Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: 0.6490521517324499 -0.9795711188179828 age 0.040525708105372704 0.08539770948908454 workclass=Private -0.018488782649998647 0.8969484036951123 workclass=Self-emp-not-inc -0.9852290195179065 0.35528576043466353 workclass=Self-emp-inc -0.20255682259130525 -0.8653639997539699 workclass=Federal-gov -0.10583661392717114 -0.12606327750032498 workclass=Local-gov 0.8917551759752416 0.42245112417412223 workclass=State-gov -0.40947521675505705 0.7231457755912238 workclass=Without-pay 0.5869124911338923 -0.750104974564948 workclass=Never-worked 0.07862109031579112 0.2239109720343937 fnlwgt -0.8069478542385708 0.3010963283426489 education=Bachelors 0.38688108032554913 0.8613642203393614 education=Some-college 0.11579620970416848 -0.8434695093584739 education=11th -0.12126055852093987 -0.5874746818556986 education=HS-grad 0.2830237344959661 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0.003004336899152804 hours-per-week 0.4477553502797371 0.5294618986723443 native-country=United-States 0.772873712917443 -0.4820959238952751 native-country=Cambodia -0.442180066398534 0.6962853678620391 native-country=England 0.4129011184973612 -0.8940579316106851 native-country=Puerto-Rico -0.002770304372932575 0.7741187890106354 native-country=Canada 0.43675744794589244 -0.6127092347583791 native-country=Germany 0.260084694021796 0.1820955508914759 native-country=Outlying-US(Guam-USVI-etc) 0.9870540162177546 -0.9191829967014551 native-country=India -0.6812991013880343 -0.570278484040772 native-country=Japan -0.857538033683233 0.4882367078503884 native-country=Greece -0.8876244737312462 0.649783927774124 native-country=South -0.95378463016489 0.14573924677188654 native-country=China -0.9902288740341969 0.5115259489836239 native-country=Cuba -0.3404675595621225 -0.929110830096382 native-country=Iran 0.9401438289851369 -0.7081090794169735 native-country=Honduras 0.6552080518838594 0.7529584975580215 native-country=Philippines -0.08620342822627336 0.9183515977360817 native-country=Italy -0.8813238629798084 0.23797471927059477 native-country=Poland -0.7090611568398817 -0.7969624899735128 native-country=Jamaica -0.6696453498210735 -0.9804808069547319 native-country=Vietnam 0.36566232124915965 0.547756196780719 native-country=Mexico 0.27852074816469985 0.9802528694720183 native-country=Portugal 0.40682206238857943 -0.009972951990412815 native-country=Ireland -0.8954769595647987 0.19861302299541417 native-country=France -0.6171741105328603 0.5521116344756312 native-country=Dominican-Republic -0.5862269016816566 -0.7548101771793905 native-country=Laos -0.8209925067167725 -0.9873135363408847 native-country=Ecuador -0.6076247223108395 -0.30721235589695794 native-country=Taiwan -0.47553117116774657 -0.8975360471186409 native-country=Haiti 0.6399036683495278 0.34567622558359434 native-country=Columbia -0.7461445205745638 -0.01731962598241732 native-country=Hungary 0.34692078181655783 -0.6066245122909977 native-country=Guatemala -0.543951354961496 0.044637479552033676 native-country=Nicaragua 0.28830885004170326 -0.10743415254714117 native-country=Scotland 0.8675521863015458 0.5088603746447931 native-country=Thailand -0.4589467764749142 -0.8987921428262526 native-country=Yugoslavia -0.7415030145027908 0.037122250908796506 native-country=El-Salvador -0.06776815883306053 0.9992653198444659 native-country=Trinadad&Tobago -0.9174913948035135 0.22653964694667206 native-country=Peru -0.8621717306482544 0.4418834372663394 native-country=Hong -0.7892375387068711 0.15286063787415327 native-country=Holand-Netherlands Hidden Weights: -0.11828181951790517 0.38441105106432505 -0.7691821520771951 0.034563547587988186 >50K <=50K Error sum for iteration 100 = 70.20017819986462 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: 0.36551413618650286 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marital-status=Married-AF-spouse 0.637103839767826 0.6771446742811847 occupation=Tech-support -0.19433657320439832 0.49969855184648676 occupation=Craft-repair 0.32220440465987354 0.44088948894296587 occupation=Other-service 0.2540496488671153 -0.6715126928737781 occupation=Sales -0.297796730163 -0.011992272875191714 occupation=Exec-managerial -0.1142222366571309 0.652455115824897 occupation=Prof-specialty -0.6391415369938104 0.3935101858170922 occupation=Handlers-cleaners 0.04344235761222634 0.14316265796677582 occupation=Machine-op-inspct -0.27571453674519864 0.9262574887627126 occupation=Adm-clerical 0.7156991742286491 -0.5222425784280819 occupation=Farming-fishing 0.015569345197319952 0.543270394927122 occupation=Transport-moving 0.3850118137541644 0.29740218725785766 occupation=Priv-house-serv -0.575282789163015 0.7447279871866469 occupation=Protective-serv 0.16641133034483183 -0.697827365410023 occupation=Armed-Forces 0.415800384464342 -0.48915969788317737 relationship=Wife 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native-country=Jamaica -0.6663158817757725 -0.9753483395996715 native-country=Vietnam 0.4112126292766247 0.5648161975874058 native-country=Mexico 0.316790013868561 1.0036138896683886 native-country=Portugal 0.4101515304338744 -0.004840484635351102 native-country=Ireland -0.8813771007065067 0.20722759512374905 native-country=France -0.6047646005136343 0.5606762742973862 native-country=Dominican-Republic -0.561452821308664 -0.7356536070549199 native-country=Laos -0.7955045887880015 -0.9705336230905963 native-country=Ecuador -0.6244954882163184 -0.3149275195037796 native-country=Taiwan -0.46221641059150353 -0.8856938095287752 native-country=Haiti 0.6476471679080893 0.3552519702967842 native-country=Columbia -0.7428150525292628 -0.012187158627355574 native-country=Hungary 0.3502502498618528 -0.6014920449359372 native-country=Guatemala -0.5406218869161951 0.04976994690709447 native-country=Nicaragua 0.29163831808699825 -0.10230168519207755 native-country=Scotland 0.8393505663152715 0.49430500349482254 native-country=Thailand -0.4556173084296192 -0.8936596754711922 native-country=Yugoslavia -0.7336441705381349 0.04414796667164379 native-country=El-Salvador -0.06443869078776071 1.0043977871995309 native-country=Trinadad&Tobago -0.9141619267582125 0.23167211430173246 native-country=Peru -0.8588422626029534 0.447015904621402 native-country=Hong -0.7859080706615701 0.15799310522921367 native-country=Holand-Netherlands Hidden Weights: -1.8502539812116718 1.7957893705687487 -1.0099854642536432 0.19759785651204378 >50K <=50K Error sum for iteration 200 = 69.45654462030177 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: 0.2505870540288919 -1.118115855824699 age 0.6401804606318413 0.4388742389139471 workclass=Private 0.2136157367719625 1.078003330895192 workclass=Self-emp-not-inc -1.264149282517924 0.13468802221218534 workclass=Self-emp-inc -0.660814556379966 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0.38544049281795517 relationship=Other-relative -0.028660909450854002 1.0925595456521395 relationship=Unmarried -0.013317159750886872 -0.03288186431435028 race=White -0.3543269325381515 -0.8307611362728488 race=Asian-Pac-Islander -0.01746068342577979 0.3845471922466924 race=Amer-Indian-Eskimo -0.4162755488583445 0.29947967899985944 race=Other 0.8958537623545562 -0.3390762018661123 race=Black 0.9763030577508246 -0.06417600619680452 sex -0.12255082731176435 0.35598836388361205 capital-gain 0.05888232016323054 -0.29436925675233383 capital-loss 0.2289567485967871 -0.26200818048248475 hours-per-week 0.38381622202468346 0.42013465166957553 native-country=United-States 0.6326010208370333 -0.5054156632087604 native-country=Cambodia -0.34378468124360684 0.73689057741159 native-country=England 0.6224620691129212 -0.8283721071194596 native-country=Puerto-Rico -0.12143286150284179 0.7217568117859551 native-country=Canada 0.5147514885900346 -0.5793944503399173 native-country=Germany 0.2785554171677698 0.1894563183091321 native-country=Outlying-US(Guam-USVI-etc) 0.9460363651169666 -0.9401267593322695 native-country=India -0.6628283782420604 -0.5629177166231277 native-country=Japan -0.8390673105372591 0.49559747526803827 native-country=Greece -0.932129688197583 0.6061720604515511 native-country=South -0.9353139070189161 0.15310001418954275 native-country=China -0.893885666756636 0.6132939863554986 native-country=Cuba -0.35463636074241245 -0.954092701769262 native-country=Iran 0.8340889391024962 -0.7252262491565667 native-country=Honduras 0.7269511804629291 0.7810646121162695 native-country=Philippines -0.058063424270354026 0.9293027756086896 native-country=Italy -0.8224457759877831 0.29411897450070323 native-country=Poland -0.6832974894361943 -0.7834648372989184 native-country=Jamaica -0.6511746266750996 -0.9731200395370877 native-country=Vietnam 0.41334946442796 0.5703492038473104 native-country=Mexico 0.41983053186450753 1.0451709136673657 native-country=Portugal 0.42529278553455324 -0.0026121845727549962 native-country=Ireland -0.8575270807292983 0.21292740209303315 native-country=France -0.5882714336901338 0.5636918368708086 native-country=Dominican-Republic -0.4932395159654092 -0.7056625414318657 native-country=Laos -0.713045953429569 -0.9567529526199751 native-country=Ecuador -0.6203893912200622 -0.31712479107384917 native-country=Taiwan -0.44546153984199005 -0.8811497598669616 native-country=Haiti 0.665876871051066 0.36038105776004675 native-country=Columbia -0.72767379742859 -0.009958858564759424 native-country=Hungary 0.36539150496253164 -0.5992637448733534 native-country=Guatemala -0.5254806318155222 0.05199824696968985 native-country=Nicaragua 0.30677957318767707 -0.10007338512948216 native-country=Scotland 0.8339656691136627 0.47698532763427104 native-country=Thailand -0.4404760533289404 -0.8914313754086084 native-country=Yugoslavia -0.7181710335575603 0.04656143238516766 native-country=El-Salvador -0.049297435687081136 1.006626087262133 native-country=Trinadad&Tobago -0.8990206716575396 0.23390041436432826 native-country=Peru -0.8437010075022805 0.449244204683997 native-country=Hong -0.7707668155608972 0.16022140529180948 native-country=Holand-Netherlands Hidden Weights: -2.3924563521147433 2.4891798780700367 -1.2709044994317555 0.7492048640287057 >50K <=50K Error sum for iteration 300 = 68.86998745371791 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: 0.13835840420295786 -1.1451597591897191 age 0.6342775554120077 0.47376182230460984 workclass=Private 0.400912768610163 1.2550738717784427 workclass=Self-emp-not-inc -1.299480530227814 0.0626631945899535 workclass=Self-emp-inc -0.8196607612498007 -1.0460913047388292 workclass=Federal-gov 0.39989569454250573 0.073030958455177 workclass=Local-gov 0.7324387390161229 0.17392121043112643 workclass=State-gov -0.3788885152758568 0.7391246350399 workclass=Without-pay 0.6174991926130989 -0.7341261151162718 workclass=Never-worked 0.03579725142904831 0.21158927244282047 fnlwgt -0.7617663444300015 0.2809435653248681 education=Bachelors 0.08611393056243632 0.6201790900424765 education=Some-college 0.9552680421212102 -0.4566204721995026 education=11th 0.8087967652495751 -0.0382058310282627 education=HS-grad -0.3283261215179743 -1.0824432974184808 education=Prof-school -0.05179783993452876 -0.5531595670659256 education=Assoc-acdm -0.27014010869478994 -0.9600735413742262 education=Assoc-voc 0.8958432324242701 -0.12936275601162736 education=9th 0.5479516795686775 -0.9646614857190968 education=7th-8th 0.2775121058996386 0.6427037739340038 education=12th 0.028223817375149056 -0.7155888076172685 education=Masters 0.22049433116445663 0.8490672846602312 education=1st-4th 0.24269233547773955 -0.7598731364537039 education=10th -1.0122038247481644 -0.7083353383078936 education=Doctorate 0.7754958111519256 0.8734401547929191 education=5th-6th 0.12684030763471563 -9.786410277487479E-4 education=Preschool -1.8976617432133343 -0.6003303009963412 education-num -2.1221225349929664 0.16014530745310068 marital-status=Married-civ-spouse 0.7615840857509232 -0.12012427233533847 marital-status=Divorced 0.38014165815810064 1.0350067705718768 marital-status=Never-married 0.8742091664636414 -0.05514411717251991 marital-status=Separated 0.5673184780432194 0.7682916678087346 marital-status=Widowed 0.11098647598851138 -0.5075073252046048 marital-status=Married-spouse-absent 0.3094723815713817 -0.3061362004011667 marital-status=Married-AF-spouse 0.23433858935802085 0.5564651257777052 occupation=Tech-support 0.3072458215724477 0.434799672505737 occupation=Craft-repair 0.3908347767428389 0.5101723970562418 occupation=Other-service 0.508663336379151 -0.42004502403432203 occupation=Sales -1.3613267671655926 -0.45660133150003085 occupation=Exec-managerial -0.8581008280976292 0.43343668836631355 occupation=Prof-specialty 0.05078273112417033 0.6718884562935965 occupation=Handlers-cleaners -0.03649889462171404 0.18107249816799628 occupation=Machine-op-inspct 0.1768353898545084 1.0567449249317966 occupation=Adm-clerical 0.8727552053394043 -0.4765068605497531 occupation=Farming-fishing 0.8935778344016183 0.9189484224780237 occupation=Transport-moving 0.4122690471880696 0.30824857935150496 occupation=Priv-house-serv -0.7493351309132015 0.6154992967823395 occupation=Protective-serv 0.20061553588934303 -0.6805583963405167 occupation=Armed-Forces -0.015524720623697901 -0.584869783142789 relationship=Wife 0.8356652760204056 0.18973344348207413 relationship=Own-child -0.8470570000637327 -0.11725936644017342 relationship=Husband 0.6492188224349745 0.15105147448119588 relationship=Not-in-family 0.8162125306510855 0.38315410352802204 relationship=Other-relative 0.1223489365255631 1.1698933309161836 relationship=Unmarried 0.09357211675921354 -0.045514002985158 race=White -0.3544746085740408 -0.837849682380003 race=Asian-Pac-Islander 0.04054985333672565 0.4167415171861649 race=Amer-Indian-Eskimo -0.2994108354940404 0.3753582192453834 race=Other 0.7717446300855387 -0.3153931858695774 race=Black 0.9545697637726226 -0.09269679708200196 sex -0.13641749064910866 0.35564792102974857 capital-gain -0.20799465419914798 -0.42898758104739576 capital-loss 0.05194474068123734 -0.35594682528492916 hours-per-week 0.26667117198658985 0.31682755405842855 native-country=United-States 0.5192553574573908 -0.524717499191101 native-country=Cambodia -0.2518322090051696 0.7807206473493639 native-country=England 0.7786597469358103 -0.7842912988097656 native-country=Puerto-Rico -0.24046970429036144 0.6727813368208261 native-country=Canada 0.5697896165463138 -0.5506936022875097 native-country=Germany 0.29067139550099624 0.1980744103401741 native-country=Outlying-US(Guam-USVI-etc) 0.9368611989940903 -0.9415542093949607 native-country=India -0.6507123999088277 -0.5542996245920958 native-country=Japan -0.8269513322040264 0.5042155672990852 native-country=Greece -0.9698149114555976 0.5768530638453606 native-country=South -0.9231979286856834 0.16171810622058475 native-country=China -0.8124678581829813 0.7283683930324547 native-country=Cuba -0.34341066200032033 -0.9523310290570025 native-country=Iran 0.8132754727592713 -0.7223543185042054 native-country=Honduras 0.7905637391102255 0.8121768681413936 native-country=Philippines -0.046102680764540056 0.9375898287727006 native-country=Italy -0.765477607700399 0.347199176358474 native-country=Poland -0.669374859721973 -0.7722733292856829 native-country=Jamaica -0.6390586483418669 -0.9645019475060558 native-country=Vietnam 0.35001262333156163 0.5519618682352965 native-country=Mexico 0.5179976835914296 1.0944600543503111 native-country=Portugal 0.43740876386777966 0.0060059074582878595 native-country=Ireland -0.8398594607658126 0.2243685359584674 native-country=France -0.5761859634209567 0.5722316756964398 native-country=Dominican-Republic -0.41039650234168656 -0.6526680292282062 native-country=Laos -0.621058580920425 -0.9331498709794 native-country=Ecuador -0.6140311101628548 -0.3120854750228372 native-country=Taiwan -0.4329236437233571 -0.8713250679223299 native-country=Haiti 0.6804686602086645 0.37179728497759695 native-country=Columbia -0.7155578190953572 -0.0013407665337164757 native-country=Hungary 0.37750748329575806 -0.5906456528423215 native-country=Guatemala -0.5133646534822894 0.06061633900073234 native-country=Nicaragua 0.3188955515209035 -0.09145529309843979 native-country=Scotland 0.8359462346196705 0.4702972474671189 native-country=Thailand -0.428360074995714 -0.8828132833775765 native-country=Yugoslavia -0.7062045626219007 0.054844134614111514 native-country=El-Salvador -0.037181457353850825 1.0152441792931859 native-country=Trinadad&Tobago -0.8869046933243069 0.24251850639537026 native-country=Peru -0.8315850291690478 0.4578622967150493 native-country=Hong -0.7586508372276645 0.16883949732285147 native-country=Holand-Netherlands Hidden Weights: -2.656947255962556 2.7603157728113676 -1.435149596874457 1.0798233724595758 >50K <=50K Error sum for iteration 400 = 69.41690569054305 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: 0.05509143069500998 -1.1736891741065254 age 0.5921709078712462 0.4936828366609148 workclass=Private 0.4878851902073361 1.396109351645898 workclass=Self-emp-not-inc -1.2745507964233014 0.014946251455792483 workclass=Self-emp-inc -0.8659391760940924 -1.0471608926385356 workclass=Federal-gov 0.46513671211902596 0.11401811141501009 workclass=Local-gov 0.7997806296957258 0.11150719197096992 workclass=State-gov -0.3677385151849413 0.7456062848748712 workclass=Without-pay 0.6286491927040054 -0.7276444652813006 workclass=Never-worked -0.005505128726635112 0.19210678713780732 fnlwgt -0.6473341296581554 0.48463857043732006 education=Bachelors 0.04422725920495932 0.5470218557901516 education=Some-college 1.1032518775903304 -0.3785379541205795 education=11th 0.7190327597141691 -0.12107320168283775 education=HS-grad -0.4984850125807183 -1.1891707738747888 education=Prof-school 0.04207793668934991 -0.47123846863447855 education=Assoc-acdm -0.3802171184951182 -0.9681289829697866 education=Assoc-voc 0.9901136384345509 -0.09102372101764586 education=9th 0.499202567178701 -0.9950377617426377 education=7th-8th 0.27959927833836373 0.6086101542518619 education=12th 0.15756586466300346 -0.6337817383032918 education=Masters 0.2567976257107366 0.8681134185584126 education=1st-4th 0.4040590162949978 -0.68747459798028 education=10th -1.0939475951761268 -0.8089279734375262 education=Doctorate 0.7943378188244915 0.8824638764067659 education=5th-6th 0.13831633475269325 0.006137888889361039 education=Preschool -1.972743233710769 -0.5937552098025969 education-num -2.1250377777345846 0.238194936034582 marital-status=Married-civ-spouse 0.7227301028817251 -0.17186722841192972 marital-status=Divorced 0.37549083200670696 0.9841502609286548 marital-status=Never-married 0.8887106119561563 -0.04000849938758287 marital-status=Separated 0.6702023631299157 0.8162857483011147 marital-status=Widowed 0.19439903341567638 -0.45749378800789114 marital-status=Married-spouse-absent 0.322344546690831 -0.29750485121233844 marital-status=Married-AF-spouse 0.07198361594692398 0.5023534640043316 occupation=Tech-support 0.3730188741736251 0.28508768896637987 occupation=Craft-repair 0.38249022116487424 0.5095069154036599 occupation=Other-service 0.5861537800839598 -0.3201301657321202 occupation=Sales -1.4578896017093137 -0.47840969796236754 occupation=Exec-managerial -0.9812392894609114 0.4726303539789287 occupation=Prof-specialty 0.28200571643268385 0.7858266339932025 occupation=Handlers-cleaners -0.059875835491062804 0.19510647129142272 occupation=Machine-op-inspct 0.24966977323285716 1.0769312348666502 occupation=Adm-clerical 0.9310446258139702 -0.45614963692586336 occupation=Farming-fishing 1.1292817200933059 1.0430528458418082 occupation=Transport-moving 0.42341904727898516 0.31473022918647753 occupation=Priv-house-serv -0.8569380345618373 0.5359412110718114 occupation=Protective-serv 0.21483203605346535 -0.6703168023283775 occupation=Armed-Forces -0.06707671800592219 -0.5597492513434456 relationship=Wife 0.9789611264982675 0.25719947842705115 relationship=Own-child -0.7747701001618499 -0.05019187724204732 relationship=Husband 0.5522397897908718 0.04205111732549337 relationship=Not-in-family 0.7981109211918621 0.37238571988281927 relationship=Other-relative 0.22949882690415008 1.2207511134641968 relationship=Unmarried 0.14140357733067446 -0.0985746737768275 race=White -0.29512879001255915 -0.8348875796614775 race=Asian-Pac-Islander 0.09309111509131822 0.4463436981482139 race=Amer-Indian-Eskimo -0.20453590987922915 0.4599094384399913 race=Other 0.6621011647650418 -0.29518657009850213 race=Black 0.874173922083051 -0.15933081422769138 sex -0.15122205567035824 0.3517520052047883 capital-gain -0.47457128784331853 -0.5811615626740074 capital-loss -0.08115904138686772 -0.44470636790721285 hours-per-week 0.17417973958521485 0.19797631706901664 native-country=United-States 0.39897466043444024 -0.5577147273448085 native-country=Cambodia -0.1609780263218708 0.8266505789061503 native-country=England 0.9206318822599925 -0.7384014929012586 native-country=Puerto-Rico -0.37051327825372443 0.6118901527341538 native-country=Canada 0.6136640069898998 -0.5266935859976779 native-country=Germany 0.3018213955919118 0.2045560601751412 native-country=Outlying-US(Guam-USVI-etc) 0.9243947327215081 -0.9487543188044466 native-country=India -0.6395623998179212 -0.5478179747571246 native-country=Japan -0.8158013321131199 0.5106972171340565 native-country=Greece -1.010406484426406 0.5417229458764568 native-country=South -0.9120479285947769 0.16819975605555185 native-country=China -0.7185852195663587 0.8587691597694856 native-country=Cuba -0.33255849431906565 -0.9536994692757674 native-country=Iran 0.806518820797186 -0.7206356594189746 native-country=Honduras 0.8471328050325955 0.8397054261675531 native-country=Philippines -0.035166952692767324 0.9434682253721413 native-country=Italy -0.6912480951345894 0.41487176091988215 native-country=Poland -0.6567193876980199 -0.7628876107966175 native-country=Jamaica -0.6279086482509604 -0.9580202976710845 native-country=Vietnam 0.26020272760782226 0.5104823083143032 native-country=Mexico 0.6017768945671537 1.137208162900256 native-country=Portugal 0.4485587639586952 0.012487557293254918 native-country=Ireland -0.8256616459334171 0.23267993465139308 native-country=France -0.5653138798195494 0.5782760999167705 native-country=Dominican-Republic -0.3158595679496569 -0.59001278018987 native-country=Laos -0.5340521696779609 -0.9100086653413412 native-country=Ecuador -0.6075402439682208 -0.30943620909742864 native-country=Taiwan -0.4216332416863484 -0.8643473183457586 native-country=Haiti 0.6933932516496307 0.3806530226787131 native-country=Columbia -0.7044078190044507 0.0051408833012504184 native-country=Hungary 0.3886574833866736 -0.5841640030073503 native-country=Guatemala -0.5022146533913829 0.0670979888356997 native-country=Nicaragua 0.33004555161181903 -0.0849736432634732 native-country=Scotland 0.8395946659691458 0.4628409183450824 native-country=Thailand -0.41721007490479844 -0.8763316335426052 native-country=Yugoslavia -0.6952363086130174 0.06080685827692843 native-country=El-Salvador -0.026031457262939112 1.0217258291281657 native-country=Trinadad&Tobago -0.8757546932334004 0.24900015623033736 native-country=Peru -0.8204350290781413 0.46434394655002187 native-country=Hong -0.747500837136758 0.17532114715781857 native-country=Holand-Netherlands Hidden Weights: -2.8244245656058 2.8978334974069173 -1.574679593457958 1.3245100584645937 >50K <=50K Error sum for iteration 500 = 70.20820097794537 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.009651287056792824 -1.2057671471907885 age 0.538639842923827 0.5148247134683341 workclass=Private 0.4900531919817143 1.4957305235248393 workclass=Self-emp-not-inc -1.2015580803737325 -0.01822414167469207 workclass=Self-emp-inc -0.8640706394835681 -1.0310837787235931 workclass=Federal-gov 0.491376643558995 0.13919147320926895 workclass=Local-gov 0.8838786295881988 0.03820116170771838 workclass=State-gov -0.3581787922692712 0.7495732206607214 workclass=Without-pay 0.6382089156196936 -0.7236775294954504 workclass=Never-worked -0.0483956763839639 0.16530491831591132 fnlwgt -0.6353877674213737 0.6445194579638613 education=Bachelors 0.030153731767141593 0.491550918607813 education=Some-college 1.2201298312976714 -0.31616311542154557 education=11th 0.6879348353787385 -0.20012460772828894 education=HS-grad -0.6734957034853889 -1.2991170309498905 education=Prof-school 0.1270729693006906 -0.40552068901504174 education=Assoc-acdm -0.4463845616372418 -0.9516899813281872 education=Assoc-voc 1.0690731319764932 -0.05910413187940854 education=9th 0.4213701473152983 -1.0400566919566658 education=7th-8th 0.27851066058553736 0.564173833175794 education=12th 0.3331465711993678 -0.5388201291804451 education=Masters 0.28682411176735456 0.8835115878546819 education=1st-4th 0.5354410650383239 -0.6233005144049719 education=10th -1.1532989573091175 -0.9002179947917761 education=Doctorate 0.8088244198773556 0.8875053383675047 education=5th-6th 0.14811698581161162 0.010650800116885907 education=Preschool -2.020095609548363 -0.5879260125737944 education-num -2.123419890158057 0.3243295963672123 marital-status=Married-civ-spouse 0.6906726461152253 -0.22995355028310002 marital-status=Divorced 0.34465069692655365 0.9070100458601712 marital-status=Never-married 0.9000624652879582 -0.030247990874731467 marital-status=Separated 0.7805794270625166 0.8652044585882402 marital-status=Widowed 0.2663571680131456 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-0.6623747106843463 occupation=Armed-Forces -0.09326209934373181 -0.5347092004447692 relationship=Wife 1.101638182219427 0.3018112703800155 relationship=Own-child -0.729803071513355 0.021890311753129926 relationship=Husband 0.4957891177222305 -0.042278234731363676 relationship=Not-in-family 0.7726182761103092 0.35140421833637614 relationship=Other-relative 0.30381956184195846 1.2398650362225307 relationship=Unmarried 0.14988509252652593 -0.16648088366931998 race=White -0.20462256228979414 -0.8390530667412901 race=Asian-Pac-Islander 0.14292358611966208 0.47395523429894243 race=Amer-Indian-Eskimo -0.12024909047536017 0.5482719821192823 race=Other 0.5532705293180044 -0.28751878774021516 race=Black 0.7795713481264572 -0.2353735363029055 sex -0.16811812852190836 0.3442650093538365 capital-gain -0.7322177489630596 -0.7435631871473737 capital-loss -0.1935275971751603 -0.5308246747939296 hours-per-week 0.12947873489603995 0.09779096911905401 native-country=United-States 0.2735648175246317 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native-country=Nicaragua 0.3396052745274891 -0.08100670747762752 native-country=Scotland 0.8417303195954964 0.4529734255734828 native-country=Thailand -0.40765035198912836 -0.8723646977567551 native-country=Yugoslavia -0.6858607907937542 0.0640934991854518 native-country=El-Salvador -0.016471734347263865 1.0256927649140104 native-country=Trinadad&Tobago -0.8661949703177122 0.2529670920161836 native-country=Peru -0.8108753061624531 0.46831088233586826 native-country=Hong -0.7379411142210698 0.17928808294366524 native-country=Holand-Netherlands Hidden Weights: -2.9698799772471776 3.011258270241226 -1.725438707194651 1.5499165518740667 >50K <=50K Error sum for iteration 600 = 70.91498604118765 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.06478350498284113 -1.2395532214656488 age 0.48142525565414884 0.5417819269341759 workclass=Private 0.4388389037919332 1.5639487629789246 workclass=Self-emp-not-inc -1.0979969543175534 -0.04732147867313569 workclass=Self-emp-inc -0.8510513942756167 -1.0071673747378034 workclass=Federal-gov 0.502031497957045 0.16073082082061102 workclass=Local-gov 0.980414077199726 -0.05084182088043975 workclass=State-gov -0.34994009242539925 0.7511797124414669 workclass=Without-pay 0.6464476154635715 -0.7220710377147049 workclass=Never-worked -0.09055283486239056 0.13274541543868673 fnlwgt -0.6864120124823077 0.7750259779867162 education=Bachelors 0.03388040465051757 0.45194932154609674 education=Some-college 1.320397965439218 -0.2677461175610808 education=11th 0.6946210809676531 -0.27236647873183734 education=HS-grad -0.845678107000762 -1.4044746965302317 education=Prof-school 0.19924028140406733 -0.35967371206201487 education=Assoc-acdm -0.4876800426288581 -0.9143515066475728 education=Assoc-voc 1.1373393507983511 -0.03307972451869773 education=9th 0.32397315384703207 -1.0974243435003443 education=7th-8th 0.2746067218364861 0.5131774586289191 education=12th 0.5343793747839568 -0.4525618040524404 education=Masters 0.3136222883847011 0.8966042072605479 education=1st-4th 0.6450484776449457 -0.5669818516144748 education=10th -1.1989457137526602 -0.9839072277651937 education=Doctorate 0.820820870082947 0.8894213208560302 education=5th-6th 0.15654617374022634 0.012742028873807472 education=Preschool -2.051524736895043 -0.5878947334502564 education-num -2.1314771811598674 0.4069970308388281 marital-status=Married-civ-spouse 0.6732503113693387 -0.28956655580501134 marital-status=Divorced 0.30540885463109135 0.8161203418722667 marital-status=Never-married 0.9092798844724411 -0.025323730585629728 marital-status=Separated 0.8860751510223795 0.9104903643631207 marital-status=Widowed 0.3305163791813338 -0.37525206142485984 marital-status=Married-spouse-absent 0.3427626542229807 -0.2881073975152205 marital-status=Married-AF-spouse -0.12172757636513604 0.4456592671301429 occupation=Tech-support 0.5207832217404439 -0.016882625159771146 occupation=Craft-repair 0.33622532715507397 0.4365071036737486 occupation=Other-service 0.6244832525952261 -0.19839483613107692 occupation=Sales -1.4097390885286012 -0.43764753800216294 occupation=Exec-managerial -1.1422893360059538 0.6494776484526804 occupation=Prof-specialty 0.5979626519569362 0.952757076687145 occupation=Handlers-cleaners -0.06982002561605392 0.23426438520044818 occupation=Machine-op-inspct 0.25624026805561745 1.0498946886724156 occupation=Adm-clerical 1.0111976590102172 -0.42751451534105994 occupation=Farming-fishing 1.4069200237628112 1.1847560770205878 occupation=Transport-moving 0.4412174700385272 0.3203036567530665 occupation=Priv-house-serv -1.0108500355692314 0.38248888601506725 occupation=Protective-serv 0.23891813753180255 -0.6568931228502052 occupation=Armed-Forces -0.10846687704648787 -0.5247209429923851 relationship=Wife 1.2119195610281828 0.32357270656998877 relationship=Own-child -0.7065391070644017 0.10395674889739973 relationship=Husband 0.46676385729987335 -0.08740394911216776 relationship=Not-in-family 0.7387838160963855 0.3214467918046186 relationship=Other-relative 0.3636805145375663 1.2236229312789093 relationship=Unmarried 0.13750563035798286 -0.23018868349830937 race=White -0.10322045728721649 -0.8627442881173085 race=Asian-Pac-Islander 0.18909125376230404 0.49878122998681534 race=Amer-Indian-Eskimo -0.037662427333298054 0.6386289977619942 race=Other 0.4425966536696443 -0.2944183847161009 race=Black 0.686358456146032 -0.2997391844247564 sex -0.18703393302979485 0.33368376643328984 capital-gain -0.9735612727557649 -0.9119351873381026 capital-loss -0.2898559573440895 -0.6124393366478964 hours-per-week 0.13377195041500178 0.02544950716061089 native-country=United-States 0.1419008749593212 -0.6579666182267044 native-country=Cambodia -0.02881348170753709 0.8989643303352997 native-country=England 1.175339321944091 -0.6482278233303036 native-country=Puerto-Rico -0.638536767083452 0.45418181896816845 native-country=Canada 0.6776431364640093 -0.49339828651639417 native-country=Germany 0.3196198183514538 0.21012948774173457 native-country=Outlying-US(Guam-USVI-etc) 0.8817406888461767 -0.9858299446415522 native-country=India -0.6217639770583551 -0.542244547190529 native-country=Japan -0.7980029093535538 0.5162706447006521 native-country=Greece -1.1030935409716365 0.4577107435764124 native-country=South -0.8942495058352108 0.17377318362214522 native-country=China -0.5282136110295732 1.105060299039425 native-country=Cuba -0.31602971093494425 -0.9695925108696312 native-country=Iran 0.8071332478001632 -0.722238296941378 native-country=Honduras 0.924546470645967 0.8742967189385522 native-country=Philippines -0.017809924030770776 0.9469386311146978 native-country=Italy -0.5253500885533634 0.5700245827576997 native-country=Poland -0.6366682700271834 -0.7515647437524215 native-country=Jamaica -0.6101102254913943 -0.9524468701044889 native-country=Vietnam 0.024774845071659005 0.37935515253398544 native-country=Mexico 0.7285611772516719 1.202185902641968 native-country=Portugal 0.4663571867182372 0.018060984859847227 native-country=Ireland -0.8050785060633125 0.24034889709874435 native-country=France -0.5483558147839425 0.5820898328201077 native-country=Dominican-Republic -0.10832581124672198 -0.4552836958130355 native-country=Laos -0.3670911010796115 -0.8694537194833818 native-country=Ecuador -0.6010601486997214 -0.313989688048311 native-country=Taiwan -0.40388961708430415 -0.858998724148022 native-country=Haiti 0.7131994946697496 0.38947130908776184 native-country=Columbia -0.6866093962448846 0.010714310867842816 native-country=Hungary 0.40645590614621563 -0.5785905754407547 native-country=Guatemala -0.4844162306318355 0.0726714164022932 native-country=Nicaragua 0.34784397437136105 -0.0794002156968797 native-country=Scotland 0.8416537474594482 0.44056226075287325 native-country=Thailand -0.3994116521452564 -0.8707582059760096 native-country=Yugoslavia -0.6778109968526019 0.06481063659336789 native-country=El-Salvador -0.008233034503388534 1.0272992566947634 native-country=Trinadad&Tobago -0.8579562704738343 0.2545735837969262 native-country=Peru -0.8026366063185751 0.46991737411661083 native-country=Hong -0.7297024143771919 0.18089457472441195 native-country=Holand-Netherlands Hidden Weights: -3.114247432945255 3.131147087516328 -1.8945644664844576 1.7736465190311828 >50K <=50K Error sum for iteration 700 = 71.42213172061548 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.1165313296450087 -1.2700070551046403 age 0.43050865035256475 0.5730369320030289 workclass=Private 0.3639641346303668 1.6151515853632463 workclass=Self-emp-not-inc -0.9897231007323851 -0.08079461438338871 workclass=Self-emp-inc -0.8469754159956637 -0.979845296463929 workclass=Federal-gov 0.5074539661418018 0.18502212826015302 workclass=Local-gov 1.086483282015741 -0.15837110567602977 workclass=State-gov -0.3429365116823522 0.7506846262029373 workclass=Without-pay 0.6534511962066313 -0.7225661239532345 workclass=Never-worked -0.12840211264599868 0.09767088614468236 fnlwgt -0.7701162639752909 0.8922086171485176 education=Bachelors 0.049201992779733715 0.4245392613020578 education=Some-college 1.410149631205772 -0.23261764221361161 education=11th 0.7205986767533138 -0.3348974277719673 education=HS-grad -1.0031924621681094 -1.4995653518884295 education=Prof-school 0.2594171468437539 -0.3349291793596861 education=Assoc-acdm -0.5185789534794768 -0.860269180232632 education=Assoc-voc 1.1976536925493428 -0.012652596973631785 education=9th 0.21730117148339326 -1.1638551146664864 education=7th-8th 0.2684263944928253 0.46040808219312007 education=12th 0.7360631610245398 -0.39477348555063374 education=Masters 0.33902717496947504 0.9082938262149222 education=1st-4th 0.7381478541706215 -0.5178243143641134 education=10th -1.2354185793104535 -1.0610676874068379 education=Doctorate 0.8314727629082703 0.8888262141193756 education=5th-6th 0.1636928053010512 0.012646761893703156 education=Preschool -2.0750654833596593 -0.5970667125410196 education-num -2.152454254985952 0.48818575034885825 marital-status=Married-civ-spouse 0.6636553869113225 -0.35301450059216644 marital-status=Divorced 0.27439118082475467 0.7175440106590513 marital-status=Never-married 0.9168208065545635 -0.024705520372696677 marital-status=Separated 0.9792121211614 0.9492344525996537 marital-status=Widowed 0.3884566955208528 -0.3424287840196155 marital-status=Married-spouse-absent 0.3507878288985878 -0.28688371045739935 marital-status=Married-AF-spouse -0.1701065352662393 0.4426109507721011 occupation=Tech-support 0.5902837998583393 -0.14831919889833017 occupation=Craft-repair 0.32452459780119347 0.3722094258601607 occupation=Other-service 0.6163159225326317 -0.16285594497311312 occupation=Sales -1.3466601080066762 -0.41587503100978424 occupation=Exec-managerial -1.2079670535183638 0.7620886588206562 occupation=Prof-specialty 0.7059839710359869 1.007528125957928 occupation=Handlers-cleaners -0.07727421453596421 0.2567731968379356 occupation=Machine-op-inspct 0.23396432008064894 1.0163034004576328 occupation=Adm-clerical 1.0306320987547763 -0.41752875997095934 occupation=Farming-fishing 1.4848694135279683 1.2141052465522306 occupation=Transport-moving 0.44822105078157426 0.3198085705145501 occupation=Priv-house-serv -1.048037588088306 0.314908584528362 occupation=Protective-serv 0.24885105115127631 -0.6538729705758096 occupation=Armed-Forces -0.11660606953759778 -0.528693340492098 relationship=Wife 1.314721967511548 0.3231711440471138 relationship=Own-child -0.7011522343268702 0.19813545472846955 relationship=Husband 0.45259986562572235 -0.0939427357541803 relationship=Not-in-family 0.6972478312075372 0.28489995727559136 relationship=Other-relative 0.4173805347735266 1.1699725993021872 relationship=Unmarried 0.11962312755041549 -0.28304147613955205 race=White -0.015563158023009848 -0.9135348016458945 race=Asian-Pac-Islander 0.23060915714218777 0.5201437961979163 race=Amer-Indian-Eskimo 0.04800810618845589 0.7299088327286918 race=Other 0.33667996997104516 -0.30985360082484864 race=Black 0.6085007043743494 -0.3427996080614592 sex -0.2073873142508965 0.32071838677224235 capital-gain -1.192728931480093 -1.0815921719769583 capital-loss -0.37057695658466555 -0.6880228546760883 hours-per-week 0.16719986806409423 -0.031037957317278295 native-country=United-States 0.0011200471204642556 -0.7201035061829446 native-country=Cambodia 0.014126517721539096 0.9236594043615565 native-country=England 1.2974721786179249 -0.6033758065278685 native-country=Puerto-Rico -0.7580075897365682 0.36280326976015526 native-country=Canada 0.7035199864885859 -0.4817519081404033 native-country=Germany 0.3266233990945009 0.2096344015032152 native-country=Outlying-US(Guam-USVI-etc) 0.8538845407581974 -1.0145000860913758 native-country=India -0.6147603963152953 -0.5427396334290585 native-country=Japan -0.790999328610494 0.5157755584621225 native-country=Greece -1.1527414068737085 0.41260744201140115 native-country=South -0.887245925092151 0.17327809738362585 native-country=China -0.44268731363707664 1.2148658006798654 native-country=Cuba -0.3093736074923585 -0.98374006895047 native-country=Iran 0.8103311351333429 -0.7251393881945364 native-country=Honduras 0.9515493451325503 0.8844080132548094 native-country=Philippines -0.011016840969701151 0.9448614981126198 native-country=Italy -0.4454686104019561 0.6519591993157361 native-country=Poland -0.6288307078774029 -0.74954261395085 native-country=Jamaica -0.6031066447483345 -0.9529419563430185 native-country=Vietnam -0.11520116151530463 0.29684361153102407 native-country=Mexico 0.7776258520275786 1.2271216946458356 native-country=Portugal 0.4733607674612843 0.01756589862132655 native-country=Ireland -0.7973820315221188 0.24053144108343297 native-country=France -0.5418679398121999 0.580232410380682 native-country=Dominican-Republic -0.002885701022553437 -0.3890980367877186 native-country=Laos -0.278829357091077 -0.8516860280646883 native-country=Ecuador -0.602018219089046 -0.32105567154181974 native-country=Taiwan -0.3969823225372241 -0.8598868163680748 native-country=Haiti 0.7205942036531278 0.38972074415620156 native-country=Columbia -0.6796058155018249 0.010219224629322326 native-country=Hungary 0.4134594868892627 -0.5790856616792842 native-country=Guatemala -0.4774126498887884 0.07217633016377194 native-country=Nicaragua 0.35484755511440813 -0.07989530193540097 native-country=Scotland 0.8391272473316247 0.4262195995388377 native-country=Thailand -0.39240807140220935 -0.8712532922145392 native-country=Yugoslavia -0.6709988018283025 0.06315739882461119 native-country=El-Salvador -0.0012294537603356197 1.0268041704562365 native-country=Trinadad&Tobago -0.8509526897307745 0.2540784975584098 native-country=Peru -0.7956330255755154 0.4694222878780944 native-country=Hong -0.7226988336341321 0.18039948848589257 native-country=Holand-Netherlands Hidden Weights: -3.264311953350565 3.2657924274140893 -2.086925398242528 2.0049295817704595 >50K <=50K Error sum for iteration 800 = 71.66630127949036 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.16573013655367014 -1.2886002879396579 age 0.3952252771636637 0.6030127716638861 workclass=Private 0.283409554773221 1.664189199995582 workclass=Self-emp-not-inc -0.9024499458899032 -0.12122634004921717 