.2273098871090715 2.986502563112962 occupation=Handlers-cleaners 0.08266498117261638 -1.2281133232548471 occupation=Machine-op-inspct 0.6004825701314065 1.1249606890368438 occupation=Adm-clerical 1.8627198750314056 0.5587192637107372 occupation=Farming-fishing -0.02407393801236542 -1.2264741506330368 occupation=Transport-moving 1.182829367051068 -0.39153471622075864 occupation=Priv-house-serv -1.4741106859188184 -2.81858727866881 occupation=Protective-serv 0.5103357261086041 -1.006249350458696 occupation=Armed-Forces 0.2129893528623466 2.8539781901329166 relationship=Wife 1.1972190712508044 1.3888006525557728 relationship=Own-child 0.8976159867758297 -1.1789012305033515 relationship=Husband -0.2476848294179136 -1.070891334605919 relationship=Not-in-family 0.6146395765090069 -0.5486290669985809 relationship=Other-relative 0.08165056175666789 -0.5760169268469439 relationship=Unmarried -0.8570372126428296 -0.2257374456996788 race=White -0.7612431278249128 1.8535127614590823 race=Asian-Pac-Islander 0.4273796583905671 2.1451594044586098 race=Amer-Indian-Eskimo 3.2272882954607147 0.3652638534025212 race=Other -0.6582577619832752 0.0061672258663591365 race=Black -0.4236136113067389 -0.4004579636391286 sex -5.254885416600335 2.6316728697199356 capital-gain -1.6699740879776337 3.024491608072947 capital-loss -0.9940611759818805 9.951638326928968 hours-per-week -0.5433313530968976 -1.1645793996609495 native-country=United-States -4.140920075046062 0.19741362365809864 native-country=Cambodia 1.06657428489674 1.1787182726986751 native-country=England -0.21532897164300166 -1.1658069838863117 native-country=Puerto-Rico -0.7076239460341196 -0.1801675735379677 native-country=Canada -0.1284079495807574 4.003161290605806 native-country=Germany 1.078872479273413 0.444259491322236 native-country=Outlying-US(Guam-USVI-etc) 2.578594979294564 0.32439379184325284 native-country=India 3.062053693109289 -0.7917751303546534 native-country=Japan 2.2065986146180516 1.4723241211028744 native-country=Greece 0.4256793538382633 -0.10504923040576336 native-country=South 0.7560998616119368 0.24059411655246754 native-country=China 1.4868688567559747 -0.015345015073046222 native-country=Cuba -2.21552618012896 0.832525933188959 native-country=Iran 0.9779880182678147 -0.1512479084179656 native-country=Honduras -1.1790402382369347 0.591337838301745 native-country=Philippines -2.136111764326637 -2.219507978939464 native-country=Italy 1.6104419211872028 -0.7658576721845878 native-country=Poland -2.373782762635628 0.07961825982563961 native-country=Jamaica -0.11648428664281939 0.22500820885337597 native-country=Vietnam 1.162148814240907 0.3926794562359176 native-country=Mexico -0.39120907919094183 1.2208058289401578 native-country=Portugal -1.7222470020509484 -0.3797070034999823 native-country=Ireland -0.43415390371365037 -0.25051250188037494 native-country=France -1.2604996558413721 -1.3374458201857515 native-country=Dominican-Republic 1.5333589139862032 0.7416834918476228 native-country=Laos 0.735195817639075 -0.7155103936229944 native-country=Ecuador -0.6760728268656798 0.40366342304461655 native-country=Taiwan 1.9225999655585049 0.23777203696228358 native-country=Haiti 4.4536857279558175 -3.044157608971625 native-country=Columbia -0.07573819305317953 -0.5713603698662305 native-country=Hungary -1.6789816771646064 1.9671320016101936 native-country=Guatemala 2.13364097209945 -1.0135775015972384 native-country=Nicaragua 0.6920591707853629 -0.7700583103489352 native-country=Scotland 0.6736239697153277 -0.14055854922747846 native-country=Thailand 1.8416021708066947 0.2766545788034177 native-country=Yugoslavia 0.10291861279939013 -2.3920560686631274 native-country=El-Salvador 1.3395453179461927 -0.1178605954301766 native-country=Trinadad&Tobago 0.7603817011804231 0.4560474082475146 native-country=Peru 0.8085475003426092 -0.6148310842585976 native-country=Hong 0.7709405034015737 -0.7827836558722953 native-country=Holand-Netherlands Hidden Weights: -4.135947104383207 4.135947104383208 3.0103812163366683 -3.0103812163366683 >50K <=50K Error sum for iteration 5900 = 684.7159725996912 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.735387522848144 -3.1812700188538843 age 0.6732618176410178 0.8501406317013995 workclass=Private 0.7298805002162021 -1.5321161463261574 workclass=Self-emp-not-inc -0.05004788592872205 0.8994225359143285 workclass=Self-emp-inc -0.8197368127036141 -2.044056243702983 workclass=Federal-gov 1.497799140204337 2.9212124323201065 workclass=Local-gov 0.2479369023082135 -1.0938420788637653 workclass=State-gov 1.0608977567058406 0.9503482882141215 workclass=Without-pay -0.3871387045819917 0.7004220480725887 workclass=Never-worked -0.5417210795706672 -1.180054391490478 fnlwgt -0.00317744091768 0.38330781172357725 education=Bachelors -0.11618750046386898 -2.319597950738134 education=Some-college 1.2649114104091117 1.422856480604163 education=11th 0.231863720663575 -0.10902764207865787 education=HS-grad -1.4893784922767235 -1.439298919069403 education=Prof-school -0.24230492721687888 -0.9463399425493443 education=Assoc-acdm -0.7210753759801383 -3.4155890336640686 education=Assoc-voc 0.3429096398349174 -2.005907663530899 education=9th 0.1060933602813528 -0.4433982600489566 education=7th-8th 3.0570423846784758 2.396932178343657 education=12th 0.004410234378537297 1.0157160038960251 education=Masters 3.250427866045855 1.2813746515282212 education=1st-4th 1.051832158008305 1.9479652370109486 education=10th -1.073008850264427 2.881297073228505 education=Doctorate -1.0874727575003447 1.8801381352799402 education=5th-6th 0.8808705038895749 0.3516725410901056 education=Preschool -2.9201713578785733 -0.5097299347439971 education-num -2.422882837614714 -1.222163962496019 marital-status=Married-civ-spouse 1.2364760357244826 1.3484863782555887 marital-status=Divorced 1.327161746283973 -0.49337256624714754 marital-status=Never-married 0.9382802639367921 0.8982647342844877 marital-status=Separated 0.12819299644665996 -2.0268414753297406 marital-status=Widowed 2.150636378418305 1.8806112999082445 marital-status=Married-spouse-absent 1.3825381926883302 0.8824476183236858 marital-status=Married-AF-spouse -0.7377452171176985 0.20421912960704977 occupation=Tech-support 0.23220976878648816 1.2813344923848131 occupation=Craft-repair 0.4366209446019286 -0.2297409337602166 occupation=Other-service 0.21694833463274832 1.8164433173474224 occupation=Sales -0.9489509457116294 -0.5594545110360286 occupation=Exec-managerial 0.08821074215325757 1.1025258421252837 occupation=Prof-specialty 1.2253491102712752 3.000900073329959 occupation=Handlers-cleaners 0.08303215390095516 -1.2395754631872724 occupation=Machine-op-inspct 0.6017465191483719 1.1380057725187351 occupation=Adm-clerical 1.8634958764164407 0.5582138136173886 occupation=Farming-fishing -0.022379460587359346 -1.2340459052605592 occupation=Transport-moving 1.1904386786076775 -0.3886572419189643 occupation=Priv-house-serv -1.4780969791306975 -2.853112810836595 occupation=Protective-serv 0.5149201647477532 -1.0093796005587128 occupation=Armed-Forces 0.2117116059565796 2.8757432860689867 relationship=Wife 1.198329674610048 1.3957639491254907 relationship=Own-child 0.9009833272708935 -1.1812626368341925 relationship=Husband -0.2473613112256547 -1.0858947102726701 relationship=Not-in-family 0.6173279694614906 -0.5444396527686945 relationship=Other-relative 0.08152958060165588 -0.5889145684335663 relationship=Unmarried -0.858900597168352 -0.2327702060740576 race=White -0.7632341402849877 1.8568845601523425 race=Asian-Pac-Islander 0.42620234005669566 2.1592763104480386 race=Amer-Indian-Eskimo 3.2396449910634852 0.3635618227517272 race=Other -0.6599266958239574 -1.2097486485625746E-4 race=Black -0.423942102754397 -0.40623945924106547 sex -5.264506762167982 2.6620899523245036 capital-gain -1.6755558770432226 3.033038800315783 capital-loss -1.0045393649945535 10.016608316338838 hours-per-week -0.5411169000065329 -1.1493068158481545 native-country=United-States -4.1485893852001725 0.20064006613691993 native-country=Cambodia 1.0678970997890513 1.1803067099349462 native-country=England -0.22891728666007802 -1.199848436981322 native-country=Puerto-Rico -0.71096177357272 -0.1824769284782207 native-country=Canada -0.1273251482428437 4.05314264073478 native-country=Germany 1.0801401077609145 0.4446888547985921 native-country=Outlying-US(Guam-USVI-etc) 2.5802061439554325 0.33158565442323784 native-country=India 3.0704431201906526 -0.7920523615433004 native-country=Japan 2.2124476275848464 1.4970873067994177 native-country=Greece 0.4252323434083912 -0.10315176389968105 native-country=South 0.7569726951193805 0.23753818809638497 native-country=China 1.4875495840778754 -0.015638979161456464 native-country=Cuba -2.219038712168407 0.8284897244961994 native-country=Iran 0.9815531734913373 -0.1511823468795204 native-country=Honduras -1.1806059465986942 0.592749708520708 native-country=Philippines -2.146183899550639 -2.2281451354602853 native-country=Italy 1.603046868227555 -0.781079233751639 native-country=Poland -2.3769476821961204 0.08457785035016047 native-country=Jamaica -0.11866082981004039 0.22480641495900416 native-country=Vietnam 1.1645741211109002 0.403603752777752 native-country=Mexico -0.39010229501758076 1.234953038255016 native-country=Portugal -1.7224956771642865 -0.37789219437690336 native-country=Ireland -0.43818212603091217 -0.2495723726815033 native-country=France -1.2626500175123896 -1.362339606508501 native-country=Dominican-Republic 1.5407479628368976 0.7418503127745155 native-country=Laos 0.7422920455651095 -0.7165636061039128 native-country=Ecuador -0.6754369943478338 0.4043077081682785 native-country=Taiwan 1.9314141052755136 0.24036703641453885 native-country=Haiti 4.470255072429391 -3.053372211826166 native-country=Columbia -0.07530311255759109 -0.5711706996411248 native-country=Hungary -1.6839156866366902 2.0034218605008434 native-country=Guatemala 2.1403039626331584 -1.0158326022730353 native-country=Nicaragua 0.6994457784355798 -0.771191817551595 native-country=Scotland 0.6784233714816353 -0.14008798480344742 native-country=Thailand 1.8507705985856961 0.2759296768973752 native-country=Yugoslavia 0.0799722382756677 -2.439975008235811 native-country=El-Salvador 1.3469898929937119 -0.11798975890275112 native-country=Trinadad&Tobago 0.7611987293377493 0.4413913960628567 native-country=Peru 0.8090615471524943 -0.6146433917569123 native-country=Hong 0.771375583897188 -0.7825939856471895 native-country=Holand-Netherlands Hidden Weights: -4.1327515706544515 4.132751570654449 2.997519651011278 -2.9975196510112765 >50K <=50K Error sum for iteration 6000 = 683.7218171996809 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.736238949648876 -3.20755030968779 age 0.6737497777883337 0.8550844133788914 workclass=Private 0.7348361097239842 -1.5404837583594855 workclass=Self-emp-not-inc -0.051070900684693554 0.9010700372101538 workclass=Self-emp-inc -0.8212065651611855 -2.0639849541923994 workclass=Federal-gov 1.499533472204934 2.953392338915906 workclass=Local-gov 0.24907379777955652 -1.1014029552536677 workclass=State-gov 1.0614936488465971 0.9503919145992892 workclass=Without-pay -0.38671084311169196 0.7006192225420521 workclass=Never-worked -0.5365974536742862 -1.175356643009761 fnlwgt -0.004406736782265563 0.38522719581814213 education=Bachelors -0.11603040120029413 -2.3365123166190362 education=Some-college 1.2613076482568373 1.4237656550323794 education=11th 0.2312660552708377 -0.10552583851644655 education=HS-grad -1.490016445334268 -1.4495374177017448 education=Prof-school -0.24280617131944068 -0.9537989330405598 education=Assoc-acdm 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marital-status=Married-spouse-absent 1.3845205904198639 0.8842127787990591 marital-status=Married-AF-spouse -0.7372509227956224 0.20799263266389784 occupation=Tech-support 0.23092717147814126 1.2873157355289448 occupation=Craft-repair 0.43516473591414784 -0.23793762463125087 occupation=Other-service 0.21678579869392428 1.8343445862981087 occupation=Sales -0.9481766396552201 -0.5605500639889225 occupation=Exec-managerial 0.0891308968696653 1.115279948130521 occupation=Prof-specialty 1.2233506580617384 3.0150999922310593 occupation=Handlers-cleaners 0.08343445731593316 -1.2508560451807786 occupation=Machine-op-inspct 0.6030007675471339 1.1511016826157723 occupation=Adm-clerical 1.8641954578162392 0.5575168109263002 occupation=Farming-fishing -0.020696214903545198 -1.2414521188798706 occupation=Transport-moving 1.197992782964856 -0.3858142117231364 occupation=Priv-house-serv -1.4820654822555803 -2.887583575463545 occupation=Protective-serv 0.519419176013776 -1.012443935827068 occupation=Armed-Forces 0.21042793296779716 2.897253709500419 relationship=Wife 1.1993888917440507 1.4024004737485867 relationship=Own-child 0.9043076805697398 -1.1834769209677882 relationship=Husband -0.24696800815308378 -1.1004614638253414 relationship=Not-in-family 0.6199325918323736 -0.5402279197197446 relationship=Other-relative 0.08142181829823583 -0.6017317692788974 relationship=Unmarried -0.8607231094250664 -0.23962457433744974 race=White -0.7652082771451482 1.8602928722497014 race=Asian-Pac-Islander 0.42499785463003076 2.1731517885471825 race=Amer-Indian-Eskimo 3.2518440358870278 0.36184851119130956 race=Other -0.661562406990069 -0.006273817134973425 race=Black -0.4242697177350311 -0.41216586974030245 sex -5.273878369807655 2.692376570939509 capital-gain -1.6810090959720414 3.0417960456125575 capital-loss -1.0149659080755846 10.080320116256175 hours-per-week -0.5389033037364439 -1.1338091845193312 native-country=United-States -4.155943500174884 0.20386106874753854 native-country=Cambodia 1.069196316585706 1.1815954800279138 native-country=England -0.24232935791766083 -1.2333223009833656 native-country=Puerto-Rico -0.7142751109057806 -0.1848665326171748 native-country=Canada -0.12622701234696032 4.102940132143861 native-country=Germany 1.0813974789222582 0.44514023730335966 native-country=Outlying-US(Guam-USVI-etc) 2.581803793021156 0.33867500249723187 native-country=India 3.0786452693570663 -0.7923119907979096 native-country=Japan 2.218304560925288 1.5215272585609083 native-country=Greece 0.42480704990073054 -0.10130341119245431 native-country=South 0.7578845436042836 0.23450898846038098 native-country=China 1.4882569771378742 -0.01588479138635403 native-country=Cuba -2.2224511898513972 0.824404653486826 native-country=Iran 0.985072529911463 -0.15110474492392 native-country=Honduras -1.18202294088904 0.5941599059421543 native-country=Philippines -2.1559604042111715 -2.23624977115319 native-country=Italy 1.59526005631453 -0.7963675689989682 native-country=Poland -2.3800123710600287 0.0895130108205237 native-country=Jamaica -0.12056160463235646 0.2246201131652916 native-country=Vietnam 1.1670237945092945 0.41453626348789047 native-country=Mexico -0.3889787738855966 1.2491462250648198 native-country=Portugal -1.722662331868599 -0.37609230329297433 native-country=Ireland -0.44215111699224524 -0.2486365149677417 native-country=France -1.2647855844972704 -1.3874519701381434 native-country=Dominican-Republic 1.548059425779958 0.7420254121001315 native-country=Laos 0.7493073496281502 -0.7175916351023961 native-country=Ecuador -0.6747446343271966 0.40495214223250525 native-country=Taiwan 1.9401056218650776 0.24292855002311786 native-country=Haiti 4.486393856519416 -3.0623693672339827 native-country=Columbia -0.07487525108730271 -0.5709735251716613 native-country=Hungary -1.6887954374208733 2.039596689056305 native-country=Guatemala 2.1467421641898237 -1.0179323098016302 native-country=Nicaragua 0.7067346341850151 -0.7722976996368865 native-country=Scotland 0.6832448581333836 -0.13961468249098702 native-country=Thailand 1.8598348586350393 0.2752209343688676 native-country=Yugoslavia 0.05683104403120283 -2.4877196997006688 native-country=El-Salvador 1.3542837812362887 -0.1180682794249234 native-country=Trinadad&Tobago 0.7619639766255537 0.42645333571707844 native-country=Peru 0.8095680518053583 -0.6144481007029154 native-country=Hong 0.7718034453674703 -0.7823968111777261 native-country=Holand-Netherlands Hidden Weights: -4.129633214536795 4.129633214536795 2.985127614016375 -2.9851276140163767 >50K <=50K Error sum for iteration 6100 = 682.7501631547535 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.737220727059497 -3.2343425240884036 age 0.6742065249291731 0.8599528088472664 workclass=Private 0.7397705899197728 -1.548600188437812 workclass=Self-emp-not-inc -0.052098791376844526 0.902674989889704 workclass=Self-emp-inc -0.8226486622321827 -2.083815410763492 workclass=Federal-gov 1.5012117293946392 2.985389929221944 workclass=Local-gov 0.2501987046736121 -1.1089020160325658 workclass=State-gov 1.0620840079225489 0.9504441563981555 workclass=Without-pay -0.3862898589294588 0.7008243713970116 workclass=Never-worked -0.5316044513047485 -1.1707075623169945 fnlwgt -0.0056518889386203836 0.38707908114910056 education=Bachelors -0.11583327607216563 -2.3531686818474933 education=Some-college 1.2577803007304467 1.4247172463240176 education=11th 0.23067391015218303 -0.10203691180782012 education=HS-grad -1.4906219596846884 -1.4596166521787624 education=Prof-school -0.24331600648192916 -0.9612614325210017 education=Assoc-acdm -0.7263023321530387 -3.472924961341494 education=Assoc-voc 0.33377421619629627 -2.0453846960429534 education=9th 0.10046303759089988 -0.4425329770970354 education=7th-8th 3.0914169066460215 2.4326961795577375 education=12th 0.001637509205130224 1.0411241516339143 education=Masters 3.28165511861626 1.2971819236331459 education=1st-4th 1.0442161493736681 1.9670902402842902 education=10th -1.0752943990347412 2.926476152241418 education=Doctorate -1.09874361931401 1.8973965710079423 education=5th-6th 0.8922745623978643 0.35492122781675906 education=Preschool -2.9329606388393263 -0.5158909659581329 education-num -2.428805199403871 -1.2582728601531763 marital-status=Married-civ-spouse 1.2382272385218773 1.3790267265905387 marital-status=Divorced 1.329510677091931 -0.5106167305596641 marital-status=Never-married 0.937682800347094 0.9053870782796278 marital-status=Separated 0.13587952578973597 -2.039159006580412 marital-status=Widowed 2.1541600111559243 1.911105359185104 marital-status=Married-spouse-absent 1.3864804071689245 0.8859963098030497 marital-status=Married-AF-spouse -0.7367475983075943 0.21179860362181413 occupation=Tech-support 0.2296527943969207 1.2932201507751704 occupation=Craft-repair 0.43376543527434314 -0.24594895379925683 occupation=Other-service 0.21660322665056075 1.8520663731317197 occupation=Sales -0.9473819190108025 -0.5615374339643652 occupation=Exec-managerial 0.09004001511930874 1.128040775531542 occupation=Prof-specialty 1.2213177673260107 3.029117282709604 occupation=Handlers-cleaners 0.0838695953330553 -1.2619610258259333 occupation=Machine-op-inspct 0.604245639696547 1.1642478718162244 occupation=Adm-clerical 1.8648218057395298 0.5566268444236996 occupation=Farming-fishing -0.019024766546419682 -1.2486985102147465 occupation=Transport-moving 1.2054937321046368 -0.3830056353094228 occupation=Priv-house-serv -1.486016645857284 -2.921995993307722 occupation=Protective-serv 0.523835213155372 -1.0154432620788096 occupation=Armed-Forces 0.2091374548023318 2.9185092441751097 relationship=Wife 1.2003991469035404 1.4087256289238157 relationship=Own-child 0.907590380136289 -1.1855497758907436 relationship=Husband -0.24650750256445855 -1.1145940139871497 relationship=Not-in-family 0.6224581495034467 -0.5359934451597758 relationship=Other-relative 0.08132705702904125 -0.6144694446343931 relationship=Unmarried -0.8625063132789973 -0.2463096055432151 race=White -0.7671642222716148 1.8637531674696453 race=Asian-Pac-Islander 0.42376893678476274 2.1867912530025087 race=Amer-Indian-Eskimo 3.263888136100762 0.3601254415120318 race=Other -0.6631656460091574 -0.012298540810642862 race=Black -0.42459737305755985 -0.41824601653946225 sex -5.2830085889213425 2.7225401649979597 capital-gain -1.6863388702233761 3.0507653425537784 capital-loss -1.0253417986522582 10.142800835015937 hours-per-week -0.5366937735652538 -1.118100233905031 native-country=United-States -4.163001333517492 0.20707827983180363 native-country=Cambodia 1.0704696804066434 1.1825836569534074 native-country=England -0.25554846511364204 -1.2662405386254432 native-country=Puerto-Rico -0.7175663808127342 -0.18733053897200427 native-country=Canada -0.125117337761784 4.1525480369521555 native-country=Germany 1.0826450176108537 0.44561427432398215 native-country=Outlying-US(Guam-USVI-etc) 2.58339229243684 0.34566611576164286 native-country=India 3.0866676370434214 -0.7925539895130722 native-country=Japan 2.224170219401348 1.545650406950265 native-country=Greece 0.42439904523271305 -0.0995006632909637 native-country=South 0.7588297568042086 0.23150641711663097 native-country=China 1.4889922287532715 -0.01608946662393667 native-country=Cuba -2.2257738716681783 0.8202695428939374 native-country=Iran 0.9885475380128408 -0.15101481794626456 native-country=Honduras -1.1833032657117173 0.5955693536016724 native-country=Philippines -2.1654519915370893 -2.243841418650885 native-country=Italy 1.587096214603091 -0.8117273945279139 native-country=Poland -2.382985476967504 0.0944265630702474 native-country=Jamaica -0.12221297299790801 0.22444957211813202 native-country=Vietnam 1.1694975218151562 0.4254724699443406 native-country=Mexico -0.3878415319896034 1.263386044503513 native-country=Portugal -1.7227546039149995 -0.37430601770779465 native-country=Ireland -0.4460609717206576 -0.24770391703028635 native-country=France -1.2669109828504805 -1.4127881393242876 native-country=Dominican-Republic 1.5552952024137525 0.7422092236917719 native-country=Laos 0.7562430851082924 -0.7185943624224641 native-country=Ecuador -0.6740022190655233 0.40559732079387617 native-country=Taiwan 1.9486794964378966 0.24545636227696524 native-country=Haiti 4.502121507037067 -3.0711577173452005 native-country=Columbia -0.07445426690507854 -0.5707683763167019 native-country=Hungary -1.6936213491813192 2.0756613183013393 native-country=Guatemala 2.1529658676110364 -1.0198815269953427 native-country=Nicaragua 0.7139284844825857 -0.7733762874855015 native-country=Scotland 0.6880820991334198 -0.13913797024035465 native-country=Thailand 1.8687976786430898 0.27452834309136687 native-country=Yugoslavia 0.033554644411825166 -2.535207217038628 native-country=El-Salvador 1.3614323137554052 -0.11809576806284794 native-country=Trinadad&Tobago 0.762675200044672 0.41122397022267554 native-country=Peru 0.8100673718461029 -0.6142447463674188 native-country=Hong 0.7722244295497092 -0.7821916623227666 native-country=Holand-Netherlands Hidden Weights: -4.126587394369011 4.126587394369012 2.973182246740079 -2.9731822467400786 >50K <=50K Error sum for iteration 6200 = 681.8000260575179 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.738328897132822 -3.2616394982202777 age 0.674633985677873 0.8647514162161156 workclass=Private 0.7446841199752324 -1.5564694461454482 workclass=Self-emp-not-inc -0.05313137507148203 0.904242506490985 workclass=Self-emp-inc -0.8240630392919601 -2.103545251453581 workclass=Federal-gov 1.5028363104065432 3.0172064789194746 workclass=Local-gov 0.25131138693490745 -1.1163435911824904 workclass=State-gov 1.062669068739381 0.950505511711239 workclass=Without-pay -0.3858754353201433 0.701037928425868 workclass=Never-worked -0.526742944382886 -1.166114319973314 fnlwgt -0.006910929281893675 0.38886908585102425 education=Bachelors -0.11559527420855938 -2.369571208532435 education=Some-college 1.2543296537132615 1.4257077993771228 education=11th 0.23008879181657374 -0.0985643222605531 education=HS-grad -1.4911983756261575 -1.4695437024421403 education=Prof-school -0.24383343018953366 -0.9687300652447447 education=Assoc-acdm -0.728805189960287 -3.501223924392125 education=Assoc-voc 0.329189206774923 -2.065108007793585 education=9th 0.0979312162116109 -0.4415712334080385 education=7th-8th 3.108322325285557 2.4500880757445964 education=12th 2.2401738464615745E-4 1.0538296358257448 education=Masters 3.296805259833975 1.3049545465253296 education=1st-4th 1.0404749205692765 1.9762802938956425 education=10th -1.0763603198557583 2.9489091569200507 education=Doctorate -1.104185452469321 1.9058356953224058 education=5th-6th 0.8975979758550012 0.3567200041164105 education=Preschool -2.9391014275254714 -0.5188174190332475 education-num -2.4316471288785255 -1.275924750395838 marital-status=Married-civ-spouse 1.2390677063539584 1.3943929770821186 marital-status=Divorced 1.330593255028758 -0.5193107339418024 marital-status=Never-married 0.9373778654187598 0.9088848762918218 marital-status=Separated 0.13980529869346306 -2.0448387383549713 marital-status=Widowed 2.1557365755763196 1.9256683554477356 marital-status=Married-spouse-absent 1.3884182426186957 0.887798245869028 marital-status=Married-AF-spouse -0.7362370295771113 0.21563345315054047 occupation=Tech-support 0.22838702023774787 1.2990516501742593 occupation=Craft-repair 0.43242369613040665 -0.2537699205949758 occupation=Other-service 0.21640144970223266 1.869608981731655 occupation=Sales -0.9465684416350145 -0.562419419270439 occupation=Exec-managerial 0.09093907520176318 1.1408117965379174 occupation=Prof-specialty 1.2192533155286298 3.0429661406498996 occupation=Handlers-cleaners 0.0843350905759141 -1.272897159513649 occupation=Machine-op-inspct 0.6054813162250542 1.1774436125698773 occupation=Adm-clerical 1.8653779453817656 0.5555427314267374 occupation=Farming-fishing -0.017365721895241562 -1.2557911975121734 occupation=Transport-moving 1.2129435076826907 -0.38023154508686086 occupation=Priv-house-serv -1.48995023149264 -2.95634530167633 occupation=Protective-serv 0.5281706224129085 -1.0183784804417824 occupation=Armed-Forces 0.2078391756761573 2.9395107360144888 relationship=Wife 1.2013627329874128 1.4147543246656362 relationship=Own-child 0.9108324827122746 -1.1874871891096737 relationship=Husband -0.24598222640767003 -1.1282955757518804 relationship=Not-in-family 0.6249091400460971 -0.5317361394614462 relationship=Other-relative 0.0812453113263151 -0.6271281645259832 relationship=Unmarried -0.8642517937186596 -0.2528352115048286 race=White -0.7691004815862179 1.8672830516912124 race=Asian-Pac-Islander 0.4225180850399225 2.2001991900885978 race=Amer-Indian-Eskimo 3.2757797820944115 0.3583941186256177 race=Other -0.6647371935824388 -0.018203191894963857 race=Black -0.42492598543123133 -0.4244889957906481 sex -5.291905322869284 2.7525873548895516 capital-gain -1.6915501473031458 3.0599474678306184 capital-loss -1.0356681129721386 10.204078639603448 hours-per-week -0.5344911741030862 -1.102192009877374 native-country=United-States -4.169781021974425 0.21029319765922733 native-country=Cambodia 1.0717148759374973 1.1832701752501111 native-country=England -0.26856103079952764 -1.29861823742309 native-country=Puerto-Rico -0.7208380568126737 -0.189863002800625 native-country=Canada -0.1239995552723195 4.201960948070524 native-country=Germany 1.0838831219920668 0.4461115399354974 native-country=Outlying-US(Guam-USVI-etc) 2.5849754172207597 0.35256285638408064 native-country=India 3.0945172157832816 -0.7927783295913199 native-country=Japan 2.230045029322253 1.5694631081926789 native-country=Greece 0.42400384099893534 -0.09774026002709317 native-country=South 0.7598026405287117 0.22853042863213974 native-country=China 1.489755918846037 -0.01626002242741173 native-country=Cuba -2.2290162180732276 0.8160831995753594 native-country=Iran 0.9919795432096485 -0.15091230696539823 native-country=Honduras -1.184458543154788 0.5969788924110331 native-country=Philippines -2.1746692585900176 -2.2509385933197508 native-country=Italy 1.5785697351241936 -0.8271630317658556 native-country=Poland -2.385875166264348 0.09932110590504262 native-country=Jamaica -0.12363895213584014 0.22429503715705817 native-country=Vietnam 1.1719946299335953 0.43640818502864037 native-country=Mexico -0.38669334496979507 1.2776730675000647 native-country=Portugal -1.7227795533743335 -0.3725321088895183 native-country=Ireland -0.4499118704212288 -0.24677362008567488 native-country=France -1.2690307796784785 -1.4383534022832525 native-country=Dominican-Republic 1.5624570686553523 0.7424021477919625 native-country=Laos 0.7631005808167035 -0.7195716978212313 native-country=Ecuador -0.6732160618715384 0.4062437896834461 native-country=Taiwan 1.9571403066245538 0.2479504886813906 native-country=Haiti 4.517456317468645 -3.0797454044081687 native-country=Columbia -0.0740398432957666 -0.5705548192878455 native-country=Hungary -1.6983938088877062 2.1116200227404494 native-country=Guatemala 2.158984791707022 -1.0216849477228422 native-country=Nicaragua 0.7210299130877943 -0.7744279017167631 native-country=Scotland 0.6929290132619966 -0.13865723013725786 native-country=Thailand 1.8776616142791487 0.27385189314625324 native-country=Yugoslavia 0.010203736603166204 -2.5823551116844126 native-country=El-Salvador 1.3684405863519897 -0.11807191390327376 native-country=Trinadad&Tobago 0.7633301444295028 0.3956936697396555 native-country=Peru 0.8105598385084904 -0.6140328999533228 native-country=Hong 0.7726388531590221 -0.7819781052939102 native-country=Holand-Netherlands Hidden Weights: -4.123609813716247 4.123609813716247 2.9616619880718473 -2.9616619880718478 >50K <=50K Error sum for iteration 6300 = 680.8701324979759 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7395590793495987 -3.289432752179906 age 0.6750341005631757 0.8694860825853983 workclass=Private 0.7495767565710634 -1.5640958239145708 workclass=Self-emp-not-inc -0.05416833520647424 0.9057776322968875 workclass=Self-emp-inc -0.8254495565907891 -2.1231719209340327 workclass=Federal-gov 1.504409344929419 3.0488430810049305 workclass=Local-gov 0.25241143804316396 -1.1237324647029665 workclass=State-gov 1.0632490441773443 0.9505764345854208 workclass=Without-pay -0.3854672796457028 0.7012602881835218 workclass=Never-worked -0.5220124506825892 -1.1615819069340818 fnlwgt -0.008181987176747136 0.39060263775653725 education=Bachelors -0.1153157434568917 -2.3857243624291393 education=Some-college 1.2509556505267814 1.4267342034959263 education=11th 0.22951194746550185 -0.09511153837988802 education=HS-grad -1.4917486575543295 -1.4793256299392163 education=Prof-school -0.24435753574509783 -0.9762076243473126 education=Assoc-acdm -0.7312394117918667 -3.5292967262358337 education=Assoc-voc 0.32459774708749883 -2.08481990626512 education=9th 0.09557800377729551 -0.44028284066591505 education=7th-8th 3.1250419398817875 