workclass=Self-emp-inc -0.8567835830830443 -0.9496717190735697 workclass=Federal-gov 0.5130221916217937 0.21431250456352693 workclass=Local-gov 1.199976338499042 -0.28484983158853244 workclass=State-gov -0.33717306049146956 0.7486536945178364 workclass=Without-pay 0.6592146473975112 -0.7245970556383354 workclass=Never-worked -0.1589071609419798 0.06348557376612741 fnlwgt -0.8639885241047309 1.0032837700238784 education=Bachelors 0.07346060734250336 0.4066642232771022 education=Some-college 1.4923511096747992 -0.209948131055114 education=11th 0.752544670154856 -0.3824636950475876 education=HS-grad -1.1407256070006337 -1.5818663195236433 education=Prof-school 0.3089536041083228 -0.331358898635377 education=Assoc-acdm -0.5459326542755562 -0.791656024965318 education=Assoc-voc 1.2520463988319224 0.002847664286609907 education=9th 0.11502930442811626 -1.2344490687964715 education=7th-8th 0.26042907774553276 0.40992089849347585 education=12th 0.911083592777914 -0.37469557735687825 education=Masters 0.3636219575685591 0.9191932325298671 education=1st-4th 0.8176354553879297 -0.4751416136714418 education=10th -1.2651147615246716 -1.1316676807482697 education=Doctorate 0.8412297771213408 0.8861818542011978 education=5th-6th 0.16954502589378978 0.010883788989227969 education=Preschool -2.1021996238699794 -0.6166068296206548 education-num -2.182558824536291 0.5711741409719471 marital-status=Married-civ-spouse 0.650158707801761 -0.41884936335297396 marital-status=Divorced 0.26111068697786016 0.6138871426719321 marital-status=Never-married 0.9229411063332076 -0.027437707804503577 marital-status=Separated 1.0577278241010137 0.9805075479659611 marital-status=Widowed 0.4404703174948322 -0.3145543000476725 marital-status=Married-spouse-absent 0.35747171457632576 -0.28725973751553074 marital-status=Married-AF-spouse -0.20211396453778044 0.4498648274305699 occupation=Tech-support 0.646201407665065 -0.25894107489820173 occupation=Craft-repair 0.32847448532108836 0.29835617443889223 occupation=Other-service 0.6020928736940107 -0.13886973189001575 occupation=Sales -1.284719773381633 -0.39729313928363696 occupation=Exec-managerial -1.268335484897505 0.8739818850468795 occupation=Prof-specialty 0.7884179657270812 1.0437731256451586 occupation=Handlers-cleaners -0.083800754874127 0.28232037969095436 occupation=Machine-op-inspct 0.2105204174485803 0.9800338229542073 occupation=Adm-clerical 1.0382781342811966 -0.4073672066881169 occupation=Farming-fishing 1.5358489837955136 1.2212609810334787 occupation=Transport-moving 0.4539845019724569 0.31777763882944393 occupation=Priv-house-serv -1.061697450192726 0.25124098317717924 occupation=Protective-serv 0.2572453102871459 -0.6529349076854507 occupation=Armed-Forces -0.11761948389747004 -0.5366804463358517 relationship=Wife 1.414287207553364 0.3036048138786742 relationship=Own-child -0.7094376448973276 0.29816641035075386 relationship=Husband 0.44972592557516067 -0.06850643360720668 relationship=Not-in-family 0.6506474636297899 0.24589454435501784 relationship=Other-relative 0.4572767439627108 1.0826311468742558 relationship=Unmarried 0.10963974534216933 -0.3266133618629082 race=White 0.03617018256945815 -0.9892852173295876 race=Asian-Pac-Islander 0.26731793650574665 0.5381497655802758 race=Amer-Indian-Eskimo 0.13797739639620274 0.8212809864046796 race=Other 0.2431768074969634 -0.32631153438245797 race=Black 0.556171228497949 -0.37015489131456114 sex -0.22833776212275034 0.30636576762886314 capital-gain -1.3854679928415545 -1.2462461839199035 capital-loss -0.43477044799617937 -0.7562000887247636 hours-per-week 0.2046754040326383 -0.0878480337384801 native-country=United-States -0.15166221626166354 -0.7869221350037595 native-country=Cambodia 0.04782315005043118 0.9431694317174169 native-country=England 1.417257821054288 -0.5581646986314326 native-country=Puerto-Rico -0.8580567029565034 0.2721793249373859 native-country=Canada 0.7261119262553569 -0.47242022084966545 native-country=Germany 0.3323868502853835 0.20760346981811453 native-country=Outlying-US(Guam-USVI-etc) 0.8247664388355638 -1.0470620377993145 native-country=India -0.6089969451244154 -0.5447705651141594 native-country=Japan -0.7852358774196141 0.5137446267770216 native-country=Greece -1.2012877466008498 0.3689851137875072 native-country=South -0.8814824739012711 0.1712471656985252 native-country=China -0.3661548651493557 1.316940520306588 native-country=Cuba -0.3037933405262085 -1.001267992816697 native-country=Iran 0.8138744407385273 -0.7288861988446399 native-country=Honduras 0.9750293344977651 0.8928194647673193 native-country=Philippines -0.005447579347003115 0.940937457635648 native-country=Italy -0.37128687495561197 0.735026267223902 native-country=Poland -0.6223983424165244 -0.7494100266151277 native-country=Jamaica -0.5973431935574546 -0.9549728880281194 native-country=Vietnam -0.25860105170984216 0.20958836221342253 native-country=Mexico 0.8200650515659331 1.248680132233087 native-country=Portugal 0.4791242186521669 0.015534966936226677 native-country=Ireland -0.7909296702554369 0.23927594506255698 native-country=France -0.5366599150520239 0.5765087974016522 native-country=Dominican-Republic 0.1011808163850515 -0.32427770399195033 native-country=Laos -0.18456326904312736 -0.8348440898725298 native-country=Ecuador -0.605918507885273 -0.330329614330402 native-country=Taiwan -0.3913017945172633 -0.8622518020752845 native-country=Haiti 0.7264000996198962 0.3877731425984486 native-country=Columbia -0.6738423643109449 0.008188292944222377 native-country=Hungary 0.4192229380801453 -0.5811165933643851 native-country=Guatemala -0.4716491986979058 0.07014539847867211 native-country=Nicaragua 0.36061100630529075 -0.08192623362050079 native-country=Scotland 0.8345151411275513 0.4111857770927504 native-country=Thailand -0.38664462021132673 -0.8732842238996401 native-country=Yugoslavia -0.6654210963538896 0.059636779836895186 native-country=El-Salvador 0.004533997430543972 1.0247732387711375 native-country=Trinadad&Tobago -0.8451892385398946 0.2520475658733036 native-country=Peru -0.7898695743846355 0.46739135619298827 native-country=Hong -0.7169353824432522 0.17836855680079192 native-country=Holand-Netherlands Hidden Weights: -3.4190870203341452 3.412700392697028 -2.3010682947267607 2.2455152135773324 >50K <=50K Error sum for iteration 900 = 71.66574415269868 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.20999976750552624 -1.2873142987801662 age 0.37611404631581147 0.626319395498073 workclass=Private 0.2045015307252054 1.7219893594380475 workclass=Self-emp-not-inc -0.8409795565174721 -0.16441260158690862 workclass=Self-emp-inc -0.8782528139581642 -0.9159897766614096 workclass=Federal-gov 0.5203393776534968 0.24802210082289713 workclass=Local-gov 1.3187231400029076 -0.4286584252082746 workclass=State-gov -0.3323126396959708 0.7459039421457381 workclass=Without-pay 0.6640750681930115 -0.7273468080104337 workclass=Never-worked -0.18161684820136273 0.03194194915571383 fnlwgt -0.9531457947642032 1.1074167685545713 education=Bachelors 0.1028041379609441 0.3949112853726834 education=Some-college 1.5687890575551553 -0.19800570936038822 education=11th 0.7798489906556051 -0.41168726558374025 education=HS-grad -1.2592967945994689 -1.6507019020136227 education=Prof-school 0.3489617608865561 -0.34738665001368685 education=Assoc-acdm -0.5741114746657173 -0.7103016006373795 education=Assoc-voc 1.3022122629359558 0.014641398842947191 education=9th 0.0278330262485149 -1.3042609925712452 education=7th-8th 0.25137771615611954 0.36446949713546023 education=12th 1.0554729544716346 -0.3860037664926187 education=Masters 0.38718678467404305 0.929595862009016 education=1st-4th 0.8854092265537609 -0.43816796074463915 education=10th -1.2892054253216823 -1.19479550770544 education=Doctorate 0.850251837021907 0.8817954954067393 education=5th-6th 0.17443086745294945 0.00821541287243556 education=Preschool -2.1353928446113404 -0.6426034876599583 education-num -2.2167810793249254 0.6551892491432413 marital-status=Married-civ-spouse 0.6321710484744545 -0.47950692457688354 marital-status=Divorced 0.26471832703038467 0.5073765926034699 marital-status=Never-married 0.9282339456658233 -0.03200592948613369 marital-status=Separated 1.1221955503591106 1.004548089949238 marital-status=Widowed 0.48649789481190603 -0.29097252153150804 marital-status=Married-spouse-absent 0.36319215766446555 -0.28840711879362185 marital-status=Married-AF-spouse -0.22561522794917097 0.4628336027015962 occupation=Tech-support 0.6880153439071142 -0.3447582498746834 occupation=Craft-repair 0.3424063897640281 0.2205568848991978 occupation=Other-service 0.5881329661162495 -0.12542636551957329 occupation=Sales -1.229831848399676 -0.376392635719658 occupation=Exec-managerial -1.3233090467113715 0.9773614067744032 occupation=Prof-specialty 0.8499836649944689 1.06300062349438 occupation=Handlers-cleaners -0.08558514898675455 0.3117602209959386 occupation=Machine-op-inspct 0.19013068374893485 0.9476032204163555 occupation=Adm-clerical 1.039849364818514 -0.39376805586366187 occupation=Farming-fishing 1.5666803052873735 1.210489263552289 occupation=Transport-moving 0.45884492276795563 0.31502788645735574 occupation=Priv-house-serv -1.0567463487525481 0.1877694713482156 occupation=Protective-serv 0.26436988920435583 -0.653348068046769 occupation=Armed-Forces -0.1109767066205338 -0.5404438747998426 relationship=Wife 1.5135216507152007 0.27049441878591646 relationship=Own-child -0.7273278642475635 0.39480990520821035 relationship=Husband 0.4546374522679235 -0.021251233285106703 relationship=Not-in-family 0.6027956853557588 0.20959652958849254 relationship=Other-relative 0.4802758855924457 0.9734077568087212 relationship=Unmarried 0.10565320246945699 -0.36514744695575996 race=White 0.05486985689044976 -1.0787165647099732 race=Asian-Pac-Islander 0.29984352883940674 0.5534308941302876 race=Amer-Indian-Eskimo 0.23123475856392095 0.9112728308742518 race=Other 0.16586619188881138 -0.33936585576596434 race=Black 0.5289552965468639 -0.3936462804226253 sex -0.24905776174282035 0.2916814008078645 capital-gain -1.5508191754865095 -1.4001539851850153 capital-loss -0.48092339355426095 -0.8160510288237374 hours-per-week 0.23345833548653397 -0.152454275218643 native-country=United-States -0.31589871021636357 -0.8558719357700513 native-country=Cambodia 0.0763816753280098 0.9596890607621616 native-country=England 1.5327037718726764 -0.5129516018788685 native-country=Puerto-Rico -0.9384511675546736 0.18826326369917712 native-country=Canada 0.7451582145307876 -0.4649891369074817 native-country=Germany 0.33724727108088226 0.20485371744602843 native-country=Outlying-US(Guam-USVI-etc) 0.796931012011422 -1.080399095884596 native-country=India -0.6041365243289151 -0.5475203174862577 native-country=Japan -0.7803754566241138 0.5109948744049233 native-country=Greece -1.2464637076345961 0.3290831983531824 native-country=South -0.8766220531057708 0.16849741332643908 native-country=China -0.2983170146220576 1.4114020482529417 native-country=Cuba -0.29935023606235356 -1.0213771145594512 native-country=Iran 0.8174308109780375 -0.7328151979942457 native-country=Honduras 0.9977367914181274 0.9020107402124197 native-country=Philippines -7.576039232263495E-4 0.936129159524204 native-country=Italy -0.30331653930650215 0.8175954737601218 native-country=Poland -0.6170351206608808 -0.7504213475954363 native-country=Jamaica -0.5924827727619543 -0.9577226404002177 native-country=Vietnam -0.3950190095962331 0.12350785912701398 native-country=Mexico 0.8570947101282559 1.267776400003642 native-country=Portugal 0.4839846394476657 0.012785214564138033 native-country=Ireland -0.7850541249322296 0.2377633103917067 native-country=France -0.5323693622734295 0.5717656377343088 native-country=Dominican-Republic 0.20349791112382482 -0.26038324693285947 native-country=Laos -0.08562143328360877 -0.8184772139282581 native-country=Ecuador -0.6119141432275328 -0.34044764120313076 native-country=Taiwan -0.38646458385381405 -0.8650925287845316 native-country=Haiti 0.7309731310476344 0.384375034291371 native-country=Columbia -0.6689819435154446 0.005438540572133749 native-country=Hungary 0.4240833588756441 -0.5838663457364834 native-country=Guatemala -0.466788777902407 0.06739564610658166 native-country=Nicaragua 0.3654714271007895 -0.08467598599259124 native-country=Scotland 0.8288695903515675 0.3968371429753327 native-country=Thailand -0.381784199415828 -0.8760339762717384 native-country=Yugoslavia -0.6607322389499052 0.055012389164143645 native-country=El-Salvador 0.00939441822604445 1.0220234863990407 native-country=Trinadad&Tobago -0.8403288177443943 0.24929781350121658 native-country=Peru -0.7850091535891351 0.4646416038209001 native-country=Hong -0.7120749616477519 0.1756188044287058 native-country=Holand-Netherlands Hidden Weights: -3.5735883797338763 3.564438888539467 -2.5274360761172794 2.489114279058882 >50K <=50K Error sum for iteration 1000 = 71.50346166664954 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.248903883745024 -1.2634508339726422 age 0.3678672565939807 0.6427699941933128 workclass=Private 0.13008187820607348 1.7921314921229201 workclass=Self-emp-not-inc -0.7975358114144657 -0.20532294651901264 workclass=Self-emp-inc -0.9083597727570146 -0.8781896275230269 workclass=Federal-gov 0.5286782329316833 0.2843039873880142 workclass=Local-gov 1.4397959861709717 -0.5867919431868549 workclass=State-gov -0.3280210650167294 0.743163292443805 workclass=Without-pay 0.6683666428722734 -0.7300874577123668 workclass=Never-worked -0.1977909055352154 0.0029883571936031913 fnlwgt -1.0305025120495104 1.2005100747665862 education=Bachelors 0.13239868654437587 0.3857167170122513 education=Some-college 1.6407409064059615 -0.1938060479140346 education=11th 0.7975652007300906 -0.42327356670990224 education=HS-grad -1.3623091677428127 -1.7067924855361458 education=Prof-school 0.38130793129844853 -0.37925137811955445 education=Assoc-acdm -0.6066898662942507 -0.6177024572334187 education=Assoc-voc 1.3491726938470388 0.024250644528108246 education=9th -0.04122765084015212 -1.3700410526063653 education=7th-8th 0.24192902136675795 0.32495914351761945 education=12th 1.1785853801032413 -0.41569806450680813 education=Masters 0.40913304882442053 0.9395279199886672 education=1st-4th 0.9431016867381902 -0.40586223964229573 education=10th -1.308495799077517 -1.2497978591521226 education=Doctorate 0.8584256504705869 0.8758871970922344 education=5th-6th 0.1786817151991657 0.005332226739811121 education=Preschool -2.1710539828126767 -0.6694991613749153 education-num -2.2518637843409217 0.7361373980795632 marital-status=Married-civ-spouse 0.6146457731200712 -0.528143008612213 marital-status=Divorced 0.27947060068997515 0.4026725024640287 marital-status=Never-married 0.9333137810018153 -0.036840016728379436 marital-status=Separated 1.174291368586256 1.0220815242246999 marital-status=Widowed 0.526449824527931 -0.2711708855597158 marital-status=Married-spouse-absent 0.36829390128484546 -0.2896258220891973 marital-status=Married-AF-spouse -0.24418318241469666 0.47910492519069836 occupation=Tech-support 0.7165700019408654 -0.4059748753866181 occupation=Craft-repair 0.3591739922172001 0.1440963696127804 occupation=Other-service 0.5788612781295946 -0.1217230456133595 occupation=Sales -1.1843746354339302 -0.35127745219102374 occupation=Exec-managerial -1.3706634719021797 1.0708984633295864 occupation=Prof-specialty 0.8956327475846546 1.0681028194564175 occupation=Handlers-cleaners -0.08371546782874084 0.3448260138609357 occupation=Machine-op-inspct 0.17385497222000748 0.9231911742323775 occupation=Adm-clerical 1.0420742075236966 -0.3743100392525977 occupation=Farming-fishing 1.582824108525965 1.1863254020787841 occupation=Transport-moving 0.46313649744719704 0.31228723675542563 occupation=Priv-house-serv -1.0380036864765516 0.12120111329261972 occupation=Protective-serv 0.2705531912198187 -0.6543331931932076 occupation=Armed-Forces -0.09950422045885808 -0.5387501250911642 relationship=Wife 1.6127386330469715 0.23117768417861956 relationship=Own-child -0.7488428382269343 0.48208375096880096 relationship=Husband 0.4615242450350615 0.03732292005401799 relationship=Not-in-family 0.5563976800733965 0.1802129683239064 relationship=Other-relative 0.49069464910299987 0.8561972080451188 relationship=Unmarried 0.09987324929115785 -0.3985823794001491 race=White 0.05556223587269318 -1.1712746382576136 race=Asian-Pac-Islander 0.32881695834313407 0.5666884435452648 race=Amer-Indian-Eskimo 0.32509572930216823 0.9972766005290441 race=Other 0.10390983667304737 -0.3482626149688791 race=Black 0.5209999945628434 -0.42089324401715367 sex -0.26897085154620237 0.2774443176312405 capital-gain -1.6909419769479497 -1.5404136171442115 capital-loss -0.5098337729337105 -0.8682248445490582 hours-per-week 0.25128107577870384 -0.22248487048795204 native-country=United-States -0.4859824984366684 -0.9247048648903317 native-country=Cambodia 0.10199961949606748 0.9744928829651459 native-country=England 1.6416493787262432 -0.46823570779639884 native-country=Puerto-Rico -1.0023340520717343 0.1135211617370442 native-country=Canada 0.7604745313334974 -0.4592416461677687 native-country=Germany 0.34153884576012367 0.20211306774409132 native-country=Outlying-US(Guam-USVI-etc) 0.771584722412956 -1.1119303386755504 native-country=India -0.5998449496496532 -0.5502609671881908 native-country=Japan -0.7760838819448519 0.5082542247029902 native-country=Greece -1.2875629528564696 0.2938312818410161 native-country=South -0.8723304784265089 0.16575676362450198 native-country=China -0.23816980339242785 1.4976598985648926 native-country=Cuba -0.29596774296018546 -1.0432723489670759 native-country=Iran 0.8209524512951701 -0.736344776275617 native-country=Honduras 1.0212924191213446 0.9135602159771528 native-country=Philippines 0.003391371273827992 0.9313626119131143 native-country=Italy -0.2412120290476842 0.8978439711374312 native-country=Poland -0.6123978866089417 -0.7518717237788249 native-country=Jamaica -0.5881911980826924 -0.9604632901021508 native-country=Vietnam -0.5192075748917696 0.043051409696260694 native-country=Mexico 0.8896675130579169 1.285150053018669 native-country=Portugal 0.4882762141269071 0.010044564862203408 native-country=Ireland -0.779195098317365 0.23696208187150994 native-country=France -0.528639008532338 0.5668007048366643 native-country=Dominican-Republic 0.3028230219511959 -0.19795226573140645 native-country=Laos 0.015138684535842512 -0.8022869840955693 native-country=Ecuador -0.6191900920546882 -0.3502674722244733 native-country=Taiwan -0.3821020298940987 -0.8675823315248263 native-country=Haiti 0.7346832331755119 0.3802297966296921 native-country=Columbia -0.6646903688361827 0.002697890870199136 native-country=Hungary 0.4283749335548855 -0.5866069954384165 native-country=Guatemala -0.4624972032231656 0.06465499640464693 native-country=Nicaragua 0.3697630017800309 -0.08741663569452597 native-country=Scotland 0.8230018582486085 0.38406262428608845 native-country=Thailand -0.37749262473658657 -0.8787746259736715 native-country=Yugoslavia -0.6565946140685354 0.049994927869494096 native-country=El-Salvador 0.013685992905287329 1.0192828366970934 native-country=Trinadad&Tobago -0.8360372430651324 0.2465571637992795 native-country=Peru -0.7807175789098733 0.46190095411897 native-country=Hong -0.70778338696849 0.1728781547267687 native-country=Holand-Netherlands Hidden Weights: -3.72322758850959 3.714054325267213 -2.7547038200328116 2.7274743372902504 >50K <=50K Error sum for iteration 1100 = 71.25410154211211 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.28412462581976955 -1.2198430299550096 age 0.3652158793053307 0.6553835703833761 workclass=Private 0.06032497492150246 1.8715225192813683 workclass=Self-emp-not-inc -0.7640964461576851 -0.2412192783056815 workclass=Self-emp-inc -0.943792081672426 -0.8359595257204977 workclass=Federal-gov 0.5369813163783551 0.32156026642912766 workclass=Local-gov 1.560228115984852 -0.7551866478935229 workclass=State-gov -0.3241400658003903 0.7408204315651548 workclass=Without-pay 0.6722476420886103 -0.732430318591017 workclass=Never-worked -0.2088736533357349 -0.02431617910659165 fnlwgt -1.0934523295731564 1.2795054294938468 education=Bachelors 0.15859519531251737 0.37703261294156465 education=Some-college 1.7091345179236144 -0.19406566481967213 education=11th 0.8062965049026272 -0.42177482054189913 education=HS-grad -1.4530819077424815 -1.7519585622470446 education=Prof-school 0.4088054126076316 -0.42219077553551404 education=Assoc-acdm -0.6454547027743213 -0.5146929020897237 education=Assoc-voc 1.3931767552832364 0.03286482178497295 education=9th -0.094173015752018 -1.4303376816242097 education=7th-8th 0.23238476250728218 0.29072109256040646 education=12th 1.2873095125290157 -0.45323244124944256 education=Masters 0.42891120931176957 0.9487805204118842 education=1st-4th 0.9922476337845214 -0.37725439932237886 education=10th -1.3237267474290022 -1.2969527696900054 education=Doctorate 0.8655297705344545 0.8686821778960907 education=5th-6th 0.18245833529023145 0.0026034731680800154 education=Preschool -2.205852610230604 -0.6936698714150893 education-num -2.2862316366745565 0.8098212235587914 marital-status=Married-civ-spouse 0.6005602776069797 -0.5621010714451852 marital-status=Divorced 0.3004708647974453 0.3047453872231747 marital-status=Never-married 0.9385736250907027 -0.04096618703803426 marital-status=Separated 1.2160636158169078 1.0338898692080216 marital-status=Widowed 0.5604485243573458 -0.2548609353073956 marital-status=Married-spouse-absent 0.37293118212015053 -0.2905595076004086 marital-status=Married-AF-spouse -0.25897080236320413 0.4975189428078692 occupation=Tech-support 0.7339657773482355 -0.4462245644962452 occupation=Craft-repair 0.37442836374854116 0.07324652309925349 occupation=Other-service 0.577046561030382 -0.12696396917604988 occupation=Sales -1.1501148704093136 -0.3238138930054016 occupation=Exec-managerial -1.409435808258949 1.1565413261395816 occupation=Prof-specialty 0.9297073528500565 1.0626309848082947 occupation=Handlers-cleaners -0.08138560880402834 0.38057582061272455 occupation=Machine-op-inspct 0.16071162157956814 0.9087595481400421 occupation=Adm-clerical 1.0495444620684462 -0.34817981793027725 occupation=Farming-fishing 1.5884984257351755 1.152678451655107 occupation=Transport-moving 0.46701749666353615 0.30994437587676676 occupation=Priv-house-serv -1.0098897946234804 0.04952457332930048 occupation=Protective-serv 0.2759993589472702 -0.655366329018516 occupation=Armed-Forces -0.08698758631783099 -0.533870327833836 relationship=Wife 1.7104705465902148 0.19220694338406968 relationship=Own-child -0.7682074354383704 0.5572339694473121 relationship=Husband 0.4669037830436115 0.0990659367327517 relationship=Not-in-family 0.5122846813266296 0.15973965356428857 relationship=Other-relative 0.4928781483971221 0.7410681788835333 relationship=Unmarried 0.08817809431002839 -0.42463815604444727 race=White 0.05061206296020523 -1.2611966577952083 race=Asian-Pac-Islander 0.3546558518747746 0.57843770300183 race=Amer-Indian-Eskimo 0.41576459906089636 1.0763303583714852 race=Other 0.05450039108870839 -0.35354502750847444 race=Black 0.5267030717973292 -0.45413043636966705 sex -0.2877057353156731 0.26399939835020814 capital-gain -1.8087809059877884 -1.6669835191836533 capital-loss -0.5244999522328746 -0.9147272852702707 hours-per-week 0.259263504140134 -0.292070066745484 native-country=United-States -0.6537183005458346 -0.9917572616220621 native-country=Cambodia 0.12560513919578445 0.9881335054819528 native-country=England 1.7425054446144768 -0.42437404397415096 native-country=Puerto-Rico -1.0535144626810335 0.047709428416981475 native-country=Canada 0.772119695247077 -0.45510339248597603 native-country=Germany 0.3454198449764628 0.19977020686543284 native-country=Outlying-US(Guam-USVI-etc) 0.7487537162231961 -1.1401320303101408 native-country=India -0.5959639504333163 -0.552603828066841 native-country=Japan -0.772202882728515 0.50591136382434 native-country=Greece -1.3249234957212221 0.2631031113111926 native-country=South -0.868449479210172 0.1634139027458435 native-country=China -0.18465522427140701 1.5751279422326772 native-country=Cuba -0.29349660484363443 -1.0663599379551667 native-country=Iran 0.8243914841045115 -0.7391935989028293 native-country=Honduras 1.046181597518176 0.9278073686562927 native-country=Philippines 0.007156910610246618 0.9271753603034644 native-country=Italy -0.18437345796726107 0.9740140316591203 native-country=Poland -0.6083038329626987 -0.7533456621853742 native-country=Jamaica -0.5843101988663555 -0.962806150980801 native-country=Vietnam -0.630280732119207 -0.02967655219961257 native-country=Mexico 0.9184699532347566 1.301244628718515 native-country=Portugal 0.4921572133432462 0.007701703983547854 native-country=Ireland -0.7731387200715251 0.23723378690183067 native-country=France -0.5252971629309586 0.5620846168784017 native-country=Dominican-Republic 0.3970398448764356 -0.13818359849735168 native-country=Laos 0.11479799171053987 -0.7861236658841942 native-country=Ecuador -0.6273494175728475 -0.3592199608482236 native-country=Taiwan -0.3780457185456752 -0.8693562202249637 native-country=Haiti 0.7377438104566428 0.3757711635765226 native-country=Columbia -0.6608093696198458 3.5502999154351806E-4 native-country=Hungary 0.4322559327712246 -0.5889498563170668 native-country=Guatemala -0.4586162040068265 0.06231213552599119 native-country=Nicaragua 0.37364400099637 -0.08975949657318151 native-country=Scotland 0.817256931390515 0.3731615821456387 native-country=Thailand -0.37361162552024746 -0.8811174868523217 native-country=Yugoslavia -0.6528504224598545 0.04502048740712321 native-country=El-Salvador 0.017566992121626632 1.016939975818453 native-country=Trinadad&Tobago -0.8321562438487955 0.24421430292062102 native-country=Peru -0.7768365796935364 0.4595580932403111 native-country=Hong -0.7039023877521531 0.17053529384811023 native-country=Holand-Netherlands Hidden Weights: -3.8646027866501234 3.8565036054150776 -2.9738689985567683 2.95391325913743 >50K <=50K Error sum for iteration 1200 = 70.96316919844931 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.3176867421207909 -1.1620025605785658 age 0.3649584314081994 0.6664193248940065 workclass=Private -0.00659144760576504 1.9547577933274547 workclass=Self-emp-not-inc -0.735122183225885 -0.271464599784262 workclass=Self-emp-inc -0.9813151563041725 -0.7895956828280324 workclass=Federal-gov 0.5444978079994471 0.3589366028382933 workclass=Local-gov 1.677636319529459 -0.9287830785621195 workclass=State-gov -0.3206256362974322 0.7389753926873907 workclass=Without-pay 0.6757620715915619 -0.7342753574687811 workclass=Never-worked -0.21616781801882176 -0.05094424242630163 fnlwgt -1.141937241898567 1.3436331687698315 education=Bachelors 0.17995482502198087 0.3682997874861869 education=Some-college 1.7746045916683792 -0.19630748529513992 education=11th 0.8089490862456727 -0.412845712297115 education=HS-grad -1.5340731257374056 -1.7883522928093345 education=Prof-school 0.43399835223748906 -0.4718914908197465 education=Assoc-acdm -0.6908575633086034 -0.401888686516784 education=Assoc-voc 1.4339778837154464 0.04106641270790532 education=9th -0.1344851132350947 -1.4847360446369169 education=7th-8th 0.22279428573346788 0.2604823748378234 education=12th 1.384281660281139 -0.49270771611250663 education=Masters 0.44622268343123633 0.9570495013162514 education=1st-4th 1.034236568714458 -0.3517086452026858 education=10th -1.3355779869567346 -1.3372346954549135 education=Doctorate 0.8714086753323856 0.8604707881503356 education=5th-6th 0.18580963354158897 1.199139471448003E-4 education=Preschool -2.2382054056806053 -0.7137572030758221 education-num -2.3195110478241703 0.8746125821748088 marital-status=Married-civ-spouse 0.5903888533216856 -0.5819384205977366 marital-status=Divorced 0.32489522313644476 0.21586812318151552 marital-status=Never-married 0.9441944190750862 -0.04406815493917793 marital-status=Separated 1.2494369427425793 1.0407014422841987 marital-status=Widowed 0.5889844759085658 -0.24176136932991468 marital-status=Married-spouse-absent 0.3771440292990968 -0.2911210073413717 marital-status=Married-AF-spouse -0.2703788642234902 0.5171165487481262 occupation=Tech-support 0.7436592421553379 -0.4704798438029 occupation=Craft-repair 0.38675665528863507 0.010191187587825975 occupation=Other-service 0.5840604074490334 -0.1405651746996563 occupation=Sales -1.1265952350797073 -0.29652987208412407 occupation=Exec-managerial -1.4413624138795087 1.2367826542211218 occupation=Prof-specialty 0.9555701115304529 1.0500464425718652 occupation=Handlers-cleaners -0.08089286948268026 0.41792268035054736 occupation=Machine-op-inspct 0.148739382592464 0.9047231804055429 occupation=Adm-clerical 1.063099539702337 -0.3159141746533193 occupation=Farming-fishing 1.5869441748423774 1.1126839151716323 occupation=Transport-moving 0.47053192616649425 0.3080993369989909 occupation=Priv-house-serv -0.9765094225777097 -0.027585759124045334 occupation=Protective-serv 0.28081735009325026 -0.6562100041602124 occupation=Armed-Forces -0.07549843323486408 -0.5276657004743794 relationship=Wife 1.804891838451625 0.15740811402800675 relationship=Own-child -0.7823030735341867 0.6198162441072217 relationship=Husband 0.46998001559511926 0.15843483323466126 relationship=Not-in-family 0.46990122835023945 0.14827117728613887 relationship=Other-relative 0.4895725750147981 0.6333491417076321 relationship=Unmarried 0.07027316972386075 -0.44187742381047385 race=White 0.046972810673354515 -1.3464672289228234 race=Asian-Pac-Islander 0.37769094229500066 0.5890063215373166 race=Amer-Indian-Eskimo 0.49972949537063344 1.1463262282800304 race=Other 0.014732164770168282 -0.3555851824699504 race=Black 0.541562228557463 -0.4924092286902051 sex -0.3051060222704292 0.2513808300124375 capital-gain -1.906662823265693 -1.7813534620370561 capital-loss -0.5286871927853112 -0.9576402712263113 hours-per-week 0.2594238528244853 -0.35646614843885294 native-country=United-States -0.8123135015565479 -1.0559353239066702 native-country=Cambodia 0.14760652659634216 1.000867593568046 native-country=England 1.8342786335284584 -0.3816667413030918 native-country=Puerto-Rico -1.095171234312264 -0.01046634107566869 native-country=Canada 0.7804002440968096 -0.45250526229239596 native-country=Germany 0.3489342744794209 0.19792516798765716 native-country=Outlying-US(Guam-USVI-etc) 0.7279782157454432 -1.1644147856084426 native-country=India -0.5924495209303647 -0.5544488669446052 native-country=Japan -0.7686884532255635 0.5040663249465759 native-country=Greece -1.359204896733236 0.23632139684072126 native-country=South -0.8649350497072205 0.16156886386806782 native-country=China -0.13684997994637896 1.6437129791504483 native-country=Cuba -0.2917726630403849 -1.0902305437958548 native-country=Iran 0.8276757801805896 -0.74133269413122 native-country=Honduras 1.0721618566468765 0.9442833704998697 native-country=Philippines 0.010579111502524675 0.9237203403346873 native-country=Italy -0.1321618907523812 1.0447828646216712 native-country=Poland -0.6046793493022888 -0.7546966241475768 native-country=Jamaica -0.5807957693634039 -0.9646511898585651 native-country=Vietnam -0.7290436133573771 -0.09435248363124357 native-country=Mexico 0.9439439671787083 1.3162191443825584 native-country=Portugal 0.4956716428462043 0.005856665105771472 native-country=Ireland -0.766912467004738 0.23849001741026743 native-country=France -0.5222941370109927 0.5577869991644161 native-country=Dominican-Republic 0.4841453271204591 -0.08220024684713607 native-country=Laos 0.21105527068810112 -0.7699672045092808 native-country=Ecuador -0.6362762304802372 -0.367171693261046 native-country=Taiwan -0.3742623146085845 -0.8704050158677009 native-country=Haiti 0.7402650780210664 0.3712221707006956 native-country=Columbia -0.6572949401168943 -0.0014900088862327728 native-country=Hungary 0.4357703622741827 -0.5907948951948309 native-country=Guatemala -0.4551017745038684 0.060467096648214404 native-country=Nicaragua 0.3771584304993281 -0.091604535450957 native-country=Scotland 0.8117145280686944 0.36406639482949193 native-country=Thailand -0.37009719601728935 -0.8829625257300858 native-country=Yugoslavia -0.6494570403633807 0.040297537323185674 native-country=El-Salvador 0.021081421624580026 1.0150949369406719 native-country=Trinadad&Tobago -0.8286418143458439 0.24236926404284534 native-country=Peru -0.7733221501905848 0.45771305436253523 native-country=Hong -0.7003879582492015 0.16869025497033455 native-country=Holand-Netherlands Hidden Weights: -3.995771998443267 3.988991384710519 -3.1792707204756363 3.1642539152161153 >50K <=50K Error sum for iteration 1300 = 70.70211666065342 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.3510850362249617 -1.0958217689590508 age 0.36589397498426085 0.6761491645235248 workclass=Private -0.0729638208738787 2.037623506044398 workclass=Self-emp-not-inc -0.7074923216605277 -0.2967163099698493 workclass=Self-emp-inc -1.0184204516002764 -0.7401195887994702 workclass=Federal-gov 0.5508136751251407 0.3961647098690582 workclass=Local-gov 1.7902885445086376 -1.1022909003073982 workclass=State-gov -0.31747879139156887 0.737585408507041 workclass=Without-pay 0.6789089164974185 -0.7356653416491308 workclass=Never-worked -0.22096768531095465 -0.07754170903152506 fnlwgt -1.1770943614189138 1.3937905131208521 education=Bachelors 0.1968284360832439 0.3595596533763431 education=Some-college 1.837516416539679 -0.19915042731403756 education=11th 0.8084635785636528 -0.40114515852553756 education=HS-grad -1.6068971674580341 -1.8178759610960609 education=Prof-school 0.4581719156596673 -0.5250908430019342 education=Assoc-acdm -0.742735760276653 -0.2803433112988348 education=Assoc-voc 1.4712183053432082 0.048988014276695496 education=9th -0.16533946177363246 -1.5332688323660397 education=7th-8th 0.21310181205513817 0.23305275008457715 education=12th 1.470221418621424 -0.5311688820526796 education=Masters 0.46102473703384 0.9640805812516984 education=1st-4th 1.070242892999617 -0.32887408036694665 education=10th -1.3446459198881733 -1.3718679019031148 education=Doctorate 0.8760144741923064 0.8515686348437617 education=5th-6th 0.18874017625122988 -0.002165191287170694 education=Preschool -2.2677615882859654 -0.7295896088453026 education-num -2.351926391442274 0.9313546711960218 marital-status=Married-civ-spouse 0.5830044617863207 -0.5896837196561736 marital-status=Divorced 0.3516178559530089 0.13553906258242623 marital-status=Never-married 0.9502233351331466 -0.046195264881948105 marital-status=Separated 1.2760121553259722 1.0432152542288273 marital-status=Widowed 0.612873555314391 -0.2314360418441952 marital-status=Married-spouse-absent 0.3809305971766345 -0.2913505288981385 marital-status=Married-AF-spouse -0.2787097811657139 0.5367587893408468 occupation=Tech-support 0.7492797997847195 -0.4836515628215444 occupation=Craft-repair 0.39655761768194975 -0.04469298828741314 occupation=Other-service 0.6001190476459446 -0.16196438293396628 occupation=Sales -1.1115321525719828 -0.27093427998202274 occupation=Exec-managerial -1.4695178508694478 1.3133175651188826 occupation=Prof-specialty 0.975672663259169 1.0332334162632717 occupation=Handlers-cleaners -0.08293574399715473 0.4558687817772633 occupation=Machine-op-inspct 0.13594137427346956 0.9106291782311853 occupation=Adm-clerical 1.0809698085748556 -0.2786543562809626 occupation=Farming-fishing 1.5806596456581055 1.0689164133697773 occupation=Transport-moving 0.47367877107235756 0.3067093528186261 occupation=Priv-house-serv -0.9415788339481109 -0.1090298844045177 occupation=Protective-serv 0.2850662071080563 -0.6568045766460283 occupation=Armed-Forces -0.06556450405137455 -0.5205327671018666 relationship=Wife 1.89465823027571 0.12801768126495008 relationship=Own-child -0.7902321440732837 0.6706455287888663 relationship=Husband 0.47134109096374754 0.21199537540479496 relationship=Not-in-family 0.42813318726591043 0.14493717022558938 relationship=Other-relative 0.48226411894408583 0.535091042781875 relationship=Unmarried 0.04755559098056561 -0.45021377070911195 race=White 0.04737916341304675 -1.4270021756015863 race=Asian-Pac-Islander 0.3982678902632653 0.5986243520336371 race=Amer-Indian-Eskimo 0.5748810291574247 1.2065137249833535 race=Other -0.017776107205104467 -0.354589210436988 race=Black 0.5623102277511589 -0.5339104131413304 sex -0.321254023320773 0.23949622065358311 capital-gain -1.9862854078864012 -1.8855141328088711 capital-loss -0.5258501006797693 -0.9983540028202095 hours-per-week 0.25392141308038213 -0.4134043811255653 native-country=United-States -0.9580465931967895 -1.1165730438489507 native-country=Cambodia 0.16826904050418717 1.0128788776790618 native-country=England 1.916462034711259 -0.3404860335259294 native-country=Puerto-Rico -1.1296048460558317 -0.062332050403353496 native-country=Canada 0.7857934784244353 -0.451289301037269 native-country=Germany 0.3520811193852842 0.1965351838072921 native-country=Outlying-US(Guam-USVI-etc) 0.708727842176399 -1.1848360637524067 native-country=India -0.5893026760245081 -0.5558388511249548 native-country=Japan -0.7655416083197069 0.5026763407662262 native-country=Greece -1.3910414577286982 0.21285660370628917 native-country=South -0.8617882048013639 0.16017887968770275 native-country=China -0.09398570136155139 1.703874312022519 native-country=Cuba -0.29065223944111096 -1.114560075300307 native-country=Iran 0.8307327413357796 -0.7428512633409751 native-country=Honduras 1.0987065893933265 0.962275515886089 native-country=Philippines 0.013652286194215555 0.9209445521512131 native-country=Italy -0.08398453418700533 1.1094796403685314 native-country=Poland -0.6014991850603469 -0.755922768530734 native-country=Jamaica -0.5776489244575473 -0.9660411740389148 native-country=Vietnam -0.8165603967135356 -0.1514756175644347 native-country=Mexico 0.9663962992826852 1.3300879464064825 native-country=Portugal 0.4988184877520676 0.004466680925406076 native-country=Ireland -0.7606251715546652 0.24050393424351452 native-country=France -0.5196289521047878 0.5539191056819798 native-country=Dominican-Republic 0.5629380908176055 -0.03066001124093841 native-country=Laos 0.30235290834346984 -0.7538766414418928 native-country=Ecuador -0.6459696194628138 -0.37419341953468077 native-country=Taiwan -0.3707729616534435 -0.8708660871769925 native-country=Haiti 0.7423153189408961 0.3667392965486951 native-country=Columbia -0.6541480952110377 -0.002879993066598273 native-country=Hungary 0.438917207180046 -0.5921848793751805 native-country=Guatemala -0.4519549295980051 0.05907711246784935 native-country=Nicaragua 0.38030527540519143 -0.09299451963132366 native-country=Scotland 0.806342125694201 0.3565503981863789 native-country=Thailand -0.36695035111142604 -0.8843525099104355 native-country=Yugoslavia -0.6464167098492136 0.035916812821137636 native-country=El-Salvador 0.024228266530439618 1.0137049527602893 native-country=Trinadad&Tobago -0.8254949694399873 0.24097927986248027 native-country=Peru -0.7701753052847282 0.45632307018217044 native-country=Hong -0.6972411133433449 0.16730027078996948 native-country=Holand-Netherlands Hidden Weights: -4.116365025216062 4.110804962187904 -3.3682120651773837 3.356673345732192 >50K <=50K Error sum for iteration 1400 = 70.48361547799084 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.385127224105551 -1.026506636848057 age 0.367989893195943 0.6837452829186598 workclass=Private -0.14042837172298858 2.1179540171020013 workclass=Self-emp-not-inc -0.6798477605442855 -0.3182699019072908 workclass=Self-emp-inc -1.0535257889434617 -0.6890715150212027 workclass=Federal-gov 0.5557926152538789 0.43336958350298865 workclass=Local-gov 1.8969676867863987 -1.271238436628418 workclass=State-gov -0.31470531470998797 0.7365624405503625 workclass=Without-pay 0.681682393179 -0.7366883096058093 workclass=Never-worked -0.2245828669496189 -0.10446802739039643 fnlwgt -1.2002366799608424 1.4317650232843402 education=Bachelors 0.21038599762358948 0.3509679672171843 education=Some-college 1.8980052001361067 -0.2020102986765645 education=11th 0.8070924006841586 -0.38986828975264637 education=HS-grad -1.6726157728104993 -1.8419984809040124 education=Prof-school 0.48138576236213726 -0.5794949852087301 education=Assoc-acdm -0.800667425067772 -0.15209110235635692 education=Assoc-voc 1.504673157475286 0.05655275766159354 education=9th -0.1892242412857177 -1.5761588336711434 education=7th-8th 0.2032344949703849 0.20755293302081135 education=12th 1.5454952963808115 -0.5667382779724389 education=Masters 0.47345316938217785 0.9697323482637941 education=1st-4th 1.1012167059357088 -0.3085628661150161 education=10th -1.3514348981782398 -1.4020176534433622 education=Doctorate 0.8793820724315861 0.8422475009262871 education=5th-6th 0.19124969280663967 -0.004339415492506884 education=Preschool -2.2946589352731936 -0.741296821676133 education-num -2.3838656662083695 0.9820258048969661 marital-status=Married-civ-spouse 0.5766042714305702 -0.5878175150381455 marital-status=Divorced 0.38048557754852463 0.061920140060709165 marital-status=Never-married 0.9566482512044807 -0.04751510546567539 marital-status=Separated 1.2971074475911086 1.0421524045643842 marital-status=Widowed 0.6330728378173411 -0.2233365772575186 marital-status=Married-spouse-absent 0.38428500008727107 -0.29133023838413896 marital-status=Married-AF-spouse -0.28415679705362 0.5552132423008663 occupation=Tech-support 0.7535941013002835 -0.48999486290977357 occupation=Craft-repair 0.404963217810247 -0.0919534794501806 occupation=Other-service 0.6246135993744212 -0.19053853722450992 occupation=Sales -1.102365583825744 -0.2473401526707689 occupation=Exec-managerial -1.4967107767961394 1.3867656649822109 occupation=Prof-specialty 0.9917760459575518 1.014354044923302 occupation=Handlers-cleaners -0.08711251677705 0.49349786087988273 occupation=Machine-op-inspct 0.1207606642249028 0.9256836605704134 occupation=Adm-clerical 1.100789016175639 -0.23754284590257743 occupation=Farming-fishing 1.57158344172435 1.023518567317576 occupation=Transport-moving 0.47645224775393846 0.30568638486194805 occupation=Priv-house-serv -0.9082859272930089 -0.19298169563669312 occupation=Protective-serv 0.2887863269251972 -0.6571716815252798 occupation=Armed-Forces -0.057335515980157514 -0.5118589576172535 relationship=Wife 1.9791003345522455 0.10382552078136938 relationship=Own-child -0.7919022624242044 0.7108602309852199 relationship=Husband 0.47201329552193017 0.2578209287636844 relationship=Not-in-family 0.38589986701679496 0.148569992857667 relationship=Other-relative 0.471652934180302 0.44661476419995905 relationship=Unmarried 0.02160176770744173 -0.4502720320680222 race=White 0.05223965711125677 -1.5033722311117796 race=Asian-Pac-Islander 0.4167804382944034 0.6074950163306758 race=Amer-Indian-Eskimo 0.6406347353230217 1.2572382799057984 race=Other -0.04489383496640192 -0.35105469622424484 race=Black 0.5868937952819075 -0.5772355132179127 sex -0.33641433109219 0.22823391028885032 capital-gain -2.0491442467925065 -1.981486828175236 capital-loss -0.5186797603491299 -1.0375222187715567 hours-per-week 0.2445261438512545 -0.46266315625715765 native-country=United-States -1.089624906169732 -1.1732651725284218 native-country=Cambodia 0.1878506950440954 1.0243360464628564 native-country=England 1.9889343421118282 -0.30134108250876324 native-country=Puerto-Rico -1.1584293179375653 -0.10893836000659941 native-country=Canada 0.7888343316088408 -0.45122745002946535 native-country=Germany 0.3548545960668651 0.19551221585060824 native-country=Outlying-US(Guam-USVI-etc) 0.6905323537455411 -1.201821527106731 native-country=India -0.5865291993429266 -0.5568618190816333 native-country=Japan -0.7627681316381253 0.5016533728095477 native-country=Greece -1.4209476011294073 0.1921814025639119 native-country=South -0.8590147281197823 0.1591559117310189 native-country=China -0.05540641301693093 1.7564327419751722 native-country=Cuba -0.2900206495303191 -1.1390492207845357 native-country=Iran 0.8335090815664674 -0.7438681501664344 native-country=Honduras 1.1252890953257821 0.9811231615909993 native-country=Philippines 0.016366670733057722 0.9187311136673751 native-country=Italy -0.03931067105315924 1.1680198593928413 native-country=Poland -0.5987487397431314 -0.757074714577027 native-country=Jamaica -0.5748754477759658 -0.9670641419955933 native-country=Vietnam -0.8937890759879441 -0.2017342518646839 native-country=Mexico 0.9861043369020215 1.3428403338984032 native-country=Portugal 0.501591964433652 0.0034437129687225707 native-country=Ireland -0.7543706735560587 0.24307094334250243 native-country=France -0.5173064462090999 0.5504379613282883 native-country=Dominican-Republic 0.6331474424146415 0.01627490146624449 native-country=Laos 0.3877635968552049 -0.7379585648138237 native-country=Ecuador -0.6564623511047393 -0.3804223074386851 native-country=Taiwan -0.3676050293925986 -0.8709019662034291 native-country=Haiti 0.7439522697654167 0.36247939776408644 native-country=Columbia -0.6513746185294561 -0.003902961023281733 native-country=Hungary 0.4416906838616269 -0.593207847331859 native-country=Guatemala -0.4491814529164242 0.05805414451116543 native-country=Nicaragua 0.38307875208677233 -0.09401748758800604 native-country=Scotland 0.8010678386284156 0.35034427907184257 native-country=Thailand -0.36417687442984514 -0.885375477867114 native-country=Yugoslavia -0.6437363160191152 0.03191310911159388 native-country=El-Salvador 0.027001743212018446 1.0126819848036148 native-country=Trinadad&Tobago -0.8227214927584058 0.23995631190579642 native-country=Peru -0.7674018286031467 0.4553001022254924 native-country=Hong -0.6944676366617634 0.16627730283328562 native-country=Holand-Netherlands Hidden Weights: -4.227174492015402 4.22264061009421 -3.5400927079298397 3.5310798241252583 >50K <=50K Error sum for iteration 1500 = 70.32685126931266 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.4200239284865204 -0.958145666301051 age 0.3716971814728721 0.6882458357657685 workclass=Private -0.2098166079087841 2.195142436714156 workclass=Self-emp-not-inc -0.6518390251651036 -0.3376545711491493 workclass=Self-emp-inc -1.0858113505594766 -0.6381477309885505 workclass=Federal-gov 0.5594620719712993 0.4709667227349687 workclass=Local-gov 1.9968981585248355 -1.432530110735748 workclass=State-gov -0.3123023036878378 0.7358148371485524 workclass=Without-pay 0.6840854042011643 -0.7374359130076193 workclass=Never-worked -0.22826528021034775 -0.13196928868003494 fnlwgt -1.2124491411134781 1.4597430910160918 education=Bachelors 0.22187156443824885 0.34271850478571964 education=Some-college 1.9560289169549647 -0.2047406680328186 education=11th 0.8063367927177097 -0.3809454989314428 education=HS-grad -1.732025607732784 -1.8617952816163699 education=Prof-school 0.5031885805738089 -0.6334784830990088 education=Assoc-acdm -0.8639571562666087 -0.020389428396170674 education=Assoc-voc 1.5343162958965568 0.06361733047545198 education=9th -0.2080789951755692 -1.6137304898501021 education=7th-8th 0.19313314670535292 0.1834145414746766 education=12th 1.6104714487622098 -0.5976887214097166 education=Masters 0.4837377891694269 0.9739746934819034 education=1st-4th 1.127919553599728 -0.2906670800371487 education=10th -1.3563635704766748 -1.4286524778064178 education=Doctorate 0.8815912267933871 0.8327040485803234 education=5th-6th 0.19334635257093694 -0.006488235497109177 education=Preschool -2.31911170178683 -0.7489378405323467 education-num -2.415668927196556 1.0286515768459914 marital-status=Married-civ-spouse 0.5693995733839137 -0.578807041142108 marital-status=Divorced 0.4116510234295151 -0.00698863258593804 marital-status=Never-married 0.9634381683567209 -0.04820022782656726 marital-status=Separated 1.3138564969553805 1.0383026562999345 marital-status=Widowed 0.6504979262684522 -0.21692356034786156 marital-status=Married-spouse-absent 0.3872086236058555 -0.29114990889399134 marital-status=Married-AF-spouse -0.28664367949323816 0.5713637702857032 occupation=Tech-support 0.7582514358293846 -0.4928566375890042 occupation=Craft-repair 0.4131740831306456 -0.13248857982784568 occupation=Other-service 0.656521178926478 -0.22576466468448872 occupation=Sales -1.0973813165890958 -0.2251842790642349 occupation=Exec-managerial -1.5247723668169473 1.4570276866742156 occupation=Prof-specialty 1.0051716018586907 0.9949464860259072 occupation=Handlers-cleaners -0.09251498093783439 0.5299148138153877 occupation=Machine-op-inspct 0.10216816621441432 0.9489899270355493 occupation=Adm-clerical 1.1206308640795746 -0.19348478593430102 occupation=Farming-fishing 1.561228500548339 0.9782438283676232 occupation=Transport-moving 0.47885525877608864 0.30493878146013764 occupation=Priv-house-serv -0.8791484245457154 -0.2775348327869359 occupation=Protective-serv 0.29201298100760037 -0.6573626181010623 occupation=Armed-Forces -0.05126770994325997 -0.5006825642359671 relationship=Wife 2.0580843069024928 0.08407225497357186 relationship=Own-child -0.7871812381673196 0.7414196948759749 relationship=Husband 0.4730265492257132 0.29503038954301186 relationship=Not-in-family 0.34240764199082774 0.15799326091202662 relationship=Other-relative 0.4580012571686254 0.36753299627669045 relationship=Unmarried -0.006362811020045164 -0.44290634949811647 race=White 0.0609133834765171 -1.5761594948016802 race=Asian-Pac-Islander 0.43365926938381444 0.6158283644823076 race=Amer-Indian-Eskimo 0.6974502261407589 1.2994505966024967 race=Other -0.06805816122329729 -0.34589762417608005 race=Black 0.6141598996471029 -0.6217040646375093 sex -0.3509487623410891 0.21749736105043124 capital-gain -2.0967863883758158 -2.071124528726698 capital-loss -0.5091218045668082 -1.0752719664124366 hours-per-week 0.23250821506980238 -0.5051462922872272 native-country=United-States -1.20714290785485 -1.2257705315942728 native-country=Cambodia 0.2066355023418161 1.0353977758211834 native-country=England 2.051885226318435 -0.26485437747478846 native-country=Puerto-Rico -1.1828075215615048 -0.15105860535301427 native-country=Canada 0.7900204903956819 -0.452082879855377 native-country=Germany 0.35725760708901527 0.19476461244880092 native-country=Outlying-US(Guam-USVI-etc) 0.6729816819793661 -1.2159454104063359 native-country=India -0.5841261883207624 -0.5576094224834434 native-country=Japan -0.7603651206159611 0.5009057694077377 native-country=Greece -1.4493319161177933 0.17388928032233633 native-country=South -0.8566117170976181 0.15840830832921157 native-country=China -0.020537392108365526 1.8023392746251308 native-country=Cuba -0.28979451376409743 -1.1634155485445967 native-country=Iran 0.8359749524804129 -0.7444957053085547 native-country=Honduras 1.1514837186689213 1.00029120046786 native-country=Philippines 0.018722194615899024 0.9169626172785861 native-country=Italy 0.0023239735442733113 1.2206895301964837 native-country=Poland -0.5964099688903974 -0.7582109338457855 native-country=Jamaica -0.5724724367538016 -0.9678117453974033 native-country=Vietnam -0.9615935887146371 -0.2457575495772127 native-country=Mexico 1.0033551827166967 1.3544898425793277 native-country=Portugal 0.5039949754558163 0.002696109566913789 native-country=Ireland -0.7482011326448509 0.24604064044962076 native-country=France -0.5153226907658682 0.5472937546668744 native-country=Dominican-Republic 0.6952119117847068 0.05880364257253562 native-country=Laos 0.46681477954656664 -0.722355977000596 native-country=Ecuador -0.6678006271621129 -0.38600689152224177 native-country=Taiwan -0.36477564727936374 -0.8706594767496264 native-country=Haiti 0.7452280975756853 0.3585841786476659 native-country=Columbia -0.6489716075072919 -0.004650564425090521 native-country=Hungary 0.4440936948837771 -0.5939554507336691 native-country=Guatemala -0.446778441894274 0.057306541109357095 native-country=Nicaragua 0.3854817631089225 -0.09476509098981561 native-country=Scotland 0.7958084220279555 0.34518867137977327 native-country=Thailand -0.36177386340769496 -0.886123081268924 native-country=Yugoslavia -0.6414140597462773 0.028290582201242587 native-country=El-Salvador 0.029404754234174595 1.0119343814018267 native-country=Trinadad&Tobago -0.8203184817362416 0.2392087085039891 native-country=Peru -0.7649988175809824 0.454552498823682 native-country=Hong -0.6920646256395991 0.1655296994314783 native-country=Holand-Netherlands Hidden Weights: -4.3295372731943225 4.325834489168267 -3.695565925017122 3.688432022102082 >50K <=50K Error sum for iteration 1600 = 70.21285828258723 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.4555589620123769 -0.8935601550812298 age 0.377604977912288 0.6889391790792826 workclass=Private -0.2814695771517748 2.2695384585493166 workclass=Self-emp-not-inc -0.6235216809155006 -0.3564190317361335 workclass=Self-emp-inc -1.1149223098294951 -0.5888398339059547 workclass=Federal-gov 0.5618473957772645 0.5095409542427296 workclass=Local-gov 2.089692202336971 -1.5844422299025256 workclass=State-gov -0.3102565479882602 0.7352644738617827 workclass=Without-pay 0.6861311599007327 -0.7379862762943891 workclass=Never-worked -0.23314172321898996 -0.16031764994704478 fnlwgt -1.2146277326077113 1.4799265933054304 education=Bachelors 0.23223717758337964 0.33504490564213585 education=Some-college 2.011423055522168 -0.2073969230621906 education=11th 0.8070473674233734 -0.3752637252387501 education=HS-grad -1.7858355008818065 -1.8780474683705242 education=Prof-school 0.5233045564271434 -0.6858615390297588 education=Assoc-acdm -0.9314203591539966 0.11055230961073241 education=Assoc-voc 1.5602933468236162 0.07003710133244699 education=9th -0.2234759234577834 -1.646364902263676 education=7th-8th 0.182757891976005 0.16031635778116374 education=12th 1.6653288533199995 -0.6221996519824649 education=Masters 0.4921419527973082 0.9768671841766501 education=1st-4th 1.1509778503956203 -0.2750983061769959 education=10th -1.359776644932342 -1.452517289862393 education=Doctorate 0.8827410541297389 0.8230693888002768 education=5th-6th 0.19504838884225056 -0.008676908406685682 education=Preschool -2.3413016839266487 -0.7524520639695786 education-num -2.447533858893697 1.0728049198661274 marital-status=Married-civ-spouse 0.5599932817291036 -0.5648580610654552 marital-status=Divorced 0.44515458005900915 -0.07279233157305927 marital-status=Never-married 0.9705574765099869 -0.04839283375881722 marital-status=Separated 1.3272624911431126 1.0325039465374992 marital-status=Widowed 0.6659239701206519 -0.21174495297680052 marital-status=Married-spouse-absent 0.389711279628736 -0.2908912739815837 marital-status=Married-AF-spouse -0.28577272461738445 0.5843811690783137 occupation=Tech-support 0.7639892475714863 -0.49454059093974373 occupation=Craft-repair 0.42215899429631176 -0.1672988401611787 occupation=Other-service 0.6947817310186954 -0.26742072146416856 occupation=Sales -1.0960538784619718 -0.20340310812504464 occupation=Exec-managerial -1.5545879111499568 1.5238382383280589 occupation=Prof-specialty 1.0168431440035928 0.9760874137281128 occupation=Handlers-cleaners -0.09810979298983213 0.564252810395584 occupation=Machine-op-inspct 0.0796128749677908 0.9795033387212236 occupation=Adm-clerical 1.13916417582089 -0.14710376644050094 occupation=Farming-fishing 1.5507658310876717 0.9344646873100163 occupation=Transport-moving 0.48090101447566624 0.3043884181733664 occupation=Priv-house-serv -0.8559140234448 -0.36107646985932124 occupation=Protective-serv 0.29478124480083717 -0.6574316753770222 occupation=Armed-Forces -0.04814122462182817 -0.48616386060766664 relationship=Wife 2.131814739722314 0.06788332141910057 relationship=Own-child -0.7757810877257532 0.7630285497209465 relationship=Husband 0.47529128886176475 0.3235451794682153 relationship=Not-in-family 0.2972173043401871 0.17212180354431109 relationship=Other-relative 0.44131036639450516 0.29724595278562177 relationship=Unmarried -0.035521026741115416 -0.4291010699882357 race=White 0.07236908756499355 -1.6457090584389722 race=Asian-Pac-Islander 0.44933730902228464 0.6238471651228357 race=Amer-Indian-Eskimo 0.746311170922242 1.3343329490714129 race=Other -0.08829980991617924 -0.3402092158861077 race=Black 0.6434638265367054 -0.6671303985657052 sex -0.36525480150722034 0.20720891720784537 capital-gain -2.1308272245735136 -2.1560070510824283 capital-loss -0.49856472035815413 -1.111387804632632 hours-per-week 0.2187602034223831 -0.5421201826912619 native-country=United-States -1.3113931572822792 -1.2739815970620376 native-country=Cambodia 0.22493627876247155 1.0462169183974654 native-country=England 2.1057842404762717 -0.2316453596451902 native-country=Puerto-Rico -1.2036079125249768 -0.18925249023619045 native-country=Canada 0.7897685182882987 -0.45364779291560675 native-country=Germany 0.3593033627885929 0.1942142491620328 native-country=Outlying-US(Guam-USVI-etc) 0.6556968245813573 -1.2277886515098966 native-country=India -0.5820804326211939 -0.5581597857702131 native-country=Japan -0.7583193649163926 0.5003554061209672 native-country=Greece -1.4765374059991905 0.15766580477239409 native-country=South -0.8545659613980496 0.15785794504244346 native-country=China 0.01112238635013734 1.8425138505485374 native-country=Cuba -0.2899201118482036 -1.1874073051460245 native-country=Iran 0.8381206913150574 -0.7448259646582556 native-country=Honduras 1.176978619060173 1.0193692299601511 native-country=Philippines 0.020729894591050957 0.9155424941710851 native-country=Italy 0.04130710020797889 1.2679421358112164 native-country=Poland -0.5944583609634834 -0.7593764748465228 native-country=Jamaica -0.5704266810542331 -0.968362108684173 native-country=Vietnam -1.0207837869706295 -0.2840569542983193 native-country=Mexico 1.018434058615571 1.3650773952383264 native-country=Portugal 0.5060407311553847 0.0021457462801429844 native-country=Ireland -0.7421302937934342 0.24931047554830033 native-country=France -0.5136631726271351 0.5444487857587358 native-country=Dominican-Republic 0.7499828978253404 0.09733979223523297 native-country=Laos 0.5393443043377438 -0.7072345150528723 native-country=Ecuador -0.6800355566878966 -0.39108422375160884 native-country=Taiwan -0.36228946924623834 -0.8702582522604256 native-country=Haiti 0.7461863971146098 0.35514376259233205 native-country=Columbia -0.6469258518077234 -0.005200927711861288 native-country=Hungary 0.4461394505833547 -0.5945058140204388 native-country=Guatemala -0.4447326861946964 0.05675617782258569 native-country=Nicaragua 0.3875275188085001 -0.0953154542765866 native-country=Scotland 0.7904827513401941 0.3408587072979572 native-country=Thailand -0.35972810770811736 -0.8866734445556937 native-country=Yugoslavia -0.6394378621035781 0.025038871681273823 native-country=El-Salvador 0.03145050993375061 1.0113840181150546 native-country=Trinadad&Tobago -0.8182727260366731 0.23865834521722099 native-country=Peru -0.762953061881414 0.45400213553691077 native-country=Hong -0.6900188699400307 0.1649793361447102 native-country=Holand-Netherlands Hidden Weights: -4.424819459893468 4.42178108332421 -3.835907328300012 3.8301978414409463 >50K <=50K Error sum for iteration 1700 = 70.11478981384302 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.4912856577047006 -0.834317931652549 age 0.38626799012976193 0.6854352738541196 workclass=Private -0.35561141952435477 2.342004904861669 workclass=Self-emp-not-inc -0.5949486380566933 -0.37602499873066186 workclass=Self-emp-inc -1.1406586560592689 -0.5422023749013656 workclass=Federal-gov 0.5628536568221773 0.5496774275197158 workclass=Local-gov 2.1752752050317197 -1.726329172803063 workclass=State-gov -0.3085460386872896 0.7348532998241841 workclass=Without-pay 0.6878416692016908 -0.7383974503319877 workclass=Never-worked -0.24017851012167157 -0.1898723223106982 fnlwgt -1.207591966047499 1.494100741561862 education=Bachelors 0.24203863224162578 0.3281822770443341 education=Some-college 2.06395816274073 -0.2101056903161491 education=11th 0.8095510872746108 -0.3728577912585258 education=HS-grad -1.8347322694345327 -1.8913362404259486 education=Prof-school 0.5419225471158156 -0.7358413831471049 education=Assoc-acdm -1.001232013761299 0.236354842916759 education=Assoc-voc 1.582864867051759 0.07569569292066106 education=9th -0.23670770964799767 -1.6744672254050945 education=7th-8th 0.1720871677151571 0.13810960538558611 education=12th 1.7098373700151477 -0.6384176978490045 education=Masters 0.49892539039811845 0.978530888620923 education=1st-4th 1.170932657999625 -0.2617426389513072 education=10th -1.3619562051077636 -1.4741729536027506 education=Doctorate 0.8829373126743947 0.8134312064738723 education=5th-6th 0.19638252620236774 -0.01094468461498346 education=Preschool -2.3614032106453107 -0.751758317490154 education-num -2.479509130463083 1.1155319703601652 marital-status=Married-civ-spouse 0.5475116360572919 -0.5477946929444372 marital-status=Divorced 0.48077555679790335 -0.13655699982662442 marital-status=Never-married 0.9779681228114422 -0.048202117546560196 marital-status=Separated 1.3382042575035606 1.0255566582713593 marital-status=Widowed 0.6799659564117093 -0.2074535407203552 marital-status=Married-spouse-absent 0.3918104606926234 -0.29061947510957864 marital-status=Married-AF-spouse -0.28093276862145894 0.5937983558256873 occupation=Tech-support 0.7709451026272404 -0.4962920078370157 occupation=Craft-repair 0.4325525930336802 -0.19735021415581963 occupation=Other-service 0.7385643647088523 -0.3156818965947133 occupation=Sales -1.0988662908585942 -0.18078766036094016 occupation=Exec-managerial -1.5864964404086632 1.5872219320281207 occupation=Prof-specialty 1.0275631741574185 0.958512384114705 occupation=Handlers-cleaners -0.1029507487713312 0.5957251172981028 occupation=Machine-op-inspct 0.05301732750848128 1.0158814008978776 occupation=Adm-clerical 1.1555293798527 -0.09873642827775435 occupation=Farming-fishing 1.541064076300977 0.8931615505863778 occupation=Transport-moving 0.48261152377663685 0.30397724413577504 occupation=Priv-house-serv -0.8395382634698318 -0.44241199525038183 occupation=Protective-serv 0.29712810216425345 -0.657422707869464 occupation=Armed-Forces -0.04876688862396132 -0.4678309082222975 relationship=Wife 2.200691762066462 0.05443403253565406 relationship=Own-child -0.7575140356710672 0.7763012112048684 relationship=Husband 0.4796309243875563 0.34393642479151204 relationship=Not-in-family 0.2502410823364583 0.18998312373229842 relationship=Other-relative 0.4213756726893453 0.23508062576216246 relationship=Unmarried -0.06541206032540531 -0.40997511231081113 race=White 0.08556220250789912 -1.7121014725421229 race=Asian-Pac-Islander 0.4642022193498917 0.6317656905717324 race=Amer-Indian-Eskimo 0.7883776672512542 1.3630902398486506 race=Other -0.1062966770187995 -0.334963838175275 race=Black 0.6743909189084949 -0.7134721707854528 sex -0.37973805405320077 0.19730515808182847 capital-gain -2.152852770658998 -2.2373926953148726 capital-loss -0.48801529462187987 -1.1454478375014538 hours-per-week 0.20390059915252703 -0.5747840621492954 native-country=United-States -1.4034803457180838 -1.3179261564012152 native-country=Cambodia 0.24309617226216867 1.056949868075682 native-country=England 2.151351317976688 -0.20217735716947885 native-country=Puerto-Rico -1.2214961658339647 -0.22393949711570374 native-country=Canada 0.7884104859039182 -0.4557517881383866 native-country=Germany 0.3610138720895635 0.19380307512443623 native-country=Outlying-US(Guam-USVI-etc) 0.6383081611160148 -1.2378676998224698 native-country=India -0.5803699233202358 -0.5585709598078117 native-country=Japan -0.7566088556154346 0.499944232083362 native-country=Greece -1.5028785044023718 0.1432497454710516 native-country=South -0.8528554520970916 0.15744677100484689 native-country=China 0.039996003868925586 1.877765426946843 native-country=Cuba -0.29036743270575877 -1.2108201435242358 native-country=Iran 0.8399523429379913 -0.7449261292846052 native-country=Honduras 1.2015692101910427 1.0380635653332626 native-country=Philippines 0.02241011007536905 0.9143987992668291 native-country=Italy 0.07793771243188888 1.3102673312659938 native-country=Poland -0.5928632921627937 -0.7605945658869522 native-country=Jamaica -0.568716171753275 -0.9687732827217717 native-country=Vietnam -1.072114177460813 -0.317038394997117 native-country=Mexico 1.0315975667542263 1.3746560832904697 native-country=Portugal 0.5077512404563428 0.0017345722425477252 native-country=Ireland -0.7361411149090602 0.2528171446331543 native-country=France -0.5123045960233511 0.5418821284151187 native-country=Dominican-Republic 0.7984822092941936 0.13239776170038572 native-country=Laos 0.60541276451272 -0.6927584552797952 native-country=Ecuador -0.6932005907319941 -0.39576785628213046 native-country=Taiwan -0.36014003845975817 -0.8697874090826391 native-country=Haiti 0.7468616469937942 0.35218204384005647 native-country=Columbia -0.6452153425067654 -0.005612101749456615 native-country=Hungary 0.4478499598843253 -0.5949169880580374 native-country=Guatemala -0.4430221768937258 0.056345003784990105 native-country=Nicaragua 0.3892380281094707 -0.09572662831418177 native-country=Scotland 0.7850221982031861 0.3371737960698258 native-country=Thailand -0.35801759840714675 -0.8870846185932924 native-country=Yugoslavia -0.6377868507921934 0.02214436348582652 native-country=El-Salvador 0.033161019234721825 1.0109728440774524 native-country=Trinadad&Tobago -0.816562216735715 0.2382471711796244 native-country=Peru -0.7612425525804559 0.4535909614993194 native-country=Hong -0.6883083606390726 0.1645681621071136 native-country=Holand-Netherlands Hidden Weights: -4.514130272946071 4.511622094811246 -3.9626141951773484 3.9580012708433765 >50K <=50K Error sum for iteration 1800 = 70.02228600631759 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.5267146624715604 -0.7808672705448109 age 0.39808534156586134 0.6776742792677677 workclass=Private -0.4326556705205302 2.413586360317736 workclass=Self-emp-not-inc -0.5659458070484339 -0.3978022348639978 workclass=Self-emp-inc -1.1627287826704542 -0.49881728050050056 workclass=Federal-gov 0.5622581891983388 0.5918094433420553 workclass=Local-gov 2.2538215925305067 -1.858261677504102 workclass=State-gov -0.3071419869221515 0.7345410019854994 workclass=Without-pay 0.6892457209668285 -0.7387097481706724 workclass=Never-worked -0.25016297630266765 -0.22108283797014652 fnlwgt -1.1920463688081535 1.5032528472319646 education=Bachelors 0.2514779526970491 0.32233032475289974 education=Some-college 2.113400427982681 -0.2130013174603815 education=11th 0.8137831513227501 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0.9856296526205683 -0.04771491416303049 marital-status=Separated 1.3474307069812907 1.018141606052161 marital-status=Widowed 0.6931025549025666 -0.2037933764116351 marital-status=Married-spouse-absent 0.3935304429968627 -0.29038229423622347 marital-status=Married-AF-spouse -0.2715096414897972 0.599463834944307 occupation=Tech-support 0.7789425895116326 -0.4984260945853373 occupation=Craft-repair 0.4446482483768894 -0.22347491404822623 occupation=Other-service 0.7874160019380435 -0.3710975826558751 occupation=Sales -1.106935431860062 -0.15622008921684447 occupation=Exec-managerial -1.6207646225782182 1.647693364020955 occupation=Prof-specialty 1.037943250383948 0.9426806449275502 occupation=Handlers-cleaners -0.10628104965800535 0.6236577938557177 occupation=Machine-op-inspct 0.022830003599581032 1.0564097847058733 occupation=Adm-clerical 1.1692256672909596 -0.04842575284004709 occupation=Farming-fishing 1.5327009534653195 0.854909918170993 occupation=Transport-moving 0.48401557554177493 0.30366494629710244 occupation=Priv-house-serv -0.8302444572387695 -0.5207442884021624 occupation=Protective-serv 0.29909318355021824 -0.6573670430843752 occupation=Armed-Forces -0.053734869585268484 -0.44559145793142146 relationship=Wife 2.2652205948317716 0.04299423542680233 relationship=Own-child -0.7325553527504142 0.7819463881298362 relationship=Husband 0.4868553241416495 0.3572295750572044 relationship=Not-in-family 0.2017104738228318 0.210684633168997 relationship=Other-relative 0.3978190714362064 0.1802689662112761 relationship=Unmarried -0.09589675541060158 -0.3866980239079626 race=White 0.09970036120136887 -1.775249542624749 race=Asian-Pac-Islander 0.4785482370434039 0.6397472011767317 race=Amer-Indian-Eskimo 0.8247993689574495 1.3868487871490232 race=Other -0.12246518707998022 -0.3308927863036843 race=Black 0.706636235234691 -0.760611066997125 sex -0.3948077575743602 0.1877299847397741 capital-gain -2.164314118201185 -2.3162311006235443 capital-loss 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native-country=Honduras 1.2251513001586989 1.0561875924432234 native-country=Philippines 0.023790237956770835 0.9134778956025977 native-country=Italy 0.11241852346670017 1.3481223336563097 native-country=Poland -0.5915893057971587 -0.7618699204452744 native-country=Jamaica -0.5673121199881374 -0.9690855805604563 native-country=Vietnam -1.1162600002310983 -0.34504203938578587 native-country=Mexico 1.0430549680908714 1.3832726652884728 native-country=Portugal 0.5091552922214805 0.0014222744038691812 native-country=Ireland -0.7301897495834244 0.2565284046436227 native-country=France -0.511217397384756 0.5395831890668504 native-country=Dominican-Republic 0.8417336343407595 0.16450723581853982 native-country=Laos 0.6652560084855504 -0.6790649422948565 native-country=Ecuador -0.7072722841017013 -0.4001442210097087 native-country=Taiwan -0.35831153933248805 -0.8693086778691296 native-country=Haiti 0.7472823369182888 0.34966806796776495 native-country=Columbia -0.6438112907416277 -0.005924399588135078 native-country=Hungary 0.4492540116494634 -0.5952292858967221 native-country=Guatemala -0.4416181251285877 0.056032705946312884 native-country=Nicaragua 0.3906420798746088 -0.09603892615286187 native-country=Scotland 0.7793790843900713 0.33399513466678704 native-country=Thailand -0.35661354664200867 -0.887396916431977 native-country=Yugoslavia -0.6364333556295084 0.019592556164568942 native-country=El-Salvador 0.03456507099985955 1.0106605462387783 native-country=Trinadad&Tobago -0.8151581649705774 0.2379348733409445 native-country=Peru -0.7598385008153182 0.4532786636606468 native-country=Hong -0.6869043088739349 0.16425586426843372 native-country=Holand-Netherlands Hidden Weights: -4.598253336252903 4.596169750483659 -4.077221678277102 4.073464023459339 >50K <=50K Error sum for iteration 1900 = 69.92587243597252 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.5614623696705417 -0.732776883524547 age 0.4132327814708391 0.6659105369011716 workclass=Private -0.5133846641925638 2.485292363813345 workclass=Self-emp-not-inc -0.536045494049574 -0.42294674239818125 workclass=Self-emp-inc -1.1806076140652009 -0.45891841230901265 workclass=Federal-gov 0.5597778132153368 0.6361329679047777 workclass=Local-gov 2.325711093543264 -1.980696959412743 workclass=State-gov -0.3060099117173823 0.7342970637312481 workclass=Without-pay 0.6903777961716029 -0.7389536864249237 workclass=Never-worked -0.26369239770180786 -0.2544761758056339 fnlwgt -1.1684331903596308 1.5074259940423211 education=Bachelors 0.2605165128999678 0.31767679533193566 education=Some-college 2.159567198187069 -0.21620309252938583 education=11th 0.819414558800534 -0.37499192854293717 education=HS-grad -1.9203509831660863 -1.9107811052231995 education=Prof-school 0.5773498604391449 -0.8273967035957664 education=Assoc-acdm -1.1383941287788828 0.4590587734444942 education=Assoc-voc 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-0.29021567169828444 marital-status=Married-AF-spouse -0.2570820719438774 0.6014075580520153 occupation=Tech-support 0.7877211721293554 -0.5005584182550539 occupation=Craft-repair 0.4584538513663735 -0.24631531350962746 occupation=Other-service 0.8413171572695557 -0.43449796267324187 occupation=Sales -1.1216882624591844 -0.12873358589715567 occupation=Exec-managerial -1.657909227062507 1.706159011880902 occupation=Prof-specialty 1.0484639679515617 0.9288154073221533 occupation=Handlers-cleaners -0.10754367929999904 0.6474883368702155 occupation=Machine-op-inspct -0.009965518989592925 1.0990792653496106 occupation=Adm-clerical 1.180037108838629 0.004081354008642933 occupation=Farming-fishing 1.5259731975761885 0.8198967963475742 occupation=Transport-moving 0.48514765074654415 0.3034210080428371 occupation=Priv-house-serv -0.8276587424325836 -0.5955966631759699 occupation=Protective-serv 0.30071932164802184 -0.6572889138669419 occupation=Armed-Forces -0.06339209502523548 -0.41955698295126087 relationship=Wife 2.3259432624723058 0.032916761021907846 relationship=Own-child -0.7015244162402958 0.780836956345901 relationship=Husband 0.49779398158091226 0.3646640536163899 relationship=Not-in-family 0.15213346436066086 0.23334743404669497 relationship=Other-relative 0.37021009761526225 0.1319089824234388 relationship=Unmarried -0.12715143447497085 -0.36033188692939916 race=White 0.11442835853983936 -1.8350455041203668 race=Asian-Pac-Islander 0.49254345608994005 0.6478611283924341 race=Amer-Indian-Eskimo 0.8566282856464367 1.4066105494099308 race=Other -0.13704566342755994 -0.32850984856860566 race=Black 0.7399852218264397 -0.8083514851876884 sex -0.410880517264535 0.17842852407010612 capital-gain -2.166465681012886 -2.39322958162326 capital-loss -0.4697511326906189 -1.2053805706636613 hours-per-week 0.17219510141320757 -0.6308575542240563 native-country=United-States -1.555935796579231 -1.3938183354957234 native-country=Cambodia 0.2806010457410894 1.078854080739561 native-country=England 2.221134817651108 -0.1550551243894247 native-country=Puerto-Rico -1.250500486321126 -0.28420313256489355 native-country=Canada 0.783373933364195 -0.46106390372530986 native-country=Germany 0.3635499990594708 0.19324683903150003 native-country=Outlying-US(Guam-USVI-etc) 0.6017496024281 -1.254365550995866 native-country=India -0.5778337963503237 -0.5591271959007477 native-country=Japan -0.7540727286455224 0.49938799599041606 native-country=Greece -1.554231568113711 0.1188664397597226 native-country=South -0.8503193251271794 0.15689053491191068 native-country=China 0.0906524594140429 1.9360497511799557 native-country=Cuba -0.2921783583381007 -1.2554093234186798 native-country=Iran 0.8427533601506381 -0.7446071726430926 native-country=Honduras 1.2477088210502458 1.0736416571784673 native-country=Philippines 0.02490351564273797 0.9127338139667341 native-country=Italy 0.14485822488171607 1.381904135343472 native-country=Poland -0.5905967479352593 -0.7631991260433949 native-country=Jamaica -0.5661800447833629 -0.9693295188147076 native-country=Vietnam -1.1537842819031678 -0.3683787663519224 native-country=Mexico 1.0529654419220265 1.3909542851443557 native-country=Portugal 0.5102873674262549 0.0011783361496101332 native-country=Ireland -0.724205188679767 0.2604341984353431 native-country=France -0.5103673028750568 0.5375396686850724 native-country=Dominican-Republic 0.8806563035826399 0.1941475404194006 native-country=Laos 0.719250709076768 -0.6662473927314305 native-country=Ecuador -0.7221249097149327 -0.40427556207338083 native-country=Taiwan -0.35677968519999276 -0.8688647207308176 native-country=Haiti 0.7474761464333771 0.34753777246238177 native-country=Columbia -0.6426792155368533 -0.006168337842394123 native-country=Hungary 0.4503860868542326 -0.5954732241509734 native-country=Guatemala -0.4404860499238185 0.05578876769205373 native-country=Nicaragua 0.391774155079378 -0.09628286440712061 native-country=Scotland 0.7735325362862243 0.33121541884866085 native-country=Thailand -0.35548147143723946 -0.8876408546862283 native-country=Yugoslavia -0.6353439839261013 0.01736341872542004 native-country=El-Salvador 0.03569714620463245 1.0104166079845105 native-country=Trinadad&Tobago -0.8140260897658029 0.2376909350866882 native-country=Peru -0.7587064256105438 0.45303472540638146 native-country=Hong -0.6857722336691605 0.1640119260141774 native-country=Holand-Netherlands Hidden Weights: -4.677706561462392 4.675965005701066 -4.181294423279633 4.178211454742156 >50K <=50K Error sum for iteration 2000 = 69.83135864328058 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.5953384608571031 -0.6890483560983621 age 0.43165442575798413 0.6506747088109003 workclass=Private -0.598921648329172 2.5579885540496976 workclass=Self-emp-not-inc -0.5045370401141803 -0.4525458242700181 workclass=Self-emp-inc -1.1935003253209575 -0.4225802618984448 workclass=Federal-gov 0.5551369461406682 0.6825697413012807 workclass=Local-gov 2.391492201076817 -2.0942074666527097 workclass=State-gov -0.30510700862531526 0.7340917563627842 workclass=Without-pay 0.6912806992636755 -0.7391589937933876 workclass=Never-worked -0.2811578398326099 -0.290652987018474 fnlwgt -1.1368770914982445 1.5058333878630092 education=Bachelors 0.26900249867443204 0.3144700526594958 education=Some-college 2.2023694819583843 -0.21981398190246812 education=11th 0.8259672839948938 -0.3771332819843704 education=HS-grad -1.958154942402992 -1.9176737983491714 education=Prof-school 0.5959876920595177 -0.8693578122621782 education=Assoc-acdm -1.2010212238376936 0.5521875505674096 education=Assoc-voc 1.6332553138565378 0.08738281335753474 education=9th -0.27251073658071023 -1.7357418355720535 education=7th-8th 0.13833332116454333 0.07651276080902897 education=12th 1.7725870567037745 -0.6209840832778228 education=Masters 0.5117074193339449 0.9775587556147887 education=1st-4th 1.2168923662862035 -0.23319402900385086 education=10th -1.363175193318714 -1.5303920463453076 education=Doctorate 0.878854868272099 0.7849453906959273 education=5th-6th 0.198536164252186 -0.018357936590679164 education=Preschool -2.411062771587198 -0.7258965310243554 education-num -2.5761534992974617 1.2409012658862855 marital-status=Married-civ-spouse 0.49008477835504055 -0.491175600253118 marital-status=Divorced 0.5956046669648049 -0.3205641014248714 marital-status=Never-married 1.0015515718055892 -0.04617255293445413 marital-status=Separated 1.3631554177734666 1.0038986506955072 marital-status=Widowed 0.7181045290642872 -0.19769730776323846 marital-status=Married-spouse-absent 0.39596484607548565 -0.29015170364334925 marital-status=Married-AF-spouse -0.2375120015546639 0.5996914063205627 occupation=Tech-support 0.7970938798199586 -0.5018655793550953 occupation=Craft-repair 0.47378576603230754 -0.2663152519971468 occupation=Other-service 0.9006735183415702 -0.5068782462837662 occupation=Sales -1.144635253417875 -0.09745829437217535 occupation=Exec-managerial -1.6987628208117185 1.763609037482191 occupation=Prof-specialty 1.0595016079820458 0.9169456508443417 occupation=Handlers-cleaners -0.10631721535876326 0.6667502093903757 occupation=Machine-op-inspct -0.043965845704393255 1.1417746434123073 occupation=Adm-clerical 1.1879396405600504 0.05931667598656299 occupation=Farming-fishing 1.520935850680465 0.7879905298056097 occupation=Transport-moving 0.4860505538386112 0.30321570067436354 occupation=Priv-house-serv -0.8309938405576369 -0.6667220995087273 occupation=Protective-serv 0.30205595351419845 -0.6572132640098148 occupation=Armed-Forces -0.07803428553734837 -0.3898236383833775 relationship=Wife 2.383379224888958 0.023601479536043038 relationship=Own-child -0.665424568631886 0.7739833725632547 relationship=Husband 0.5132166428398478 0.36747229349964655 relationship=Not-in-family 0.10224960310770774 0.2570397125428973 relationship=Other-relative 0.3384183213853607 0.08896968158597947 relationship=Unmarried -0.15963379301666056 -0.3317050485930235 race=White 0.12992181350577148 -1.8914981714251486 race=Asian-Pac-Islander 0.5062271991433204 0.6560619675030357 race=Amer-Indian-Eskimo 0.8847848289721395 1.4232327235390918 race=Other -0.15015930603394265 -0.32817602863012685 race=Black 0.774266847095928 -0.8565196032604948 sex -0.4283761958183477 0.16934493867693887 capital-gain -2.1603623484402505 -2.468949850860035 capital-loss -0.4631007658199879 -1.2302987061794886 hours-per-week 0.15558479325304495 -0.6555796702855179 native-country=United-States -1.6185676068797112 -1.4264673044367318 native-country=Cambodia 0.3009479989985554 1.090430351612973 native-country=England 2.2472474739956714 -0.13714203393862792 native-country=Puerto-Rico -1.2623419796375885 -0.3105094852235606 native-country=Canada 0.7800841545731706 -0.4640929071194525 native-country=Germany 0.3644529021515378 0.19304153166302704 native-country=Outlying-US(Guam-USVI-etc) 0.5818529727390047 -1.2614047430285242 native-country=India -0.5769308932582511 -0.5593325032692116 native-country=Japan -0.7531698255534498 0.4991826886219429 native-country=Greece -1.5799205346655925 0.10839688301165995 native-country=South -0.8494164220351068 0.1566852275434377 native-country=China 0.11285543951429483 1.960031048801534 native-country=Cuba -0.2935274672026023 -1.2765141941332472 native-country=Iran 0.8437870715194916 -0.7442511901745942 native-country=Honduras 1.2692910161777131 1.0903794084541047 native-country=Philippines 0.025791604338515947 0.9121185089454089 native-country=Italy 0.17528796077994285 1.4119460946850162 native-country=Poland -0.5898388160009035 -0.7645818892181125 native-country=Jamaica -0.5652771416912903 -0.9695348261831715 native-country=Vietnam -1.1851020056088943 -0.38734426499258123 native-country=Mexico 1.0614509857993384 1.3977034708862945 