2.4671691906045905 education=12th -0.0012068485696907236 1.0665348987512682 education=Masters 3.311660978816065 1.3126453922375372 education=1st-4th 1.036784034971015 1.985253474355637 education=10th -1.077378292451288 2.9712512075119184 education=Doctorate -1.1095028936719025 1.914151617707116 education=5th-6th 0.9026711999316203 0.35864446953030754 education=Preschool -2.9450798731078036 -0.5216473923293696 education-num -2.4344145824534555 -1.2933042868121782 marital-status=Married-civ-spouse 1.2398842709899185 1.409815865333546 marital-status=Divorced 1.3316164379625117 -0.5280587034517441 marital-status=Never-married 0.9370694924937163 0.9123444769399569 marital-status=Separated 0.14378671457371 -2.0502016157046 marital-status=Widowed 2.1571971487147286 1.9397912982447998 marital-status=Married-spouse-absent 1.3903346676469737 0.8896185938130206 marital-status=Married-AF-spouse -0.7357208311572337 0.21949372340455744 occupation=Tech-support 0.22713011202785258 1.3048140507848223 occupation=Craft-repair 0.43114011008636033 -0.2613959641178294 occupation=Other-service 0.21618114769187538 1.8869727519065864 occupation=Sales -0.9457378036060327 -0.5631987960320028 occupation=Exec-managerial 0.09182898912552624 1.1535966086665808 occupation=Prof-specialty 1.2171598725328332 3.056660023230544 occupation=Handlers-cleaners 0.08482831200076965 -1.2836718690178726 occupation=Machine-op-inspct 0.606707846102563 1.190687956528744 occupation=Adm-clerical 1.8658667557330073 0.5542635555596804 occupation=Farming-fishing -0.01571974533061525 -1.2627366612022088 occupation=Transport-moving 1.2203440251947466 -0.3774919979665035 occupation=Priv-house-serv -1.4938653973840175 -2.9906256345950717 occupation=Protective-serv 0.5324276462988916 -1.0212504903371387 occupation=Armed-Forces 0.20653202195202383 2.9602600351607182 relationship=Wife 1.2022818438301572 1.4205010479162126 relationship=Own-child 0.9140347968412171 -1.189295345995141 relationship=Husband -0.24539451241095253 -1.1415702611660294 relationship=Not-in-family 0.6272898638264741 -0.52745622463558 relationship=Other-relative 0.08117678174359623 -0.6397082228422456 relationship=Unmarried -0.8659611632433498 -0.25921205260519264 race=White -0.771015392749934 1.8709020498774813 race=Asian-Pac-Islander 0.42124758063481216 2.213379194017332 race=Amer-Indian-Eskimo 3.2875212816942394 0.3566560220067646 race=Other -0.6662778843210878 -0.0239965794413741 race=Black -0.4252564721313912 -0.4309041266050669 sex -5.300576068243092 2.782523945525049 capital-gain -1.6966476844968672 3.0693419227540204 capital-loss -1.0459459072418438 10.264182606276432 hours-per-week -0.5322980114012585 -1.0860948711222533 native-country=United-States -4.176299950277339 0.21350716838979625 native-country=Cambodia 1.0729295771988083 1.1836538757708521 native-country=England -0.2813564626915194 -1.3304730214520322 native-country=Puerto-Rico -0.7240926082181466 -0.19245782828183752 native-country=Canada -0.12287670965564797 4.251173806208792 native-country=Germany 1.085112164868707 0.4466325436490245 native-country=Outlying-US(Guam-USVI-etc) 2.586556384383549 0.35936868156302926 native-country=India 3.1022005214920654 -0.7929849888883616 native-country=Japan 2.2359290912739276 1.5929716417805215 native-country=Greece 0.4236169035179067 -0.09601918006436277 native-country=South 0.7607974897755234 0.22558103215814831 native-country=China 1.4905480971501128 -0.016403467016376936 native-country=Cuba -2.2321869227301985 0.8118444026154075 native-country=Iran 0.9953697920826863 -0.15079698228404556 native-country=Honduras -1.1854999557725032 0.5983892786386272 native-country=Philippines -2.1836226332788407 -2.257558803072387 native-country=Italy 1.569694727096163 -0.842678419612433 native-country=Poland -2.388689104610638 0.10419903444235039 native-country=Jamaica -0.12486141009214118 0.22415672749957583 native-country=Vietnam 1.1745141503074443 0.4473395456763026 native-country=Mexico -0.3855367312993958 1.2920077960722007 native-country=Portugal -1.722743679985649 -0.37076942980399435 native-country=Ireland -0.4537040749014784 -0.24584471977003794 native-country=France -1.2711494344069902 -1.4641531447822909 native-country=Dominican-Republic 1.5695466827702882 0.7426045479387394 native-country=Laos 0.7698811359682325 -0.7205235811284334 native-country=Ecuador -0.67239230995827 0.40689204255135253 native-country=Taiwan 1.965492261234791 0.2504111492084901 native-country=Haiti 4.532415522910933 -3.0881401123574417 native-country=Columbia -0.07363168762133813 -0.5703324595301916 native-country=Hungary -1.7031131846366896 2.1474765947794388 native-country=Guatemala 2.1648081163998816 -1.0233470724986602 native-country=Nicaragua 0.7280413524670848 -0.7754528598160789 native-country=Scotland 0.6977797192526582 -0.13817190043531796 native-country=Thailand 1.8864290600128655 0.2731915672895973 native-country=Yugoslavia -0.013160535929673709 -2.629082172231409 native-country=El-Salvador 1.3753134708257617 -0.11799648357674734 native-country=Trinadad&Tobago 0.763926542121648 0.3798524027655378 native-country=Peru 0.8110457577414413 -0.6138121715131095 native-country=Hong 0.7730470088334553 -0.7817557455362564 native-country=Holand-Netherlands Hidden Weights: -4.1206965075176365 4.120696507517637 2.950546492006377 -2.9505464920063775 >50K <=50K Error sum for iteration 6400 = 679.9592472340928 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7409065289999335 -3.31771252794383 age 0.675408811752012 0.8741628088668089 workclass=Private 0.7544484337309705 -1.5714838567744311 workclass=Self-emp-not-inc -0.05520922709343313 0.9072853247272981 workclass=Self-emp-inc -0.826808021450556 -2.1426926743930026 workclass=Federal-gov 1.5059327227434942 3.080300598757179 workclass=Local-gov 0.25349830392133826 -1.1310737890317997 workclass=State-gov 1.0638241262243116 0.9506573323943169 workclass=Without-pay -0.3850651224896159 0.7014918030918543 workclass=Never-worked -0.5174113064096191 -1.1571134746848435 fnlwgt -0.00946329436464663 0.3922848671626016 education=Bachelors -0.11499423799686237 -2.4016328550393458 education=Some-college 1.2476579162242332 1.4277936328649359 education=11th 0.22894437816523683 -0.09168201368595391 education=HS-grad -1.4922754217195855 -1.4889694400997178 education=Prof-school -0.24488750888444968 -0.9836970154382004 education=Assoc-acdm -0.7336090527728429 -3.557158504571329 education=Assoc-voc 0.3200034674121593 -2.1045193754746956 education=9th 0.0933961584608183 -0.43868591026657927 education=7th-8th 3.1415774088775383 2.483950725345806 education=12th -0.0026545224371944554 1.079238526616044 education=Masters 3.3262326098863357 1.3202584191212234 education=1st-4th 1.0331472725514592 1.9940329671509367 education=10th -1.0783505706205565 2.993513037734913 education=Doctorate -1.1146992506517206 1.9223467902095517 education=5th-6th 0.9074965516557627 0.3607009698588611 education=Preschool -2.950901152907687 -0.5243858988269662 education-num -2.4371107029771806 -1.3104082888523783 marital-status=Married-civ-spouse 1.2406764922194082 1.4252897684527233 marital-status=Divorced 1.3325815769559066 -0.5368645259212607 marital-status=Never-married 0.9367579352275012 0.9157682029083782 marital-status=Separated 0.14782398381651896 -2.055249554333336 marital-status=Widowed 2.1585469947715765 1.9534854209931525 marital-status=Married-spouse-absent 1.392230227255531 0.8914573287407238 marital-status=Married-AF-spouse -0.7352004584279193 0.2233760978382931 occupation=Tech-support 0.22588223163403456 1.3105110634455597 occupation=Craft-repair 0.4299151880131529 -0.268823063657817 occupation=Other-service 0.21594287010292024 1.9041580310853368 occupation=Sales -0.944891543614037 -0.5638783075667892 occupation=Exec-managerial 0.09271060966810475 1.1663988977685837 occupation=Prof-specialty 1.2150397476307997 3.0702116751887027 occupation=Handlers-cleaners 0.08534650648641431 -1.2942931115087244 occupation=Machine-op-inspct 0.607925159474386 1.2039796990993885 occupation=Adm-clerical 1.8662909808082753 0.5527887037291134 occupation=Farming-fishing -0.014087564850186295 -1.2695416819185348 occupation=Transport-moving 1.227697136985837 -0.37478707608109435 occupation=Priv-house-serv -1.497760792837541 -3.024830150752265 occupation=Protective-serv 0.5366084256761207 -1.0240601918730048 occupation=Armed-Forces 0.20521487745753303 2.9807599439021604 relationship=Wife 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-1.3618245039812518 native-country=Puerto-Rico -0.7273324493423468 -0.19510870908152833 native-country=Canada -0.12175144055222786 4.300181920374672 native-country=Germany 1.0863324948516926 0.4471777277147498 native-country=Outlying-US(Guam-USVI-etc) 2.5881378852920913 0.3660866579597614 native-country=India 3.1097236202406475 -0.7931739566091872 native-country=Japan 2.2418222276073263 1.6161822096677405 native-country=Greece 0.42323367385988114 -0.09433463152486003 native-country=South 0.7618086257712303 0.22265828944893964 native-country=China 1.491368362350155 -0.016526785837577843 native-country=Cuba -2.23529393788876 0.8075518902340694 native-country=Iran 0.9987194390142621 -0.15066864714261874 native-country=Honduras -1.1864382287097046 0.5998011814621048 native-country=Philippines -2.1923223290646083 -2.2637185509361073 native-country=Italy 1.5604850660731158 -0.8582771259661038 native-country=Poland -2.3914344342229543 0.10906255832048424 native-country=Jamaica -0.1259002491163808 0.22403483313204034 native-country=Vietnam 1.177054881496399 0.4582630077986835 native-country=Mexico -0.3843739381387068 1.3063906786189894 native-country=Portugal -1.722652937513152 -0.3690169134642754 native-country=Ireland -0.4574379244029206 -0.2449163676470093 native-country=France -1.2732712593313718 -1.4901928947959855 native-country=Dominican-Republic 1.5765655914159127 0.7428167478732906 native-country=Laos 0.7765860180329346 -0.7214499846712347 native-country=Ecuador -0.6715369337109355 0.4075425185735734 native-country=Taiwan 1.9737392331117622 0.2528387424179103 native-country=Haiti 4.547015366938016 -3.096349104057439 native-country=Columbia -0.07322953046525817 -0.5701009446218591 native-country=Hungary -1.7077798373232682 2.183234414423252 native-country=Guatemala 2.1704445118111595 -1.0248722216652901 native-country=Nicaragua 0.7349650945330934 -0.7764514830576211 native-country=Scotland 0.7026284981103703 -0.1376814776098789 native-country=Thailand 1.8951022597065907 0.2725473353956429 native-country=Yugoslavia -0.03647726081443788 -2.675309162205534 native-country=El-Salvador 1.382055625626308 -0.1178693202012686 native-country=Trinadad&Tobago 0.7644621138792167 0.3636897054224977 native-country=Peru 0.811525411143404 -0.6135822128825181 native-country=Hong 0.7734491659895597 -0.7815242306279239 native-country=Holand-Netherlands Hidden Weights: -4.117843830838713 4.117843830838717 2.939816549449806 -2.939816549449807 >50K <=50K Error sum for iteration 6500 = 679.0663519379865 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.742366191983144 -3.3464678550634313 age 0.6757600483786768 0.8787876532983553 workclass=Private 0.7592989682215636 -1.5786382828240915 workclass=Self-emp-not-inc -0.05625348626022737 0.9087704270517518 workclass=Self-emp-inc -0.82813821263573 -2.1621046008685774 workclass=Federal-gov 1.5074081217700692 3.1115796414838486 workclass=Local-gov 0.25457130793152033 -1.1383729929965367 workclass=State-gov 1.0643944869415054 0.9507485633742968 workclass=Without-pay -0.38466871685499165 0.7017327806900544 workclass=Never-worked -0.512936837940591 -1.1527106646332863 fnlwgt -0.010753188591079049 0.39392051428640606 education=Bachelors -0.11463052210866208 -2.417301589934362 education=Some-college 1.2444357815980744 1.428883493145613 education=11th 0.2283868559915895 -0.0882791494054566 education=HS-grad -1.4927809618658097 -1.4984820452299492 education=Prof-school -0.24542262177099283 -0.9912011954540266 education=Assoc-acdm -0.735918297858765 -3.58482440571165 education=Assoc-voc 0.3154098177939806 -2.1242053518161406 education=9th 0.09137875443438583 -0.4367974275450486 education=7th-8th 3.1579304607643492 2.5004433049687194 education=12th -0.004118415297067559 1.09193858053884 education=Masters 3.34053003545376 1.327797406015873 education=1st-4th 1.0295679775232405 2.0026416352612353 education=10th -1.0792792400018343 3.015705849802453 education=Doctorate -1.1197776998725393 1.9304235100958094 education=5th-6th 0.9120769028239698 0.3628951548271256 education=Preschool -2.9565704490257025 -0.527038174455764 education-num -2.439738218074229 -1.3272335617610973 marital-status=Married-civ-spouse 1.24144389447848 1.4408090503058746 marital-status=Divorced 1.3334899783638705 -0.5457316466606704 marital-status=Never-married 0.9364432658578626 0.9191578258047892 marital-status=Separated 0.1519170908581429 -2.0599844583883056 marital-status=Widowed 2.1597911372406986 1.9667614163239169 marital-status=Married-spouse-absent 1.394105443063454 0.8933143903362089 marital-status=Married-AF-spouse -0.734677213950755 0.22727742061271416 occupation=Tech-support 0.22464345809866934 1.3161462891965259 occupation=Craft-repair 0.42874933063964804 -0.27604786450883084 occupation=Other-service 0.2156870595916139 1.9211651709154387 occupation=Sales -0.9440311438356109 -0.5644606536447128 occupation=Exec-managerial 0.09358473886637701 1.1792224061963523 occupation=Prof-specialty 1.2128950318754224 3.0836331536816726 occupation=Handlers-cleaners 0.08588683365815153 -1.3047692430129998 occupation=Machine-op-inspct 0.6091330813442405 1.2173173509689323 occupation=Adm-clerical 1.8666532376289726 0.5511179019336215 occupation=Farming-fishing -0.012469968182370696 -1.2762132605214629 occupation=Transport-moving 1.2350046344700578 -0.37211688655649644 occupation=Priv-house-serv -1.5016346603333373 -3.0589512057477153 occupation=Protective-serv 0.5407150008408486 -1.0268084875564791 occupation=Armed-Forces 0.20388661504766703 3.001014169225848 relationship=Wife 1.20399506991458 1.4312047501107132 relationship=Own-child 0.9203222212669685 -1.1925491621955229 relationship=Husband -0.2440408752149965 -1.1668604530976077 relationship=Not-in-family 0.6318567909039648 -0.5188308434534808 relationship=Other-relative 0.0810808529342133 -0.6646325370605778 relationship=Unmarried -0.869278170535966 -0.27156504205698745 race=White -0.77477374434666 1.8784934997654414 race=Asian-Pac-Islander 0.4186557333567802 2.2390655346430104 race=Amer-Indian-Eskimo 3.3105623341184525 0.35316525374677865 race=Other -0.6692704142985533 -0.03528820965839344 race=Black -0.42592674026609817 -0.44428893768286687 sex -5.317267741305901 2.842084483133633 capital-gain -1.7065195638358948 3.0887593638868625 capital-loss -1.066359575364077 10.380988886476626 hours-per-week -0.5279481381000821 -1.053366698127447 native-country=United-States -4.188621412633322 0.2199368827885787 native-country=Cambodia 1.0752584320822647 1.183507953790613 native-country=England -0.3062673102030114 -1.3926937873800247 native-country=Puerto-Rico -0.7305598933107138 -0.19780906331466994 native-country=Canada -0.12062596575902068 4.34898098251765 native-country=Germany 1.0875444374035332 0.44774746510092134 native-country=Outlying-US(Guam-USVI-etc) 2.5897221178489396 0.3727194783536755 native-country=India 3.1170921545306216 -0.7933452384897675 native-country=Japan 2.2477240252855846 1.6391009371544025 native-country=Greece 0.4228495921604085 -0.09268404298114655 native-country=South 0.7628304361742854 0.21976231143115138 native-country=China 1.4922159378233393 -0.01663692706845877 native-country=Cuba -2.238344495017268 0.8032043455062261 native-country=Iran 1.002029553168529 -0.1505271411907397 native-country=Honduras -1.1872836107824953 0.601215180828699 native-country=Philippines -2.200778307372073 -2.2694333322175813 native-country=Italy 1.550954437425522 -0.8739623579095993 native-country=Poland -2.394117748774993 0.11391371912458198 native-country=Jamaica -0.12677357620737212 0.22392951160148863 native-country=Vietnam 1.179615449077303 0.4691753435522181 native-country=Mexico -0.38320692933296735 1.3208221255491503 native-country=Portugal -1.7225127460678336 -0.36727357151590156 native-country=Ireland -0.4611138307547578 -0.24398777257376814 native-country=France -1.2754003898847317 -1.5164783741782286 native-country=Dominican-Republic 1.5835152357523694 0.7430390286034058 native-country=Laos 0.7832164614787086 -0.7223509158036684 native-country=Ecuador -0.6706557124514261 0.4081956005014087 native-country=Taiwan 1.9818847902279317 0.25523382046644144 native-country=Haiti 4.561271161083397 -3.1043792544240265 native-country=Columbia -0.0728331248306334 -0.569859967023659 native-country=Hungary -1.7123941304844088 2.2188965156788445 native-country=Guatemala 2.1759021635968785 -1.0262645462074642 native-country=Nicaragua 0.7418033007751461 -0.7774241030702725 native-country=Scotland 0.7074697675095459 -0.13718551824567266 native-country=Thailand 1.9036833171136003 0.2719191490093215 native-country=Yugoslavia -0.0596864548571061 -2.7209595164070106 native-country=El-Salvador 1.3886715058807781 -0.11769034163832988 native-country=Trinadad&Tobago 0.7649345709234805 0.3471946487435062 native-country=Peru 0.8119990568406414 -0.613342720461988 native-country=Hong 0.7738455716241721 -0.7812832530297238 native-country=Holand-Netherlands Hidden Weights: -4.11504844939226 4.11504844939226 2.9294540158196325 -2.9294540158196325 >50K <=50K Error sum for iteration 6600 = 678.1909096879574 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.743932756738072 -3.375686642763895 age 0.6760897102246186 0.8833666363117749 workclass=Private 0.7641280699713419 -1.5855640045080486 workclass=Self-emp-not-inc -0.057300439358303826 0.9102376376290319 workclass=Self-emp-inc -0.8294399064892443 -2.181404664737363 workclass=Federal-gov 1.508837035172646 3.1426805620536746 workclass=Local-gov 0.2556296774841322 -1.145635685322872 workclass=State-gov 1.064960279393508 0.9508504344596916 workclass=Without-pay -0.3842778373849179 0.701983481181213 workclass=Never-worked -0.5085855303658231 -1.1483739202605838 fnlwgt -0.012050115856865173 0.3955138542071443 education=Bachelors -0.11422457054138663 -2.4327356151773585 education=Some-college 1.2412883070931429 1.4300013743076931 education=11th 0.22783994418139106 -0.08490624738958358 education=HS-grad -1.493267272931636 -1.5078702275201952 education=Prof-school -0.2459622251986143 -0.9987231093469136 education=Assoc-acdm -0.7381714259373383 -3.6123094423725153 education=Assoc-voc 0.3108200434282839 -2.1438767204287905 education=9th 0.08951913896260315 -0.4346332812502882 education=7th-8th 3.1741028933764412 2.5166570054464397 education=12th -0.005597919182466205 1.1046325296468475 education=Masters 3.3545627037835573 1.3352659482848148 education=1st-4th 1.0260490818368477 2.0111019806744244 education=10th -1.0801662216922685 3.0378412377415733 education=Doctorate -1.1247413031191593 1.9383839197028827 education=5th-6th 0.9164156880958672 0.3652318891057159 education=Preschool -2.9620929417206283 -0.529609641993668 education-num -2.442299504087546 -1.3437769996423317 marital-status=Married-civ-spouse 1.2421859881010724 1.4563680973974944 marital-status=Divorced 1.3343429000938627 -0.5546631184274736 marital-status=Never-married 0.9361254030736391 0.9225145902490368 marital-status=Separated 0.15606578592169382 -2.064408201813116 marital-status=Widowed 2.160934395365408 1.9796294759102235 marital-status=Married-spouse-absent 1.3959608153712353 0.8951896796538313 marital-status=Married-AF-spouse -0.7341522487951149 0.23119472411711037 occupation=Tech-support 0.22341380545875938 1.3217232223130344 occupation=Craft-repair 0.4276427932095098 -0.2830678139044464 occupation=Other-service 0.2154140769918025 1.937994544348324 occupation=Sales -0.9431580284221824 -0.5649484816724156 occupation=Exec-managerial 0.09445213751612692 1.192070905915563 occupation=Prof-specialty 1.2107276358096175 3.0969358521947496 occupation=Handlers-cleaners 0.08644640300058376 -1.3151088844513754 occupation=Machine-op-inspct 0.6103313460815797 1.2306991178728066 occupation=Adm-clerical 1.866956021609618 0.5492512493225741 occupation=Farming-fishing -0.010867791600114474 -1.282758526895844 occupation=Transport-moving 1.2422682498734428 -0.36948156042109975 occupation=Priv-house-serv -1.5054849434745872 -3.092980562732385 occupation=Protective-serv 0.5447493117947043 -1.029496283245221 occupation=Armed-Forces 0.20254612421863796 3.0210272783085954 relationship=Wife 1.2047932842648936 1.4361890656210825 relationship=Own-child 0.9234079590953335 -1.1940075511825754 relationship=Husband -0.24327950515450722 -1.178889388707384 relationship=Not-in-family 0.6340507029976861 -0.5144871074277505 relationship=Other-relative 0.08105442201140028 -0.6769765662067541 relationship=Unmarried -0.870889177359765 -0.27756502042062403 race=White -0.7766131208701087 1.8825120948745608 race=Asian-Pac-Islander 0.4173379737320013 2.2515749304938786 race=Amer-Indian-Eskimo 3.3218658380011474 0.35141534839831995 race=Other -0.6707243420983907 -0.040807210521672015 race=Black -0.42626835603226204 -0.451277922150599 sex -5.325301902105916 2.8717159785664172 capital-gain -1.7113023989408263 3.0987749548195893 capital-loss -1.0764968000504478 10.437752372508251 hours-per-week -0.5257945170247887 -1.0367476929470316 native-country=United-States -4.194455100051041 0.2231545459997371 native-country=Cambodia 1.0763683114904754 1.1829758739863032 native-country=England -0.31837463982352016 -1.4231030139034249 native-country=Puerto-Rico -0.7337771109011085 -0.2005519636816565 native-country=Canada -0.11950206796176589 4.397567076947614 native-country=Germany 1.0887482957818453 0.4483420583317513 native-country=Outlying-US(Guam-USVI-etc) 2.591310818851951 0.37926948072939876 native-country=India 3.124311369065211 -0.7934988616167283 native-country=Japan 2.2536338746333757 1.6617338754060695 native-country=Greece 0.4224601254239112 -0.09106505459228476 native-country=South 0.7638574174735763 0.2168932533914279 native-country=China 1.4930897438327515 -0.016740786507261598 native-country=Cuba -2.24134512216277 0.798800380968457 native-country=Iran 1.0053011257404028 -0.15037234362379695 native-country=Honduras -1.1880458546578956 0.6026317658328725 native-country=Philippines -2.2090002473276074 -2.274717628352039 native-country=Italy 1.5411163737718097 -0.8897369703224326 native-country=Poland -2.3967450675358 0.11875440730181877 native-country=Jamaica -0.12749786059743276 0.22384088488315237 native-country=Vietnam 1.182194362294256 0.4800736408500906 native-country=Mexico -0.38203737557936784 1.3353025254539428 native-country=Portugal -1.7223280034237958 -0.3655384928671118 native-country=Ireland -0.4647322728884933 -0.24305820179391552 native-country=France -1.2775407648874477 -1.543015557118686 native-country=Dominican-Republic 1.5903969576614383 0.7432716257691521 native-country=Laos 0.7897736673008534 -0.7232264193550195 native-country=Ecuador -0.6697542169613282 0.4088516132030296 native-country=Taiwan 1.9899322250519575 0.2575970652141742 native-country=Haiti 4.575197337678726 -3.1122370796642675 native-country=Columbia -0.07244224536055609 -0.5696092665325004 native-country=Hungary -1.7169564385689644 2.254465650625813 native-country=Guatemala 2.1811887949140383 -1.0275280363108652 native-country=Nicaragua 0.7485580118228875 -0.7783710679090999 native-country=Scotland 0.7122980681623328 -0.13668364059673105 native-country=Thailand 1.912174206347162 0.27130693614056484 native-country=Yugoslavia -0.0827297606543875 -2.7659599778945956 native-country=El-Salvador 1.395165372817999 -0.11745953798408272 native-country=Trinadad&Tobago 0.7653416178119581 0.33035580388451474 native-country=Peru 0.8124669303414397 -0.6130934376995086 native-country=Hong 0.7742364510942389 -0.7810325525385652 native-country=Holand-Netherlands Hidden Weights: -4.112307331052992 4.112307331052991 2.919441745185482 -2.919441745185481 >50K <=50K Error sum for iteration 6700 = 677.3322006524786 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.7456007039434174 -3.4053557962899506 age 0.6763996504816708 0.88790564907645 workclass=Private 0.7689353566284239 -1.592266051092629 workclass=Self-emp-not-inc -0.05834931725289755 0.9116914761784071 workclass=Self-emp-inc -0.8307129040972455 -2.200589762929667 workclass=Federal-gov 1.5102207974733126 3.173603474278199 workclass=Local-gov 0.25667257170456204 -1.1528675560149724 workclass=State-gov 1.0655216385684407 0.9509631995298377 workclass=Without-pay -0.38389227957773936 0.7022441153905167 workclass=Never-worked -0.504353190370864 -1.1441027764443616 fnlwgt -0.013352631222743057 0.39706864126468955 education=Bachelors -0.11377656592414483 -2.4479400830662676 education=Some-college 1.2382143067657045 1.4311450097104848 education=11th 0.2273040192876804 -0.08156645764072097 education=HS-grad -1.4937360730251734 -1.517140601973383 education=Prof-school -0.24650573974534784 -1.006265626863814 education=Assoc-acdm -0.7403727764120349 -3.6396283704337824 education=Assoc-voc 0.3062371654959006 -2.163532309995782 education=9th 0.0878108970844529 -0.43220829240187225 education=7th-8th 3.1900965743798912 2.5326013789066013 education=12th -0.007092411618471735 1.1173171942635787 education=Masters 3.368339646746528 1.3426674558036271 education=1st-4th 1.0225931241776605 2.0194360868988728 education=10th -1.0810132781526351 3.0599311001834986 education=Doctorate -1.1295930205337787 1.9462300064673752 education=5th-6th 0.9205168963667908 0.3677151855324794 education=Preschool -2.967473799397285 -0.5321058805459071 education-num -2.4447966434411796 -1.3600356737615578 marital-status=Married-civ-spouse 1.2429022891864874 1.471961359880443 marital-status=Divorced 1.3351415498121357 -0.563661650327689 marital-status=Never-married 0.9358041393439676 0.9258392424169709 marital-status=Separated 0.16026957779870601 -2.068522624169374 marital-status=Widowed 2.161981413434893 1.9920993258404591 marital-status=Married-spouse-absent 1.3977968248119454 0.8970830565881422 marital-status=Married-AF-spouse -0.7336265599190736 0.2351252624724114 occupation=Tech-support 0.22219323976473687 1.3272452588966317 occupation=Craft-repair 0.4265956485439938 -0.289881293035453 occupation=Other-service 0.21512422674276518 1.9546465783081797 occupation=Sales -0.9422735606894755 -0.5653443816013611 occupation=Exec-managerial 0.09531353518188851 1.2049481760671836 occupation=Prof-specialty 1.2085393227518322 3.1101305237827868 occupation=Handlers-cleaners 0.08702231215197052 -1.325320792339726 occupation=Machine-op-inspct 0.6115196126156867 1.2441228893772882 occupation=Adm-clerical 1.867201710012198 0.5471892497525769 occupation=Farming-fishing -0.00928190361914288 -1.2891846439633816 occupation=Transport-moving 1.249489657751811 -0.3668812507329771 occupation=Priv-house-serv -1.5093093983474017 -3.1269096333276134 occupation=Protective-serv 0.548713197869832 -1.0321244882902378 occupation=Armed-Forces 0.2011923346440605 3.0408046550048105 relationship=Wife 1.2055552491065322 1.4409461540011956 relationship=Own-child 0.9264552180034796 -1.1953620649866254 relationship=Husband -0.24246486527993655 -1.1905183993712887 relationship=Not-in-family 0.6361897833475059 -0.5101241479361848 relationship=Other-relative 0.08104307691215977 -0.6892415873761338 relationship=Unmarried -0.8724707975493079 -0.2834635617027485 race=White -0.7784230515496907 1.8867114092824506 race=Asian-Pac-Islander 0.41600773752900577 2.2638625975096187 race=Amer-Indian-Eskimo 3.3330271389465524 0.34966418936654103 race=Other -0.6721516044786009 -0.04625624691022656 race=Black -0.42661551063410064 -0.45847755500664394 sex -5.333136580247083 2.9012519753289245 capital-gain -1.7159884747784306 3.108988191644019 capital-loss -1.0865881304425273 10.49346398980855 hours-per-week -0.5236564929450075 -1.0199637670337602 native-country=United-States -4.200090349259609 0.22637510207210607 native-country=Cambodia 1.077439231723846 1.1821361066236842 native-country=England -0.3302482034627369 -1.4530749686826414 native-country=Puerto-Rico -0.7369860947619042 -0.20333006376957424 native-country=Canada -0.11838108606925742 4.445936685139082 native-country=Germany 1.0899443519083316 0.4489617393137585 native-country=Outlying-US(Guam-USVI-etc) 2.59290529686542 0.38573866984969046 native-country=India 3.1313861359940827 -0.7936348787651797 native-country=Japan 2.2595510044578515 1.6840870054224448 native-country=Greece 0.4220607979313854 -0.08947550921020718 native-country=South 0.7648842184698772 0.21405130888988474 native-country=China 1.4939884657484233 -0.016845192329933197 native-country=Cuba -2.2443016597010175 0.794338522252131 native-country=Iran 1.008535077374856 -0.15020417586518908 native-country=Honduras -1.188734196559586 0.6040513337829926 native-country=Philippines -2.216997522214116 -2.2795848996087584 native-country=Italy 1.5309842861270362 -0.9056034727066096 native-country=Poland -2.399321810593852 0.12358637876052506 native-country=Jamaica -0.12808807833940614 0.2237690364688715 native-country=Vietnam 1.1847900666646505 0.4909553047658308 native-country=Mexico -0.38086664703389217 1.3498322618964058 native-country=Portugal -1.7221030963819688 -0.36381084221775306 native-country=Ireland -0.4682937907810139 -0.242126981658141 native-country=France -1.2796961168657914 -1.5698107350101396 native-country=Dominican-Republic 1.5972120060965762 0.7435147274263884 native-country=Laos 0.796258803221861 -0.7240765798376424 native-country=Ecuador -0.6688377892130397 0.40951082280290807 native-country=Taiwan 1.997884582199489 0.2599292656114572 native-country=Haiti 4.588807496814882 -3.119928762907 native-country=Columbia -0.07205668755338722 -0.5693486323231968 native-country=Hungary -1.7214671538314918 2.289944351680244 native-country=Guatemala 2.186311685463006 -1.0286665278504827 native-country=Nicaragua 0.7552311564761927 -0.7792927475189521 native-country=Scotland 0.7171080615356819 -0.13617552569334315 native-country=Thailand 1.9205767823224411 0.27071059641849454 native-country=Yugoslavia -0.10555111885452272 -2.810241160260259 native-country=El-Salvador 1.4015413026210854 -0.1171769682630261 native-country=Trinadad&Tobago 0.7656809556575853 0.31316120518862894 native-country=Peru 0.8129292453931151 -0.6128341571597079 native-country=Hong 0.7746220089014237 -0.7807719183292615 native-country=Holand-Netherlands Hidden Weights: -4.109617737671861 4.109617737671861 2.9097635310610617 -2.909763531061064 >50K <=50K Error sum for iteration 6800 = 676.4896936111827 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.747364354501605 -3.435461354414153 age 0.6766916582929093 0.8924103675897452 workclass=Private 0.7737203711411301 -1.5987495429553182 workclass=Self-emp-not-inc -0.059399269824861926 0.913136248710387 workclass=Self-emp-inc -0.831957058500941 -2.2196567944369914 workclass=Federal-gov 1.511560609590994 3.2043482873934885 workclass=Local-gov 0.25769910951512914 -1.1600742781352709 workclass=State-gov 1.0660786823092363 0.9510870581394208 workclass=Without-pay -0.3835118589765637 0.7025148432091556 workclass=Never-worked -0.5002351010346563 -1.1398961215456689 fnlwgt -0.014659398137447478 0.39858807390998124 education=Bachelors -0.1132868936494406 -2.462920217701529 education=Some-college 1.2352123723763195 1.4323122413428113 education=11th 0.22677929434700303 -0.07826272460571805 education=HS-grad -1.4941888238982894 -1.52629957916074 education=Prof-school -0.24705264652069858 -1.0138314813318343 education=Assoc-acdm -0.7425267177639935 -3.666795583781225 education=Assoc-voc 0.30166396814763585 -2.1831708865840342 education=9th 0.08624782394419174 -0.42953624289759135 education=7th-8th 3.2059134428670646 2.548285477023705 education=12th -0.008601260886548213 1.1299887007347411 education=Masters 3.3818694974904533 1.3500051529619383 education=1st-4th 1.0192022653938375 2.0276655456969572 education=10th -1.081822021360682 3.0819875430490242 education=Doctorate -1.1343357209652785 1.9539636032274235 education=5th-6th 0.9243850467141355 0.3703481624195379 education=Preschool -2.972718165951153 -0.5345326008685404 education-num -2.447231475185907 -1.376006905156834 marital-status=Married-civ-spouse 1.2435923385136642 1.487583397999141 marital-status=Divorced 1.3358870848543467 -0.5727296571159088 marital-status=Never-married 0.9354791675888074 0.929132062678289 marital-status=Separated 0.16452772726881004 -2.0723295402610935 marital-status=Widowed 2.1629366833088524 2.0041802574667966 marital-status=Married-spouse-absent 1.3996139336158429 0.8989943381366651 marital-status=Married-AF-spouse -0.7331009848355023 0.23906654848405817 occupation=Tech-support 0.22098169506867518 1.3327157098857316 occupation=Craft-repair 0.4256077522899155 -0.29648773328082667 occupation=Other-service 0.21481778175769484 1.9711217968360373 occupation=Sales -0.9413790399977261 -0.5656508859971845 occupation=Exec-managerial 0.09616964019197606 1.2178579842536448 occupation=Prof-specialty 1.2063317378656842 3.1232273037926985 occupation=Handlers-cleaners 0.08761168516687465 -1.3354137370648842 occupation=Machine-op-inspct 0.6126974800852316 1.257586236892476 occupation=Adm-clerical 1.867392564107233 0.5449328399905984 occupation=Farming-fishing -0.00771318563030841 -1.2954987126170476 occupation=Transport-moving 1.2566704764736372 -0.3643161300019673 occupation=Priv-house-serv -1.5131057053612638 -3.1607297389380524 occupation=Protective-serv 0.5526083968550176 -1.0346940148589368 occupation=Armed-Forces 0.19982423559630028 3.060352455310912 relationship=Wife 1.2062829536068171 1.4454890834171064 relationship=Own-child 0.9294639799041172 -1.1966190094033708 relationship=Husband -0.24159936102790142 -1.201757080109189 relationship=Not-in-family 0.6382774922510499 -0.5057432510443676 relationship=Other-relative 0.08104738481967151 -0.7014273993744582 relationship=Unmarried -0.8740247466961971 -0.28927284766601763 race=White -0.7802012258089134 1.8911160324098124 race=Asian-Pac-Islander 0.41466635700360005 2.275928260919695 race=Amer-Indian-Eskimo 3.344048004514117 0.34791302616421177 race=Other -0.6735534982995749 -0.05164662263979387 race=Black -0.4269691085057151 -0.4658974819038741 sex -5.340777631842303 2.93069422942873 capital-gain -1.720581510795414 3.1193924905346835 capital-loss -1.0966336302838378 10.548154715279283 hours-per-week -0.5215345959181693 -1.0030164129029877 native-country=United-States -4.205540976096558 0.22959912738835117 native-country=Cambodia 1.0784694920215816 1.1809874868765917 native-country=England -0.34188914089168027 -1.4826327344373238 native-country=Puerto-Rico -0.7401886292283987 -0.20613552166396604 native-country=Canada -0.11726391223502466 4.494086686569798 native-country=Germany 1.0911328671866818 0.4496066702203856 native-country=Outlying-US(Guam-USVI-etc) 2.5945064658635792 0.3921287412157736 native-country=India 3.138320979588967 -0.793753372173352 native-country=Japan 2.2654745139190844 1.7061662431729927 native-country=Greece 0.42164722329890425 -0.08791344333868004 native-country=South 0.7659056836514909 0.2112367025362954 native-country=China 1.4949106176852467 -0.01695689019563678 native-country=Cuba -2.247219276169613 0.7898171909196798 native-country=Iran 1.011732265647993 -0.15002260371687237 native-country=Honduras -1.189357336145558 0.6054741900767501 native-country=Philippines -2.2247791819424854 -2.2840475787475345 native-country=Italy 1.5205714886943098 -0.9215640340608218 native-country=Poland -2.401852777093621 0.12841127127187163 native-country=Jamaica -0.12855784443160395 0.2237140087832062 native-country=Vietnam 1.1874009916548085 0.5018180602916315 native-country=Mexico -0.3796958087613018 1.3644117307585233 native-country=Portugal -1.7218419131838598 -0.3620898583887002 native-country=Ireland -0.47179897892255807 -0.24119349791250372 native-country=France -1.2818699723479487 -1.5968705872631115 native-country=Dominican-Republic 1.6039615435702563 0.743768472322611 native-country=Laos 0.8026730044377348 -0.7249015232934574 native-country=Ecuador -0.6679115199369412 0.4101734364766167 native-country=Taiwan 2.0057446843688242 0.2622312965169967 native-country=Haiti 4.6021144482069385 -3.1274601765396213 native-country=Columbia -0.07167626695222676 -0.5690779045045579 native-country=Hungary -1.7259266920007363 2.325334992183954 native-country=Guatemala 2.191277688076756 -1.0296837070575822 native-country=Nicaragua 0.7618245602255787 -0.7801895385127615 native-country=Scotland 0.7218945378215168 -0.13566091791594082 native-country=Thailand 1.9288927911228708 0.27012999669936394 native-country=Yugoslavia -0.12809739399378148 -2.853738023218067 native-country=El-Salvador 1.4078031947512737 -0.11684275634427584 native-country=Trinadad&Tobago 0.7659502850966216 0.2955983109999833 native-country=Peru 0.8133861948630802 -0.6125647221051178 native-country=Hong 0.7750024295025743 -0.7805011905106226 native-country=Holand-Netherlands Hidden Weights: -4.106977216604011 4.106977216604009 2.9004040535008073 -2.900404053500806 >50K <=50K Error sum for iteration 6900 = 675.6624803768343 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.749217916178734 -3.465988644087673 age 0.6769674417030426 0.8968861736685048 workclass=Private 0.7784826011138852 -1.6050196584052325 workclass=Self-emp-not-inc -0.06044938195000338 0.9145760127143936 workclass=Self-emp-inc -0.8331723008284645 -2.238602737881215 workclass=Federal-gov 1.512857562667929 3.234914754254385 workclass=Local-gov 0.2587083974145059 -1.1672614126256233 workclass=State-gov 1.0666315122675036 0.951222154760001 workclass=Without-pay -0.38313641031892004 0.7027957725544687 workclass=Never-worked -0.49622616632590416 -1.1357524292084176 fnlwgt -0.01596918631628643 0.40007477998401986 education=Bachelors -0.11275613464330195 -2.4776812901933627 education=Some-college 1.2322808976448922 1.4335009910267136 education=11th 0.22626584212691642 -0.07499773596448321 education=HS-grad -1.4946267501551413 -1.5353533277979174 education=Prof-school -0.24760247804374352 -1.0214232119991953 education=Assoc-acdm -0.7446376178429561 -3.693825025988643 education=Assoc-voc 0.29710299201321627 -2.202791147008508 education=9th 0.08482390442509474 -0.4266299044266021 education=7th-8th 3.2215555117900547 2.5637178728106327 education=12th -0.010123831791316578 1.1426424487417364 education=Masters 3.3951605079604876 1.357282080652917 education=1st-4th 1.015878301277954 2.035811371760412 education=10th -1.0825939230572506 3.1040227727579546 education=Doctorate -1.1389721903388634 1.9615863888440022 education=5th-6th 0.928025150832043 0.37313302539124005 education=Preschool -2.9778311463072438 -0.536895626649179 education-num -2.449605638584926 -1.3916883214478157 marital-status=Married-civ-spouse 1.2442557198136985 1.5032289337655076 marital-status=Divorced 1.3365806135819973 -0.5818693090843092 marital-status=Never-married 0.9351501070377377 0.9323929020322768 marital-status=Separated 0.16883924063902467 -2.0758307625986663 marital-status=Widowed 2.163804560820409 2.0158811537531287 marital-status=Married-spouse-absent 1.4014125865211535 0.9009232975066077 marital-status=Married-AF-spouse -0.7325761948351966 0.24301639136150704 occupation=Tech-support 0.21977908819754316 1.3381378172333716 occupation=Craft-repair 0.4246787133565284 -0.3028877075683158 occupation=Other-service 0.21449500686316703 1.9874208696666098 occupation=Sales -0.9404756991760836 -0.5658704762702641 occupation=Exec-managerial 0.09702114911122227 1.2308040706421441 occupation=Prof-specialty 1.2041064333086835 3.1362357321027865 occupation=Handlers-cleaners 0.08821170949786156 -1.345396391340113 occupation=Machine-op-inspct 0.6138645036390318 1.2710864205441554 occupation=Adm-clerical 1.867530730629581 0.5424834136836985 occupation=Farming-fishing -0.006162511284794591 -1.3017076822703524 occupation=Transport-moving 1.263812269793168 -0.3617863869866233 occupation=Priv-house-serv -1.516871578350317 -3.1944323813552806 occupation=Protective-serv 0.5564365437550426 -1.0372057764702847 occupation=Armed-Forces 0.1984408913181918 3.0796775598417994 relationship=Wife 1.2069783758323211 1.4498307231488852 relationship=Own-child 0.9324341401177104 -1.1977846380592132 relationship=Husband -0.2406854830640997 -1.2126161960903792 relationship=Not-in-family 0.6403171434725375 -0.5013458002281282 relationship=Other-relative 0.08106789868042166 -0.7135338389819756 relationship=Unmarried -0.8755527285232094 -0.2950048469746411 race=White -0.7819452575500894 1.8957504895396409 race=Asian-Pac-Islander 0.4133149818156554 2.28777102074805 race=Amer-Indian-Eskimo 3.3549301449294555 0.346163046461746 race=Other -0.6749314174092707 -0.056989779097755495 race=Black -0.42733004158000837 -0.47354721831333185 sex -5.348230627383347 2.9600436981689544 capital-gain -1.7250850189765676 3.129980282543825 capital-loss -1.1066331031174077 10.601855339664883 hours-per-week -0.5194289528195253 -0.9859053004124787 native-country=United-States -4.210820096285569 0.23282705035608703 native-country=Cambodia 1.0794576195271215 1.179528886234352 native-country=England -0.3533002529999681 -1.5117993960216969 native-country=Puerto-Rico -0.7433862657859722 -0.20895992211173528 native-country=Canada -0.11615099538933633 4.542014356274281 native-country=Germany 1.0923140832861349 0.4502769454415202 native-country=Outlying-US(Guam-USVI-etc) 2.5961148798255214 0.3984411071718613 native-country=India 3.145120100299249 -0.7938544567144739 native-country=Japan 2.2714034014497644 1.7279774455542565 native-country=Greece 0.42121513720238224 -0.08637707788861448 native-country=South 0.7669168952696872 0.2084496817869129 native-country=China 1.49585460085682 -0.017082529153929354 native-country=Cuba -2.250102485739182 0.7852346866965353 native-country=Iran 1.014893492492753 -0.1498276389457512 native-country=Honduras -1.1899234173450215 0.6069005489477866 native-country=Philippines -2.232353940824701 -2.2881170674822098 native-country=Italy 1.509891217380955 -0.9376204857102546 native-country=Poland -2.4043421282824458 0.1332306207226812 native-country=Jamaica -0.12891953310114954 0.22367580099225523 native-country=Vietnam 1.1900255925750642 0.5126599557940186 native-country=Mexico -0.378525619451273 1.3790413579748362 native-country=Portugal -1.7215478578567363 -0.3603748524046569 native-country=Ireland -0.47524847942954246 -0.24025719553464647 native-country=France -1.284065661872251 -1.6242022575786703 native-country=Dominican-Republic 1.610646652763084 0.7440329486962179 native-country=Laos 0.8090173747842313 -0.7257014187020648 native-country=Ecuador -0.6669802248051683 0.4108396029063061 native-country=Taiwan 2.0135151565529354 0.26450409905491823 native-country=Haiti 4.615130248736315 -3.134836901595897 native-country=Columbia -0.07130081829457786 -0.5687969751592448 native-country=Hungary -1.7303354968405074 2.3606398451357866 native-country=Guatemala 2.1960932433368283 -1.030583113664275 native-country=Nicaragua 0.7683399532782305 -0.7810618682275523 native-country=Scotland 0.7266524326613987 -0.1351396250039712 native-country=Thailand 1.9371238802014055 0.26956496718864553 native-country=Yugoslavia -0.1503189340804033 -2.8963902534033648 native-country=El-Salvador 1.413954779790067 -0.11645708615586914 native-country=Trinadad&Tobago 0.7661473083445387 0.2776539620649608 native-country=Peru 0.8138379516582531 -0.6122850275591841 native-country=Hong 0.7753778781602427 -0.7802202611653095 native-country=Holand-Netherlands Hidden Weights: -4.104383591474494 4.104383591474493 2.891348831831037 -2.891348831831037 >50K <=50K Options: -I 7000 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 7000 -E 0.01 -S 1682577465 -H 2 -M 0.01 Input Weights: -2.751135756246923 -3.496611148051585 age 0.6772260671890087 0.9012936674126243 workclass=Private 0.7831742270341295 -1.6110219976247693 workclass=Self-emp-not-inc -0.061488204234604944 0.9160001531905008 workclass=Self-emp-inc -0.834346943104073 -2.2572371348716818 workclass=Federal-gov 1.5141003136121487 3.26499953742962 workclass=Local-gov 0.25968973714119126 -1.1743626432294716 workclass=State-gov 1.0671747480417104 0.951367058053232 workclass=Without-pay -0.3827694694328582 0.703083996146091 workclass=Never-worked -0.492359598701568 -1.131710485801768 fnlwgt -0.017267745518639282 0.40151640740034217 education=Bachelors -0.11219096383024836 -2.4920841683041464 education=Some-college 1.229446396855561 1.4346970648427566 education=11th 0.2257685846848807 -0.07180590503769148 education=HS-grad -1.495046681959213 -1.5442186662704975 education=Prof-school -0.24814927529163883 -1.0289667658451014 education=Assoc-acdm -0.7466892713545884 -3.7204616392755674 education=Assoc-voc 0.2926019200246647 -2.2221958086447775 education=9th 0.08354556431784463 -0.42353342168012187 education=7th-8th 3.236871025120167 2.578755973084701 education=12th -0.011644072332830548 1.1551469185505232 education=Masters 3.408091083768765 1.3644291876309838 education=1st-4th 1.0126548877226775 2.0438133322926477 education=10th -1.0833231343616623 3.1258287235784197 education=Doctorate -1.143460312811021 1.9690252904617334 education=5th-6th 0.9314095721128874 0.37604093200668065 education=Preschool -2.982768533530201 -0.5391780955123501 education-num -2.4518977485340705 -1.406925453059907 marital-status=Married-civ-spouse 1.2448858487722798 1.5187361921461566 marital-status=Divorced 1.3372170208669785 -0.590990079250549 marital-status=Never-married 0.9348198877506817 0.9355891025009456 marital-status=Separated 0.17315897344270312 -2.07899765954723 marital-status=Widowed 2.164581827823122 2.0270990297956044 marital-status=Married-spouse-absent 1.4031754929982743 0.9028501152165156 marital-status=Married-AF-spouse -0.7320579155031914 0.24693333924283195 occupation=Tech-support 0.21859722618818672 1.3434612154623764 occupation=Craft-repair 0.42381629484743255 -0.3090220423822352 occupation=Other-service 0.21415964683602973 2.0033842878388084 occupation=Sales -0.9395738473708123 -0.5660046545700557 occupation=Exec-managerial 0.09786029621533848 1.24366006331983 occupation=Prof-specialty 1.2018873809092057 3.149035849277347 occupation=Handlers-cleaners 0.0888135601900407 -1.3551788994505827 occupation=Machine-op-inspct 0.6150087105894189 1.2844849074902653 occupation=Adm-clerical 1.8676176122499804 0.5398701848343744 occupation=Farming-fishing -0.0046459478353820145 -1.3077576302856155 occupation=Transport-moving 1.2708456866547555 -0.3593169877923411 occupation=Priv-house-serv -1.5205677025788027 -3.2276743858421293 occupation=Protective-serv 0.5601618626068854 -1.0396364151532802 occupation=Armed-Forces 0.19705552914409008 3.098597460479918 relationship=Wife 1.207636978679001 1.4539431199242967 relationship=Own-child 0.9353364095718891 -1.1988547445652806 relationship=Husband -0.23973563149340665 -1.2230045290911844 relationship=Not-in-family 0.6422921727297205 -0.49697743386107907 relationship=Other-relative 0.08110468013066907 -0.725440932972575 relationship=Unmarried -0.8770414958030273 -0.30061476787375496 race=White -0.7836358234334483 1.90058864965647 race=Asian-Pac-Islander 0.41196822451526777 2.2992743472999266 race=Amer-Indian-Eskimo 3.365568445264293 0.34443283467356317 race=Other -0.6762733957616979 -0.06224422638774749 race=Black -0.4276954488107052 -0.48135596155313104 sex -5.355429041030689 2.989008440009492 capital-gain -1.7294585521815409 3.140634664602087 capital-loss -1.11648680330604 10.654073529813289 hours-per-week -0.5173601183672876 -0.9688019013077809 native-country=United-States -4.215889673525356 0.23602681417505111 native-country=Cambodia 1.0803931567128588 1.177778445432987 native-country=England -0.36437502928339865 -1.5403115568471681 native-country=Puerto-Rico -0.7465483778365996 -0.21176583838598861 native-country=Canada -0.11505341797699777 4.589241448635524 native-country=Germany 1.0934765158508222 0.4509655125066664 native-country=Outlying-US(Guam-USVI-etc) 2.59771457244317 0.4046149422906797 native-country=India 3.1517213655591587 -0.7939375290593841 native-country=Japan 2.2772772414288744 1.7493122061838147 native-country=Greece 0.4207651018974222 -0.08487981700669944 native-country=South 0.7679033380115847 0.20571796095379571 native-country=China 1.4968090200680144 -0.017227064996817514 native-country=Cuba -2.2529267816617917 0.7806359427952447 native-country=Iran 1.0179884231761898 -0.14962148899907715 native-country=Honduras -1.190435066601273 0.608316217076489 native-country=Philippines -2.2396573637734565 -2.29176873398005 native-country=Italy 1.499067203729245 -0.9536122975925962 native-country=Poland -2.4067690430639446 0.13799774032109785 native-country=Jamaica -0.12918218344691673 0.2236544987963565 native-country=Vietnam 1.1926359623773433 0.5233712881810998 native-country=Mexico -0.3773682183818795 1.3935745624613354 native-country=Portugal -1.7212272467306147 -0.35868227714134837 native-country=Ireland -0.4786092999324308 -0.23932699221027906 native-country=France -1.2862639988396742 -1.651535913146772 native-country=Dominican-Republic 1.6172024370930298 0.7443053878384557 native-country=Laos 0.815230568954172 -0.7264688504437278 native-country=Ecuador -0.6660577266463965 0.41150269704731574 native-country=Taiwan 2.021122039487204 0.2667263533852457 native-country=Haiti 4.627740226079268 -3.1419926938035405 native-country=Columbia -0.07093387740850741 -0.5685087515676225 native-country=Hungary -1.7346507053571039 2.395509332984851 native-country=Guatemala 2.2007183771081786 -1.0313608479387082 native-country=Nicaragua 0.7747149606784702 -0.7819018319605388 native-country=Scotland 0.7313297879516887 -0.13461683259690257 native-country=Thailand 1.945190538742127 0.26902071954867013 native-country=Yugoslavia -0.17195350956799818 -2.9377296470220364 native-country=El-Salvador 1.4199396953973893 -0.11602481785378373 native-country=Trinadad&Tobago 0.7662688822671866 0.25949973722899106 native-country=Peru 0.814280226989535 -0.6119979720202169 native-country=Hong 0.7757448190462859 -0.7799320375736872 native-country=Holand-Netherlands Hidden Weights: -4.10186022120533 4.10186022120533 2.8826704333677786 -2.882670433367778 >50K <=50K === Error on training data === Correctly Classified Instances 4280 85.344 % Incorrectly Classified Instances 735 14.656 % Mean absolute error 0.2618 Root mean squared error 0.3289 Relative absolute error 70.8884 % Root relative squared error 76.5388 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 752 473 | a = >50K 262 3528 | b = <=50K === Error on test data === Correctly Classified Instances 4182 83.3898 % Incorrectly Classified Instances 833 16.6102 % Mean absolute error 0.272 Root mean squared error 0.3443 Relative absolute error 74.6175 % Root relative squared error 81.2057 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 687 491 | a = >50K 342 3495 | b = <=50K