native-country=Portugal 0.5111902705183275 9.730287811363675E-4 native-country=Ireland -0.7180863421453938 0.2645366043240861 native-country=France -0.5097129581970755 0.535726439156572 native-country=Dominican-Republic 0.9160081563000829 0.22170071585606818 native-country=Laos 0.7678806247520058 -0.654352926752611 native-country=Ecuador -0.7374949151711104 -0.4082064450640545 native-country=Taiwan -0.3555092532408611 -0.8684892797269803 native-country=Haiti 0.7474776493719554 0.3457116163448893 native-country=Columbia -0.6417763124447806 -0.006373645210867968 native-country=Hungary 0.4512889899462996 -0.5956785315194373 native-country=Guatemala -0.4395831468317515 0.0555834603235801 native-country=Nicaragua 0.39267705817144505 -0.0964881717755944 native-country=Scotland 0.7674933695503531 0.3287462616112574 native-country=Thailand -0.35457856834517243 -0.8878461620546922 native-country=Yugoslavia -0.6344769783311325 0.015424995377192724 native-country=El-Salvador 0.036600049296704934 1.010211300616029 native-country=Trinadad&Tobago -0.8131231866737303 0.23748562771821521 native-country=Peru -0.7578035225184712 0.4528294180379079 native-country=Hong -0.6848693305770879 0.16380661864570442 native-country=Holand-Netherlands Hidden Weights: -4.752824496776436 4.751360312246577 -4.276518055408382 4.273972618059954 >50K <=50K Error sum for iteration 2100 = 69.71735376240113 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.6283839201997133 -0.6484566655594395 age 0.4530445803740249 0.6327887670163986 workclass=Private -0.6902781552266416 2.6322939599767476 workclass=Self-emp-not-inc -0.47064715270046814 -0.48760500962267744 workclass=Self-emp-inc -1.2004382576720183 -0.3898982468711746 workclass=Federal-gov 0.5480891518254389 0.7307181502411945 workclass=Local-gov 2.451852530956139 -2.1992683293329973 workclass=State-gov -0.30437142731493805 0.733886744938987 workclass=Without-pay 0.6920162805740709 -0.7393640052171848 workclass=Never-worked -0.3026645101877527 -0.3302769820142475 fnlwgt -1.097419804542431 1.4971564586845207 education=Bachelors 0.2767742505173789 0.31306861104578176 education=Some-college 2.2418451358072287 -0.22392509161437146 education=11th 0.8329103722429798 -0.3780711767862027 education=HS-grad -1.993157002270396 -1.9231321980504654 education=Prof-school 0.6165057684614559 -0.9095109198224396 education=Assoc-acdm -1.2572488569707303 0.6323529674663945 education=Assoc-voc 1.6452146338301992 0.08931844654154378 education=9th -0.284979447506773 -1.7498792278583093 education=7th-8th 0.12661978738088964 0.057614556968438466 education=12th 1.766515959063102 -0.5891479483881057 education=Masters 0.5139988666877471 0.9755848222772211 education=1st-4th 1.2290240005566406 -0.2268042903363072 education=10th -1.3622916431197647 -1.5478450924287575 education=Doctorate 0.8762945438306328 0.7756066594333648 education=5th-6th 0.1988016663990564 -0.0210649450241567 education=Preschool -2.424344210261521 -0.7110813745586428 education-num -2.6096375726707004 1.2832251413725286 marital-status=Married-civ-spouse 0.46624822766889934 -0.47399241383441376 marital-status=Divorced 0.6349969276963295 -0.38040089338644023 marital-status=Never-married 1.0097653524348804 -0.04530685059917379 marital-status=Separated 1.370657035862524 0.9977479077117383 marital-status=Widowed 0.7305373666205697 -0.1950814509558666 marital-status=Married-spouse-absent 0.3967786927844275 -0.29022796110253457 marital-status=Married-AF-spouse -0.2129312037218058 0.5942888160231559 occupation=Tech-support 0.8070017221128096 -0.5013400527164419 occupation=Craft-repair 0.49034247068678044 -0.28375278887579664 occupation=Other-service 0.9662320073874193 -0.5892542589143828 occupation=Sales -1.1770252303200635 -0.06157089067810312 occupation=Exec-managerial -1.7442987834959656 1.8207333670787762 occupation=Prof-specialty 1.0713547097399678 0.9069531043672033 occupation=Handlers-cleaners -0.10221881419749596 0.6810646254982039 occupation=Machine-op-inspct -0.07757516313507241 1.1824972118141277 occupation=Adm-clerical 1.1929175109007413 0.11800949367940851 occupation=Farming-fishing 1.517500083650309 0.7588700511032657 occupation=Transport-moving 0.4867861351489884 0.303010689250573 occupation=Priv-house-serv -0.8392230484753131 -0.7340038913157584 occupation=Protective-serv 0.303170185911167 -0.657174609248149 occupation=Armed-Forces -0.09814176931850985 -0.35639855277451893 relationship=Wife 2.437976218787191 0.01446604195975416 relationship=Own-child -0.6256107184784443 0.762524955415447 relationship=Husband 0.5335048096273549 0.36670936445001445 relationship=Not-in-family 0.05296102451100788 0.28072946740582605 relationship=Other-relative 0.30341351126935684 0.050341464954796224 relationship=Unmarried -0.19389451657437382 -0.3014336475577017 race=White 0.14684199094230707 -1.9448218987351378 race=Asian-Pac-Islander 0.5195465371040672 0.6641983524024072 race=Amer-Indian-Eskimo 0.9100492335162127 1.437411650154495 race=Other -0.1618399453826462 -0.33010416237958806 race=Black 0.809107149361101 -0.9049427645926368 sex -0.4476840569381372 0.1604281565053525 capital-gain -2.146937653779155 -2.5439100409600943 capital-loss -0.4587581295092397 -1.2512649768852901 hours-per-week 0.13860179654507057 -0.6787470266352077 native-country=United-States -1.6734805256051295 -1.4561955242268654 native-country=Cambodia 0.3231939026274041 1.1027248110203192 native-country=England 2.2686912434239983 -0.12260519796624526 native-country=Puerto-Rico -1.272750913353481 -0.3348195031848067 native-country=Canada 0.7765062717894321 -0.46730524912681737 native-country=Germany 0.365188483461915 0.19283652023923334 native-country=Outlying-US(Guam-USVI-etc) 0.5604102904200574 -1.2679529921992148 native-country=India -0.5761953119478557 -0.5595375146930088 native-country=Japan -0.7524342442430544 0.4989776771981524 native-country=Greece -1.6061024475383672 0.09872170569822887 native-country=South -0.8486808407247114 0.156480216119644 native-country=China 0.1331373146786682 1.981020572783534 native-country=Cuba -0.29514276335045203 -1.2968981211248936 native-country=Iran 0.8446469374203477 -0.7438102852952018 native-country=Honduras 1.2899811348595276 1.1063617357060513 native-country=Philippines 0.026515319952615222 0.9115734713693106 native-country=Italy 0.20370006124225323 1.438531191989619 native-country=Poland -0.589250536304195 -0.7660313144905894 native-country=Jamaica -0.5645415603808949 -0.9697398376069688 native-country=Vietnam -1.2104684224644995 -0.40222384450293325 native-country=Mexico 1.06862463685038 1.4034993121573034 native-country=Portugal 0.511925851828723 7.680173573420319E-4 native-country=Ireland -0.7117020137546741 0.26883309186898346 native-country=France -0.5091951508947236 0.5340969384119378 native-country=Dominican-Republic 0.948375252980369 0.24742358288652042 native-country=Laos 0.8117129057697786 -0.6433920375306112 native-country=Ecuador -0.752972078396471 -0.41197442721840344 native-country=Taiwan -0.35444386982773396 -0.8682182451892815 native-country=Haiti 0.7473422307456743 0.34410128131923334 native-country=Columbia -0.6410407311343852 -0.006578656634662249 native-country=Hungary 0.45202457125667683 -0.5958835429432345 native-country=Guatemala -0.43884756552137427 0.05537844889978566 native-country=Nicaragua 0.39341263948182226 -0.0966931831993883 native-country=Scotland 0.761313076213197 0.3265049466104705 native-country=Thailand -0.3538429870347952 -0.8880511734784895 native-country=Yugoslavia -0.6337714748937514 0.013726803432874524 native-country=El-Salvador 0.03733563060708434 1.0100062891922144 native-country=Trinadad&Tobago -0.8123876053633349 0.23728061629442151 native-country=Peru -0.7570679412080757 0.45262440661411735 native-country=Hong -0.6841337492666925 0.16360160722191072 native-country=Holand-Netherlands Hidden Weights: -4.823774916916311 4.822537197301472 -4.3648199524358775 4.362706457204329 >50K <=50K Error sum for iteration 2200 = 69.561863921574 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.6609044162243178 -0.6099157627443187 age 0.4767182433595565 0.6135550538694616 workclass=Private -0.7871476305411805 2.7083120100930484 workclass=Self-emp-not-inc -0.43398023773464317 -0.5290243942929248 workclass=Self-emp-inc -1.2006373205647982 -0.36113152078818767 workclass=Federal-gov 0.538420857977336 0.7797524216041377 workclass=Local-gov 2.5075789903456642 -2.296102808443262 workclass=State-gov -0.30370498408026053 0.7336247071271812 workclass=Without-pay 0.6926827238087406 -0.7396260430289906 workclass=Never-worked -0.32778938574926697 -0.37399253316059317 fnlwgt -1.0506150739296 1.4800395773528188 education=Bachelors 0.28370470860540237 0.31389502573733763 education=Some-college 2.278192484773972 -0.22860747244406945 education=11th 0.8397251414705513 -0.37644171621780775 education=HS-grad -2.025611495505037 -1.9274931911875965 education=Prof-school 0.6395710504459178 -0.9485298881083699 education=Assoc-acdm -1.3061740660608703 0.6998567140769859 education=Assoc-voc 1.6551755048525765 0.0901592369457076 education=9th -0.2979999580273052 -1.761503299199226 education=7th-8th 0.1148420608330351 0.039470307982561306 education=12th 1.7472778358381924 -0.5437663404629938 education=Masters 0.5155564403678615 0.9728454426074257 education=1st-4th 1.240300453893254 -0.22159617967527065 education=10th -1.3608824086914604 -1.5656392090324702 education=Doctorate 0.8733580878389433 0.7662771312413491 education=5th-6th 0.19898210129390217 -0.023933414991647816 education=Preschool -2.4354802773796638 -0.6948515709159199 education-num -2.6455792207546738 1.3265086364324894 marital-status=Married-civ-spouse 0.4431131449639733 -0.45934554367084063 marital-status=Divorced 0.6745037316076781 -0.43983932846364504 marital-status=Never-married 1.0181646302288787 -0.04454743936523547 marital-status=Separated 1.3784917526683536 0.9925029976817407 marital-status=Widowed 0.7432082723422996 -0.19274913862865703 marital-status=Married-spouse-absent 0.39744036786054415 -0.290497271957074 marital-status=Married-AF-spouse -0.18370306775609285 0.5850014228377145 occupation=Tech-support 0.8174269577992783 -0.49807912887109246 occupation=Craft-repair 0.5076798679565294 -0.29880190996496725 occupation=Other-service 1.0388188235638993 -0.6824245944193198 occupation=Sales -1.219100007696884 -0.020320411449037585 occupation=Exec-managerial -1.7952049399041443 1.8775668957313985 occupation=Prof-specialty 1.084252725319299 0.8986173745038403 occupation=Handlers-cleaners -0.09485157001803099 0.6901646109467828 occupation=Machine-op-inspct -0.10928860628318166 1.2196029717892036 occupation=Adm-clerical 1.194628820692751 0.18084014163030648 occupation=Farming-fishing 1.515610738140852 0.7322107412032609 occupation=Transport-moving 0.4874525783836659 0.3027486514387684 occupation=Priv-house-serv -0.8511924823445344 -0.7973337249743615 occupation=Protective-serv 0.3041644955018578 -0.6572270051961784 occupation=Armed-Forces -0.1244152892548518 -0.31938773882464166 relationship=Wife 2.490067406482894 0.004967996210315189 relationship=Own-child -0.5838548209139499 0.7478013296240213 relationship=Husband 0.5579163221801678 0.3631460010013772 relationship=Not-in-family 0.005174728596665179 0.3032643264335086 relationship=Other-relative 0.2685449345925449 0.014912297601479881 relationship=Unmarried -0.23007598770949164 -0.2701909866425452 race=White 0.16601180625366016 -1.9954421673085427 race=Asian-Pac-Islander 0.5324308300031347 0.6720530125186043 race=Amer-Indian-Eskimo 0.9330516943916398 1.4496505910298514 race=Other -0.17205128128256614 -0.3342266472664275 race=Black 0.8434292539491696 -0.9531608810439629 sex -0.4690773704397935 0.15165821858422437 capital-gain -2.127211763352527 -2.6186555340506503 capital-loss -0.4572768675851362 -1.2678365136071248 hours-per-week 0.1218324436833979 -0.700824608618748 native-country=United-States -1.7215322929798327 -1.4835210375864483 native-country=Cambodia 0.3479787594635194 1.1159198366989052 native-country=England 2.2862916174373553 -0.11108728438697402 native-country=Puerto-Rico -1.2818779188769829 -0.35760005019392427 native-country=Canada 0.772821291844812 -0.47070104062534 native-country=Germany 0.36585492669659253 0.19257448242743117 native-country=Outlying-US(Guam-USVI-etc) 0.5371210284516981 -1.2741976810389326 native-country=India -0.575528868713186 -0.5597995525048146 native-country=Japan -0.7517678010083847 0.4987156393863478 native-country=Greece -1.633120465700254 0.08956702580385106 native-country=South -0.8480143974900417 0.15621817830784182 native-country=China 0.15158428330463494 1.9992567444618004 native-country=Cuba -0.2969533750787455 -1.3167013048887946 native-country=Iran 0.845428683250117 -0.7433375977551134 native-country=Honduras 1.309858105898056 1.121503851318859 native-country=Philippines 0.027171974653285472 0.9110218598807964 native-country=Italy 0.23011937937612473 1.4619267340612405 native-country=Poland -0.5887311357940719 -0.7675832195243489 native-country=Jamaica -0.5638751171462252 -0.9700018754187746 native-country=Vietnam -1.23007343101739 -0.4133347494821478 native-country=Mexico 1.074632210141936 1.408304894652179 native-country=Portugal 0.5125922950633927 5.05979545537169E-4 native-country=Ireland -0.7049123333155685 0.2732839352377695 native-country=France -0.5087191025773862 0.5325766046446614 native-country=Dominican-Republic 0.9782063024935601 0.27144467039884346 native-country=Laos 0.8513979328316228 -0.6333531894958159 native-country=Ecuador -0.768037627768966 -0.4156266630159969 native-country=Taiwan -0.35348913479564603 -0.8681013900923864 native-country=Haiti 0.7471648787821157 0.34260592428853226 native-country=Columbia -0.6403742878997155 -0.006840694446467099 native-country=Hungary 0.45269101449135435 -0.5961455807550403 native-country=Guatemala -0.43818112228669676 0.05511641108798077 native-country=Nicaragua 0.3940790827164998 -0.09695522101119386 native-country=Scotland 0.7550993555276936 0.32440120934080274 native-country=Thailand -0.3531765438001177 -0.8883132112902953 native-country=Yugoslavia -0.6331301801209513 0.012192916878370586 native-country=El-Salvador 0.03800207384176264 1.009744251380373 native-country=Trinadad&Tobago -0.8117211621286652 0.23701857848261934 native-country=Peru -0.7564014979734061 0.45236236880231273 native-country=Hong -0.6834673060320228 0.16333956941010855 native-country=Holand-Netherlands Hidden Weights: -4.890438772047606 4.88938724883523 -4.448452653902118 4.44668875972213 >50K <=50K Error sum for iteration 2300 = 69.33560447046275 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.693488846553751 -0.5728209383893841 age 0.5014379327361492 0.5950593308789414 workclass=Private -0.8864419820679619 2.7851586007185567 workclass=Self-emp-not-inc -0.3951951365226594 -0.5774161760873098 workclass=Self-emp-inc -1.1941834991770348 -0.33676438000805164 workclass=Federal-gov 0.5261114147225869 0.8283845844913938 workclass=Local-gov 2.5594244929795527 -2.3846219007610627 workclass=State-gov -0.30297638980678354 0.7332275140693367 workclass=Without-pay 0.6934113180822314 -0.7400232360868351 workclass=Never-worked -0.355253680544503 -0.42220958534502556 fnlwgt -0.9980606474154804 1.4538271612314528 education=Bachelors 0.2896680333496986 0.3173192349277536 education=Some-college 2.311783408524074 -0.23387417876815417 education=11th 0.8459602951398881 -0.37132849530009876 education=HS-grad -2.0556914701012867 -1.9310942190057427 education=Prof-school 0.6651541176000926 -0.9869071481547993 education=Assoc-acdm -1.3478906946666742 0.7556568282733609 education=Assoc-voc 1.663439728560703 0.08986140252260912 education=9th -0.3112356894522397 -1.7708434690790287 education=7th-8th 0.10319362419122448 0.022006243633684173 education=12th 1.7182617363332022 -0.4866495816264687 education=Masters 0.516567694934253 0.9693371480774767 education=1st-4th 1.2512272192221177 -0.21730793636705054 education=10th -1.358934119129676 -1.5843689096681124 education=Doctorate 0.8702328161236382 0.756879539410784 education=5th-6th 0.19921307734927993 -0.02701352887117185 education=Preschool -2.4436394310116243 -0.6789016274366778 education-num -2.685818026155506 1.3708412160617351 marital-status=Married-civ-spouse 0.42396460359896576 -0.44833391673516537 marital-status=Divorced 0.7140807853589269 -0.4987462421744882 marital-status=Never-married 1.0267920536059292 -0.04405004302088708 marital-status=Separated 1.3869755102488894 0.9881887544598096 marital-status=Widowed 0.7561937007918644 -0.19079758394942642 marital-status=Married-spouse-absent 0.39808296557013295 -0.2910271684804011 marital-status=Married-AF-spouse -0.1504073965786946 0.5714227514656396 occupation=Tech-support 0.8282544735966426 -0.4916780229408475 occupation=Craft-repair 0.5251129607330619 -0.3115785483432953 occupation=Other-service 1.1188131202879925 -0.7865932525238901 occupation=Sales -1.2694505388779287 0.02690623527839488 occupation=Exec-managerial -1.8511215441131117 1.9333267105176122 occupation=Prof-specialty 1.0983041920510024 0.891659361799317 occupation=Handlers-cleaners -0.08390881884721586 0.6939637701332969 occupation=Machine-op-inspct -0.13802153882468998 1.2521050130867162 occupation=Adm-clerical 1.192047169831184 0.24796950786315747 occupation=Farming-fishing 1.515456786187701 0.7078901066769682 occupation=Transport-moving 0.4881811726571429 0.30235145838092586 occupation=Priv-house-serv -0.8657110156363792 -0.8564720533430771 occupation=Protective-serv 0.30517438490506477 -0.6574452501171343 occupation=Armed-Forces -0.15738493383810515 -0.2793164795891596 relationship=Wife 2.5398352332272585 -0.005278316190558616 relationship=Own-child -0.5422170173758316 0.7313446418209832 relationship=Husband 0.5838731103787559 0.3573810331614209 relationship=Not-in-family -0.04047842167880953 0.323425277715932 relationship=Other-relative 0.2400056307989032 -0.018412647682332545 relationship=Unmarried -0.2672757821676484 -0.2391425289591566 race=White 0.1877462629244696 -2.043855193044982 race=Asian-Pac-Islander 0.5448666691123903 0.6794137939282654 race=Amer-Indian-Eskimo 0.9542295909687346 1.4602162971624977 race=Other -0.1807279536263421 -0.3399520765076461 race=Black 0.8752417057782744 -1.000030982002318 sex -0.4926062675436401 0.14311396742060414 capital-gain -2.1025990457711856 -2.6937292761517373 capital-loss -0.45930354267737494 -1.2795611373307798 hours-per-week 0.10670961651998855 -0.7223098805664705 native-country=United-States -1.7634572995049038 -1.5089549906066564 native-country=Cambodia 0.37557921488013163 1.1300145587748305 native-country=England 2.300853047602218 -0.10220585953071182 native-country=Puerto-Rico -1.2898019391556657 -0.3793109932529536 native-country=Canada 0.7692257289639403 -0.4743210443609571 native-country=Germany 0.3665835209700695 0.19217728936959255 native-country=Outlying-US(Guam-USVI-etc) 0.5117954760476913 -1.2802892843998066 native-country=India -0.5748002744396952 -0.5601967455626591 native-country=Japan -0.7510392067348939 0.49831844632850525 native-country=Greece -1.6611955170027017 0.08067910459067565 native-country=South -0.8472858032165509 0.1558209852500032 native-country=China 0.1683078267915673 2.0149510447578507 native-country=Cuba -0.29883601350717615 -1.3361149809504953 native-country=Iran 0.846262210476636 -0.742906252934519 native-country=Honduras 1.328951964779298 1.135648736870889 native-country=Philippines 0.027892236939084502 0.9103703900412153 native-country=Italy 0.2546882983593112 1.4824499701979543 native-country=Poland -0.5881469690908011 -0.7692954308961782 native-country=Jamaica -0.5631465228727344 -0.970399068476619 native-country=Vietnam -1.2443406901117517 -0.4211412272093735 native-country=Mexico 1.0796803981399044 1.4120911782139691 native-country=Portugal 0.5133208893368835 1.0878648769594424E-4 native-country=Ireland -0.6976443092175637 0.27777256383458654 native-country=France -0.5081569878525651 0.53106718519179 native-country=Dominican-Republic 1.005875874468977 0.29380964360108036 native-country=Laos 0.8876686189792341 -0.6242072702567829 native-country=Ecuador -0.7821675647807275 -0.4192312998540519 native-country=Taiwan -0.3525155464529663 -0.8682048869509221 native-country=Haiti 0.747076806942285 0.3411111856450837 native-country=Columbia -0.6396456936262247 -0.007237887504308294 native-country=Hungary 0.45341960876483134 -0.5965427738128848 native-country=Guatemala -0.43745252801321977 0.05471921803013931 native-country=Nicaragua 0.39480767698997676 -0.09735241406903536 native-country=Scotland 0.749021521719324 0.3223354361740435 native-country=Thailand -0.3524479495266407 -0.8887104043481397 native-country=Yugoslavia -0.6324225505203226 0.010724230870787874 native-country=El-Salvador 0.038730668115240965 1.0093470583225144 native-country=Trinadad&Tobago -0.8109925678551744 0.23662138542478073 native-country=Peru -0.7556729036999152 0.4519651757444702 native-country=Hong -0.682738711758532 0.16294237635226994 native-country=Holand-Netherlands Hidden Weights: -4.952217502752489 4.9513203143581945 -4.529917578268585 4.528438250680852 >50K <=50K Error sum for iteration 2400 = 69.01299916944981 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.7268012499940105 -0.5370619392879548 age 0.525580226830609 0.5799531981364132 workclass=Private -0.9828556419832231 2.860861946153094 workclass=Self-emp-not-inc -0.35612051834868585 -0.6327240377095242 workclass=Self-emp-inc -1.1824684514849806 -0.31740640944125603 workclass=Federal-gov 0.5117778246895188 0.8751762817100459 workclass=Local-gov 2.607819676512354 -2.4645528291674825 workclass=State-gov -0.3020778259821488 0.7326209491013937 workclass=Without-pay 0.6943098819068657 -0.740629801054778 workclass=Never-worked -0.38305372319417574 -0.4748829184473298 fnlwgt -0.9419038702146494 1.4191342323180078 education=Bachelors 0.29450480674668117 0.3236209774750377 education=Some-college 2.343092896543196 -0.23963665817043817 education=11th 0.851304074528225 -0.3624913371693772 education=HS-grad -2.083580219164134 -1.9342407595102389 education=Prof-school 0.6923955579179497 -1.0246679119125626 education=Assoc-acdm -1.3835096972888912 0.8014572617102445 education=Assoc-voc 1.6703608159051835 0.08847324397641564 education=9th -0.3240020420833526 -1.7779347372488963 education=7th-8th 0.09186583982945112 0.005146586830793244 education=12th 1.6841184135727265 -0.42200582718581897 education=Masters 0.5172209711683929 0.9650923516202079 education=1st-4th 1.262307285251997 -0.21361837921050264 education=10th -1.356429989323388 -1.60439950132968 education=Doctorate 0.867101235026288 0.7473580544939246 education=5th-6th 0.19960858393854522 -0.03034506468139153 education=Preschool -2.4483367849815094 -0.6653041094576397 education-num -2.731388074654745 1.4157379690631193 marital-status=Married-civ-spouse 0.41124057597364544 -0.4417883381350549 marital-status=Divorced 0.7538365136480158 -0.5564833828597658 marital-status=Never-married 1.0356365480322678 -0.04395071081148079 marital-status=Separated 1.3962394489618453 0.9847082282759433 marital-status=Widowed 0.769362817292979 -0.18937458077531658 marital-status=Married-spouse-absent 0.3988222211347875 -0.2918726431154601 marital-status=Married-AF-spouse -0.11371226913385118 0.552953973221344 occupation=Tech-support 0.8393959800629416 -0.4826001204653865 occupation=Craft-repair 0.5418072975580244 -0.32209845193797654 occupation=Other-service 1.2056236172725023 -0.9009230991642099 occupation=Sales -1.3260148136388776 0.08056772986631436 occupation=Exec-managerial -1.9098791825096042 1.9866642646156927 occupation=Prof-specialty 1.1133905903302417 0.885788104163247 occupation=Handlers-cleaners -0.06943721247457062 0.6926103110812848 occupation=Machine-op-inspct -0.163430854425949 1.279946717962688 occupation=Adm-clerical 1.183620351652078 0.31866437601644343 occupation=Farming-fishing 1.5175125137012924 0.6860567376864531 occupation=Transport-moving 0.48907973648177766 0.30174489341298544 occupation=Priv-house-serv -0.8817767906855062 -0.9109924803681707 occupation=Protective-serv 0.3063128473233763 -0.6578995974516967 occupation=Armed-Forces -0.19669931489162873 -0.23719154944456036 relationship=Wife 2.5873391487922683 -0.01634430695742576 relationship=Own-child -0.5024226403025076 0.7145344095271364 relationship=Husband 0.607752657356969 0.3503351221147902 relationship=Not-in-family -0.08384733504333078 0.3401472382622088 relationship=Other-relative 0.22409097914538145 -0.05082931381707766 relationship=Unmarried -0.3036625563851328 -0.21001786666566985 race=White 0.2114236924046652 -2.090348564923117 race=Asian-Pac-Islander 0.5568929812461887 0.6861475260610969 race=Amer-Indian-Eskimo 0.9737725253909395 1.4691548970480681 race=Other -0.18790652572476368 -0.3461410435247137 race=Black 0.9026345284561874 -1.0437849865541111 sex -0.5180910049218773 0.13505812158547287 capital-gain -2.0750263079072635 -2.7695126829182155 capital-loss -0.46554827978208485 -1.2859418087862984 hours-per-week 0.09513167642385466 -0.7436164266148635 native-country=United-States -1.7999096370099879 -1.5329218956053543 native-country=Cambodia 0.40552210982118747 1.144726516380244 native-country=England 2.3131182868889724 -0.09554477138408422 native-country=Puerto-Rico -1.2965878980961003 -0.4003064933962969 native-country=Canada 0.7658767877238777 -0.4782198879320685 native-country=Germany 0.3674820847947043 0.19157072440164566 native-country=Outlying-US(Guam-USVI-etc) 0.48438897810334614 -1.286318565549259 native-country=India -0.5739017106150609 -0.5608033105306021 native-country=Japan -0.7501406429102596 0.4977118813605648 native-country=Greece -1.690324744424231 0.07187833691535819 native-country=South -0.8463872393919166 0.15521442028205631 native-country=China 0.18343851764117444 2.0283376052677915 native-country=Cuba -0.3006615809409489 -1.3553340930954716 native-country=Iran 0.8472549611748185 -0.7425865481637989 native-country=Honduras 1.3472261541967008 1.1486284282571573 native-country=Philippines 0.028783605700461103 0.9095368827182422 native-country=Italy 0.2776912139654597 1.5005351653274837 native-country=Poland -0.5873881284294152 -0.7712221700891352 native-country=Jamaica -0.5622479590481001 -0.971005633444562 native-country=Vietnam -1.2542613698903196 -0.42634619362831433 native-country=Mexico 1.0840015904912985 1.4148804792607044 native-country=Portugal 0.5142194531615177 -4.97778480249515E-4 native-country=Ireland -0.6899931779649787 0.28211048866266586 native-country=France -0.5074039508966394 0.5294766292573888 native-country=Dominican-Republic 1.031727083259033 0.3145841321349482 native-country=Laos 0.9212693686347354 -0.6158906799120392 native-country=Ecuador -0.7949590031126366 -0.4228558634565773 native-country=Taiwan -0.3514141500345752 -0.8685876768063542 native-country=Haiti 0.7471870617754942 0.33951269051331945 native-country=Columbia -0.6387471298015904 -0.007844452472253752 native-country=Hungary 0.4543181725894661 -0.5971493387808278 native-country=Guatemala -0.436553964188585 0.05411265306219366 native-country=Nicaragua 0.39570624081461153 -0.09795897903697989 native-country=Scotland 0.7432822151958907 0.320226337120301 native-country=Thailand -0.35154938570200595 -0.8893169693160827 native-country=Yugoslavia -0.631541345746234 0.009226191902609218 native-country=El-Salvador 0.039629231939879356 1.0087404933545334 native-country=Trinadad&Tobago -0.8100940040305401 0.23601482045683383 native-country=Peru -0.754774339875281 0.4513586107765298 native-country=Hong -0.6818401479338977 0.16233581138432304 native-country=Holand-Netherlands Hidden Weights: -5.008188369808117 5.007420345565325 -4.611588335217504 4.610341594866229 >50K <=50K Error sum for iteration 2500 = 68.60022990047028 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.7610577857336092 -0.5025926355506977 age 0.5476483202116648 0.5703645594182118 workclass=Private -1.0718248539710853 2.9333266482294085 workclass=Self-emp-not-inc -0.3186860795787018 -0.6939746830883318 workclass=Self-emp-inc -1.1675807932050744 -0.3036117371905571 workclass=Federal-gov 0.49692562908970617 0.9190493451151823 workclass=Local-gov 2.652656837461306 -2.5357515878679124 workclass=State-gov -0.3009774014255556 0.7317705487395827 workclass=Without-pay 0.6954103064634699 -0.7414802014165891 workclass=Never-worked -0.409290594181612 -0.5315631445611659 fnlwgt -0.8836996116806709 1.377479910188002 education=Bachelors 0.29807309561821815 0.33295362888213936 education=Some-college 2.3725691627799046 -0.24572647966802974 education=11th 0.8555699332685035 -0.35027302392248394 education=HS-grad -2.10956804109693 -1.937168518931907 education=Prof-school 0.72023321790504 -1.0612729586880496 education=Assoc-acdm -1.4147833928554843 0.8395119192932216 education=Assoc-voc 1.676291892505559 0.08616030753987831 education=9th -0.33552205851211075 -1.7826548599827374 education=7th-8th 0.08096878836531755 -0.011162456714374836 education=12th 1.6482309909323765 -0.35545082095441866 education=Masters 0.5176505714328549 0.9602083381075228 education=1st-4th 1.2739542599873683 -0.21015860266795727 education=10th -1.3534050320175035 -1.6257076019796064 education=Doctorate 0.8640931914311218 0.7377194601373482 education=5th-6th 0.20020788364864095 -0.033925317316358186 education=Preschool -2.4500135141344725 -0.6559667573828536 education-num -2.7817109548907646 1.4602425127936673 marital-status=Married-civ-spouse 0.40509820138785324 -0.43973326293248743 marital-status=Divorced 0.7939548793839303 -0.6122487233303442 marital-status=Never-married 1.0445715748500257 -0.04432601602847015 marital-status=Separated 1.4062415419142111 0.9819404558959028 marital-status=Widowed 0.7823964929124749 -0.1886129401080782 marital-status=Married-spouse-absent 0.399704683179874 -0.29304149007534663 marital-status=Married-AF-spouse -0.07399210046315054 0.528818733524689 occupation=Tech-support 0.8511533330748821 -0.4721782733369105 occupation=Craft-repair 0.5571572151723893 -0.3302087601167845 occupation=Other-service 1.2975811191912778 -1.0231929623902691 occupation=Sales -1.3879583660199446 0.14095722659631096 occupation=Exec-managerial -1.967801988275613 2.036184099684441 occupation=Prof-specialty 1.129155537643977 0.8807361633059305 occupation=Handlers-cleaners -0.05191670839969303 0.6864659173480405 occupation=Machine-op-inspct -0.18596429683838075 1.3039269109940863 occupation=Adm-clerical 1.1681233512512819 0.39151043077846187 occupation=Farming-fishing 1.5222819069720377 0.6669180238724877 occupation=Transport-moving 0.4901801610383708 0.30089449305117505 occupation=Priv-house-serv -0.8989159889835886 -0.960437394686468 occupation=Protective-serv 0.3076179763948935 -0.6586200579459814 occupation=Armed-Forces -0.2408684432813132 -0.19420763785450143 relationship=Wife 2.6326581038590215 -0.027973264062759174 relationship=Own-child -0.4654744288119732 0.6982212335558277 relationship=Husband 0.6270581825172507 0.34345934389899596 relationship=Not-in-family -0.1250959973707137 0.35281236315800696 relationship=Other-relative 0.2233420219371277 -0.08356604407582846 relationship=Unmarried -0.3375523304431498 -0.1844787721830996 race=White 0.23604436860078826 -2.1348431257893496 race=Asian-Pac-Islander 0.5685272560581129 0.6922134389670003 race=Amer-Indian-Eskimo 0.9916632625008533 1.476409095775247 race=Other -0.19385692054901374 -0.3515608934776433 race=Black 0.9250544658005894 -1.0827121447745442 sex -0.5452413341282936 0.1279359063262127 capital-gain -2.0466183702322214 -2.8461062462838336 capital-loss -0.47661103833089485 -1.2862613799456162 hours-per-week 0.08841053406584101 -0.7649612298308789 native-country=United-States -1.8315180951252004 -1.5557044679070522 native-country=Cambodia 0.43672576851211836 1.1596044125505438 native-country=England 2.323688542825716 -0.09066797338809654 native-country=Puerto-Rico -1.3023395846075327 -0.4207637736470333 native-country=Canada 0.762840986203933 -0.482426382628759 native-country=Germany 0.36858250935129744 0.19072032403983696 native-country=Outlying-US(Guam-USVI-etc) 0.4549423876675499 -1.2923050069281368 native-country=India -0.5728012860584567 -0.5616537108924131 native-country=Japan -0.7490402183536554 0.49686148099875443 native-country=Greece -1.720270201878972 0.06309474006767893 native-country=South -0.8452868148353124 0.15436401992024762 native-country=China 0.19708553526595615 2.0396843793668746 native-country=Cuba -0.302349639228815 -1.3744980547197891 native-country=Iran 0.8484392593414762 -0.7424118585896944 native-country=Honduras 1.36463867338571 1.1603808420626844 native-country=Philippines 0.029877875386945252 0.9084851041120895 native-country=Italy 0.29949778303744495 1.516725856305959 native-country=Poland -0.5864213158581422 -0.7733815807783803 native-country=Jamaica -0.5611475344914959 -0.9718560338063731 native-country=Vietnam -1.2612791372112222 -0.42978612491265344 native-country=Mexico 1.087787313677374 1.416770010020288 native-country=Portugal 0.5153198777181219 -0.0013481788420591457 native-country=Ireland -0.6822076366628902 0.28611196469156935 native-country=France -0.5064306311843046 0.5277552169818845 native-country=Dominican-Republic 1.0560686535108832 0.3339292330099403 native-country=Laos 0.9528311039761737 -0.6082929948937851 native-country=Ecuador -0.8061610528780807 -0.42652173953198763 native-country=Taiwan -0.35014882154924154 -0.8692681930666862 native-country=Haiti 0.7475279906840386 0.33775147731892347 native-country=Columbia -0.6376467052449862 -0.00869485283406333 native-country=Hungary 0.45541859714605926 -0.5979997391426388 native-country=Guatemala -0.43545353963199185 0.053262252700384066 native-country=Nicaragua 0.3968066653712047 -0.0988093793987896 native-country=Scotland 0.7380878999701399 0.31804657951575066 native-country=Thailand -0.3504489611454128 -0.8901673696778938 native-country=Yugoslavia -0.6304551319527367 0.007644570601689126 native-country=El-Salvador 0.04072965649646819 1.0078900929927024 native-country=Trinadad&Tobago -0.8089935794739359 0.23516442009502514 native-country=Peru -0.7536739153186768 0.4505082104147194 native-country=Hong -0.6807397233772935 0.16148541102251435 native-country=Holand-Netherlands Hidden Weights: -5.057758871691535 5.0570999451772325 -4.695137834131922 4.694081809156756 >50K <=50K Error sum for iteration 2600 = 68.11934486011704 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.795742511575908 -0.46919186996168144 age 0.5665039260677668 0.567250271648896 workclass=Private -1.151249110149041 3.0014033333396637 workclass=Self-emp-not-inc -0.2839538424983382 -0.759515403686198 workclass=Self-emp-inc -1.151275302555954 -0.295855214052521 workclass=Federal-gov 0.4835327180171865 0.9593682664672936 workclass=Local-gov 2.693521202266865 -2.598441879998854 workclass=State-gov -0.29969593491550073 0.7306853222468953 workclass=Without-pay 0.6966917729735156 -0.7425654279092765 workclass=Never-worked -0.43282314499405805 -0.5916550002597791 fnlwgt -0.8242737773685296 1.3304182536847604 education=Bachelors 0.3003524389157865 0.3451071038871183 education=Some-college 2.400568589986469 -0.2519763897506084 education=11th 0.8586508087642444 -0.33539682066501864 education=HS-grad -2.1340618340139224 -1.9400417541629487 education=Prof-school 0.7481005549299538 -1.095923519405103 education=Assoc-acdm -1.4435860084348977 0.8720482799735154 education=Assoc-voc 1.6815549290429213 0.0831578330899442 education=9th -0.3452191021163688 -1.7848573910102619 education=7th-8th 0.07053981516745204 -0.0269551084344822 education=12th 1.61222491364603 -0.291727923208018 education=Masters 0.517938968778057 0.9548207862992916 education=1st-4th 1.2864618031292239 -0.20657868179757582 education=10th -1.3499300883518166 -1.647926109172771 education=Doctorate 0.8613003340054259 0.7280297061149297 education=5th-6th 0.20099770187335342 -0.037710777945139676 education=Preschool -2.449654449797415 -0.6520419644018547 education-num -2.835396762448146 1.5034515705857312 marital-status=Married-civ-spouse 0.4044567479551928 -0.44137463452702663 marital-status=Divorced 0.8344716250397397 -0.66566951523116 marital-status=Never-married 1.0533971674185933 -0.045196254889691326 marital-status=Separated 1.4168831445276278 0.9798188523881246 marital-status=Widowed 0.7949381684239721 -0.18859285634354403 marital-status=Married-spouse-absent 0.40072832547143095 -0.29449502315793613 marital-status=Married-AF-spouse -0.03098137673978341 0.4980531328212199 occupation=Tech-support 0.8643127619772523 -0.4622219744635628 occupation=Craft-repair 0.5710125976935364 -0.3356551887593837 occupation=Other-service 1.392146822026547 -1.1497279094108321 occupation=Sales -1.4557098711050094 0.20806384969153027 occupation=Exec-managerial -2.021161740636356 2.080771449039642 occupation=Prof-specialty 1.1451541916040375 0.8762671687284278 occupation=Handlers-cleaners -0.031922296233200524 0.6760695898183645 occupation=Machine-op-inspct 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-0.19900250516409188 -0.3553496818658735 race=Black 0.9430840466839203 -1.115706549976321 sex -0.5737326784542012 0.1222546912599392 capital-gain -2.0192358020314214 -2.923405763980949 capital-loss -0.49279069061520736 -1.2794267706746385 hours-per-week 0.08685849091902569 -0.7864101216062499 native-country=United-States -1.8588959117174904 -1.5774782103421465 native-country=Cambodia 0.4680702835697684 1.174243418163503 native-country=England 2.3330087039576184 -0.08717056091698633 native-country=Puerto-Rico -1.307187664838859 -0.4407301462381257 native-country=Canada 0.7601198372718883 -0.48693498224421244 native-country=Germany 0.36986397586135233 0.18963509754714636 native-country=Outlying-US(Guam-USVI-etc) 0.4234902538957372 -1.2982260468961992 native-country=India -0.571519819548411 -0.5627389373851005 native-country=Japan -0.7477587518436097 0.4957762545060643 native-country=Greece -1.750643296930716 0.05433903035394024 native-country=South -0.8440053483252667 0.15327879342755701 native-country=China 0.20934184564900232 2.0492609925062952 native-country=Cuba -0.30385855045826327 -1.3936642564637922 native-country=Iran 0.8497952045130541 -0.7423753577943845 native-country=Honduras 1.3812258997459912 1.1709858331141394 native-country=Philippines 0.031154210188900265 0.9072249885042858 native-country=Italy 0.3205039307382313 1.5315863617744057 native-country=Poland -0.58526686410101 -0.7757558164960203 native-country=Jamaica -0.5598660679814502 -0.9729412602990605 native-country=Vietnam -1.2668019837637934 -0.4322293418348767 native-country=Mexico 1.0911737172214284 1.4179013775190548 native-country=Portugal 0.5166013442281676 -0.002433405334749219 native-country=Ireland -0.6745534728359125 0.28965691564688567 native-country=France -0.5052602982475162 0.5258969125247149 native-country=Dominican-Republic 1.079157144936361 0.35206718100109186 native-country=Laos 0.9828153579343788 -0.6012788314343042 native-country=Ecuador -0.8156133737628961 -0.4301930686232908 native-country=Taiwan -0.34873431000308425 -0.8702233368345004 native-country=Haiti 0.7480778752351579 0.3358180176812935 native-country=Columbia -0.6363652387349406 -0.009780079326753349 native-country=Hungary 0.45670006365611415 -0.5990849656353262 native-country=Guatemala -0.43417207312193695 0.05217702620769389 native-country=Nicaragua 0.3980881318812596 -0.09989460589147955 native-country=Scotland 0.7336470295713263 0.3158184643677593 native-country=Thailand -0.3491674946353579 -0.8912525961705812 native-country=Yugoslavia -0.6291851379724873 0.0059678895992657174 native-country=El-Salvador 0.04201112300651677 1.0068048665000238 native-country=Trinadad&Tobago -0.8077121129638902 0.23407919360233453 native-country=Peru -0.7523924488086311 0.44942298392202923 native-country=Hong -0.6794582568672478 0.16040018452982374 native-country=Holand-Netherlands Hidden Weights: -5.101092068686128 5.100525866182808 -4.781156013540909 4.780256931864104 >50K <=50K Error sum for iteration 2700 = 67.59390205783241 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.8298212086191742 -0.436632295535493 age 0.5812153518572502 0.5708785593547456 workclass=Private -1.2209540214781296 3.064865249136999 workclass=Self-emp-not-inc -0.25221266170551815 -0.8274934916347976 workclass=Self-emp-inc -1.1345509115722583 -0.2946122572410381 workclass=Federal-gov 0.4734896776332864 0.995696606853941 workclass=Local-gov 2.730183449495501 -2.653211933770795 workclass=State-gov -0.29826084255252366 0.7293934193169525 workclass=Without-pay 0.6981268653365043 -0.7438573308392193 workclass=Never-worked -0.4532551379806837 -0.6545849665904453 fnlwgt -0.7642553754015374 1.2792215121009414 education=Bachelors 0.3015567735903873 0.35935284012130536 education=Some-college 2.4273666265884897 -0.25827675482557916 education=11th 0.8605897064503252 -0.3188089646029419 education=HS-grad -2.1575212399720636 -1.9429744411274605 education=Prof-school 0.7760068248117602 -1.1279922230476143 education=Assoc-acdm -1.4715479380063474 0.9007832369822227 education=Assoc-voc 1.6864389062603171 0.07970574956805791 education=9th -0.35281528375459764 -1.7844708649648113 education=7th-8th 0.06059561504203728 -0.04226307377571652 education=12th 1.5767921929017097 -0.2334546723400116 education=Masters 0.518145910659875 0.9490591632592054 education=1st-4th 1.3000133618589562 -0.20261032391152875 education=10th -1.34607076908589 -1.670528442105666 education=Doctorate 0.8588090546351643 0.7183820977858165 education=5th-6th 0.20195789808624226 -0.04164302193716695 education=Preschool -2.448229317387414 -0.6538070294645053 education-num -2.891305302484008 1.5449646135353936 marital-status=Married-civ-spouse 0.4084377110285861 -0.4457558410751225 marital-status=Divorced 0.8752467578190292 -0.7169054305245475 marital-status=Never-married 1.0619238823748571 -0.046549040975238466 marital-status=Separated 1.4280943376183681 0.9783325472004581 marital-status=Widowed 0.8067219255384207 -0.18934689859149265 marital-status=Married-spouse-absent 0.4018854899377374 -0.29617635469408504 marital-status=Married-AF-spouse 0.01619724965699181 0.45957500154712466 occupation=Tech-support 0.8799380492289389 -0.4545730454339357 occupation=Craft-repair 0.5835696221606784 -0.33822489808138323 occupation=Other-service 1.4862771166346833 -1.275750270301037 occupation=Sales -1.529919772185495 0.28146178394315163 occupation=Exec-managerial -2.0673288870174944 2.119659234533439 occupation=Prof-specialty 1.1610009269367372 0.872169084480937 occupation=Handlers-cleaners -0.009782551914164267 0.6620911935261854 occupation=Machine-op-inspct -0.22604664827927942 1.345057518927625 occupation=Adm-clerical 1.1155329774564176 0.5374194837573806 occupation=Farming-fishing 1.5405787812983378 0.636297479958883 occupation=Transport-moving 0.49289671991140277 0.2985173636285452 occupation=Priv-house-serv -0.93711070758586 -1.0434343169674491 occupation=Protective-serv 0.31066257066351793 -0.6607879101381248 occupation=Armed-Forces -0.3360612647854038 -0.10952902778774877 relationship=Wife 2.7177844835311555 -0.051219487497861566 relationship=Own-child -0.4027428455036815 0.6688050375837528 relationship=Husband 0.6508333543793718 0.3345253841894643 relationship=Not-in-family -0.201688999731853 0.36584208281239333 relationship=Other-relative 0.2615265351821217 -0.15295780659712543 relationship=Unmarried -0.3951030618978434 -0.14739204274592724 race=White 0.28631690050721875 -2.216742601772858 race=Asian-Pac-Islander 0.5904827486418973 0.702367243838051 race=Amer-Indian-Eskimo 1.0221890443206514 1.4857159300863965 race=Other -0.20374473005502666 -0.3571114686077927 race=Black 0.9575607275965594 -1.1422974478067998 sex -0.6031946587800046 0.11844874637378143 capital-gain -1.9941914811408534 -3.0012428305774734 capital-loss -0.5141342450037723 -1.2641574848273565 hours-per-week 0.09020092806740988 -0.8079519062372253 native-country=United-States -1.8826178586598332 -1.5983807851681302 native-country=Cambodia 0.4987359146310518 1.1883760323017636 native-country=England 2.3414062822991677 -0.0847227064801342 native-country=Puerto-Rico -1.31125656766521 -0.46022257566325847 native-country=Canada 0.7576976901810009 -0.49172683786372484 native-country=Germany 0.3712990682243294 0.18834319461720106 native-country=Outlying-US(Guam-USVI-etc) 0.3900305197243807 -1.3040551908986011 native-country=India -0.5700847271854224 -0.5640308403150434 native-country=Japan -0.7463236594806211 0.4944843515761246 native-country=Greece -1.7810100490624001 0.045647242205346765 native-country=South -0.8425702559622781 0.15198689049761172 native-country=China 0.22031807629251363 2.0573091790772966 native-country=Cuba -0.30515309753743597 -1.4128225315968361 native-country=Iran 0.8512964860759739 -0.742453332653055 native-country=Honduras 1.3971166215064759 1.1806083675223213 native-country=Philippines 0.03258517064467183 0.9057858660401759 native-country=Italy 0.34108669681660914 1.5456058737510776 native-country=Poland -0.5839524156741114 -0.7783152965293834 native-country=Jamaica -0.5584309756184616 -0.9742331632290033 native-country=Vietnam -1.2719008911585794 -0.43429548615671526 native-country=Mexico 1.0942613371423766 1.4184115237724435 native-country=Portugal 0.5180364365911563 -0.003725308264692296 native-country=Ireland -0.6672230132384576 0.29268792886220213 native-country=France -0.5039228212478071 0.5239144261647865 native-country=Dominican-Republic 1.1011857896938384 0.36920181658445 native-country=Laos 1.0115445560984206 -0.5947198703330159 native-country=Ecuador -0.8232106678618685 -0.4338063156197773 native-country=Taiwan -0.3471917063489633 -0.8714139305151316 native-country=Haiti 0.7488074358497143 0.333727275297763 native-country=Columbia -0.6349301463719519 -0.011071982256696446 native-country=Hungary 0.4581351560190912 -0.6003768685652691 native-country=Guatemala -0.4327369807589599 0.050885123277750674 native-country=Nicaragua 0.39952322424423664 -0.10118650882142229 native-country=Scotland 0.730156820484882 0.31358051547224114 native-country=Thailand -0.34773240227238084 -0.892544499100524 native-country=Yugoslavia -0.6277591759966986 0.004203324076689095 native-country=El-Salvador 0.04344621536949157 1.0055129635700906 native-country=Trinadad&Tobago -0.8062770206009016 0.23278729067238924 native-country=Peru -0.7509573564456424 0.44813108099208954 native-country=Hong -0.6780231645042591 0.15910828159987844 native-country=Holand-Netherlands Hidden Weights: -5.13901582626467 5.13852865029558 -4.869172666130493 4.8684033688695 >50K <=50K Error sum for iteration 2800 = 67.04394779524621 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.8620398508588014 -0.40479044113577867 age 0.5909045260784641 0.5814154641878053 workclass=Private -1.2816430770910254 3.123813433145547 workclass=Self-emp-not-inc -0.22347300450258792 -0.8962050426939973 workclass=Self-emp-inc -1.1177774174209136 -0.30027880878828406 workclass=Federal-gov 0.468370142667706 1.0276601513824202 workclass=Local-gov 2.7628148049166867 -2.7008805731040915 workclass=State-gov -0.29668762180836633 0.727922125847688 workclass=Without-pay 0.6997000860806548 -0.7453286243084838 workclass=Never-worked -0.4706722881203242 -0.7198228871729841 fnlwgt -0.704194984284281 1.2248901130600591 education=Bachelors 0.3021449633454267 0.3746082768036846 education=Some-college 2.453177554017773 -0.26458242648489244 education=11th 0.8615712038195652 -0.3014725544560204 education=HS-grad -2.180392794116667 -1.9460463380897164 education=Prof-school 0.8042861702597891 -1.1572001707777682 education=Assoc-acdm -1.4999001804148462 0.9268035628223148 education=Assoc-voc 1.6912009547651576 0.07601302324931197 education=9th -0.3582866733215608 -1.7815218866032043 education=7th-8th 0.05116087905749943 -0.05712173919899005 education=12th 1.5421251562122305 -0.1813620556216066 education=Masters 0.5183200059660596 0.9430224342954141 education=1st-4th 1.3146877778554125 -0.19808999293022328 education=10th -1.3418705644910114 -1.6929771085746859 education=Doctorate 0.856710149200625 0.7088748782737906 education=5th-6th 0.20307994465344925 -0.04566724185081051 education=Preschool -2.446483381253901 -0.6609427960263032 education-num -2.9488511752759545 1.5849531992967798 marital-status=Married-civ-spouse 0.41668628910930783 -0.4523543262955993 marital-status=Divorced 0.9161081256329149 -0.7663473128164082 marital-status=Never-married 1.070021373905854 -0.048352743194571765 marital-status=Separated 1.4398542084187747 0.977504340850965 marital-status=Widowed 0.8176050500601045 -0.19087630918821852 marital-status=Married-spouse-absent 0.40317924114432246 -0.29803265581658517 marital-status=Married-AF-spouse 0.06870942451921452 0.4124419467602324 occupation=Tech-support 0.8991261333528044 -0.4508190193430089 occupation=Craft-repair 0.595174650567343 -0.337814832415731 occupation=Other-service 1.57697348689463 -1.396233345560742 occupation=Sales -1.6110030935167778 0.36051038735184116 occupation=Exec-managerial -2.1049807446588495 2.152397063065932 occupation=Prof-specialty 1.1764211063957801 0.8682496155415967 occupation=Handlers-cleaners 0.01443446895021565 0.645243850315439 occupation=Machine-op-inspct -0.24531896559190372 1.364173777384247 occupation=Adm-clerical 1.0799504150253618 0.6076295190123918 occupation=Farming-fishing 1.5536336569829838 0.623859095950724 occupation=Transport-moving 0.4944699406555601 0.2970460701592763 occupation=Priv-house-serv -0.9588830590094508 -1.0774012395785326 occupation=Protective-serv 0.31236888277005503 -0.6621736415861933 occupation=Armed-Forces -0.3843138258458941 -0.06871482339104748 relationship=Wife 2.7583780599063052 -0.06203796779497014 relationship=Own-child -0.37815600675481464 0.6563706297399973 relationship=Husband 0.6567011819963888 0.3326539527424116 relationship=Not-in-family -0.23691161788353246 0.3667508532016868 relationship=Other-relative 0.29597856207139245 -0.19015457036493388 relationship=Unmarried -0.41871592182402423 -0.1358897816744189 race=White 0.31218606793275105 -2.2538168362481334 race=Asian-Pac-Islander 0.6007259191086166 0.7064759259594067 race=Amer-Indian-Eskimo 1.0348033499862999 1.4877922272358646 race=Other -0.20840664401271208 -0.3568512895752905 race=Black 0.969180343186193 -1.1624733258299262 sex -0.6332097574809988 0.11680433947614902 capital-gain -1.9721929601494825 -3.0794577420789673 capital-loss -0.5406220646106271 -1.2395061837051524 hours-per-week 0.09804076014939521 -0.8295195270123562 native-country=United-States -1.903197168987416 -1.6185421251543703 native-country=Cambodia 0.5282109128121402 1.2018471015707597 native-country=England 2.3491286619570197 -0.08307884455040034 native-country=Puerto-Rico -1.314649822596637 -0.47927828255894356 native-country=Canada 0.7555605247715497 -0.496788512707738 native-country=Germany 0.37287228896848673 0.18687190114793545 native-country=Outlying-US(Guam-USVI-etc) 0.3545450151698946 -1.3097785752227802 native-country=India -0.5685115064412718 -0.5655021337843078 native-country=Japan -0.7447504387364705 0.4930130581068557 native-country=Greece -1.8109671621063588 0.03704745047376856 native-country=South -0.8409970352181275 0.1505155970283461 native-country=China 0.23015638812434008 2.064036769863253 native-country=Cuba -0.3061944806604033 -1.4319257840700836 native-country=Iran 0.8529286951129168 -0.7426235438986457 native-country=Honduras 1.412493454567357 1.1894347412072181 native-country=Philippines 0.0341552081740975 0.9041956348864484 native-country=Italy 0.36155185307942617 1.5591378417747495 native-country=Poland -0.5824940605876738 -0.781036113972287 native-country=Jamaica -0.556857754874311 -0.9757044566982678 native-country=Vietnam -1.277279875988743 -0.43647084716954787 native-country=Mexico 1.097127958403015 1.4184064876685507 native-country=Portugal 0.5196096573353068 -0.005196601733957953 native-country=Ireland -0.6603290081707166 0.2951815685793567 native-country=France -0.5024360306107066 0.5218201532957183 native-country=Dominican-Republic 1.1222868505756363 0.38547735590496374 native-country=Laos 1.0392488466699392 -0.5885095252350012 native-country=Ecuador -0.8289113658445872 -0.43729922998396775 native-country=Taiwan -0.34553089847811363 -0.8728045585042359 native-country=Haiti 0.749698663429942 0.33149722289014255 native-country=Columbia -0.6333569256278013 -0.012543275725962229 native-country=Hungary 0.45970837676324855 -0.6018481620345335 native-country=Guatemala -0.43116376001480256 0.049413829808485236 native-country=Nicaragua 0.401096444988394 -0.10265780229068774 native-country=Scotland 0.7277707694979867 0.31136377394844617 native-country=Thailand -0.3461591815282235 -0.8940157925697885 native-country=Yugoslavia -0.6261931221047895 0.0023579954354616653 native-country=El-Salvador 0.04501943611364643 1.0040416701008132 native-country=Trinadad&Tobago -0.804703799856751 0.23131599720312362 native-country=Peru -0.7493841357014919 0.44665978752282065 native-country=Hong -0.6764499437601086 0.15763698813061283 native-country=Holand-Netherlands Hidden Weights: -5.1727567957383345 5.172337005297727 -4.957992106367452 4.957330798662659 >50K <=50K Error sum for iteration 2900 = 66.48731435240944 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.891127140448287 -0.3735922030954976 age 0.5947814706674699 0.5990196726708358 workclass=Private -1.334220041299226 3.1782938615424325 workclass=Self-emp-not-inc -0.19777445700556517 -0.9642450650478797 workclass=Self-emp-inc -1.1009617178118964 -0.3128635866342969 workclass=Federal-gov 0.46941987917610395 1.0548590230522645 workclass=Local-gov 2.7918352438573013 -2.7423582140943332 workclass=State-gov -0.2949815930272356 0.7262922020876703 workclass=Without-pay 0.7014061148617783 -0.7469585480685015 workclass=Never-worked -0.48542853517782136 -0.7868516462844283 fnlwgt -0.6442928499740194 1.1680058631410304 education=Bachelors 0.30267005932060664 0.38976166739747964 education=Some-college 2.478159209600999 -0.27089530139704027 education=11th 0.8617553625222268 -0.2841499976176931 education=HS-grad -2.2030729457945437 -1.9493103381942722 education=Prof-school 0.8333732234528207 -1.1835404133253884 education=Assoc-acdm -1.5294815404072084 0.950690626061726 education=Assoc-voc 1.6960646071375043 0.07224917668675082 education=9th -0.3618022458769188 -1.7761246423898704 education=7th-8th 0.042271155786534384 -0.07156359297427345 education=12th 1.5080600100500778 -0.13498730098038456 education=Masters 0.5184961526924401 0.9367762285011002 education=1st-4th 1.3304577931858566 -0.19295313694290592 education=10th -1.3373528356955409 -1.7147762083584337 education=Doctorate 0.8550940173982851 0.6996063836423917 education=5th-6th 0.2043650798726268 -0.04973640957409723 education=Preschool -2.4448703332916315 -0.6728660865857168 education-num -3.0078745988305653 1.6240143452808595 marital-status=Married-civ-spouse 0.42915671372188785 -0.4612728062721612 marital-status=Divorced 0.95694231040825 -0.8143311058288679 marital-status=Never-married 1.0776247019985696 -0.050560239750089706 marital-status=Separated 1.4521811465956656 0.9773796257557789 marital-status=Widowed 0.8275427670334768 -0.19316269928183924 marital-status=Married-spouse-absent 0.40462050378495834 -0.3000217834677221 marital-status=Married-AF-spouse 0.12759988813942316 0.3562570529433321 occupation=Tech-support 0.9228345132724194 -0.45217342682241957 occupation=Craft-repair 0.6061799331250592 -0.33441485699397894 occupation=Other-service 1.6618904587175398 -1.506987411911431 occupation=Sales -1.6992127318024126 0.4447463931367081 occupation=Exec-managerial -2.1338401555540876 2.1787846626167338 occupation=Prof-specialty 1.191241880936632 0.8643380393702905 occupation=Handlers-cleaners 0.04077193478498789 0.6262036123375506 occupation=Machine-op-inspct -0.26490574997775823 1.383017941641144 occupation=Adm-clerical 1.0397946124168207 0.6743701267016178 occupation=Farming-fishing 1.568657823310207 0.6124003683786252 occupation=Transport-moving 0.49617596943669084 0.2954161463992512 occupation=Priv-house-serv -0.9827715297206073 -1.1069799099911748 occupation=Protective-serv 0.31419208943685856 -0.6637278134692239 occupation=Armed-Forces -0.43226155306865843 -0.0286554838104922 relationship=Wife 2.7981903151538825 -0.07191327164185474 relationship=Own-child -0.358579183547775 0.6457329287403413 relationship=Husband 0.6595526361413394 0.331835899938592 relationship=Not-in-family -0.26984933062694766 0.3643969287816227 relationship=Other-relative 0.33850787237379915 -0.2293478605154503 relationship=Unmarried -0.4392025519595697 -0.12841883000169665 race=White 0.3390090824756589 -2.288309088240348 race=Asian-Pac-Islander 0.6104668759237305 0.7099611588539262 race=Amer-Indian-Eskimo 1.0457455338146808 1.4882155051424697 race=Other -0.21324779490890974 -0.3549275089373032 race=Black 0.9784656966533123 -1.17650036015028 sex -0.6633585547739121 0.11744584668986881 capital-gain -1.9534731853019132 -3.1579186714798047 capital-loss -0.5722703450565955 -1.2053587362234572 hours-per-week 0.1100676802840579 -0.8509970716265578 native-country=United-States -1.9210751700895279 -1.6380767869649078 native-country=Cambodia 0.5561989223815048 1.2145682282748445 native-country=England 2.356366001743907 -0.0820625507915431 native-country=Puerto-Rico -1.3174497448420535 -0.497951129616797 native-country=Canada 0.7536952014789792 -0.5021168490432711 native-country=Germany 0.3745783177496175 0.18524197738790674 native-country=Outlying-US(Guam-USVI-etc) 0.31701271689267196 -1.3153941193845569 native-country=India -0.5668054776601483 -0.5671320575443255 native-country=Japan -0.743044409955347 0.49138313434683056 native-country=Greece -1.8401849778932644 0.028552651146370893 native-country=South -0.839291006437004 0.1488856732683174 native-country=China 0.23902052843509136 2.069624255059708 native-country=Cuba -0.3069464718334389 -1.450922283616595 native-country=Iran 0.8546874764026864 -0.7428694733178149 native-country=Honduras 1.4275487000691398 1.1976376220599243 native-country=Philippines 0.03585892684343259 0.902474972158686 native-country=Italy 0.3820944875522034 1.5723849085185884 native-country=Poland -0.5808978292697983 -0.7839030816891611 native-country=Jamaica -0.5551517260931875 -0.9773343804582855 native-country=Vietnam -1.2833261127214945 -0.43912101670730874 native-country=Mexico 1.099832092020484 1.4179595761239636 native-country=Portugal 0.5213156861164303 -0.006826525493984775 native-country=Ireland -0.6539258931132328 0.29713073265829 native-country=France -0.5008073525582103 0.5196213948181282 native-country=Dominican-Republic 1.1425467290412712 0.40098158692210795 native-country=Laos 1.066095987633483 -0.5825621241555554 native-country=Ecuador -0.832754533269265 -0.44062241937468716 native-country=Taiwan -0.3437526516427986 -0.8743686479219936 native-country=Haiti 0.7507432289881241 0.3291417541911795 native-country=Columbia -0.6316508968466779 -0.01417319948598897 native-country=Hungary 0.4614144055443793 -0.6034780857945512 native-country=Guatemala -0.4294577312336718 0.04778390604845813 native-country=Nicaragua 0.4028024737695247 -0.10428772605071424 native-country=Scotland 0.7265712479643829 0.3091866799613714 native-country=Thailand -0.34445315274709276 -0.8956457163298062 native-country=Yugoslavia -0.6244926455814638 4.344119353820641E-4 native-country=El-Salvador 0.04672546489477454 1.0024117463408075 native-country=Trinadad&Tobago -0.8029977710756275 0.2296860734430949 native-country=Peru -0.7476781069203684 0.4450298637627955 native-country=Hong -0.6747439149789851 0.15600706437058412 native-country=Holand-Netherlands Hidden Weights: -5.203702432261314 5.203340084005893 -5.046148834398019 5.0455779926030155 >50K <=50K Error sum for iteration 3000 = 65.95112011142892 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9159542797778524 -0.3430088313007142 age 0.5922760910853667 0.6236606930211102 workclass=Private -1.3795397756903565 3.228279905561903 workclass=Self-emp-not-inc -0.1752459155283815 -1.0305345609741272 workclass=Self-emp-inc -1.0839563593612362 -0.3316322184152243 workclass=Federal-gov 0.47759800436136696 1.0766590579331017 workclass=Local-gov 2.8176742959100802 -2.7785422880226935 workclass=State-gov -0.2931440242277595 0.7245196947744568 workclass=Without-pay 0.7032436836612403 -0.748731055381715 workclass=Never-worked -0.49799134794679645 -0.855146016329012 fnlwgt -0.5841992635106645 1.1085538798058925 education=Bachelors 0.30358491950519223 0.4039547754038889 education=Some-college 2.5024134279704273 -0.2772440670261107 education=11th 0.8611492155746553 -0.26731910223079536 education=HS-grad -2.225893690622926 -1.9527979036925822 education=Prof-school 0.8636888038244186 -1.2071362124339617 education=Assoc-acdm -1.5608044292598127 0.9727083217559575 education=Assoc-voc 1.7012159355847662 0.06854603694280537 education=9th -0.36367689035830464 -1.7684679362620765 education=7th-8th 0.033966360141698265 -0.0856088238871311 education=12th 1.4742034440359777 -0.09321593620663424 education=Masters 0.5186909184952097 0.9303587355881862 education=1st-4th 1.347192599918031 -0.1872162331357579 education=10th -1.3325273261337929 -1.7354718172518022 education=Doctorate 0.8540440172147399 0.6906777462037311 education=5th-6th 0.20581786207957292 -0.05380903541457523 education=Preschool -2.4435302435863604 -0.6889372606230967 education-num -3.068476223372181 1.6630125157786722 marital-status=Married-civ-spouse 0.4459016272531668 -0.47317746244802295 marital-status=Divorced 0.99772713669026 -0.8610020897105707 marital-status=Never-married 1.0847194860746627 -0.05311076807477383 marital-status=Separated 1.4651139204519485 0.9780218713062413 marital-status=Widowed 0.8365495559409629 -0.19617576240281484 marital-status=Married-spouse-absent 0.40622157366553907 -0.30211057771093436 marital-status=Married-AF-spouse 0.1934322287231698 0.29152668877655363 occupation=Tech-support 0.9518161181918205 -0.45948421790431293 occupation=Craft-repair 0.6168564160573141 -0.3280641701286029 occupation=Other-service 1.7397390572259588 -1.6054380435044269 occupation=Sales -1.7947938393686536 0.5341296813315057 occupation=Exec-managerial -2.1543850164836016 2.198776698338783 occupation=Prof-specialty 1.2053674489022725 0.8602903676983713 occupation=Handlers-cleaners 0.06928639568106015 0.6055602803043393 occupation=Machine-op-inspct -0.285171537501272 1.4016452734940585 occupation=Adm-clerical 0.9965062597471507 0.7366948160777915 occupation=Farming-fishing 1.5851087994500705 0.6011688218280589 occupation=Transport-moving 0.49801353823616695 0.29364363908604524 occupation=Priv-house-serv -1.0088737564640828 -1.1327611883231894 occupation=Protective-serv 0.3161333377128157 -0.6654328836285665 occupation=Armed-Forces -0.4800404577885221 0.011417229745554352 relationship=Wife 2.837517410089569 -0.08064952750009075 relationship=Own-child -0.34402904559943454 0.6369068395725263 relationship=Husband 0.6599073417098928 0.33154454192288485 relationship=Not-in-family -0.30028790471273886 0.3591170490230941 relationship=Other-relative 0.3882193759195181 -0.27110209365618043 relationship=Unmarried -0.45693792231829794 -0.1241009810732175 race=White 0.36715805511014976 -2.3203073243929717 race=Asian-Pac-Islander 0.6197352095330845 0.7128604593765365 race=Amer-Indian-Eskimo 1.0551408341219017 1.4870637239898798 race=Other -0.21843663670809593 -0.3520372361549018 race=Black 0.9857937534709046 -1.1847492975503309 sex -0.6932781114283514 0.12035890498226302 capital-gain -1.938006349740234 -3.2365277248105895 capital-loss -0.6091071453997784 -1.1626147566302116 hours-per-week 0.12608203147394775 -0.8722420974448143 native-country=United-States -1.936621636013736 -1.6570679639103087 native-country=Cambodia 0.5825433166795708 1.226487750462367 native-country=England 2.3632652964747667 -0.0815456054111226 native-country=Puerto-Rico -1.3197216251901314 -0.5162929983628181 native-country=Canada 0.752086004966875 -0.507715822123611 native-country=Germany 0.3764158865490936 0.18346947007469608 native-country=Outlying-US(Guam-USVI-etc) 0.27739995894294145 -1.3209053285980512 native-country=India -0.5649679088606863 -0.568904564857539 native-country=Japan -0.741206841155885 0.4896106270336246 native-country=Greece -1.8684229806306067 0.020165824448877302 native-country=South -0.837453437637542 0.14711316595510673 native-country=China 0.2470778634768385 2.074232051552608 native-country=Cuba -0.3073840082987631 -1.4697925583784346 native-country=Iran 0.8565723673337723 -0.7431776561398753 native-country=Honduras 1.442453230412696 1.2053620584492846 native-country=Philippines 0.037694966217790525 0.9006391935501677 native-country=Italy 0.4027968159140409 1.585425371784961 native-country=Poland -0.5791656797045271 -0.7869060316223414 native-country=Jamaica -0.5533141572937255 -0.979106887771499 native-country=Vietnam -1.2901511471319915 -0.44247933589249483 native-country=Mexico 1.1024141593265189 1.41711923563907 native-country=Portugal 0.5231532549158924 -0.008599032807197073 native-country=Ireland -0.648026377074842 0.29854042970978645 native-country=France -0.4990399022251833 0.5173224850172906 native-country=Dominican-Republic 1.1620256169803462 0.41576736478660625 native-country=Laos 1.092208729571183 -0.5768070065860162 native-country=Ecuador -0.8348658947172539 -0.44374040762274647 native-country=Taiwan -0.34185472207209067 -0.8760860811126003 native-country=Haiti 0.7519365116465895 0.3266715199428809 native-country=Columbia -0.6298133280472158 -0.015945706799201445 native-country=Hungary 0.4632519743438554 -0.6052505931077647 native-country=Guatemala -0.4276201624341957 0.046011398735246074 native-country=Nicaragua 0.4046400425690008 -0.10606023336392624 native-country=Scotland 0.7265603138334167 0.3070588174802204 native-country=Thailand -0.34261558394761665 -0.8974182236430197 native-country=Yugoslavia -0.6226593260931731 -0.0015672386502872501 native-country=El-Salvador 0.04856303369424686 1.0006392390275929 native-country=Trinadad&Tobago -0.8011602022761655 0.22791356612988425 native-country=Peru -0.7458405381209063 0.4432573564495896 native-country=Hong -0.672906346179523 0.15423455705737346 native-country=Holand-Netherlands Hidden Weights: -5.233254804878309 5.23294142062334 -5.132296567901375 5.1318020214625655 >50K <=50K Error sum for iteration 3100 = 65.45709716854199 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9356525480046183 -0.3131843376768541 age 0.5831427949267957 0.6549746311914738 workclass=Private -1.4184190719687897 3.2738671646659316 workclass=Self-emp-not-inc -0.15603937014650746 -1.0942966475305793 workclass=Self-emp-inc -1.0665799205537847 -0.3549852539921338 workclass=Federal-gov 0.49360290983590066 1.0919435558859194 workclass=Local-gov 2.8406595124055967 -2.81024956365763 workclass=State-gov -0.2911754161047329 0.7226170731643671 workclass=Without-pay 0.7052122917842648 -0.7506336769918047 workclass=Never-worked -0.508813054135395 -0.924162836546753 fnlwgt -0.5231303234516967 1.0459393567435216 education=Bachelors 0.3051319522980616 0.4167542431224333 education=Some-college 2.5259931967129785 -0.2836705942279427 education=11th 0.8596567864687727 -0.25129393289361557 education=HS-grad -2.249118289348187 -1.956526995344675 education=Prof-school 0.8956004801871139 -1.2281571714931563 education=Assoc-acdm -1.5941101432043792 0.9929722800674537 education=Assoc-voc 1.7067982241182271 0.06499763096826044 education=9th -0.36431710603728473 -1.758804394101912 education=7th-8th 0.026285307292455616 -0.09926108839906322 education=12th 1.4400690870725772 -0.05462070536793718 education=Masters 0.5189017589677236 0.9237860436782269 education=1st-4th 1.3646716989216443 -0.18095655929172405 education=10th -1.3273945137074572 -1.7546535103838734 education=Doctorate 0.85363190063074 0.6821930953112942 education=5th-6th 0.2074424824906923 -0.05784818887006105 education=Preschool -2.4423394328820014 -0.708546124132491 education-num -3.130901793735359 1.7029438700574324 marital-status=Married-civ-spouse 0.4669627922134678 -0.4891502853181874 marital-status=Divorced 1.0385475008816032 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0.5894871587648862 occupation=Transport-moving 0.4999821463591935 0.29174101747596864 occupation=Priv-house-serv -1.0371590395649262 -1.155329473793859 occupation=Protective-serv 0.3181939129118767 -0.667275224840953 occupation=Armed-Forces -0.5281101728686043 0.05254841516740885 relationship=Wife 2.8765173105126576 -0.08814243457004589 relationship=Own-child -0.33429059520254856 0.6298075431399874 relationship=Husband 0.6581922537936157 0.3315200154533343 relationship=Not-in-family -0.32802197469058975 0.35120111408551646 relationship=Other-relative 0.444560411796106 -0.31633731670950904 relationship=Unmarried -0.4724289783668994 -0.12181839241068469 race=White 0.3969271648850774 -2.3499043849173735 race=Asian-Pac-Islander 0.6285888380199206 0.7152327938988409 race=Amer-Indian-Eskimo 1.063138112623624 1.4844368115025703 race=Other -0.22397369182359217 -0.3492022672590571 race=Black 0.9913915058116013 -1.1875297213443254 sex -0.7226979216383924 0.12542452968821835 capital-gain -1.9256878448524672 -3.3152299956073508 capital-loss -0.6510892891679044 -1.1130137914471612 hours-per-week 0.1459389135557473 -0.8931312920681634 native-country=United-States -1.9501401038200312 -1.6755607676107076 native-country=Cambodia 0.6071864520910957 1.2375742275120283 native-country=England 2.3699404606286096 -0.08143324565644011 native-country=Puerto-Rico -1.3215171731369133 -0.5343449851434678 native-country=Canada 0.7507149471282116 -0.5135931978366024 native-country=Germany 0.37838449467212015 0.1815668484646173 native-country=Outlying-US(Guam-USVI-etc) 0.2356514093436732 -1.3263171317434344 native-country=India -0.5629993007376618 -0.5708071864676287 native-country=Japan -0.7392382330328605 0.48770800542354803 native-country=Greece -1.8955238072483231 0.011885383157117525 native-country=South -0.8354848295145175 0.14521054434502795 native-country=China 0.2544867096783145 2.078004207957219 native-country=Cuba -0.307497328464849 -1.4885902426929785 native-country=Iran 0.8585835154024681 -0.7435362226488758 native-country=Honduras 1.4573408783184303 1.2127193498914772 native-country=Philippines 0.039662723513410575 0.8986994648349617 native-country=Italy 0.4236610529530498 1.5982613682008282 native-country=Poland -0.5772987004405967 -0.790037313550269 native-country=Jamaica -0.551345549170701 -0.9810095093815887 native-country=Vietnam -1.2976233426078967 -0.4466322102579947 native-country=Mexico 1.1048992161556987 1.4159153082825346 native-country=Portugal 0.5251218630389168 -0.010501654417275264 native-country=Ireland -0.6426093648272234 0.2994274470430761 native-country=France -0.49713578919969953 0.5149257689306648 native-country=Dominican-Republic 1.1807714363079753 0.42986853287111315 native-country=Laos 1.1176789599735504 -0.5711849595184063 native-country=Ecuador -0.8354472690793462 -0.4466313489457815 native-country=Taiwan -0.33983499652699173 -0.8779415988101448 native-country=Haiti 0.7532745363699478 0.3240944959390799 native-country=Columbia -0.6278447199241913 -0.017848328409279947 native-country=Hungary 0.46522058246688197 -0.6071532147178544 native-country=Guatemala -0.42565155431116913 0.04410877712516763 native-country=Nicaragua 0.4066086506920274 -0.10796285497400578 native-country=Scotland 0.727667161855567 0.30498382583052225 native-country=Thailand -0.3406469758245901 -0.8993208452531094 native-country=Yugoslavia -0.6206939376417682 -0.003648027741352689 native-country=El-Salvador 0.05053164181727417 0.9987366174175059 native-country=Trinadad&Tobago -0.799191594153141 0.22601094451980547 native-country=Peru -0.7438719299978819 0.441354734839513 native-country=Hong -0.6709377380564986 0.15233193544729468 native-country=Holand-Netherlands Hidden Weights: -5.262766170558735 5.262494547703819 -5.215445167443975 5.215015367136341 >50K <=50K Error sum for iteration 3200 = 65.02130394089018 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9496782961512776 -0.2845814046092125 age 0.5675507846086623 0.6922175555773998 workclass=Private -1.4517097964507073 3.3155344929683164 workclass=Self-emp-not-inc -0.14026282292821027 -1.1550186810207008 workclass=Self-emp-inc -1.048679882306397 -0.38075416284591335 workclass=Federal-gov 0.5178068327273136 1.099078639231043 workclass=Local-gov 2.8610494911440796 -2.8381804039817404 workclass=State-gov -0.28907629094076875 0.7205901841190304 workclass=Without-pay 0.7073114169482129 -0.7526605660371414 workclass=Never-worked -0.5182427557292889 -0.993319739876508 fnlwgt -0.4602436534540293 0.9792674236221665 education=Bachelors 0.30733876204034327 0.4282049866195184 education=Some-college 2.548915171196539 -0.2902247891924824 education=11th 0.8572882210399213 -0.2365255045484535 education=HS-grad -2.2729414037516658 -1.960510724501195 education=Prof-school 0.9293815593044782 -1.2468194667436083 education=Assoc-acdm -1.6294115995037046 1.0116094005888103 education=Assoc-voc 1.7129066822112102 0.06165588879232077 education=9th -0.3641552357146406 -1.747438030664107 education=7th-8th 0.01926295930237278 -0.11251067559670093 education=12th 1.405223348541218 -0.0177147794394115 education=Masters 0.5191101946016464 0.9170545429574236 education=1st-4th 1.382608828675496 -0.1742958811397949 education=10th -1.3219481825655792 -1.7719771986103647 education=Doctorate 0.8539141942925887 0.6742536224681067 education=5th-6th 0.20924165713098042 -0.0618246421828704 education=Preschool -2.4410315858493083 -0.7311313812821474 education-num -3.1954097455897688 1.7447679308226236 marital-status=Married-civ-spouse 0.4922923060824412 -0.5104978850020903 marital-status=Divorced 1.079578700888767 -0.949965316031179 marital-status=Never-married 1.097481009356473 -0.05895163749359548 marital-status=Separated 1.492930796157716 0.9819026917700189 marital-status=Widowed 0.8519571239726661 -0.20424640325510587 marital-status=Married-spouse-absent 0.40994288514099403 -0.30649431390394544 marital-status=Married-AF-spouse 0.3446337583304139 0.14306046673706727 occupation=Tech-support 1.027611090078926 -0.4939966329253278 occupation=Craft-repair 0.6376994277249056 -0.3066756525334986 occupation=Other-service 1.8742674239687531 -1.7637437828854374 occupation=Sales -2.008892438546281 0.7294678720884638 occupation=Exec-managerial -2.1752291624968865 2.2198806651302494 occupation=Prof-specialty 1.2314253179039358 0.8513577246675574 occupation=Handlers-cleaners 0.13310207216756784 0.561109463314078 occupation=Machine-op-inspct -0.3280979398143366 1.4375415305404204 occupation=Adm-clerical 0.9064164824084363 0.8457122811049509 occupation=Farming-fishing 1.62056359355009 0.5768400718477734 occupation=Transport-moving 0.5020812715231489 0.2897141284306431 occupation=Priv-house-serv -1.0674299417893156 -1.1752135496454796 occupation=Protective-serv 0.32037462741477546 -0.6692480568439958 occupation=Armed-Forces -0.5770184917496818 0.09579209129467997 relationship=Wife 2.9151907066116984 -0.09437910421696524 relationship=Own-child -0.32899832851532507 0.6243448632862457 relationship=Husband 0.6549001428336216 0.33185534226364444 relationship=Not-in-family -0.35286160266232025 0.3409000683614954 relationship=Other-relative 0.5070225591181059 -0.36629237105698337 relationship=Unmarried -0.4862997022555995 -0.12033127728763386 race=White 0.4284778157899194 -2.3771858240233406 race=Asian-Pac-Islander 0.6371066937278157 0.7171525100738645 race=Amer-Indian-Eskimo 1.0699023474969354 1.4804587409877739 race=Other -0.22964708228945419 -0.34769914652566336 race=Black 0.9953173213834099 -1.1849597412896367 sex -0.751447241511146 0.13244729545849684 capital-gain -1.9164284927118544 -3.394021051695952 capital-loss -0.6980242813259103 -1.058751642715172 hours-per-week 0.16946981215340773 -0.9136284467454779 native-country=United-States -1.9618764336739578 -1.693567411165927 native-country=Cambodia 0.6301549475861252 1.2478067227767515 native-country=England 2.3764782533634428 -0.08165995981050903 native-country=Puerto-Rico -1.3228768494231005 -0.5521401881132239 native-country=Canada 0.7495645330348715 -0.5197602895407282 native-country=Germany 0.3804836198360843 0.17953995941929324 native-country=Outlying-US(Guam-USVI-etc) 0.1917067118998008 -1.3316362524796526 native-country=India -0.5609001755737137 -0.5728340755129654 native-country=Japan -0.7371391078689125 0.4856811163782225 native-country=Greece -1.9213976148779515 0.0037056092458612024 native-country=South -0.8333857043505695 0.1431836552997039 native-country=China 0.26139147972904575 2.081068105328861 native-country=Cuba -0.3072908586627838 -1.5074696355198096 native-country=Iran 0.8607209113593575 -0.7439381063901437 native-country=Honduras 1.4723046739937016 1.219781955124813 native-country=Philippines 0.04176157109111943 0.8966598516888871 native-country=Italy 0.444656941576464 1.6108660416680196 native-country=Poland -0.5752978348963226 -0.7932937288302623 native-country=Jamaica -0.5492464240067529 -0.9830363984269254 native-country=Vietnam -1.3054153230051888 -0.45152385063692574 native-country=Mexico 1.1073010302095498 1.4143602785115499 native-country=Portugal 0.5272209882028649 -0.012528543462601441 native-country=Ireland -0.63762504018399 0.29981715898934314 native-country=France -0.49509693934288573 0.512428214326004 native-country=Dominican-Republic 1.1988195854133423 0.4432976829097098 native-country=Laos 1.1425780754794241 -0.5656505061210456 native-country=Ecuador -0.834752958230734 -0.44928956529367303 native-country=Taiwan -0.33769210632987373 -0.8799275032151439 native-country=Haiti 0.7547535319510355 0.32141268459105243 native-country=Columbia -0.6257455947602433 -0.01987521745460589 native-country=Hungary 0.4673197076308461 -0.6091801037631911 native-country=Guatemala -0.423552429147205 0.04208188807984192 native-country=Nicaragua 0.40870777585599155 -0.10998974401933226 native-country=Scotland 0.7297639564761323 0.3029574823844861 native-country=Thailand -0.3385478506606259 -0.9013477342984461 native-country=Yugoslavia -0.6185972408330938 -0.005813734997994084 native-country=El-Salvador 0.05263076698123401 0.9967097283721692 native-country=Trinadad&Tobago -0.797092468989193 0.2239840554744814 native-country=Peru -0.7417728048339338 0.43932784579418743 native-country=Hong -0.6688386128925505 0.15030504640197062 native-country=Holand-Netherlands Hidden Weights: -5.293490302719613 5.293254336167222 -5.295107176005781 5.294732621401837 >50K <=50K Error sum for iteration 3300 = 64.65282998791886 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9578616167297457 -0.25800234442816034 age 0.546261300242158 0.7341596200891862 workclass=Private -1.480308498566451 3.354374844053568 workclass=Self-emp-not-inc -0.12797613111919326 -1.2124065075141235 workclass=Self-emp-inc -1.0301668373948247 -0.4068268774973728 workclass=Federal-gov 0.5499933002170617 1.096297212300306 workclass=Local-gov 2.8791393041300046 -2.8629099075817495 workclass=State-gov -0.2868485887469081 0.7184338229705642 workclass=Without-pay 0.7095391191420688 -0.7548169271856076 workclass=Never-worked -0.5265206890352917 -1.0619658825284233 fnlwgt -0.39516105113113315 0.9079660216351816 education=Bachelors 0.3100965315337784 0.43871955894328085 education=Some-college 2.57117013724208 -0.296963465948206 education=11th 0.8544595863922687 -0.22400302785260603 education=HS-grad -2.2974919847382216 -1.964758272389066 education=Prof-school 0.9650993698165234 -1.2634511573870906 education=Assoc-acdm -1.6665365011712658 1.028932350968427 education=Assoc-voc 1.719587716527828 0.05852959316057278 education=9th -0.3635916088672959 -1.7347045008640645 education=7th-8th 0.01292737821726967 -0.1253411071916048 education=12th 1.3694649869869224 0.018746191700983968 education=Masters 0.5192868810595721 0.9101446039202992 education=1st-4th 1.4006810763821194 -0.16738944482440837 education=10th -1.3161793934909696 -1.7872037562319363 education=Doctorate 0.8549282204152072 0.6669495005109642 education=5th-6th 0.21121501082503683 -0.06572158328477506 education=Preschool -2.439370103711611 -0.7561458877670771 education-num -3.2620620103044615 1.7891641420635644 marital-status=Married-civ-spouse 0.521626800760867 -0.538481408327699 marital-status=Divorced 1.121009259615298 -0.9916840570803331 marital-status=Never-married 1.1032411388769754 -0.062089983757640604 marital-status=Separated 1.5078255124660913 0.985285365660569 marital-status=Widowed 0.8584708633428684 -0.20925371170287238 marital-status=Married-spouse-absent 0.41207704415956875 -0.3087706971760607 marital-status=Married-AF-spouse 0.42771884593105214 0.06382279943661838 occupation=Tech-support 1.0747199869909771 -0.5216033879728608 occupation=Craft-repair 0.6477750789912546 -0.2916254031381472 occupation=Other-service 1.9325511041988277 -1.8259114532232168 occupation=Sales -2.12695896962482 0.835012895110778 occupation=Exec-managerial -2.1791600849147867 2.221749913144898 occupation=Prof-specialty 1.2434168522516322 0.8463298051032013 occupation=Handlers-cleaners 0.16855944996193964 0.5376009966523583 occupation=Machine-op-inspct -0.3503307266631914 1.4548261558690856 occupation=Adm-clerical 0.8623560990201077 0.8918701012839592 occupation=Farming-fishing 1.6391836198423875 0.5629570200434734 occupation=Transport-moving 0.5043089737170048 0.2875577672821657 occupation=Priv-house-serv -1.099279751355772 -1.192864790919356 occupation=Protective-serv 0.32267455234243786 -0.6713558349118935 occupation=Armed-Forces -0.6271356168842142 0.14186613111927485 relationship=Wife 2.9533863601666623 -0.09942908620798951 relationship=Own-child -0.32769238146076524 0.6204685334888153 relationship=Husband 0.6506785992400083 0.3330102554348875 relationship=Not-in-family -0.37462517838921716 0.3284756193207664 relationship=Other-relative 0.5748110336776218 -0.4223596193023485 relationship=Unmarried -0.49917025638514 -0.11848703589956239 race=White 0.46178469559309193 -2.4022548993789696 race=Asian-Pac-Islander 0.6453765179905665 0.7186989698592001 race=Amer-Indian-Eskimo 1.0756123510360314 1.4752843067492718 race=Other -0.2351031072447115 -0.3488790330350841 race=Black 0.9974594008070207 -1.176903819559028 sex -0.7794469104704977 0.14117623278307326 capital-gain -1.9101865526810489 -3.4729328911678294 capital-loss -0.7495237347021068 -1.00206995927511 hours-per-week 0.1963941164059366 -0.9338498040591464 native-country=United-States -1.9720316065327745 -1.7110778357413126 native-country=Cambodia 0.6515601836289817 1.257171787346892 native-country=England 2.382937352824774 -0.08219291160741124 native-country=Puerto-Rico -1.3238331604600941 -0.5697073314407605 native-country=Canada 0.7486195352182571 -0.5262316386547354 native-country=Germany 0.38271132202994496 0.1773835982708119 native-country=Outlying-US(Guam-USVI-etc) 0.1455579278567099 -1.3368734147899453 native-country=India -0.5586724733798578 -0.5749904366614316 native-country=Japan -0.7349114056750565 0.4835247552297451 native-country=Greece -1.9460088451341602 -0.004385637606808875 native-country=South -0.8311580021567135 0.14102729415122256 native-country=China 0.2679194825027482 2.083531175139861 native-country=Cuba -0.3067793344600852 -1.526674724102726 native-country=Iran 0.8629830260693179 -0.7443861884474626 native-country=Honduras 1.4873994628279554 1.22657989872504 native-country=Philippines 0.043989466347583724 0.8945130206720402 native-country=Italy 0.46576235609678723 1.6232177165236379 native-country=Poland -0.5731652238459712 -0.7966800287754956 native-country=Jamaica -0.547018721812897 -0.9851927595753915 native-country=Vietnam -1.313082824508532 -0.4569881179225615 native-country=Mexico 1.1096260756756235 1.4124500490269816 native-country=Portugal 0.5294486903967208 -0.014684904611080784 native-country=Ireland -0.6330027663079174 0.299738070152138 native-country=France -0.49292649196933774 0.509816870477371 native-country=Dominican-Republic 1.2161778725892827 0.4560287774491223 native-country=Laos 1.1669581121052535 -0.5601785599945325 native-country=Ecuador -0.8330605596977756 -0.45172872304885536 native-country=Taiwan -0.33542665812361616 -0.8820478421980652 native-country=Haiti 0.7563690887830818 0.3186177429813881 native-country=Columbia -0.6235178925663873 -0.02203157860308525 native-country=Hungary 0.4695474098247068 -0.6113364649116573 native-country=Guatemala -0.42132472695334433 0.03992552693136293 native-country=Nicaragua 0.4109354780498522 -0.11214610516781195 native-country=Scotland 0.7326834859640582 0.30096373949594774 native-country=Thailand -0.3363201484667653 -0.9035040954469122 native-country=Yugoslavia -0.6163713834078297 -0.008079759963806854 native-country=El-Salvador 0.05485846917509542 0.994553367223703 native-country=Trinadad&Tobago -0.794864766795337 0.22182769432600008 native-country=Peru -0.7395451026400779 0.43717148464571004 native-country=Hong -0.6666109106986946 0.1481486852534893 native-country=Holand-Netherlands Hidden Weights: -5.326483843733419 5.326278356798385 -5.371433232407811 5.371106019632781 >50K <=50K Error sum for iteration 3400 = 64.33707114448305 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.960481574716168 -0.23442976154089223 age 0.5208986294328485 0.7788217540377314 workclass=Private -1.5050830327859022 3.392143621170182 workclass=Self-emp-not-inc -0.11923916240794899 -1.2663229676994499 workclass=Self-emp-inc -1.0110288800356402 -0.4317770751425693 workclass=Federal-gov 0.5888836587904207 1.0825338887518043 workclass=Local-gov 2.895397244036272 -2.884897521856048 workclass=State-gov -0.28449958735252695 0.7161347740713983 workclass=Without-pay 0.7118881205364442 -0.7571159760847735 workclass=Never-worked -0.5338755056178677 -1.1293907393725071 fnlwgt -0.3285597962978178 0.8327542585760004 education=Bachelors 0.31331596041900395 0.4487483862436634 education=Some-college 2.592728322456117 -0.30394241295347924 education=11th 0.852278431220017 -0.21552907249174233 education=HS-grad -2.322834688651863 -1.9692560677549948 education=Prof-school 1.0024255367323858 -1.2785839123067337 education=Assoc-acdm -1.7051643723074732 1.0455945346044346 education=Assoc-voc 1.7268478563161254 0.055599252189544736 education=9th -0.3629616049408867 -1.7209344773906567 education=7th-8th 0.007293207443086557 -0.13773092635409437 education=12th 1.3330464003803508 0.05534326963500459 education=Masters 0.5193969298756126 0.9030342569993212 education=1st-4th 1.4185606340992087 -0.16041264148865358 education=10th -1.3100840873935278 -1.8002365400238476 education=Doctorate 0.8566887223843078 0.6603597709141766 education=5th-6th 0.2133549377301235 -0.06953334711174831 education=Preschool -2.4373454795161313 -0.7829566634309844 education-num -3.330454502235466 1.8362243758634262 marital-status=Married-civ-spouse 0.5543002862216149 -0.5739029523726806 marital-status=Divorced 1.1629068239100073 -1.031107514988967 marital-status=Never-married 1.1086627687102857 -0.06527332645671344 marital-status=Separated 1.5233507748775377 0.9897441202629427 marital-status=Widowed 0.864261891486043 -0.21489245006577157 marital-status=Married-spouse-absent 0.4143955868628228 -0.3111083360500833 marital-status=Married-AF-spouse 0.513620224078649 -0.015926371338450592 occupation=Tech-support 1.1272055857547216 -0.5557309697534749 occupation=Craft-repair 0.6573234152324364 -0.2735914018685084 occupation=Other-service 1.986032586017641 -1.8793935721155004 occupation=Sales -2.250495348494249 0.9432354354909407 occupation=Exec-managerial -2.182068745218737 2.219312250126936 occupation=Prof-specialty 1.254832013971619 0.8408928376359645 occupation=Handlers-cleaners 0.20642882437031074 0.5130382962244264 occupation=Machine-op-inspct -0.37247659733469585 1.4725908604464153 occupation=Adm-clerical 0.8205567335926068 0.9324838015861119 occupation=Farming-fishing 1.6585794089538808 0.5478786049496438 occupation=Transport-moving 0.5066579751113802 0.28525871838300504 occupation=Priv-house-serv -1.1320702102675333 -1.2086497713149151 occupation=Protective-serv 0.325087195597317 -0.6736112104730195 occupation=Armed-Forces -0.678386321587916 0.19081869187624378 relationship=Wife 2.990827373051681 -0.10342353633859325 relationship=Own-child -0.3298404810229752 0.6180922845210273 relationship=Husband 0.6462613854508696 0.3357623252018225 relationship=Not-in-family -0.39313153533890216 0.31430261431048045 relationship=Other-relative 0.646578415318621 -0.4857072303057837 relationship=Unmarried -0.5114497253063682 -0.11546450544809568 race=White 0.4965915924325962 -2.425272673161697 race=Asian-Pac-Islander 0.6534778873617524 0.7199513050775013 race=Amer-Indian-Eskimo 1.0804559583543407 1.4691111663015364 race=Other -0.2400384937255764 -0.3538506201634384 race=Black 0.9975888909068881 -1.1630183876763842 sex -0.8066981210632527 0.1513307400337438 capital-gain -1.9069803459700194 -3.551971969152658 capital-loss -0.8049986921331527 -0.94494677620041 hours-per-week 0.2262110665960284 -0.9540555366143314 native-country=United-States -1.980779284943325 -1.7280654156028818 native-country=Cambodia 0.6716015691208236 1.2656726342197315 native-country=England 2.3893393962965797 -0.08303335164896823 native-country=Puerto-Rico -1.3244164906133693 -0.5870619781134887 native-country=Canada 0.7478658359233242 -0.5330155635000805 native-country=Germany 0.3850603234243261 0.17508454937165446 native-country=Outlying-US(Guam-USVI-etc) 0.09735942998921952 -1.3420393115807132 native-country=India -0.5563234719854824 -0.5772894855605976 native-country=Japan -0.7325624042806811 0.4812257063305844 native-country=Greece -1.9693705945045212 -0.012402506511392799 native-country=South -0.8288090007623381 0.13872824525206512 native-country=China 0.27417186621674383 2.085478785048203 native-country=Cuba -0.30598442141701454 -1.5464726277540517 native-country=Iran 0.8653629290067147 -0.7448915856934757 native-country=Honduras 1.5026449725185493 1.2331054198250049 native-country=Philippines 0.04633903717217581 0.8922434353913576 native-country=Italy 0.48698284984946155 1.635322604591284 native-country=Poland -0.5709080976404753 -0.8002052738135693 native-country=Jamaica -0.5446697204185216 -0.9874918084745575 native-country=Vietnam -1.3201731966530812 -0.4627977941569995 native-country=Mexico 1.1118769145638103 1.4101748213055159 native-country=Portugal 0.5317976917910963 -0.016983953510238445 native-country=Ireland -0.6286639095283794 0.29922186006442314 native-country=France -0.4906326518871577 0.5070724061275602 native-country=Dominican-Republic 1.2328068496342384 0.4679838409729523 native-country=Laos 1.1908426410383022 -0.5547671773564891 native-country=Ecuador -0.830642428854477 -0.45397740764964856 native-country=Taiwan -0.3330450044602194 -0.8843151821826266 native-country=Haiti 0.7581130235880345 0.3156944244023946 native-country=Columbia -0.6211688911720119 -0.02433062750224272 native-country=Hungary 0.47189641121908793 -0.6136355138108233 native-country=Guatemala -0.4189757255589632 0.03762647803220436 native-country=Nicaragua 0.41328447944423335 -0.11444515406697062 native-country=Scotland 0.7362362591911715 0.2989775561852104 native-country=Thailand -0.3339711470723841 -0.9058031443460782 native-country=Yugoslavia -0.6140238223460067 -0.010468408889486662 native-country=El-Salvador 0.057207470569471945 0.992254318324537 native-country=Trinadad&Tobago -0.7925157654009616 0.21952864542684264 native-country=Peru -0.7371961012457025 0.4348724357465494 native-country=Hong -0.6642619093043192 0.14584963635433185 native-country=Holand-Netherlands Hidden Weights: -5.362427343062161 5.362247933832719 -5.445264718922785 5.444978187689434 >50K <=50K Error sum for iteration 3500 = 64.040643069818 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9583499175331732 -0.21473567305482313 age 0.4940575879961522 0.8232889730071425 workclass=Private -1.5268061514141302 3.4309011560558216 workclass=Self-emp-not-inc -0.11413351248096948 -1.316710825130551 workclass=Self-emp-inc -0.9913109890225853 -0.4551642578138549 workclass=Federal-gov 0.6317328025261699 1.058482361427557 workclass=Local-gov 2.9106137449924767 -2.9045011718211415 workclass=State-gov -0.2820477998120237 0.7136915266759295 workclass=Without-pay 0.7143399080769574 -0.7595592234802423 workclass=Never-worked -0.5406709912008555 -1.1949061619105958 fnlwgt -0.2625525135046608 0.7564340386462735 education=Bachelors 0.3171261964086701 0.45833123645082724 education=Some-college 2.6135450251712915 -0.31119020121675023 education=11th 0.852540729525029 -0.2134113207013586 education=HS-grad -2.348959897710412 -1.9739277573142464 education=Prof-school 1.040482713635899 -1.2930002916458267 education=Assoc-acdm -1.7448478580067766 1.0626049729805518 education=Assoc-voc 1.7346703381791646 0.052854298475388015 education=9th -0.3625268653448443 -1.706394343867591 education=7th-8th 0.0023508494461161387 -0.14964466521054226 education=12th 1.296840547855286 0.0916012212199939 education=Masters 0.5194045563434654 0.8957289207148474 education=1st-4th 1.4359470638222576 -0.1535332495413544 education=10th -1.3036738304131636 -1.8111354034722997 education=Doctorate 0.8591877761068961 0.6545691929912208 education=5th-6th 0.2156404589226344 -0.07325025471427962 education=Preschool -2.435309609265895 -0.8107427457635502 education-num -3.399524849527299 1.8852066591657266 marital-status=Married-civ-spouse 0.5890944333946327 -0.6165674159736338 marital-status=Divorced 1.2050915226060148 -1.0679681848934157 marital-status=Never-married 1.1137987117749988 -0.06841887410608562 marital-status=Separated 1.539483700579033 0.995424435623424 marital-status=Widowed 0.8693689960749171 -0.22114020051489597 marital-status=Married-spouse-absent 0.4168879280381705 -0.3135012140410737 marital-status=Married-AF-spouse 0.6005576047879836 -0.09462703399850303 occupation=Tech-support 1.1833239011820227 -0.5952547585578722 occupation=Craft-repair 0.6659466503786784 -0.25255853638096115 occupation=Other-service 2.035119495307663 -1.9263578585867087 occupation=Sales -2.376154843557735 1.0498581750506504 occupation=Exec-managerial -2.186863430118925 2.2147450563050426 occupation=Prof-specialty 1.265816340427193 0.8350977295843702 occupation=Handlers-cleaners 0.2465450984705452 0.4870377479173447 occupation=Machine-op-inspct -0.3941224070994536 1.492330243754641 occupation=Adm-clerical 0.7820367307238011 0.9678414756463608 occupation=Farming-fishing 1.6791971077285883 0.5319657816808471 occupation=Transport-moving 0.5091097626518933 0.28281547098752763 occupation=Priv-house-serv -1.164954334898131 -1.222842137314005 occupation=Protective-serv 0.327594711272375 -0.6760152908095729 occupation=Armed-Forces -0.7301178406640739 0.24192274607515937 relationship=Wife 3.0271530451937805 -0.10652196862101465 relationship=Own-child -0.33480882029049147 0.6168677639694656 relationship=Husband 0.6422244739013006 0.3410415008490723 relationship=Not-in-family -0.40821321519837983 0.2989795575328711 relationship=Other-relative 0.7203962184963211 -0.5566499140769902 relationship=Unmarried -0.5231802308066942 -0.11092872585551361 race=White 0.5324222866497736 -2.4464789570634564 race=Asian-Pac-Islander 0.6614618054063683 0.7209957464953977 race=Amer-Indian-Eskimo 1.084614564028983 1.462190425737552 race=Other -0.2444079681350693 -0.3630660328493459 race=Black 0.9955271539797658 -1.1429822027711383 sex -0.8332708664745145 0.16264707982922924 capital-gain -1.9068930707563128 -3.631012462802555 capital-loss -0.8637104943083985 -0.8889003841180609 hours-per-week 0.25808869982210636 -0.9744753192280156 native-country=United-States -1.9882863597935343 -1.74448077215799 native-country=Cambodia 0.6905517056802217 1.2733517490541413 native-country=England 2.395655167437704 -0.08420443097243918 native-country=Puerto-Rico -1.3246633588617978 -0.6041810619432934 native-country=Canada 0.7472862790176261 -0.5400880718850425 native-country=Germany 0.38751211096482935 0.17264130197618047 native-country=Outlying-US(Guam-USVI-etc) 0.04757500747018075 -1.347126434593725 native-country=India -0.5538716844449693 -0.5797327329560663 native-country=Japan -0.730110616740168 0.478782458935107 native-country=Greece -1.9915450014753562 -0.020340649404125444 native-country=South -0.826357213221825 0.13628499785659112 native-country=China 0.2802075468997925 2.086981224449284 native-country=Cuba -0.30493467012841236 -1.5670415531979016 native-country=Iran 0.8678424259465296 -0.7454555674381438 native-country=Honduras 1.518021777821782 1.239333430727116 native-country=Philippines 0.04879168872874595 0.8898472197677411 native-country=Italy 0.5083465439124784 1.6472344677212265 native-country=Poland -0.5685446998591124 -0.8038633025049995 native-country=Jamaica -0.5422179328780085 -0.9899350558700263 native-country=Vietnam -1.3263410416265942 -0.4687106487242069 native-country=Mexico 1.1140547659683642 1.4075488247390453 native-country=Portugal 0.5342494793316094 -0.01942720090571162 native-country=Ireland -0.6245383718024439 0.29831774948922424 native-country=France -0.48823446185918257 0.5041898452779704 native-country=Dominican-Republic 1.2486124137700574 0.47904947639770784 native-country=Laos 1.2142152048125916 -0.5494244134784297 native-country=Ecuador -0.8277424965923205 -0.4560582600357663 native-country=Taiwan -0.3305649987755151 -0.8867307089966303 native-country=Haiti 0.7599682291040286 0.3126409177980773 native-country=Columbia -0.6187171036314988 -0.026773874897715894 native-country=Hungary 0.47434819875959117 -0.616078761206292 native-country=Guatemala -0.41652393801845994 0.03518323063673151 native-country=Nicaragua 0.4157362669847366 -0.11688840146244375 native-country=Scotland 0.740226737035571 0.2969836902577406 native-country=Thailand -0.3315193595318809 -0.908246391741547 native-country=Yugoslavia -0.6115732184190947 -0.012989145499224983 native-country=El-Salvador 0.059659258109978665 0.9898110709290683 native-country=Trinadad&Tobago -0.7900639778604485 0.21708539803136864 native-country=Peru -0.7347443137051893 0.43242918835107197 native-country=Hong -0.661810121763806 0.14340638895885785 native-country=Holand-Netherlands Hidden Weights: -5.401409957898279 5.401252871708283 -5.517877638743512 5.517626114932706 >50K <=50K Error sum for iteration 3600 = 63.720833798171654 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9527813667173347 -0.19938368374987178 age 0.4688550775311811 0.8640624925831004 workclass=Private -1.5462014729951707 3.4722357417741985 workclass=Self-emp-not-inc -0.11266826095900741 -1.3635293046388048 workclass=Self-emp-inc -0.9710404751483026 -0.47737301808706845 workclass=Federal-gov 0.6745690279432102 1.02720846558845 workclass=Local-gov 2.9259412641775877 -2.9219914245447467 workclass=State-gov -0.2795262513868446 0.7111427207437998 workclass=Without-pay 0.7168614565021184 -0.762108029412372 workclass=Never-worked -0.5474677227572607 -1.2579592934179353 fnlwgt -0.2002962234733737 0.6835105719607062 education=Bachelors 0.32197883992334425 0.46686568545885904 education=Some-college 2.6335756960623793 -0.3186718194036502 education=11th 0.8571396246544069 -0.21938920328408398 education=HS-grad -2.375756490238234 -1.9786050962054371 education=Prof-school 1.0779418411575095 -1.3076398550347483 education=Assoc-acdm -1.7850467749502161 1.0810950158581445 education=Assoc-voc 1.7430277676599382 0.050333257688553984 education=9th -0.3624802432058405 -1.691226405071982 education=7th-8th -0.001943199498015833 -0.16102219745348229 education=12th 1.2622231397495818 0.12602753129563016 education=Masters 0.5192791768366319 0.8882948082452459 education=1st-4th 1.4525947144376024 -0.14687398407993882 education=10th -1.2969836222603848 -1.8200916671551512 education=Doctorate 0.862404293501669 0.6496947096178236 education=5th-6th 0.21803391228395644 -0.07683630101271365 education=Preschool -2.4338941184256155 -0.8385428521924129 education-num -3.467663884445275 1.9345913156755634 marital-status=Married-civ-spouse 0.6243350522426779 -0.6649190081549735 marital-status=Divorced 1.2471319816295314 -1.1021179597813804 marital-status=Never-married 1.118689301693229 -0.07142516908598179 marital-status=Separated 1.5561863010228274 1.0025069643356228 marital-status=Widowed 0.8738169676151413 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-0.6785290927506602 occupation=Armed-Forces -0.7813073178580504 0.29401171963666506 relationship=Wife 3.061976662120611 -0.10887552149761785 relationship=Own-child -0.34178120336384393 0.6159398217402806 relationship=Husband 0.638703932487845 0.3496025940311419 relationship=Not-in-family -0.41976933765792557 0.2833251950654665 relationship=Other-relative 0.7941128036622422 -0.6340474062972045 relationship=Unmarried -0.5341151972990545 -0.10499272695536513 race=White 0.5686930248897777 -2.466168257418379 race=Asian-Pac-Islander 0.6693322342885508 0.7219354182038672 race=Amer-Indian-Eskimo 1.0882402302097487 1.4548192314590969 race=Other -0.2484597054184581 -0.37601568594225465 race=Black 0.9914241940223827 -1.1169050432060295 sex -0.8592862876392392 0.17493709461481766 capital-gain -1.9100414943144748 -3.709718017066148 capital-loss -0.9248806089651107 -0.8348786598280936 hours-per-week 0.29085443880182016 -0.9950218091362242 native-country=United-States -1.9947284668575456 -1.7602427143395318 native-country=Cambodia 0.708704589243077 1.2803077969881222 native-country=England 2.401798510700058 -0.08572619317095082 native-country=Puerto-Rico -1.3246226326006365 -0.6209792902443795 native-country=Canada 0.7468565410556075 -0.547363357898204 native-country=Germany 0.39003365939000845 0.17009249604404894 native-country=Outlying-US(Guam-USVI-etc) -0.002933774532407064 -1.352086001183311 native-country=India -0.5513501360198082 -0.582281538888196 native-country=Japan -0.7275890683150069 0.47623365300297443 native-country=Greece -2.0126449112672384 -0.028150234064663947 native-country=South -0.8238356647966639 0.1337361919244596 native-country=China 0.2860322594648223 2.0881105084338225 native-country=Cuba -0.3036676392520449 -1.5883713266973738 native-country=Iran 0.8703888010509276 -0.7460421108103044 native-country=Honduras 1.5334576158183226 1.2452509850909956 native-country=Philippines 0.05131432840235133 0.887360739308372 native-country=Italy 0.5298839724044239 1.6590674725895402 native-country=Poland -0.5661076668250098 -0.8076057621681048 native-country=Jamaica -0.5396963844528474 -0.992483861802156 native-country=Vietnam -1.3314238322430052 -0.47449297886582087 native-country=Mexico 1.1161622700479494 1.404646844856723 native-country=Portugal 0.5367710277567704 -0.02197600683784258 native-country=Ireland -0.6205787040016224 0.2971139280456051 native-country=France -0.48576499506651283 0.5012077198908147 native-country=Dominican-Republic 1.263465203270593 0.4891274034103649 native-country=Laos 1.2370193867266226 -0.5441411680126371 native-country=Ecuador -0.8245608218449086 -0.45795808751491174 native-country=Taiwan -0.32801913648791425 -0.889255570210792 native-country=Haiti 0.7619054284851369 0.3094976578174607 native-country=Columbia -0.6161955552063377 -0.029322680829846855 native-country=Hungary 0.47686974718477027 -0.6186275671384217 native-country=Guatemala -0.41400238959328084 0.03263442470459993 native-country=Nicaragua 0.4182578154099157 -0.11943720739457446 native-country=Scotland 0.744470102397635 0.2950040917099613 native-country=Thailand -0.3289978111067018 -0.9107951976736767 native-country=Yugoslavia -0.6090527062003701 -0.015609689897605885 native-country=El-Salvador 0.062180806535150485 0.9872622649969386 native-country=Trinadad&Tobago -0.7875424294352874 0.21453659209923712 native-country=Peru -0.7322227652800283 0.4298803824189394 native-country=Hong -0.659288573338645 0.14085758302672632 native-country=Holand-Netherlands Hidden Weights: -5.442847704499954 5.442709741659383 -5.5903438205947005 5.590122444929352 >50K <=50K Error sum for iteration 3700 = 63.35859560841788 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9453280096093265 -0.18827082401259443 age 0.4479671417691475 0.8980477276753702 workclass=Private -1.5640144699184275 3.516580716215818 workclass=Self-emp-not-inc -0.11461727096858067 -1.406748895424941 workclass=Self-emp-inc -0.9501342266959741 -0.49915861043879356 workclass=Federal-gov 0.7133165008841061 0.9934955066652555 workclass=Local-gov 2.9426288353228878 -2.937580876814348 workclass=State-gov -0.2769768692551544 0.7085729075440264 workclass=Without-pay 0.7194108386338036 -0.7646778426121454 workclass=Never-worked -0.5549101150501909 -1.3182009867813358 fnlwgt -0.14471345905785873 0.61842341789189 education=Bachelors 0.32850825681061707 0.4733651444664152 education=Some-college 2.6527991845482095 -0.3262788431305389 education=11th 0.8671601219391584 -0.23360853103285362 education=HS-grad -2.4029899916499295 -1.9830586957322607 education=Prof-school 1.1134397350958807 -1.3233389756827372 education=Assoc-acdm -1.8252295918903736 1.1019449589925994 education=Assoc-voc 1.751879950777761 0.048124349238417734 education=9th -0.36296127645694465 -1.6754401329765174 education=7th-8th -0.005663889881281986 -0.1717897791453724 education=12th 1.23056205282353 0.15678635634287913 education=Masters 0.5190066654684311 0.8808630974396461 education=1st-4th 1.4683310346150626 -0.14049482501869728 education=10th -1.2900673422154312 -1.8273765649118876 education=Doctorate 0.8663290486575148 0.6458947313896638 education=5th-6th 0.22048712421714906 -0.08022617350129427 education=Preschool -2.4336982045757534 -0.8655147552321482 education-num -3.5331886532408467 1.9825463313353773 marital-status=Married-civ-spouse 0.6583315338039365 -0.7163151774799155 marital-status=Divorced 1.2885038108307385 -1.1335328127723592 marital-status=Never-married 1.1233619012514804 -0.07417946557306059 marital-status=Separated 1.573353851400953 1.011100357292263 marital-status=Widowed 0.8776253386139778 -0.2351298692000143 marital-status=Married-spouse-absent 0.4222766186331181 -0.31823344532072223 marital-status=Married-AF-spouse 0.770779944856437 -0.2452489420299671 occupation=Tech-support 1.2959731932169054 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relationship=Husband 0.6353445188500512 0.36168338680030043 relationship=Not-in-family -0.4278309675783197 0.26819037869569434 relationship=Other-relative 0.8659493501008038 -0.715343203752646 relationship=Unmarried -0.5440060350302931 -0.09803208328225502 race=White 0.6048755017739473 -2.4846325183192306 race=Asian-Pac-Islander 0.6770406789346747 0.7228761408602915 race=Amer-Indian-Eskimo 1.0914436221133446 1.4473008673100138 race=Other -0.25252121340914074 -0.3913419988188471 race=Black 0.9859173122239566 -1.0855966087575843 sex -0.884888146324724 0.18811301212712764 capital-gain -1.9165037861025958 -3.787581785282217 capital-loss -0.9878252459084386 -0.7832826876055133 hours-per-week 0.3232137139196489 -1.015200437332204 native-country=United-States -2.0002884935178598 -1.7752494116665547 native-country=Cambodia 0.7263012707314437 1.2866760985003234 native-country=England 2.407645405474886 -0.08759836950083047 native-country=Puerto-Rico -1.3243518908188407 -0.6373180326683185 native-country=Canada 0.7465464885134787 -0.55469737589202 native-country=Germany 0.39258304152169865 0.16752268284428287 native-country=Outlying-US(Guam-USVI-etc) -0.05301951566744627 -1.3568302027708887 native-country=India -0.548800753888123 -0.5848513520879695 native-country=Japan -0.7250396861833217 0.4736638398031971 native-country=Greece -2.0328324503808473 -0.0357358018510671 native-country=South -0.8212862826649787 0.13116637872469353 native-country=China 0.2916102048185279 2.0889491774852202 native-country=Cuba -0.30222760896857215 -1.6102528306684496 native-country=Iran 0.8729604270022886 -0.746571664586866 native-country=Honduras 1.54881876459683 1.250869901886874 native-country=Philippines 0.053864975646243284 0.8848665061433854 native-country=Italy 0.5516096547871622 1.6709771798774782 native-country=Poland -0.5636385678847329 -0.8113388154666551 native-country=Jamaica -0.5371470023211622 -0.9950536750019294 native-country=Vietnam -1.3354288377201176 -0.4799177600508332 native-country=Mexico 1.1182086973235443 1.4016105907551735 native-country=Portugal 0.5393204098884556 -0.024545820037612312 native-country=Ireland -0.616762531482925 0.2957370248002233 native-country=France -0.4832658142272179 0.49821333669422274 native-country=Dominican-Republic 1.2772450770035966 0.49818150472545414 native-country=Laos 1.2591779777047953 -0.5388780311339684 native-country=Ecuador -0.8212450238000261 -0.45961916071880127 native-country=Taiwan -0.32544884535454044 -0.8918049285965094 native-country=Haiti 0.7638876292934642 0.3063526144738715 native-country=Columbia -0.6136461730746525 -0.03189249402961643 native-country=Hungary 0.47941912931646047 -0.6211973803381952 native-country=Guatemala -0.41145300746159064 0.030064611504830467 native-country=Nicaragua 0.4208071975416059 -0.12200702059434367 native-country=Scotland 0.7488107252446407 0.2931037942305007 native-country=Thailand -0.3264484289750116 -0.9133650108734501 native-country=Yugoslavia -0.6065042790698968 -0.01824970153391263 native-country=El-Salvador 0.06473018866684055 0.9846924517971651 native-country=Trinadad&Tobago -0.7849930473036022 0.21196677889947105 native-country=Peru -0.7296733831483431 0.42731056921916205 native-country=Hong -0.6567391912069598 0.13828776982696026 native-country=Holand-Netherlands Hidden Weights: -5.4857039191106365 5.48558236889315 -5.66293494583348 5.66273956039301 >50K <=50K Error sum for iteration 3800 = 62.9446889059047 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9373787877363166 -0.18079710293935553 age 0.4328138054310657 0.9235663231610001 workclass=Private -1.5809192559749654 3.5632258337584024 workclass=Self-emp-not-inc -0.11945860987755447 -1.4464005798319426 workclass=Self-emp-inc -0.9283634614695325 -0.5212378159831328 workclass=Federal-gov 0.7450720505536498 0.9620669498993744 workclass=Local-gov 2.9615433428681146 -2.9514671864642197 workclass=State-gov -0.2744382006024707 0.7060813330198212 workclass=Without-pay 0.7219495072864938 -0.7671694171363506 workclass=Never-worked -0.5635318179878126 -1.375495873233709 fnlwgt -0.09725985818899897 0.5637170740127984 education=Bachelors 0.3372148741250107 0.4769991424535607 education=Some-college 2.671233143805704 -0.3338666714007482 education=11th 0.8824524846645526 -0.25464809277626527 education=HS-grad -2.430326916336019 -1.9870811887177795 education=Prof-school 1.146049938890831 -1.3405512086574682 education=Assoc-acdm -1.8650106896171155 1.1255479345840314 education=Assoc-voc 1.7611592705226733 0.04631571593633942 education=9th -0.36407802784813637 -1.6589719861160845 education=7th-8th -0.008900980529471643 -0.18189460225470602 education=12th 1.2026450727479794 0.18254513793864968 education=Masters 0.5185999015774466 0.8735915372003409 education=1st-4th 1.4830626092421808 -0.13441068848571194 education=10th -1.2829816726176861 -1.8332941066069393 education=Doctorate 0.8709916954352266 0.6433458359583067 education=5th-6th 0.22295482559174665 -0.08335208702009932 education=Preschool -2.434997359762509 -0.891220428115375 education-num -3.594865868985195 2.0275433827100273 marital-status=Married-civ-spouse 0.6898951364953239 -0.7679212485491943 marital-status=Divorced 1.3287779948639413 -1.1622989618511739 marital-status=Never-married 1.127837179834113 -0.07658660685889342 marital-status=Separated 1.5907863582175374 1.0211301577695906 marital-status=Widowed 0.8808209973501391 -0.24259133001850242 marital-status=Married-spouse-absent 0.42509263330779123 -0.32039309278341405 marital-status=Married-AF-spouse 0.8514097980530179 -0.3165482231070621 occupation=Tech-support 1.3478577189499776 -0.7260044234057732 occupation=Craft-repair 0.681580624694565 -0.1744944085899116 occupation=Other-service 2.1563424281914916 -2.0455718213759826 occupation=Sales -2.7219772524458654 1.3202922609730974 occupation=Exec-managerial -2.2315597716507902 2.214115861167524 occupation=Prof-specialty 1.297891526046073 0.817051022841349 occupation=Handlers-cleaners 0.37374918554571074 0.3962521943254712 occupation=Machine-op-inspct -0.45718193064165547 1.5743682652999038 occupation=Adm-clerical 0.69289303643404 1.0481540018168947 occupation=Farming-fishing 1.7530042720796257 0.4845924777312605 occupation=Transport-moving 0.5167193618614297 0.27520527733141353 occupation=Priv-house-serv -1.2554968398307764 -1.257269479981006 occupation=Protective-serv 0.3353314125795042 -0.6835312001824005 occupation=Armed-Forces -0.8787801567174391 0.39741172253561863 relationship=Wife 3.1258454340616773 -0.11185764019153988 relationship=Own-child -0.35777603293012916 0.6098599442767136 relationship=Husband 0.6315787188267352 0.37692567699520607 relationship=Not-in-family -0.4325768652514252 0.25420005368454895 relationship=Other-relative 0.9348771523827513 -0.7974427827574767 relationship=Unmarried -0.5528094337067967 -0.0904845472130071 race=White 0.6405880486291017 -2.50211422168945 race=Asian-Pac-Islander 0.6844994237516242 0.7238868047959109 race=Amer-Indian-Eskimo 1.094301458774362 1.4398861597374941 race=Other -0.2567442505808484 -0.40739425669567997 race=Black 0.9799193296414858 -1.050368804548287 sex -0.9102108405632263 0.2021517071866169 capital-gain -1.9262624005819855 -3.8640690239961453 capital-loss -1.0520541985406286 -0.7341433329552852 hours-per-week 0.35411478465882723 -1.0343878095285892 native-country=United-States -2.0051389387691265 -1.7894134188576944 native-country=Cambodia 0.7434797039269232 1.2925791301317848 native-country=England 2.413074788891097 -0.08980539879569306 native-country=Puerto-Rico -1.3239049367827345 -0.6530485527628563 native-country=Canada 0.7463270120336887 -0.5619353718646454 native-country=Germany 0.39512171017438236 0.16503110832007742 native-country=Outlying-US(Guam-USVI-etc) -0.10155466558695272 -1.3612689711095411 native-country=India -0.5462620852354328 -0.5873429266121746 native-country=Japan -0.7225010175306316 0.4711722652789929 native-country=Greece -2.0523091575397245 -0.04299496013530337 native-country=South -0.8187476140122886 0.12867480420048807 native-country=China 0.2968953035294725 2.089577948551843 native-country=Cuba -0.3006569909575772 -1.6323626682622705 native-country=Iran 0.87551903891403 -0.7469508039394505 native-country=Honduras 1.5639269124185287 1.2562118177825208 native-country=Philippines 0.05640504118870043 0.8824620470419781 native-country=Italy 0.5735132322241141 1.6831040983342331 native-country=Poland -0.5611757478296288 -0.8149565728760209 native-country=Jamaica -0.534608333668472 -0.9975452495261345 native-country=Vietnam -1.3384443071404983 -0.48475674822592824 native-country=Mexico 1.1202149284653746 1.3986089210696055 native-country=Portugal 0.5418590785411458 -0.027037394561820166 native-country=Ireland -0.6130827199522538 0.2943180852146003 native-country=France -0.48077491160132296 0.4953099901167176 native-country=Dominican-Republic 1.2898843326671505 0.5062421341247856 native-country=Laos 1.2806203343640263 -0.5335841977387135 native-country=Ecuador -0.8178894368899926 -0.4609663635191884 native-country=Taiwan -0.32289217364666034 -0.8942791146998409 native-country=Haiti 0.765880667158459 0.303308873053198 native-country=Columbia -0.6111075044219624 -0.034384068553823775 native-country=Hungary 0.4819577979691442 -0.6236889548624003 native-country=Guatemala -0.40891433880890693 0.027573036980622613 native-country=Nicaragua 0.4233458661942896 -0.12449859511855198 native-country=Scotland 0.7531363064709193 0.2913615295457884 native-country=Thailand -0.3239097603223279 -0.9158565853976552 native-country=Yugoslavia -0.6039665128560029 -0.020811951339745415 native-country=El-Salvador 0.06726885731952678 0.98220087727296 native-country=Trinadad&Tobago -0.782454378650912 0.2094752043752656 native-country=Peru -0.7271347144956529 0.4248189946949579 native-country=Hong -0.6542005225542696 0.1357961953027548 native-country=Holand-Netherlands Hidden Weights: -5.528903553799337 5.528796132238764 -5.735099608673592 5.734926668922472 >50K <=50K Error sum for iteration 3900 = 62.490283049931826 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9298904334170227 -0.17611616966638666 age 0.42342625988058274 0.9406590827290161 workclass=Private -1.5973295030327033 3.6109146027235464 workclass=Self-emp-not-inc -0.1264777391185628 -1.4826178367951541 workclass=Self-emp-inc -0.9053934068988871 -0.5441155622700647 workclass=Federal-gov 0.7685999373043879 0.9360376234297013 workclass=Local-gov 2.982887566395459 -2.9638574800067707 workclass=State-gov -0.2719363975310736 0.7037432548248689 workclass=Without-pay 0.7244513103579017 -0.7695074953313029 workclass=Never-worked -0.5736421976972463 -1.4298897199403462 fnlwgt -0.05768868314863232 0.5195319554047406 education=Bachelors 0.34823252155842094 0.477443114336506 education=Some-college 2.688931264919972 -0.34130734308339933 education=11th 0.9019630929961733 -0.28040411434010953 education=HS-grad -2.4574041654129988 -1.9905545111234624 education=Prof-school 1.1754713551835954 -1.35925115796637 education=Assoc-acdm -1.9042026545433703 1.151831998065707 education=Assoc-voc 1.7707588599607773 0.04494141425457408 education=9th -0.365919074272824 -1.6417632803477347 education=7th-8th -0.011740236296941004 -0.19133189359146052 education=12th 1.178490117525141 0.20287247052305427 education=Masters 0.5180970619534302 0.8666146633274818 education=1st-4th 1.4967638149707598 -0.12862335553136017 education=10th -1.2757715180518734 -1.8381507754411264 education=Doctorate 0.8764624088343888 0.6422025148398836 education=5th-6th 0.22540477900335415 -0.08617382995743243 education=Preschool -2.437693464159283 -0.9156899911545585 education-num -3.6521209044604235 2.0687244060041055 marital-status=Married-civ-spouse 0.7185624722719001 -0.8175627649161159 marital-status=Divorced 1.3676904906838574 -1.1885896646564431 marital-status=Never-married 1.1321349328090171 -0.07859415110259173 marital-status=Separated 1.6082178915995127 1.0323282717655244 marital-status=Widowed 0.8834440798265126 -0.2501768483344513 marital-status=Married-spouse-absent 0.42794251442416664 -0.3223181212658016 marital-status=Married-AF-spouse 0.9281554503213142 -0.38535924427528795 occupation=Tech-support 1.3952860445416857 -0.7672297936557286 occupation=Craft-repair 0.6822938138616198 -0.14538202588838173 occupation=Other-service 2.18895439449523 -2.0815301802373827 occupation=Sales -2.81811568551323 1.3906792683450906 occupation=Exec-managerial -2.2563610673769237 2.223460989063803 occupation=Prof-specialty 1.3087106865858709 0.8112965556928053 occupation=Handlers-cleaners 0.41523539360245704 0.3611880472725881 occupation=Machine-op-inspct -0.47886195560371847 1.608738746030161 occupation=Adm-clerical 0.672530781735642 1.068725436379386 occupation=Farming-fishing 1.782014832643568 0.46985345670614315 occupation=Transport-moving 0.5192211649328377 0.2728671991364693 occupation=Priv-house-serv -1.2813257682968282 -1.2662904691944303 occupation=Protective-serv 0.33786515150749424 -0.6858439008192468 occupation=Armed-Forces -0.9244080831444238 0.44785295932921304 relationship=Wife 3.1545292147672335 -0.11275247405154673 relationship=Own-child -0.3651723287202691 0.602810835805711 relationship=Husband 0.6269820010143065 0.39458680878412916 relationship=Not-in-family -0.4342820952015315 0.24160870369627013 relationship=Other-relative 1.0005447846563447 -0.8777429537499423 relationship=Unmarried -0.560657178002476 -0.08270515189519444 race=White 0.6755900570847021 -2.5187948928060537 race=Asian-Pac-Islander 0.6916057308332315 0.7249712022157173 race=Amer-Indian-Eskimo 1.0968708969359564 1.4327349563517524 race=Other -0.2610508200558226 -0.4228211914652337 race=Black 0.9742067000354968 -1.012577257411018 sex -0.9353587338332017 0.21703690752874263 capital-gain -1.9391991905906978 -3.938753542357047 capital-loss -1.1172943919767309 -0.6873279158149831 hours-per-week 0.3829922109428952 -1.0521891505944085 native-country=United-States -2.0094245014582266 -1.8026926354614525 native-country=Cambodia 0.7602768198313354 1.2980925232173643 native-country=England 2.4180026174411604 -0.0923313182569033 native-country=Puerto-Rico -1.3233218195414325 -0.668056465761556 native-country=Canada 0.7461758753848469 -0.5689630850648495 native-country=Germany 0.39762351324577944 0.16269303012513298 native-country=Outlying-US(Guam-USVI-etc) -0.14771945638816056 -1.3653477544752468 native-country=India -0.5437602821640249 -0.5896810048071269 native-country=Japan -0.7199992144592237 0.46883418708404867 native-country=Greece -2.0712920980849803 -0.049860466880206164 native-country=South -0.8162458109408807 0.12633672600554363 native-country=China 0.30185842192333057 2.090057484860374 native-country=Cuba -0.29898861412944544 -1.6543707786724218 native-country=Iran 0.8780387441500276 -0.7471094803383411 native-country=Honduras 1.5785990043515137 1.2612887105818718 native-country=Philippines 0.05890833818901061 0.880221166199753 native-country=Italy 0.5955579806039322 1.6955209830987745 native-country=Poland -0.5587453608656717 -0.818380742181837 native-country=Jamaica -0.5321065305970641 -0.999883327721087 native-country=Vietnam -1.3405531503677657 -0.48879196560722676 native-country=Mexico 1.1222122233302323 1.3957859584753973 native-country=Portugal 0.5443608816125537 -0.029375472756764786 native-country=Ireland -0.6095355863498385 0.2929548952991779 native-country=France -0.4783179426728639 0.4925766111183679 native-country=Dominican-Republic 1.3013822450537496 0.5133769740137959 native-country=Laos 1.3013012278103173 -0.5282253102740176 native-country=Ecuador -0.8145439499486299 -0.461943302055125 native-country=Taiwan -0.320374799206887 -0.8966023691769108 native-country=Haiti 0.767861058340002 0.3004448035798703 native-country=Columbia -0.6086057013505545 -0.03672214674876775 native-country=Hungary 0.48445960104054125 -0.6260270330573526 native-country=Guatemala -0.40641253573750985 0.025234958785677993 native-country=Nicaragua 0.4258476692656867 -0.1268366733134964 native-country=Scotland 0.7573792695697487 0.2898334290650616 native-country=Thailand -0.3214079572509308 -0.9181946635926076 native-country=Yugoslavia -0.6014655661219506 -0.023221702026027514 native-country=El-Salvador 0.06977066039091996 0.9798627990780077 native-country=Trinadad&Tobago -0.7799525755795041 0.20713712618032115 native-country=Peru -0.724632911424245 0.4224809165000136 native-country=Hong -0.6516987194828617 0.13345811710781036 native-country=Holand-Netherlands Hidden Weights: -5.5716382412776495 5.571543024606731 -5.805919928047729 5.805766422081644 >50K <=50K Error sum for iteration 4000 = 62.0071859468689 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9233665129431615 -0.17340305980340645 age 0.4188753767635622 0.9506173140638602 workclass=Private -1.613332133502528 3.658439097035926 workclass=Self-emp-not-inc -0.13494070556559565 -1.515631586566279 workclass=Self-emp-inc -0.8808456341301782 -0.5680919895831616 workclass=Federal-gov 0.7839940807443061 0.9165640069269683 workclass=Local-gov 3.0062957635768237 -2.974961688699745 workclass=State-gov -0.26948399514849697 0.7015943064939633 workclass=Without-pay 0.7269037127404707 -0.7716564436622085 workclass=Never-worked -0.5853352523098518 -1.4815422878413185 fnlwgt -0.024662892561227653 0.48434653826771495 education=Bachelors 0.36133204429887744 0.47486815733010734 education=Some-college 2.705969387292636 -0.3485183006560759 education=11th 0.924358078282395 -0.3089393613008787 education=HS-grad -2.4838952087431228 -1.993460926003665 education=Prof-school 1.201892742897887 -1.379057149412998 education=Assoc-acdm -1.9427511519458915 1.180432233606787 education=Assoc-voc 1.7805361623827158 0.04396497025778637 education=9th -0.368548782595756 -1.6238030077217958 education=7th-8th -0.01425289357620176 -0.20014413304129136 education=12th 1.1575518365468027 0.21809986651843621 education=Masters 0.5175483230641251 0.8600171902052701 education=1st-4th 1.5094515268000739 -0.1231431187993599 education=10th -1.2684654896416447 -1.842234852932235 education=Doctorate 0.8828233434974527 0.6425624247326989 education=5th-6th 0.22781957636222258 -0.08868742162283572 education=Preschool -2.4414534778242976 -0.9392535681810316 education-num -3.7049140099875255 2.105883540550432 marital-status=Married-civ-spouse 0.7444697116093326 -0.8640243514132645 marital-status=Divorced 1.4051002871829297 -1.2126270664948846 marital-status=Never-married 1.1362756732136492 -0.08019538140107493 marital-status=Separated 1.62537609961647 1.0443164376482044 marital-status=Widowed 0.8855455853547443 -0.2577919683011756 marital-status=Married-spouse-absent 0.4308041659036333 -0.32398430805770484 marital-status=Married-AF-spouse 1.001056443806865 -0.4520758835497302 occupation=Tech-support 1.438285838169644 -0.8055710043988082 occupation=Craft-repair 0.6806635303048606 -0.11560010661381519 occupation=Other-service 2.218582163444664 -2.116173040008715 occupation=Sales -2.9047830080674695 1.453455005649234 occupation=Exec-managerial -2.2838925981273586 2.2376298886492303 occupation=Prof-specialty 1.319667842188891 0.8057498777247247 occupation=Handlers-cleaners 0.4549737922404323 0.32420016704998095 occupation=Machine-op-inspct -0.501165737798211 1.6450274945451753 occupation=Adm-clerical 0.6562920362488153 1.0872922365561337 occupation=Farming-fishing 1.812811258348928 0.45544473142488595 occupation=Transport-moving 0.5216735673154067 0.2707182508055563 occupation=Priv-house-serv -1.3049547378788835 -1.274230806557241 occupation=Protective-serv 0.34034569965730893 -0.6879695900006915 occupation=Armed-Forces -0.967962923094062 0.49729261688791876 relationship=Wife 3.1809998138338713 -0.11345409605043758 relationship=Own-child -0.37167239511147104 0.5928976843355667 relationship=Husband 0.6214230920201474 0.41381255769463005 relationship=Not-in-family -0.43324324314715096 0.23032686951476222 relationship=Other-relative 1.0629827822264732 -0.954597029201363 relationship=Unmarried -0.5677237266034846 -0.07490349302747118 race=White 0.70974842254168 -2.5348069477672115 race=Asian-Pac-Islander 0.6982654067459462 0.7260753127205849 race=Amer-Indian-Eskimo 1.099198747135773 1.4259173268408385 race=Other -0.26524893205078987 -0.43683360466756244 race=Black 0.9691765970257612 -0.9733166765144187 sex -0.9604034211055087 0.23272613967015116 capital-gain -1.95511880237275 -4.011375537635003 capital-loss -1.1834506057328604 -0.6426616121576617 hours-per-week 0.40976059763606665 -1.068555584922887 native-country=United-States -2.013256051931903 -1.8150955137483062 native-country=Cambodia 0.7766665849355324 1.3032479936052568 native-country=England 2.422390609294083 -0.09516790467912967 native-country=Puerto-Rico -1.3226274853640623 -0.6822807599930202 native-country=Canada 0.7460791176268109 -0.5757248599219046 native-country=Germany 0.4000759156283561 0.16054408179422353 native-country=Outlying-US(Guam-USVI-etc) -0.19110058571918556 -1.3690577149383583 native-country=India -0.5413078797814559 -0.5918299531380325 native-country=Japan -0.7175468120766546 0.46668523875313567 native-country=Greece -2.0899807245670843 -0.0563128792709305 native-country=South -0.8137934085583116 0.12418777767463388 native-country=China 0.30649627344285324 2.090422910490919 native-country=Cuba -0.2972439293389154 -1.6760091314220391 native-country=Iran 0.8805072425256671 -0.7470160163348798 native-country=Honduras 1.5926861046243141 1.2660988748088657 native-country=Philippines 0.061362301336376 0.8781781942017577 native-country=Italy 0.6176850200177352 1.7082204074937573 native-country=Poland -0.5563601285951946 -0.8215759548363939 native-country=Jamaica -0.5296541282144951 -1.002032276051996 native-country=Vietnam -1.3418040097098558 -0.49184975019256477 native-country=Mexico 1.1242353396246358 1.3932345022882888 native-country=Portugal 0.5468132839951227 -0.03152442108767503 native-country=Ireland -0.6061147561852809 0.2916990776477834 native-country=France -0.4759071538485973 0.49005118981361484 native-country=Dominican-Republic 1.3117915604670753 0.5196622926411864 native-country=Laos 1.3212065171448946 -0.5227930869187181 native-country=Ecuador -0.8112286974656103 -0.4625284362263696 native-country=Taiwan -0.317908839183447 -0.8987385703765809 native-country=Haiti 0.7698170559500918 0.29779787783583206 native-country=Columbia -0.6061532989679854 -0.03887109507967897 native-country=Hungary 0.4869120034231179 -0.6281759813882583 native-country=Guatemala -0.4039601333549332 0.023086010454767714 native-country=Nicaragua 0.42830007164826334 -0.12898562164440586 native-country=Scotland 0.7615068842795446 0.28853894349086595 native-country=Thailand -0.31895555486835414 -0.9203436119235132 native-country=Yugoslavia -0.599013974202551 -0.025443331103660413 native-country=El-Salvador 0.07222306277350002 0.977713850747102 native-country=Trinadad&Tobago -0.7775001731969351 0.2049881778494117 native-country=Peru -0.722180509041676 0.4203319681691006 native-country=Hong -0.6492463171002927 0.1313091687769009 native-country=Holand-Netherlands Hidden Weights: -5.613432367129615 5.613347729141429 -5.874556573231965 5.874419944667103 >50K <=50K Error sum for iteration 4100 = 61.51211958458789 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9179899977726109 -0.17200527009375535 age 0.4178284210235386 0.9552527681346367 workclass=Private -1.6287781835505293 3.704916544761842 workclass=Self-emp-not-inc -0.14423024701599618 -1.5457323374965803 workclass=Self-emp-inc -0.8543339802525247 -0.5933290818751962 workclass=Federal-gov 0.7920568032565006 0.9034023583692243 workclass=Local-gov 3.0311121489090262 -2.98497442942716 workclass=State-gov -0.26708340839966993 0.6996372114432075 workclass=Without-pay 0.7293042994893144 -0.7736135387129643 workclass=Never-worked -0.5985601111525511 -1.5306530990731457 fnlwgt 0.0034954896442944056 0.4560319106190823 education=Bachelors 0.3760822814873458 0.4697392202335997 education=Some-college 2.7224316399752446 -0.3554619129166209 education=11th 0.948470597941229 -0.33885245406714654 education=HS-grad -2.5095393231851153 -1.995855486563875 education=Prof-school 1.2257328091064015 -1.399438717907918 education=Assoc-acdm -1.9806382341361572 1.2108718225695965 education=Assoc-voc 1.7903297120115798 0.043296831670378545 education=9th -0.3719959003999786 -1.6051293845370498 education=7th-8th -0.01649376983863165 -0.20840208352850462 education=12th 1.1390386424564842 0.22896312287028978 education=Masters 0.5170015886253185 0.8538343536574661 education=1st-4th 1.5211594892951534 -0.11799505492986036 education=10th -1.2610793150382402 -1.8458008986062504 education=Doctorate 0.8901317947201516 0.6444470753715416 education=5th-6th 0.23019318166812894 -0.09091551572558976 education=Preschool -2.4458729137446937 -0.96231755209497 education-num -3.7535016668368097 2.139232613531243 marital-status=Married-civ-spouse 0.768084894219396 -0.9068839605384573 marital-status=Divorced 1.4409246706619305 -1.2346378184086795 marital-status=Never-married 1.1402796737640375 -0.08141600215274064 marital-status=Separated 1.6420318094043869 1.0567074330364876 marital-status=Widowed 0.8871816407781313 -0.2653816676465198 marital-status=Married-spouse-absent 0.4336652921346846 -0.32540012105237054 marital-status=Married-AF-spouse 1.0705635843583152 -0.5171834851822841 occupation=Tech-support 1.4773436268981008 -0.8409215439786257 occupation=Craft-repair 0.6768564000115466 -0.08542653360290213 occupation=Other-service 2.24573025183747 -2.1494222340826306 occupation=Sales -2.9834599608393866 1.510394827672598 occupation=Exec-managerial -2.3128252891510668 2.255737477866923 occupation=Prof-specialty 1.3307417940201667 0.8003638107835318 occupation=Handlers-cleaners 0.492624252778955 0.28594044633607474 occupation=Machine-op-inspct -0.5239666507851902 1.6823134656064604 occupation=Adm-clerical 0.643569722773924 1.1043333180852088 occupation=Farming-fishing 1.8449839779597004 0.44105492878076114 occupation=Transport-moving 0.5240741540642504 0.26876115575478415 occupation=Priv-house-serv -1.3266381735036619 -1.2811993919017095 occupation=Protective-serv 0.34277130790496113 -0.6899051119791828 occupation=Armed-Forces -1.0095662126228282 0.5457185251188635 relationship=Wife 3.205334628305086 -0.11411561366854438 relationship=Own-child -0.37727574834855304 0.5806285339315493 relationship=Husband 0.6150031089492445 0.43381877742169656 relationship=Not-in-family -0.4297250367988664 0.22004759121224246 relationship=Other-relative 1.122364601727406 -1.0272185415455104 relationship=Unmarried -0.5741441558553747 -0.06716349052238613 race=White 0.7430167721223115 -2.550249314705325 race=Asian-Pac-Islander 0.7044086588960864 0.7271166990060045 race=Amer-Indian-Eskimo 1.1013248614656637 1.4194399403564413 race=Other -0.26915859112471524 -0.44913747569561285 race=Black 0.964866952363556 -0.933365745519459 sex -0.985393642935128 0.2491478715858635 capital-gain -1.9737706841838998 -4.081829388393617 capital-loss -1.250548781616195 -0.5999659000433493 hours-per-week 0.43465389793383413 -1.0836799677666804 native-country=United-States -2.016714148218964 -1.8266663216817582 native-country=Cambodia 0.7926018533720707 1.3080550404178108 native-country=England 2.426236406271348 -0.09831387176479316 native-country=Puerto-Rico -1.3218357934179206 -0.6957083082823144 native-country=Canada 0.7460295395908302 -0.5822122161295207 native-country=Germany 0.40247650237718313 0.1585869867434527 native-country=Outlying-US(Guam-USVI-etc) -0.23162297521446024 -1.3724235250134311 native-country=India -0.5389072930326122 -0.5937870481887884 native-country=Japan -0.7151462253278109 0.46472814370236354 native-country=Greece -2.108528645583874 -0.0623678949344677 native-country=South -0.8113928218094679 0.12223068262386183 native-country=China 0.310826533314685 2.0906904287627874 native-country=Cuba -0.2954354021213316 -1.6970926015197003 native-country=Iran 0.8829223290697923 -0.7466703884211737 native-country=Honduras 1.6060926716277277 1.2706343065519723 native-country=Philippines 0.06376448936990566 0.8763346379430589 native-country=Italy 0.6398222169735213 1.721136588920693 native-country=Poland -0.5540227813589742 -0.8245420632832795 native-country=Jamaica -0.5272535414656514 -1.0039893711027783 native-country=Vietnam -1.3422273552868063 -0.4938347340617034 native-country=Mexico 1.1263156524489581 1.3909978985774323 native-country=Portugal 0.5492138707439664 -0.03348151613844687 native-country=Ireland -0.6028102983224161 0.2905652883341149 native-country=France -0.4735449017326455 0.48773738478129147 native-country=Dominican-Republic 1.3211954730723834 0.525169563530819 native-country=Laos 1.3403503145205105 -0.5172974651849752 native-country=Ecuador -0.8079477573699826 -0.46273063806396975 native-country=Taiwan -0.31549635985337665 -0.9006845765620024 native-country=Haiti 0.7717455912875998 0.295371379840896 native-country=Columbia -0.6037527122191417 -0.0408281901304509 native-country=Hungary 0.48931259017194495 -0.6301330764390141 native-country=Guatemala -0.40155954660610615 0.021128915403995488 native-country=Nicaragua 0.4307006583970904 -0.13094271669517668 native-country=Scotland 0.7655084272035408 0.28746794399362613 native-country=Thailand -0.3165549681195271 -0.922300706974269 native-country=Yugoslavia -0.596614155321756 -0.027474351278527914 native-country=El-Salvador 0.07462364952233536 0.9757567556963462 native-country=Trinadad&Tobago -0.7750995864480914 0.20303108279864088 native-country=Peru -0.7197799222928323 0.4183748731183285 native-country=Hong -0.646845730351449 0.12935207372613008 native-country=Holand-Netherlands Hidden Weights: -5.654064577609962 5.653989137902025 -5.940438233423026 5.940316310622565 >50K <=50K Error sum for iteration 4200 = 61.01294401123273 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9137785607800609 -0.17146654588039456 age 0.41894892240371934 0.9563465013359612 workclass=Private -1.6434181515710058 3.749811348067085 workclass=Self-emp-not-inc -0.15390330394772433 -1.5732288363701932 workclass=Self-emp-inc -0.8254641779516783 -0.6199139152359464 workclass=Federal-gov 0.7937968282295008 0.8956453315743916 workclass=Local-gov 3.056627710389095 -2.9940635620798894 workclass=State-gov -0.2647310608866682 0.6978558575020996 workclass=Without-pay 0.7316566470022994 -0.7753948926540722 workclass=Never-worked -0.6131942962359993 -1.5774102540814798 fnlwgt 0.02833237434197839 0.43257255925924926 education=Bachelors 0.3920209066899139 0.46261089461000027 education=Some-college 2.7384013951503574 -0.36213155157684984 education=11th 0.9734663889455043 -0.36927002415927174 education=HS-grad -2.5341383717221424 -1.9978317804959254 education=Prof-school 1.247435578820728 -1.4198774415682136 education=Assoc-acdm -2.0178282155780343 1.2426877846553535 education=Assoc-voc 1.7999784866167918 0.04282176016868324 education=9th -0.3762457681733356 -1.5858106157539429 education=7th-8th -0.01850372736976222 -0.21618487533147654 education=12th 1.1221394221474803 0.23629854821713653 education=Masters 0.5164945141460661 0.848065448507782 education=1st-4th 1.5319225517742379 -0.11321570615203777 education=10th -1.25362165789807 -1.849060586660259 education=Doctorate 0.8983965720398752 0.647799324350496 education=5th-6th 0.23252657471355218 -0.09289340444795369 education=Preschool -2.450577987486513 -0.9852175895873001 education-num -3.7982441736893344 2.1691575336908824 marital-status=Married-civ-spouse 0.7899798901268243 -0.9462013287440041 marital-status=Divorced 1.4750994555819243 -1.2548197841416446 marital-status=Never-married 1.1441658372072516 -0.08229781549111385 marital-status=Separated 1.6580219751758294 1.069171390376755 marital-status=Widowed 0.8884082650424451 -0.27291807367329346 marital-status=Married-spouse-absent 0.4365202773758789 -0.32659175436502974 marital-status=Married-AF-spouse 1.1373674326659218 -0.5812203099226256 occupation=Tech-support 1.5130785854353088 -0.8734937242125347 occupation=Craft-repair 0.6710995798796179 -0.05499391786779397 occupation=Other-service 2.270744570013883 -2.1811143213897366 occupation=Sales -3.055647159999219 1.5628882269274307 occupation=Exec-managerial -2.3422302130836434 2.276848264957394 occupation=Prof-specialty 1.3418941223906493 0.7950689511097505 occupation=Handlers-cleaners 0.5280664218337275 0.2471220268053646 occupation=Machine-op-inspct -0.5470647027895794 1.7199281362221486 occupation=Adm-clerical 0.633736033302072 1.1202064718973943 occupation=Farming-fishing 1.8781583299318596 0.4264026569653277 occupation=Transport-moving 0.5264265015772354 0.2669798018136892 occupation=Priv-house-serv -1.346654927118722 -1.2873046645097939 occupation=Protective-serv 0.3451460695748559 -0.6916662553412103 occupation=Armed-Forces -1.049374756304335 0.5931380192512996 relationship=Wife 3.227663607702785 -0.11486920603069734 relationship=Own-child -0.38210101778167876 0.5666962110793508 relationship=Husband 0.6079266994006055 0.4539803518622666 relationship=Not-in-family -0.42393931423623965 0.21038140165852898 relationship=Other-relative 1.1788929876124024 -1.0953864605257915 relationship=Unmarried -0.5800015411512561 -0.0595042841874375 race=White 0.7754236918614007 -2.565199011453066 race=Asian-Pac-Islander 0.7099964747656593 0.728012896960601 race=Amer-Indian-Eskimo 1.1032831605791968 1.4132752772587998 race=Other -0.27267372288203556 -0.4597361213740581 race=Black 0.9610999331912351 -0.8932521389772996 sex -1.0103686001580316 0.26621216128181224 capital-gain -1.994864859005835 -4.15012157684563 capital-loss -1.318696155446322 -0.5590645647346689 hours-per-week 0.45804960147646434 -1.0978429139288455 native-country=United-States -2.019856160988821 -1.8374664714607691 native-country=Cambodia 0.8080419141264829 1.3125197229125904 native-country=England 2.4295595470584526 -0.10177034435736527 native-country=Puerto-Rico -1.3209540791056082 -0.7083578257548347 native-country=Canada 0.7460245650826172 -0.5884435401641569 native-country=Germany 0.40482884989018486 0.15680563280235643 native-country=Outlying-US(Guam-USVI-etc) -0.2694247666760044 -1.375486064004502 native-country=India -0.5365549455196272 -0.5955684021298963 native-country=Japan -0.712793877814826 0.4629467897612686 native-country=Greece -2.127029812236399 -0.06805752351183983 native-country=South -0.809040474296483 0.1204493286827644 native-country=China 0.3148790765144789 2.090866838388113 native-country=Cuba -0.2935696840292451 -1.7175106905121507 native-country=Iran 0.8852877655256621 -0.7460904059451414 native-country=Honduras 1.6187756502510515 1.2748886378752582 native-country=Philippines 0.06611845674710834 0.8746732536184286 native-country=Italy 0.6618949154155348 1.7341768052619226 native-country=Poland -0.5517301288040374 -0.827299036529562 native-country=Jamaica -0.5249011939526664 -1.0057707250438819 native-country=Vietnam -1.341859201708431 -0.4947422845079544 native-country=Mexico 1.1284778064044523 1.3890848457034584 native-country=Portugal 0.5515662182569514 -0.03526287007954295 native-country=Ireland -0.5996099627129231 0.28954688532241013 native-country=France -0.47122772873365 0.48561894817803375 native-country=Dominican-Republic 1.329688649680123 0.529963085304909 native-country=Laos 1.3587686889600652 -0.5117546333110714 native-country=Ecuador -0.8046982721510513 -0.4625771370670334 native-country=Taiwan -0.3131335015619678 -0.9024561655085241 native-country=Haiti 0.7736487007786471 0.2931487440951026 native-country=Columbia -0.6014003647061568 -0.04260954407154698 native-country=Hungary 0.4916649376849467 -0.631914430380122 native-country=Guatemala -0.3992071990931044 0.019347561462898573 native-country=Nicaragua 0.4330530059100921 -0.13272407063627295 native-country=Scotland 0.7693851402619828 0.286594436096556 native-country=Thailand -0.3142026206065254 -0.9240820609153769 native-country=Yugoslavia -0.5942625418790107 -0.029331662484210277 native-country=El-Salvador 0.07697599703533249 0.9739754017552383 native-country=Trinadad&Tobago -0.7727472389351064 0.2012497288575446 native-country=Peru -0.7174275747798473 0.41659351917723353 native-country=Hong -0.644493382838464 0.12757071978503381 native-country=Holand-Netherlands Hidden Weights: -5.693466040059088 5.6933986231501965 -6.003259377021219 6.003150311210445 >50K <=50K Error sum for iteration 4300 = 60.52094704706737 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9106987131458214 -0.1714839323396065 age 0.4210881144022223 0.9553855491014973 workclass=Private -1.6569977166362058 3.7928560616971687 workclass=Self-emp-not-inc -0.163684363288327 -1.5984185274490335 workclass=Self-emp-inc -0.7938119384658205 -0.6479052638695086 workclass=Federal-gov 0.7901413152836568 0.8922433913358089 workclass=Local-gov 3.0822040875369594 -3.0023684974529563 workclass=State-gov -0.26242022722377045 0.6962269893643631 workclass=Without-pay 0.7339674806651897 -0.7770237607918087 workclass=Never-worked -0.629096437296885 -1.6219686482284674 fnlwgt 0.05108576894458639 0.41236268284442484 education=Bachelors 0.4087607129889058 0.4539950206939032 education=Some-college 2.7539568698183094 -0.36853726480531906 education=11th 0.9988301294322137 -0.39969568174493136 education=HS-grad -2.5575399137396424 -1.9994970037654511 education=Prof-school 1.2673715629860562 -1.4399414073769352 education=Assoc-acdm -2.0542634677394274 1.275496778721218 education=Assoc-voc 1.8093360465269015 0.042420498300066424 education=9th -0.38123954095501444 -1.565923226265229 education=7th-8th -0.020312983015609284 -0.22356719638431158 education=12th 1.1061273487800554 0.2408749778489722 education=Masters 0.516053401185177 0.8426891412833741 education=1st-4th 1.5417715164613106 -0.10884629994399797 education=10th -1.2460990449203784 -1.8521801736121826 education=Doctorate 0.9075739926275157 0.6524952265294627 education=5th-6th 0.2348246331736749 -0.09465857400624185 education=Preschool -2.455265395699151 -1.0081666237009042 education-num -3.8394959706774783 2.196056898112115 marital-status=Married-civ-spouse 0.8106996615715489 -0.9822554734257729 marital-status=Divorced 1.5075638154155662 -1.273327062479779 marital-status=Never-married 1.1479513688349499 -0.08288660585923562 marital-status=Separated 1.6732494669067233 1.0814595597557097 marital-status=Widowed 0.8892780036534095 -0.2803889301086358 marital-status=Married-spouse-absent 0.4393676860594902 -0.32759124040806803 marital-status=Married-AF-spouse 1.2022737113544815 -0.6447644654466789 occupation=Tech-support 1.5460713500043661 -0.9036339640813328 occupation=Craft-repair 0.6636307761993581 -0.02434654277714493 occupation=Other-service 2.2938263835641806 -2.211080848854833 occupation=Sales -3.122615040231126 1.6119313981167684 occupation=Exec-managerial -2.3715372954238654 2.3001788535204675 occupation=Prof-specialty 1.3530834793386008 0.7897955166696481 occupation=Handlers-cleaners 0.5613044650078227 0.20841215787417874 occupation=Machine-op-inspct -0.5702704522010279 1.7574397691864385 occupation=Adm-clerical 0.6262089120639984 1.1351746107065055 occupation=Farming-fishing 1.9120291218753156 0.41128180319360474 occupation=Transport-moving 0.5287373352401257 0.26535093367593543 occupation=Priv-house-serv -1.3652608657851295 -1.2926469323307685 occupation=Protective-serv 0.34747710319044445 -0.6932760450284697 occupation=Armed-Forces -1.0875701155214272 0.6395638631304045 relationship=Wife 3.2481436471558514 -0.115818618999443 relationship=Own-child -0.38627664911587245 0.551765815288976 relationship=Husband 0.6004023156758509 0.47386418821738174 relationship=Not-in-family -0.4160451995147438 0.20095151705831735 relationship=Other-relative 1.2327658789943996 -1.159190601329145 relationship=Unmarried -0.5853438528154906 -0.051936676683646855 race=White 0.8070603944041629 -2.579718777921043 race=Asian-Pac-Islander 0.7150194459751178 0.7286980258173458 race=Amer-Indian-Eskimo 1.1051024632664492 1.4073826667412128 race=Other -0.2757695500396702 -0.46875176653975553 race=Black 0.9576159612592205 -0.8533300679205674 sex -1.0353685931199694 0.28382211596643214 capital-gain -2.0180862529640367 -4.216327561104337 capital-loss -1.388064663028128 -0.5197858835286607 hours-per-week 0.4803468812561357 -1.1113100158437126 native-country=United-States -2.02272319817563 -1.847561194301953 native-country=Cambodia 0.8229644724890327 1.3166537694223543 native-country=England 2.4323911073598667 -0.1055364949866657 native-country=Puerto-Rico -1.3199861071593233 -0.720264070201098 native-country=Canada 0.7460646378348292 -0.5944478313877588 native-country=Germany 0.4071396835530826 0.1551767646646069 native-country=Outlying-US(Guam-USVI-etc) -0.30475094114170875 -1.3782896407790604 native-country=India -0.5342441118567369 -0.5971972702676327 native-country=Japan -0.7104830441519356 0.4613179216235148 native-country=Greece -2.1455188151684634 -0.07341632490264385 native-country=South -0.8067296406335926 0.11882046054501393 native-country=China 0.3186891060433438 2.090956625647031 native-country=Cuba -0.2916497891456806 -1.7372086007808405 native-country=Iran 0.8876104392882953 -0.7453002858785429 native-country=Honduras 1.6307328158405343 1.2788611571995125 native-country=Philippines 0.06843091167726734 0.8731697605740372 native-country=Italy 0.683835428382827 1.747246388879868 native-country=Poland -0.5494758592322828 -0.8298745495794734 native-country=Jamaica -0.5225903602897761 -1.0073995931816346 native-country=Vietnam -1.3407516669895525 -0.49464658408336976 native-country=Mexico 1.1307398451463024 1.3874847600539673 native-country=Portugal 0.5538770519198417 -0.0368917382172918 native-country=Ireland -0.5965003848414432 0.2886284917241907 native-country=France -0.4689491361498261 0.48367183147493925 native-country=Dominican-Republic 1.3373658250988834 0.5341013902643938 native-country=Laos 1.3765128447037132 -0.5061788025331351 native-country=Ecuador -0.801475083307372 -0.46210276520708804 native-country=Taiwan -0.3108133101650756 -0.9040763331394358 native-country=Haiti 0.7755311232849383 0.2911055770170927 native-country=Columbia -0.5990895310432665 -0.044238412209295835 native-country=Hungary 0.49397577134784443 -0.6335432985178584 native-country=Guatemala -0.3968963654302067 0.017718693325149013 native-country=Nicaragua 0.43536383957298985 -0.1343529387740225 native-country=Scotland 0.773144256978431 0.28588763251781596 native-country=Thailand -0.3118917869436276 -0.9257109290531134 native-country=Yugoslavia -0.5919524216737602 -0.031039904145009144 native-country=El-Salvador 0.07928683069822633 0.9723465336175019 native-country=Trinadad&Tobago -0.7704364052722161 0.19962086071979507 native-country=Peru -0.715116741116957 0.41496465103947977 native-country=Hong -0.6421825491755737 0.12594185164728428 native-country=Holand-Netherlands Hidden Weights: -5.731648476314756 5.73158807887211 -6.062911245249684 6.062813458147048 >50K <=50K Error sum for iteration 4400 = 60.04462611839053 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.908730850988573 -0.17185320982494862 age 0.42333045450726325 0.9535069860975907 workclass=Private -1.6692980066498782 3.8339625073645873 workclass=Self-emp-not-inc -0.17342761047291086 -1.6215714886718802 workclass=Self-emp-inc -0.7588995159654083 -0.6773666716277777 workclass=Federal-gov 0.7818120846290981 0.8922691731768259 workclass=Local-gov 3.107311548640489 -3.0100040736815363 workclass=State-gov -0.2601424089483336 0.6947272550282731 workclass=Without-pay 0.7362452989406386 -0.7785234951278986 workclass=Never-worked -0.6461371528804088 -1.6644474004618182 fnlwgt 0.07268287914720567 0.3942362308576703 education=Bachelors 0.4260311999048249 0.44429849426325774 education=Some-college 2.769169840780438 -0.3746957226252019 education=11th 1.0242875391528132 -0.4298585407572864 education=HS-grad -2.5796198425558674 -2.0009582067081992 education=Prof-school 1.285816769736224 -1.4592953311165875 education=Assoc-acdm -2.089884782929177 1.3090176995912888 education=Assoc-voc 1.81827767760719 0.041982114667531836 education=9th -0.3868794276363416 -1.545536111833549 education=7th-8th -0.02194375287288988 -0.23061359161616335 education=12th 1.0903823655032874 0.243330228746127 education=Masters 0.5156962996960692 0.8376758708267427 education=1st-4th 1.5507343552321895 -0.1049260903783518 education=10th -1.2385192602548565 -1.8552827186970207 education=Doctorate 0.9175782831356029 0.6583645658010687 education=5th-6th 0.2370945275183366 -0.09624501677045226 education=Preschool -2.459706428312686 -1.0312623231824627 education-num -3.877558684097516 2.22026303610743 marital-status=Married-civ-spouse 0.8307128333522267 -1.0153771649308696 marital-status=Divorced 1.538257425852405 -1.2902698307995255 marital-status=Never-married 1.1516521910855964 -0.08322522769212218 marital-status=Separated 1.6876702135217936 1.0933998989092772 marital-status=Widowed 0.8898384364192096 -0.28779006678749663 marital-status=Married-spouse-absent 0.4422088897621343 -0.32842951426163675 marital-status=Married-AF-spouse 1.2661304527408548 -0.708430368365197 occupation=Tech-support 1.576805618009657 -0.9317131800368597 occupation=Craft-repair 0.6546697905698644 0.006515016127784901 occupation=Other-service 2.3150733956599687 -2.2391843352090803 occupation=Sales -3.185364705712027 1.6582245495542305 occupation=Exec-managerial -2.400425583492463 2.325164018587002 occupation=Prof-specialty 1.3642728845884575 0.7844838877858538 occupation=Handlers-cleaners 0.5924019294354194 0.17038011791298482 occupation=Machine-op-inspct -0.5934511531263573 1.794604060536263 occupation=Adm-clerical 0.6204816089609193 1.1494321765094802 occupation=Farming-fishing 1.9463621310403292 0.39556763117117594 occupation=Transport-moving 0.5310151535155746 0.2638511993398507 occupation=Priv-house-serv -1.3826737417757617 -1.297315011607993 occupation=Protective-serv 0.3497732058427527 -0.694757673275019 occupation=Armed-Forces -1.1243520600949408 0.685008164871315 relationship=Wife 3.2669413170846306 -0.11703944537934254 relationship=Own-child -0.3898899253701072 0.536371442240871 relationship=Husband 0.5925926730861975 0.4932299867745826 relationship=Not-in-family -0.4061572158446262 0.19144198878354302 relationship=Other-relative 1.2841745446690283 -1.2188722546296853 relationship=Unmarried -0.5902028819530095 -0.04449698384423103 race=White 0.838066436318225 -2.5938624100027594 race=Asian-Pac-Islander 0.719492323887634 0.7291282029387982 race=Amer-Indian-Eskimo 1.1068076554567658 1.401720295715156 race=Other -0.278482995338326 -0.47631217976189455 race=Black 0.9541511783908488 -0.8138373573780385 sex -1.0604413784147093 0.30188189789468933 capital-gain -2.0431090062005883 -4.280558523357936 capital-loss -1.4588884399820325 -0.4819652073312081 hours-per-week 0.5019052927731357 -1.1242908893297416 native-country=United-States -2.025345544876735 -1.857012897914593 native-country=Cambodia 0.8373676171021963 1.3204765456176357 native-country=England 2.4347681488103348 -0.1096065829940494 native-country=Puerto-Rico -1.318933352689785 -0.731466398535525 native-country=Canada 0.7461523780624503 -0.6002552755376609 native-country=Germany 0.40941750182851944 0.1536770303285211 native-country=Outlying-US(Guam-USVI-etc) -0.3378864339350774 -1.3808750985954499 native-country=India -0.531966293581288 -0.5986970046037227 native-country=Japan -0.7082052258764867 0.45981818728743007 native-country=Greece -2.163980023147694 -0.07847442196831146 native-country=South -0.8044518223581437 0.11732072620893036 native-country=China 0.3222934491305516 2.090965970066881 native-country=Cuba -0.2896760533304426 -1.7561679669515018 native-country=Iran 0.8898989896484615 -0.7443237976446921 native-country=Honduras 1.641989158494128 1.2825575657591253 native-country=Philippines 0.07071034006738049 0.8717999056632795 native-country=Italy 0.7055897056893242 1.7602634631508174 native-country=Poland -0.5472518915243377 -0.8322965974961634 native-country=Jamaica -0.5203125420143272 -1.0088993275177027 native-country=Vietnam -1.3389698944243849 -0.49367470481787257 native-country=Mexico 1.1331152327488971 1.3861790562407565 native-country=Portugal 0.5561548701952906 -0.038391472553377444 native-country=Ireland -0.5934676124963548 0.2877934966233476 native-country=France -0.46670090601484576 0.48187152005907424 native-country=Dominican-Republic 1.34431641023045 0.5376388535045754 native-country=Laos 1.39364324894565 -0.5005785860750743 native-country=Ecuador -0.7982723900461981 -0.46134297315564216 native-country=Taiwan -0.3085271015029656 -0.9055682312252351 native-country=Haiti 0.7773992069054113 0.2892170013651144 native-country=Columbia -0.5968117127678175 -0.045738146545381476 native-country=Hungary 0.49625358962328125 -0.6350430328539484 native-country=Guatemala -0.39461854715476985 0.01621895898906412 native-country=Nicaragua 0.4376416578484267 -0.1358526731101083 native-country=Scotland 0.7767961407964948 0.28531839995802893 native-country=Thailand -0.3096139686681908 -0.9272106633892033 native-country=Yugoslavia -0.5896753118169158 -0.03262433616849993 native-country=El-Salvador 0.08156464897366714 0.9708467992814119 native-country=Trinadad&Tobago -0.7681585869967672 0.19812112638370927 native-country=Peru -0.7128389228415081 0.413464916703395 native-country=Hong -0.6399047309001248 0.12444211731119903 native-country=Holand-Netherlands Hidden Weights: -5.76866679824634 5.7686125620759965 -6.1194140892865025 6.119326229536957 >50K <=50K Error sum for iteration 4500 = 59.59064448883003 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9078975297792755 -0.1724276990873575 age 0.42496968089242837 0.9515439374479712 workclass=Private -1.6801360972105825 3.8731534501253826 workclass=Self-emp-not-inc -0.18307307198077227 -1.6429240876257885 workclass=Self-emp-inc -0.7201913188724929 -0.7083904942482621 workclass=Federal-gov 0.769298505797108 0.8950109484442295 workclass=Local-gov 3.131526326051334 -3.0170658190129105 workclass=State-gov -0.2578877610920252 0.6933366480620374 workclass=Without-pay 0.7384999467969489 -0.7799141020941344 workclass=Never-worked -0.6642135114241275 -1.7049354985726324 fnlwgt 0.09379825503518058 0.3773892523517712 education=Bachelors 0.44368218280667593 0.43380700393716776 education=Some-college 2.784106076765211 -0.38062442337489566 education=11th 1.0497259047565408 -0.45960662131555635 education=HS-grad -2.600269661333657 -2.0023164481567806 education=Prof-school 1.3029704665047477 -1.4776798960003805 education=Assoc-acdm -2.1246542029224877 1.3430686615721525 education=Assoc-voc 1.826702360405606 0.0414092522180572 education=9th -0.39303709446620116 -1.5247012587954425 education=7th-8th -0.023412021469804294 -0.23737727538403547 education=12th 1.0743779795950146 0.24416239140043638 education=Masters 0.5154374853371676 0.8329965179874015 education=1st-4th 1.5588395761813465 -0.10148725704032183 education=10th -1.2308938971445602 -1.858452777920438 education=Doctorate 0.928297680470504 0.6652130662496615 education=5th-6th 0.2393451291952328 -0.09768088066726749 education=Preschool -2.4637377820252917 -1.0545172544348476 education-num -3.91267168577911 2.2420167674354663 marital-status=Married-civ-spouse 0.8504102169558071 -1.045857256119002 marital-status=Divorced 1.5671225796672708 -1.305723011394299 marital-status=Never-married 1.1552836737548293 -0.08335043393690691 marital-status=Separated 1.7012767185631303 1.1048803775249092 marital-status=Widowed 0.8901320167750866 -0.2951212350414687 marital-status=Married-spouse-absent 0.4450475038034794 -0.3291331824169861 marital-status=Married-AF-spouse 1.3297827326012783 -0.7728652667178504 occupation=Tech-support 1.605669404580448 -0.9580749391682903 occupation=Craft-repair 0.644405722977759 0.0376074421651819 occupation=Other-service 2.3345225753046126 -2.2653276618417713 occupation=Sales -3.244675780504474 1.7022702797888527 occupation=Exec-managerial -2.428718109174466 2.351450960889116 occupation=Prof-specialty 1.3754319607553116 0.7790876918736821 occupation=Handlers-cleaners 0.6214479364912565 0.1334879361693888 occupation=Machine-op-inspct -0.6165491806282818 1.8313152958444527 occupation=Adm-clerical 0.6161299896160453 1.1631266952329251 occupation=Farming-fishing 1.9809832449548765 0.379206071621255 occupation=Transport-moving 0.5332698013718848 0.2624605923736279 occupation=Priv-house-serv -1.3990715110055498 -1.301385325882943 occupation=Protective-serv 0.3520444517552849 -0.6961310365740541 occupation=Armed-Forces -1.1599337687311613 0.7294771197682526 relationship=Wife 3.2842233665596314 -0.11858294887266127 relationship=Own-child -0.39297475765061723 0.5208920953435721 relationship=Husband 0.5846039284355253 0.5120130297695716 relationship=Not-in-family -0.3943540082325897 0.18161044829260037 relationship=Other-relative 1.3333096431377327 -1.2747383591671886 relationship=Unmarried -0.5946088992507932 -0.03726136995700262 race=White 0.8686160384853161 -2.6076789466035186 race=Asian-Pac-Islander 0.7234470909342148 0.7292801176282488 race=Amer-Indian-Eskimo 1.1084210073105802 1.3962509525930857 race=Other -0.2808842769759992 -0.48249171917670375 race=Black 0.9504645862092014 -0.7749345966107611 sex -1.0856450357037064 0.32030127619762955 capital-gain -2.0696087022425003 -4.3429391169422775 capital-loss -1.5314630785180636 -0.4454455466799078 hours-per-week 0.5230259823323139 -1.1369358072870999 native-country=United-States -2.027746666478782 -1.8658792209472217 native-country=Cambodia 0.8512670564328495 1.324013794186168 native-country=England 2.436731469118007 -0.11396831699627054 native-country=Puerto-Rico -1.3177952828390596 -0.7420017905082726 native-country=Canada 0.7462922661356944 -0.6058930013565801 native-country=Germany 0.41167214968482785 0.1522864233622974 native-country=Outlying-US(Guam-USVI-etc) -0.3691218384360805 -1.3832770089685884 native-country=India -0.5297116457249778 -0.6000876115699584 native-country=Japan -0.7059505780201765 0.4584275803212073 native-country=Greece -2.1823603707092105 -0.08325518852310519 native-country=South -0.8021971745018335 0.11593011924270798 native-country=China 0.32572928642663046 2.090904749120848 native-country=Cuba -0.2876463194219098 -1.774391147679441 native-country=Iran 0.8921633837967 -0.7431809222180195 native-country=Honduras 1.652585703389005 1.2859892269236044 native-country=Philippines 0.07296657839347774 0.8705429138293493 native-country=Italy 0.7271211697376371 1.7731656308170756 native-country=Poland -0.5450487931614159 -0.8345900205350727 native-country=Jamaica -0.518057894158017 -1.0102899344838971 native-country=Vietnam -1.3365829354591516 -0.4919788126046092 native-country=Mexico 1.1356152595111662 1.3851480827635443 native-country=Portugal 0.5584095180516009 -0.039782079519600895 native-country=Ireland -0.5904971188034395 0.28702774659530256 native-country=France -0.46447349541749605 0.4801966120239131 native-country=Dominican-Republic 1.3506225813153667 0.5406266001078976 native-country=Laos 1.4102252710393712 -0.49495623190629523 native-country=Ecuador -0.7950839186340033 -0.46033003405642015 native-country=Taiwan -0.30626487844975553 -0.9069517099850403 native-country=Haiti 0.7792606402373774 0.28746133173570015 native-country=Columbia -0.5945570649115073 -0.04712875351160493 native-country=Hungary 0.49850823747958967 -0.6364336398201841 native-country=Guatemala -0.39236389929846144 0.01482835202283979 native-country=Nicaragua 0.4398963057047351 -0.137243280076332 native-country=Scotland 0.7803531843752577 0.28486221818728236 native-country=Thailand -0.3073593208118824 -0.928601270355439 native-country=Yugoslavia -0.5874213837167851 -0.034107309971555526 native-country=El-Salvador 0.0838192968299749 0.9694561923151762 native-country=Trinadad&Tobago -0.765903939140457 0.19673051941748557 native-country=Peru -0.7105842749851978 0.41207430973717224 native-country=Hong -0.6376500830438145 0.1230515103449772 native-country=Holand-Netherlands Hidden Weights: -5.804606545738145 5.804557735127191 -6.172869075257619 6.1727899824471 >50K <=50K Error sum for iteration 4600 = 59.16384221707497 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9082676072083443 -0.1730942075278335 age 0.42547215605062955 0.9501024552343832 workclass=Private -1.6893442863339294 3.910517393744109 workclass=Self-emp-not-inc -0.19260744167577423 -1.6626780857251227 workclass=Self-emp-inc -0.6771359792842693 -0.7411148340629193 workclass=Federal-gov 0.7528845565006416 0.8999802277039132 workclass=Local-gov 3.1545210058010973 -3.0236341548435086 workclass=State-gov -0.2556451906362147 0.6920398671277771 workclass=Without-pay 0.7407425172527622 -0.7812108830283947 workclass=Never-worked -0.6832515659309992 -1.7435000206220426 fnlwgt 0.11490598606541805 0.36128632870343047 education=Bachelors 0.46167382768290155 0.42269214609430794 education=Some-college 2.7988264595861083 -0.3863388828879121 education=11th 1.0751329145773747 -0.48884338497021973 education=HS-grad -2.619389431264363 -2.003665462897896 education=Prof-school 1.3189881143511926 -1.494883550219794 education=Assoc-acdm -2.158571397585626 1.377550363649204 education=Assoc-voc 1.8345324610401208 0.04061974264073481 education=9th -0.39956201405824465 -1.5034492378669806 education=7th-8th -0.024728743517231946 -0.24390112913909334 education=12th 1.0576640448455965 0.2437423527187726 education=Masters 0.5152914159894657 0.8286278646259241 education=1st-4th 1.5661192958002663 -0.09855151380487474 education=10th -1.2232410681566834 -1.8617419569011229 education=Doctorate 0.9396092453921853 0.6728407737803553 education=5th-6th 0.24158679990754944 -0.09898788888573451 education=Preschool -2.467251843227343 -1.0778900417615154 education-num -3.9450249196551326 2.2614707567574213 marital-status=Married-civ-spouse 0.8701246155367439 -1.073900997012734 marital-status=Divorced 1.5941100562922554 -1.3197403757909496 marital-status=Never-married 1.1588612268021106 -0.08329182158728386 marital-status=Separated 1.7140829171401792 1.1158300686986171 marital-status=Widowed 0.8901965880455903 -0.3023839160232923 marital-status=Married-spouse-absent 0.4478890964159844 -0.32972340300409586 marital-status=Married-AF-spouse 1.3940203426342066 -0.8387363181884537 occupation=Tech-support 1.632982851860711 -0.9830183935378436 occupation=Craft-repair 0.6329931453489593 0.06895254519223205 occupation=Other-service 2.3521911449927737 -2.2894522949774334 occupation=Sales -3.3011720030605076 1.7444391152805905 occupation=Exec-managerial -2.4563017512909737 2.378864187853934 occupation=Prof-specialty 1.3865360875740413 0.7735731550080033 occupation=Handlers-cleaners 0.6485444301386571 0.09810403308202972 occupation=Machine-op-inspct -0.6395837756204594 1.8675670863557454 occupation=Adm-clerical 0.6128102495906896 1.1763758546763692 occupation=Farming-fishing 2.015767582744289 0.36220013242661697 occupation=Transport-moving 0.5355123718276982 0.2611638114393535 occupation=Priv-house-serv -1.41459300087591 -1.304921999316202 occupation=Protective-serv 0.3543021132596606 -0.697411360075284 occupation=Armed-Forces -1.1945423982584626 0.7729657172236399 relationship=Wife 3.3001533832448273 -0.12048007892399182 relationship=Own-child -0.39552006275096985 0.5055708301559847 relationship=Husband 0.5765002401094306 0.5302987361509354 relationship=Not-in-family -0.38068560849593147 0.1712803123250995 relationship=Other-relative 1.3803648360510439 -1.3271190648772617 relationship=Unmarried -0.5986045075393445 -0.03034866800430291 race=White 0.8989064293855242 -2.621216391086003 race=Asian-Pac-Islander 0.7269260950400825 0.7291465328279014 race=Amer-Indian-Eskimo 1.109963275318831 1.390944252889784 race=Other -0.2830469157762124 -0.48728484428878 race=Black 0.9463353480219201 -0.7367347207132781 sex -1.1110483330079872 0.3389978706634383 capital-gain -2.097270079750215 -4.4035942115686035 capital-loss -1.6061331401894106 -0.41007599592735655 hours-per-week 0.543954976360474 -1.1493462324297736 native-country=United-States -2.0299462932083085 -1.8742135761825107 native-country=Cambodia 0.8646916545205338 1.327295602222067 native-country=England 2.4383249645392007 -0.1186020969781389 native-country=Puerto-Rico -1.3165693436271717 -0.7519011587597376 native-country=Canada 0.7464904692216757 -0.6113838005172495 native-country=Germany 0.41391472014063835 0.15098964242802995 native-country=Outlying-US(Guam-USVI-etc) -0.3987385359984109 -1.3855230040167505 native-country=India -0.5274690752691644 -0.6013843925042187 native-country=Japan -0.7037080075643631 0.4571307993869329 native-country=Greece -2.200582763875453 -0.08777534289797789 native-country=South -0.7999546040460201 0.11463333830843876 native-country=China 0.3290342478224174 2.0907877105428834 native-country=Cuba -0.285555915358157 -1.7918897393097024 native-country=Iran 0.8944148209392343 -0.7418865163523558 native-country=Honduras 1.6625717278361731 1.2891721146228634 native-country=Philippines 0.07521071450550323 0.8693828483318176 native-country=Italy 0.7484126644710895 1.7859121918893577 native-country=Poland -0.542855880257912 -0.8367753262465041 native-country=Jamaica -0.5158153237022036 -1.0115867154181424 native-country=Vietnam -1.3336555070297118 -0.4897143920691565 native-country=Mexico 1.1382508521427908 1.38437480649824 native-country=Portugal 0.5606520885074142 -0.04107886045386995 native-country=Ireland -0.587573717785605 0.28632105888022247 native-country=France -0.462256120201421 0.4786302006868722 native-country=Dominican-Republic 1.3563588310708907 0.5431127647220338 native-country=Laos 1.4263262067704399 -0.48930802379615246 native-country=Ecuador -0.7919026635921069 -0.4590912360157986 native-country=Taiwan -0.30401542214644495 -0.9082419464944077 native-country=Haiti 0.7811244308991884 0.28582159990402456 native-country=Columbia -0.592314494455694 -0.04842553444587398 native-country=Hungary 0.5007508079354008 -0.6377304207544444 native-country=Guatemala -0.39012132884265094 0.013531571088570933 native-country=Nicaragua 0.4421388761605456 -0.13854006101059943 native-country=Scotland 0.78382938886183 0.2845001768319458 native-country=Thailand -0.3051167503560719 -0.9298980512896994 native-country=Yugoslavia -0.585179560669326 -0.03550685208401403 native-country=El-Salvador 0.08606186728578756 0.9681594113809159 native-country=Trinadad&Tobago -0.7636613686846436 0.19543373848321813 native-country=Peru -0.7083417045293845 0.41077752880289786 native-country=Hong -0.6354075125880012 0.12175472941070799 native-country=Holand-Netherlands Hidden Weights: -5.839586647370518 5.839542629933486 -6.223428015641107 6.223356690618972 >50K <=50K Error sum for iteration 4700 = 58.76501408093219 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9099432595574554 -0.17376184339921516 age 0.42446656235156094 0.9496310360986898 workclass=Private -1.6967412682818046 3.9461809221364628 workclass=Self-emp-not-inc -0.2020293669306248 -1.6810019186386063 workclass=Self-emp-inc -0.6292989752570756 -0.7757306151702388 workclass=Federal-gov 0.7327168967730328 0.9068851972965196 workclass=Local-gov 3.176070861323567 -3.0297761573682522 workclass=State-gov -0.2534027121418995 0.6908266858637492 workclass=Without-pay 0.7429849957470694 -0.7824240642924226 workclass=Never-worked -0.7031977631419788 -1.7801962366155069 fnlwgt 0.1362890333431236 0.3455917191958703 education=Bachelors 0.48006710641773853 0.4110277173023582 education=Some-college 2.8133879771985875 -0.3918516838722514 education=11th 1.1005522944450277 -0.517493492355332 education=HS-grad -2.6368867414265758 -2.0050925909993045 education=Prof-school 1.3340214208593293 -1.5107192947485946 education=Assoc-acdm -2.1916838031418693 1.4124216741209574 education=Assoc-voc 1.8417138710180094 0.039547661781672995 education=9th -0.40628726874787846 -1.48178759641326 education=7th-8th -0.02590093439264022 -0.25021945427953823 education=12th 1.0398679693928876 0.24233016196382406 education=Masters 0.5152750992402021 0.8245555696254276 education=1st-4th 1.5726110456267082 -0.09612797265340053 education=10th -1.2155891373184136 -1.8651745382308962 education=Doctorate 0.9513885013202809 0.6810538336943005 education=5th-6th 0.2438309606847235 -0.10018149982918126 education=Preschool -2.47019299699034 -1.1013083390392757 education-num -3.974789120848744 2.278708476298793 marital-status=Married-civ-spouse 0.8901554915447064 -1.099606269358051 marital-status=Divorced 1.6191915069647453 -1.332374593071654 marital-status=Never-married 1.1624003122201354 -0.08307179175350982 marital-status=Separated 1.7261119927023134 1.1262025715240847 marital-status=Widowed 0.8900659762665769 -0.30958001471881114 marital-status=Married-spouse-absent 0.45074059914253806 -0.33021578584346956 marital-status=Married-AF-spouse 1.459474770161254 -0.9066927611648204 occupation=Tech-support 1.6590386052831547 -1.0067986954814654 occupation=Craft-repair 0.6205527323846792 0.10057383149534514 occupation=Other-service 2.3681250532328804 -2.3115370614909496 occupation=Sales -3.3553742987673174 1.7849973752286783 occupation=Exec-managerial -2.4830699839903114 2.407358236840449 occupation=Prof-specialty 1.3975635313621888 0.7679169540334464 occupation=Handlers-cleaners 0.6738064302281365 0.06452362950321404 occupation=Machine-op-inspct -0.6626416965724562 1.903421149837963 occupation=Adm-clerical 0.6102556524901973 1.1892822334355024 occupation=Farming-fishing 2.050634704542461 0.3446000111519213 occupation=Transport-moving 0.5377548503220054 0.2599506301753339 occupation=Priv-house-serv -1.4293343547903006 -1.307977149797589 occupation=Protective-serv 0.3565583201119831 -0.6986088163557516 occupation=Armed-Forces -1.2284273066954514 0.8154530444621013 relationship=Wife 3.314892951022239 -0.12274367279664676 relationship=Own-child -0.39749100461325404 0.49055335080505524 relationship=Husband 0.5683379828491648 0.5482932615488265 relationship=Not-in-family -0.365179963235015 0.16032444322105002 relationship=Other-relative 1.425532429492488 -1.376348512882294 relationship=Unmarried -0.6022631425137974 -0.02391589372850188 race=White 0.9291460595227246 -2.634525545940009 race=Asian-Pac-Islander 0.7299755922509606 0.7287308327636302 race=Amer-Indian-Eskimo 1.111454191767012 1.3857771504373673 race=Other -0.2850161041720569 -0.4905970176261085 race=Black 0.941547904595297 -0.6993285491138286 sex -1.1367284716651476 0.3578982746345303 capital-gain -2.1257889284559464 -4.462642462814579 capital-loss -1.6832489498747816 -0.37571114747636203 hours-per-week 0.5648922825901381 -1.161585079310798 native-country=United-States -2.0319632155144727 -1.882066690133194 native-country=Cambodia 0.8776783006680237 1.3303545983728926 native-country=England 2.4395953599543008 -0.12348072093593612 native-country=Puerto-Rico -1.315251267492648 -0.7611878623938967 native-country=Canada 0.7467543617121937 -0.6167462196642177 native-country=Germany 0.41615719863495354 0.14977646116400975 native-country=Outlying-US(Guam-USVI-etc) -0.4270017585516338 -1.3876339350408655 native-country=India -0.5252265967748572 -0.6025975737682466 native-country=Japan -0.7014655290700559 0.45591761812291326 native-country=Greece -2.2185595554272965 -0.0920460634220737 native-country=South -0.7977121255517129 0.11342015704441989 native-country=China 0.33224700173659183 2.0906356363803873 native-country=Cuba -0.28339799478095334 -1.8086768636118105 native-country=Iran 0.8966653790008853 -0.7404499111907507 native-country=Honduras 1.6719996612931638 1.2921259962461105 native-country=Philippines 0.07745473122471229 0.8683089759683003 native-country=Italy 0.76946772112076 1.798484967214881 native-country=Poland -0.5406615799583404 -0.8388686452933819 native-country=Jamaica -0.5135728452078964 -1.012799896682158 native-country=Vietnam -1.3302446055050328 -0.4870277134553461 native-country=Mexico 1.141033133132758 1.3838463112846249 native-country=Portugal 0.5628945670017215 -0.042292041717890146 native-country=Ireland -0.5846818668302205 0.2856676957771582 native-country=France -0.4600371066890055 0.47716020172611673 native-country=Dominican-Republic 1.3615915722451852 0.5451422771927901 native-country=Laos 1.442012986747995 -0.48362492704793203 native-country=Ecuador -0.7887209381720691 -0.45764812741818045 native-country=Taiwan -0.3017666424650807 -0.9094490659103803 native-country=Haiti 0.7830005845642478 0.28428603428971333 native-country=Columbia -0.5900720159613867 -0.04963871570989418 native-country=Hungary 0.5029932864297061 -0.6389436020184723 native-country=Guatemala -0.38787885034833575 0.012318389824550628 native-country=Nicaragua 0.4443813546548608 -0.13975324227461963 native-country=Scotland 0.7872398236375492 0.2842190749730693 native-country=Thailand -0.3028742718617567 -0.9311112325537273 native-country=Yugoslavia -0.5829378732240383 -0.036836276591869624 native-country=El-Salvador 0.08830434578009291 0.966946230116888 native-country=Trinadad&Tobago -0.7614188901903364 0.19422055721919793 native-country=Peru -0.7060992260350772 0.4095643475388782 native-country=Hong -0.633165034093694 0.12054154814668912 native-country=Holand-Netherlands Hidden Weights: -5.873770714891445 5.8737309453017765 -6.271274668699471 6.2712102490227375 >50K <=50K Error sum for iteration 4800 = 58.38745651405192 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.913031796009731 -0.17435884731301374 age 0.4217876576056505 0.9504615598395053 workclass=Private -1.7021048912606613 3.980291618173637 workclass=Self-emp-not-inc -0.21131401942313371 -1.6980320279894654 workclass=Self-emp-inc -0.5766440936680082 -0.8124678546698092 workclass=Federal-gov 0.7089227028135793 0.9155918988923294 workclass=Local-gov 3.1960940804166524 -3.035543847897706 workclass=State-gov -0.25114866024865357 0.6896918917204526 workclass=Without-pay 0.7452390476403227 -0.7835588584357192 workclass=Never-worked -0.7239965694469365 -1.8150823190972882 fnlwgt 0.15798598360688626 0.33014034183382235 education=Bachelors 0.4990174711544038 0.3988094330327184 education=Some-college 2.8278437728095063 -0.3971727471786377 education=11th 1.126046287987979 -0.5454854559204405 education=HS-grad -2.65268294797485 -2.006680714099768 education=Prof-school 1.3482648976541056 -1.5250144744356333 education=Assoc-acdm -2.2240941069060867 1.447668335360914 education=Assoc-voc 1.84821853109412 0.03814612129192541 education=9th -0.4130318287440497 -1.4597017539582118 education=7th-8th -0.02693315818841237 -0.2563597935212556 education=12th 1.020734204233362 0.240087807768557 education=Masters 0.5154081469512991 0.8207751230153296 education=1st-4th 1.5783580585602293 -0.09421166344974984 education=10th -1.207981814376357 -1.8687531229048056 education=Doctorate 0.9635123144182588 0.6896690428935196 education=5th-6th 0.24608882767675794 -0.10127132486454034 education=Preschool -2.4725624217621056 -1.1246814571259993 education-num -4.002164561901674 2.293777097931769 marital-status=Married-civ-spouse 0.9107884886357893 -1.122954712753742 marital-status=Divorced 1.6423823311249646 -1.3437072891225363 marital-status=Never-married 1.1659153686912151 -0.08270597748689434 marital-status=Separated 1.7373869998767422 1.135963146549414 marital-status=Widowed 0.8897701125554721 -0.31671079516324696 marital-status=Married-spouse-absent 0.4536087974085647 -0.3306207890267938 marital-status=Married-AF-spouse 1.5264167688200108 -0.9772783222362345 occupation=Tech-support 1.6841506562345543 -1.0296342001941088 occupation=Craft-repair 0.6071738880749784 0.13249673293875344 occupation=Other-service 2.3824690412206526 -2.33160772462385 occupation=Sales -3.407729202857931 1.8240997597458557 occupation=Exec-managerial -2.508882097721865 2.43695852483789 occupation=Prof-specialty 1.408490790062473 0.7621035755449588 occupation=Handlers-cleaners 0.6973714657651715 0.03298500012340269 occupation=Machine-op-inspct -0.6858549763647948 1.9389781800949604 occupation=Adm-clerical 0.6082771974078188 1.2019474536797892 occupation=Farming-fishing 2.08555277447344 0.3264989802190216 occupation=Transport-moving 0.5400089022152587 0.25881583603204306 occupation=Priv-house-serv -1.4433366091375646 -1.310591120871412 occupation=Protective-serv 0.35882485945775866 -0.6997285790320464 occupation=Armed-Forces -1.2618753192459036 0.8568997743105731 relationship=Wife 3.3286056103579624 -0.1253679045316445 relationship=Own-child -0.3988635363302275 0.47593500142837564 relationship=Husband 0.5602204784542375 0.5662871051311525 relationship=Not-in-family -0.34785074430842394 0.14864882001499843 relationship=Other-relative 1.468985326398021 -1.4227580000014308 relationship=Unmarried -0.6057155343227563 -0.018144975541804675 race=White 0.9595360239794041 -2.6476645888107124 race=Asian-Pac-Islander 0.7326392029631044 0.7280413687126811 race=Amer-Indian-Eskimo 1.1129118729078626 1.3807336749999892 race=Other -0.28677229406052634 -0.4922482773164895 race=Black 0.9358779896708932 -0.6628093779428075 sex -1.1627643555537772 0.376939084544607 capital-gain -2.154868495755692 -4.520195278531465 capital-loss -1.7630655565816724 -0.3422174561988774 hours-per-week 0.5859947136490607 -1.1736802426765618 native-country=United-States -2.033818402362685 -1.889488316714821 native-country=Cambodia 0.8902658402622311 1.3332244882454845 native-country=England 2.440591372411401 -0.1285693440481019 native-country=Puerto-Rico -1.3138363182428736 -0.7698779569998977 native-country=Canada 0.7470912098088112 -0.6219951316540777 native-country=Germany 0.4184112505281995 0.1486416670207224 native-country=Outlying-US(Guam-USVI-etc) -0.45415260194466867 -1.3896241681160002 native-country=India -0.5229725448816039 -0.6037323679115432 native-country=Japan -0.6992114771768027 0.45478282397962244 native-country=Greece -2.2362076464471072 -0.09607461322424288 native-country=South -0.7954580736584597 0.11228536290112975 native-country=China 0.3354076065529289 2.090476922573853 native-country=Cuba -0.28116487349961394 -1.8247627939905384 native-country=Iran 0.8989268041767949 -0.7388749218714734 native-country=Honduras 1.6809213983122957 1.2948739204288608 native-country=Philippines 0.07971029308289042 0.8673156962571297 native-country=Italy 0.7903119678055277 1.8108897422247947 native-country=Poland -0.5384546498986309 -0.8408822056104844 native-country=Jamaica -0.5113187933146431 -1.0139346908254339 native-country=Vietnam -1.3264030274866754 -0.4840530750587567 native-country=Mexico 1.1439720770949775 1.383553690461228 native-country=Portugal 0.5651486188949747 -0.04342683586117859 native-country=Ireland -0.5818069139232896 0.28506637304295146 native-country=France -0.45780510469621105 0.4757792303233216 native-country=Dominican-Republic 1.366377753390916 0.5467562169555505 native-country=Laos 1.4573493700194822 -0.4778932813944168 native-country=Ecuador -0.7855313481217076 -0.4560163266040314 native-country=Taiwan -0.2995067871226884 -0.9105781964291078 native-country=Haiti 0.7848989174143614 0.2828480665371681 native-country=Columbia -0.5878179640681335 -0.05077350985318262 native-country=Hungary 0.5052473383229593 -0.6400783961617689 native-country=Guatemala -0.3856247984550898 0.011183595681261493 native-country=Nicaragua 0.44663540654810674 -0.14088803641790698 native-country=Scotland 0.7905992809059005 0.2840111500233975 native-country=Thailand -0.30062021996851074 -0.9322460266970238 native-country=Yugoslavia -0.5806846717533619 -0.03810425554753838 native-country=El-Salvador 0.0905583976733408 0.9658114359735914 native-country=Trinadad&Tobago -0.7591648382970831 0.19308576307591058 native-country=Peru -0.703845174141824 0.4084295533955874 native-country=Hong -0.6309109822004407 0.11940675400339898 native-country=Holand-Netherlands Hidden Weights: -5.907379460572019 5.907343466649099 -6.3166117154980315 6.316553454863622 >50K <=50K Error sum for iteration 4900 = 58.02141908685807 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9176043150800696 -0.17483470031585896 age 0.4175753585105603 0.9528073225470267 workclass=Private -1.7051581643756957 4.013002724269764 workclass=Self-emp-not-inc -0.22037580757583058 -1.7138735301337125 workclass=Self-emp-inc -0.5199780183792151 -0.8515385355581117 workclass=Federal-gov 0.6817871811675441 0.9260734403034536 workclass=Local-gov 3.2147328251105454 -3.0409687495063107 workclass=State-gov -0.24887423610766649 0.6886348435471517 workclass=Without-pay 0.7475134717812971 -0.7846159066090201 workclass=Never-worked -0.7455535426865741 -1.848243374005428 fnlwgt 0.17968847955018308 0.3149486966840905 education=Bachelors 0.5187609060543177 0.385979284505228 education=Some-college 2.8422414346152998 -0.4023105862896247 education=11th 1.151652440369322 -0.5727420501499436 education=HS-grad -2.6667286177520064 -2.0085105266893106 education=Prof-school 1.3620036364995496 -1.537622036006938 education=Assoc-acdm -2.2559686473364655 1.4832634418518584 education=Assoc-voc 1.8540495617314328 0.03639267154106322 education=9th -0.4196012136983375 -1.4371603109549325 education=7th-8th -0.02782979762543644 -0.26234465549846164 education=12th 1.0002141971837588 0.237088352797795 education=Masters 0.5157100144213859 0.8172907983924513 education=1st-4th 1.5834080864445563 -0.092782359910325 education=10th -1.200483456819036 -1.8724647106773151 education=Doctorate 0.9758549670277843 0.6985117964536363 education=5th-6th 0.2483688286746817 -0.10226180734480868 education=Preschool -2.4744265387734843 -1.1479043894437064 education-num -4.027443735863977 2.3067390605781224 marital-status=Married-civ-spouse 0.9323008345282778 -1.143815225024442 marital-status=Divorced 1.6637738149527423 -1.3538944456079594 marital-status=Never-married 1.169417238408443 -0.0822040713318955 marital-status=Separated 1.7479240463553807 1.1450800835020973 marital-status=Widowed 0.8893342820806978 -0.32377586634347594 marital-status=Married-spouse-absent 0.4564974180442353 -0.33094457744406136 marital-status=Married-AF-spouse 1.594445008345218 -1.0507673909074036 occupation=Tech-support 1.708703584247497 -1.0517153384833264 occupation=Craft-repair 0.5929175453325704 0.16474788631666196 occupation=Other-service 2.395561126232461 -2.349768758142726 occupation=Sales -3.458610063826031 1.8617552437380043 occupation=Exec-managerial -2.5335379425486275 2.4676862470132175 occupation=Prof-specialty 1.4192862861634168 0.7561224960073961 occupation=Handlers-cleaners 0.7194143059531988 0.0036741162168061965 occupation=Machine-op-inspct -0.7093572369180458 1.974342119035691 occupation=Adm-clerical 0.6067681116874868 1.2144849838502787 occupation=Farming-fishing 2.1205507707208486 0.30803288462583545 occupation=Transport-moving 0.5422833263562331 0.257758787858735 occupation=Priv-house-serv -1.4565646741206253 -1.3127929805084246 occupation=Protective-serv 0.3611106411261461 -0.700771260174435 occupation=Armed-Forces -1.2952268962934044 0.8972513131893407 relationship=Wife 3.341461237017471 -0.128325199568657 relationship=Own-child -0.39967132183105386 0.46181089535612363 relationship=Husband 0.552371190302597 0.5846018820686836 relationship=Not-in-family -0.3287086257357043 0.1361833607276522 relationship=Other-relative 1.510838169839597 -1.4666761298473328 relationship=Unmarried -0.6091780798581179 -0.013215737393453095 race=White 0.9902344803610245 -2.6607046256074853 race=Asian-Pac-Islander 0.7349507170736509 0.7270856603724681 race=Amer-Indian-Eskimo 1.114350759269355 1.3758041865290076 race=Other -0.28819109154598904 -0.4919939081098411 race=Black 0.9290927194320072 -0.6272994352068821 sex -1.1892220733235552 0.39606860878561967 capital-gain -2.1842139200844963 -4.57636040642299 capital-loss -1.845563222773169 -0.30949427061347107 hours-per-week 0.6073654359845605 -1.1856205980328869 native-country=United-States -2.035538748513491 -1.8965287095063286 native-country=Cambodia 0.9024874435066628 1.3359385428151396 native-country=England 2.4413616566630294 -0.13382580251498946 native-country=Puerto-Rico -1.312321969888987 -0.7779823461789711 native-country=Canada 0.7475055971921405 -0.6271424427094351 native-country=Germany 0.42068567466918666 0.14758461884742052 native-country=Outlying-US(Guam-USVI-etc) -0.4803926921600219 -1.3915018904692198 native-country=India -0.5206981207406295 -0.6047894160848442 native-country=Japan -0.6969370530358282 0.4537257758063144 native-country=Greece -2.253467573358235 -0.09986657015626882 native-country=South -0.7931836495174852 0.1112283147278246 native-country=China 0.338556960958386 2.0903494097659694 native-country=Cuba -0.27885091639434656 -1.8401538518528024 native-country=Iran 0.901207966357938 -0.7371602782983494 native-country=Honduras 1.6893848795379423 1.2974417055562477 native-country=Philippines 0.08198619913406902 0.8664020838769775 native-country=Italy 0.810994349635583 1.8231586524852377 native-country=Poland -0.5362267252455292 -0.8428251882377638 native-country=Jamaica -0.5090443691736687 -1.0149917389987249 native-country=Vietnam -1.322190625386954 -0.4809191184264321 native-country=Mexico 1.147072686735817 1.3834903670970622 native-country=Portugal 0.5674230430359491 -0.0444838840344834 native-country=Ireland -0.5789377390974645 0.2845198575036612 native-country=France -0.45555163174264307 0.4744841417748503 native-country=Dominican-Republic 1.3707619749418132 0.5479907253366734 native-country=Laos 1.4723912546352 -0.472095978245864 native-country=Ecuador -0.7823291199045138 -0.45420590121983284 native-country=Taiwan -0.29722698625275085 -0.9116299077220863 native-country=Haiti 0.7868265524342999 0.28150592383185963 native-country=Columbia -0.585543539927159 -0.05183055802648743 native-country=Hungary 0.5075217624639338 -0.6411354443350699 native-country=Guatemala -0.3833503743141026 0.010126547507956643 native-country=Nicaragua 0.4489098306890939 -0.14194508459120886 native-country=Scotland 0.793919623328577 0.28387345925279517 native-country=Thailand -0.2983457958275236 -0.9333030748703248 native-country=Yugoslavia -0.5784111729193832 -0.03931525648381533 native-country=El-Salvador 0.09283282181433063 0.9647543878002904 native-country=Trinadad&Tobago -0.7568904141561087 0.1920287149026087 native-country=Peru -0.7015707500008496 0.40737250522227936 native-country=Hong -0.6286365580594663 0.11834970583009383 native-country=Holand-Netherlands Hidden Weights: -5.94069008458075 5.940657455319233 -6.359649015486402 6.359596265989409 >50K <=50K Error sum for iteration 5000 = 57.66025882820654 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9236541553939249 -0.17516717099897974 age 0.41235171502248835 0.9567180894015177 workclass=Private -1.7055849808612342 4.044446578253516 workclass=Self-emp-not-inc -0.2290475642519043 -1.728601965104152 workclass=Self-emp-inc -0.4613657871312757 -0.8930108765054632 workclass=Federal-gov 0.651952019470394 0.9383341814718693 workclass=Local-gov 3.2324395466248403 -3.0460555594645196 workclass=State-gov -0.24657698079227774 0.6876582561279265 workclass=Without-pay 0.7498107270966806 -0.7855924940282453 workclass=Never-worked -0.7676994936682588 -1.879827381481889 fnlwgt 0.20068737630461936 0.3002395032438706 education=Bachelors 0.5395661511008595 0.37246008655433577 education=Some-college 2.8566193691588646 -0.4072743027162008 education=11th 1.1773274980058819 -0.599168230761296 education=HS-grad -2.6790277701715044 -2.0106626874241593 education=Prof-school 1.3756357136829493 -1.5484601143621963 education=Assoc-acdm -2.2875477300139706 1.519122639074986 education=Assoc-voc 1.8592460779404207 0.03429521783271229 education=9th -0.42579410619966684 -1.4141290946585847 education=7th-8th -0.028597727845988196 -0.26819330176824047 education=12th 0.9785809444261098 0.23333078729912113 education=Masters 0.5161951147890059 0.814112558209399 education=1st-4th 1.5878114064130318 -0.09180400174702041 education=10th -1.1931804607441867 -1.876287302328499 education=Doctorate 0.9882799863593277 0.7074097116947838 education=5th-6th 0.2506731037044122 -0.10315356750035493 education=Preschool -2.4759096210199703 -1.1708593503672784 education-num -4.051054984039779 2.3177410438628456 marital-status=Married-civ-spouse 0.9549416632837736 -1.1619669529301677 marital-status=Divorced 1.6835557167737913 -1.3632253490868256 marital-status=Never-married 1.1729095965083145 -0.08157131472257145 marital-status=Separated 1.757729575123003 1.1535218603797903 marital-status=Widowed 0.8887778166655326 -0.33077253649829746 marital-status=Married-spouse-absent 0.45940334392194343 -0.3311906039650308 marital-status=Married-AF-spouse 1.6622164274172195 -1.1269362554777667 occupation=Tech-support 1.733170893593897 -1.073215554015523 occupation=Craft-repair 0.5778163572798707 0.19734966246937227 occupation=Other-service 2.4080078992275316 -2.366267297843862 occupation=Sales -3.508305915135936 1.8977983228177695 occupation=Exec-managerial -2.556777456355126 2.499481260791173 occupation=Prof-specialty 1.42990393653268 0.7499653922571974 occupation=Handlers-cleaners 0.7401555014007307 -0.023285190107340255 occupation=Machine-op-inspct -0.7332118398180152 2.009569157038589 occupation=Adm-clerical 0.6057022934640537 1.2270248773816226 occupation=Farming-fishing 2.1557283283265916 0.289374078385603 occupation=Transport-moving 0.5445805816716166 0.25678220043949607 occupation=Priv-house-serv -1.4688948373923452 -1.3146024190150738 occupation=Protective-serv 0.3634182354772802 -0.7017341218983232 occupation=Armed-Forces -1.3288761083512204 0.936450914597633 relationship=Wife 3.353637219500888 -0.13156267582241143 relationship=Own-child -0.4000452550941191 0.44831808079551505 relationship=Husband 0.5451992427174381 0.6035124581507022 relationship=Not-in-family -0.30777574973948296 0.12288755413665517 relationship=Other-relative 1.5510859786813662 -1.5084324338016533 relationship=Unmarried -0.6129557070495631 -0.009264956576690056 race=White 1.0212981657982403 -2.673734430748263 race=Asian-Pac-Islander 0.7369272630998183 0.7258648819090858 race=Amer-Indian-Eskimo 1.1157785506088982 1.3709840063105958 race=Other -0.28901716805750544 -0.48956956155417564 race=Black 0.9209802799970455 -0.5929811054263343 sex -1.2161308855668151 0.4152493312333083 capital-gain -2.2135348624035385 -4.631248860773533 capital-loss -1.9302301550909768 -0.2775127090284579 hours-per-week 0.6290352421687528 -1.1973511204512235 native-country=United-States -2.0371606481543694 -1.9032396036692116 native-country=Cambodia 0.9143623544874295 1.3385275578950564 native-country=England 2.441951847025159 -0.13920170048193645 native-country=Puerto-Rico -1.310711605664556 -0.7855109949610131 native-country=Canada 0.7479960772428655 -0.6321979911836108 native-country=Germany 0.4229829299845763 0.1466080314281779 native-country=Outlying-US(Guam-USVI-etc) -0.5058622175725527 -1.3932699169043823 native-country=India -0.518400865425246 -0.6057660035040693 native-country=Japan -0.6946397977204447 0.45274918838707545 native-country=Greece -2.2703260492787067 -0.10342888256905083 native-country=South -0.7908863942021017 0.11025172730858557 native-country=China 0.3417351122037307 2.090301311323107 native-country=Cuba -0.27645661925549886 -1.854854297739453 native-country=Iran 0.9035113875283947 -0.7353009554030921 native-country=Honduras 1.6974308243655907 1.2998568081915787 native-country=Philippines 0.08428490885872209 0.8655706542698112 native-country=Italy 0.8315857566134414 1.8353508717599076 native-country=Poland -0.5339757781111668 -0.8447051834732676 native-country=Jamaica -0.5067471138582852 -1.0159683264179866 native-country=Vietnam -1.317690578336883 -0.47776095867642726 native-country=Mexico 1.1503292708840902 1.3836487235980506 native-country=Portugal 0.5697202983513326 -0.045460471453723325 native-country=Ireland -0.5760703093235242 0.2840337847278367 native-country=France -0.45327453210061525 0.47327495006079306 native-country=Dominican-Republic 1.3747732810135753 0.5488759215677151 native-country=Laos 1.487179865486683 -0.4662149834642278 native-country=Ecuador -0.7791153281815185 -0.4522227809542704 native-country=Taiwan -0.29492472488580174 -0.9126014243296847 native-country=Haiti 0.788784518191103 0.28026140913103514 native-country=Columbia -0.5832462846117755 -0.05280714544572736 native-country=Hungary 0.5098190177793173 -0.642112031754295 native-country=Guatemala -0.38105311899871297 0.009149960088716673 native-country=Nicaragua 0.45120708600448356 -0.14292167201045147 native-country=Scotland 0.7972062382581983 0.2838065059232454 native-country=Thailand -0.2960485405121339 -0.93427966228955 native-country=Yugoslavia -0.5761149325579613 -0.04047064720007309 native-country=El-Salvador 0.0951300771297174 0.9637778003810653 native-country=Trinadad&Tobago -0.7545931588407252 0.19105212748336609 native-country=Peru -0.6992734946854661 0.4063959178030404 native-country=Hong -0.6263393027440828 0.1173731184108548 native-country=Holand-Netherlands Hidden Weights: -5.9740001300495855 5.973970505456603 -6.400592557381178 6.400544753490274 >50K <=50K Error sum for iteration 5100 = 57.276582099701194 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9310861019662189 -0.17537435395555503 age 0.40690210624819445 0.9620325995725779 workclass=Private -1.7030831902794155 4.074688294727833 workclass=Self-emp-not-inc -0.23711920524731842 -1.742270403448884 workclass=Self-emp-inc -0.40401034101206484 -0.9366322599480401 workclass=Federal-gov 0.6204945533935714 0.9523024827807866 workclass=Local-gov 3.249958543028792 -3.0507831897809137 workclass=State-gov -0.24426287241667324 0.6867659044029735 workclass=Without-pay 0.7521248354722965 -0.7864848457531983 workclass=Never-worked -0.7901993975624559 -1.9100834830534914 fnlwgt 0.22004902636771206 0.28641110439124695 education=Bachelors 0.5616338661121099 0.35820313648032726 education=Some-college 2.871003142664343 -0.4120753126735934 education=11th 1.2028955857301402 -0.6246233746337687 education=HS-grad -2.6896621504502205 -2.013219313649445 education=Prof-school 1.3896215976169959 -1.5575693372861164 education=Assoc-acdm -2.3191486901572995 1.5550714846931886 education=Assoc-voc 1.863881591309758 0.03189255964863573 education=9th -0.4314271378930879 -1.3905971522611673 education=7th-8th -0.029247541436935733 -0.27392360118171916 education=12th 0.9564670708996114 0.2287778344355961 education=Masters 0.5168694009017876 0.8112521518663531 education=1st-4th 1.5916199698159015 -0.09122551920499415 education=10th -1.1861727155056845 -1.8801951982558285 education=Doctorate 1.0006351373354405 0.7161876955374232 education=5th-6th 0.2529953946139519 -0.10394569866231042 education=Preschool -2.477144103483136 -1.19342568114243 education-num -4.073520430674717 2.327072593715257 marital-status=Married-civ-spouse 0.9788838311974507 -1.177146060301188 marital-status=Divorced 1.7019896291878305 -1.3721702064924042 marital-status=Never-married 1.176386848081328 -0.08081071422656781 marital-status=Separated 1.7668057370384598 1.1612630977373026 marital-status=Widowed 0.8881141227311594 -0.33769601664215637 marital-status=Married-spouse-absent 0.46231461630895315 -0.33136182262485503 marital-status=Married-AF-spouse 1.727597968313076 -1.2048864378379776 occupation=Tech-support 1.7580493444943033 -1.0943072112903633 occupation=Craft-repair 0.5618701776892836 0.23031066766934113 occupation=Other-service 2.420632135971247 -2.3815781088485024 occupation=Sales -3.5570411617783333 1.931932041218184 occupation=Exec-managerial -2.5783157116030524 2.532175173216801 occupation=Prof-specialty 1.4402811061590333 0.7436242936127133 occupation=Handlers-cleaners 0.7598449041906151 -0.047846252570047175 occupation=Machine-op-inspct -0.7573277626216023 2.0446038495645875 occupation=Adm-clerical 0.6051060634422999 1.2396977286702908 occupation=Farming-fishing 2.191239986729969 0.270704562243876 occupation=Transport-moving 0.5468946900472325 0.2558898487145399 occupation=Priv-house-serv -1.4801527354222677 -1.3160344109294329 occupation=Protective-serv 0.3657417843415238 -0.7026133681600025 occupation=Armed-Forces -1.3632275853904254 0.9744589841186422 relationship=Wife 3.3653128866505244 -0.1350021642132965 relationship=Own-child -0.4002022478019775 0.43564732451231614 relationship=Husband 0.5392942128800384 0.623161618843041 relationship=Not-in-family -0.28509718051226424 0.10877470603034926 relationship=Other-relative 1.5895427591473774 -1.5483594953839699 relationship=Unmarried -0.6173782366317961 -0.006349368326814698 race=White 1.0526198678216692 -2.686858366561132 race=Asian-Pac-Islander 0.73856716137881 0.7243708466109832 race=Amer-Indian-Eskimo 1.117194435783915 1.3662714000325085 race=Other -0.28888871506992697 -0.48475514483935717 race=Black 0.9114102484752896 -0.5601280182242389 sex -1.2434568098139374 0.434459882666405 capital-gain -2.242572109385235 -4.684981517884696 capital-loss -2.015972445342696 -0.2463555463007467 hours-per-week 0.6509588220607212 -1.208782836536222 native-country=United-States -2.0387307966763393 -1.909674391078008 native-country=Cambodia 0.9258918199492059 1.3410175373365514 native-country=England 2.442402979587195 -0.14464437939793892 native-country=Puerto-Rico -1.3090168468989825 -0.7924779556461465 native-country=Canada 0.7485534421119726 -0.6371706725418966 native-country=Germany 0.4252970383601787 0.14571567970322266 native-country=Outlying-US(Guam-USVI-etc) -0.5306266479875098 -1.3949277797148567 native-country=India -0.5160867570496301 -0.6066583552290223 native-country=Japan -0.6923256893448289 0.4518568366621193 native-country=Greece -2.286832707830968 -0.10677306771169622 native-country=South -0.7885722858264859 0.10935937558363036 native-country=China 0.34497936237992044 2.090389302892879 native-country=Cuba -0.2739914375065412 -1.8688692495948307 native-country=Iran 0.9058311464245707 -0.7332907718400926 native-country=Honduras 1.7050914862703281 1.3021461619401762 native-country=Philippines 0.0866004446518667 0.8648250496296235 native-country=Italy 0.8521714812083555 1.8475463262047187 native-country=Poland -0.5317081820205993 -0.8465303175735848 native-country=Jamaica -0.5044330054826693 -1.0168606781429184 native-country=Vietnam -1.3130196911234826 -0.4747284954018029 native-country=Mexico 1.1537213131238777 1.3840159940317394 native-country=Portugal 0.5720344067269485 -0.0463528231786802 native-country=Ireland -0.5732096850064948 0.28361444378538786 native-country=France -0.45098003950483134 0.47215293563877736 native-country=Dominican-Republic 1.378425751976832 0.5494365043168836 native-country=Laos 1.5017360211444324 -0.4602354679447767 native-country=Ecuador -0.7758987507563235 -0.450071554232999 native-country=Taiwan -0.292605938741113 -0.9134889209065877 native-country=Haiti 0.7907657240388857 0.2791175402569225 native-country=Columbia -0.5809321762361597 -0.05369949717068423 native-country=Hungary 0.5121331261549331 -0.643004383479248 native-country=Guatemala -0.3787390106231106 0.008257608363760244 native-country=Nicaragua 0.4535211943800859 -0.14381402373540672 native-country=Scotland 0.8004559160296824 0.2838118071248074 native-country=Thailand -0.29373443213653155 -0.935172014014503 native-country=Yugoslavia -0.5738019412295859 -0.04157064469812381 native-country=El-Salvador 0.09744418550531875 0.9628854486561123 native-country=Trinadad&Tobago -0.7522790504651093 0.19015977575841084 native-country=Peru -0.6969593863098502 0.40550356607808424 native-country=Hong -0.6240251943684669 0.11648076668589959 native-country=Holand-Netherlands Hidden Weights: -6.007547601811559 6.007520664757597 -6.439640624485698 6.439597268229823 >50K <=50K Error sum for iteration 5200 = 56.856524485968606 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9397610963397905 -0.1755277487771135 age 0.40189390528912045 0.9684058482321646 workclass=Private -1.6974209542200298 4.103682587380373 workclass=Self-emp-not-inc -0.24445118225415652 -1.7549234296823208 workclass=Self-emp-inc -0.35124335406324464 -0.9817164430104705 workclass=Federal-gov 0.5887281317310323 0.967727873767558 workclass=Local-gov 3.2680998977583995 -3.0551211436066694 workclass=State-gov -0.24194401683743363 0.6859600307727857 workclass=Without-pay 0.7544436910515404 -0.7872907193833861 workclass=Never-worked -0.8128406266463615 -1.9393743939332442 fnlwgt 0.23705364878886717 0.2738862522133591 education=Bachelors 0.5849886308294585 0.3432359354021319 education=Some-college 2.885405818331149 -0.4167270056067037 education=11th 1.228050763862673 -0.6488798004877755 education=HS-grad -2.6987972588807496 -2.0162641410015305 education=Prof-school 1.4043538720981672 -1.5651428345488039 education=Assoc-acdm -2.351132139165307 1.5908546313149892 education=Assoc-voc 1.8680514897420868 0.0292440598194977 education=9th -0.43637712672992246 -1.3666066763454665 education=7th-8th -0.029791222893845084 -0.2795531815464653 education=12th 0.9347081559598194 0.22342051990718145 education=Masters 0.5177336214906237 0.8087217316381345 education=1st-4th 1.5948900858049269 -0.09098315912241804 education=10th -1.1795551759620868 -1.8841595849219255 education=Doctorate 1.0127595634058109 0.7246719903684561 education=5th-6th 0.25532335514466276 -0.10463824496336883 education=Preschool -2.47819226720267 -1.215504590726578 education-num -4.095306054229205 2.3351619290581933 marital-status=Married-civ-spouse 1.0041783216101212 -1.1891040329826974 marital-status=Divorced 1.719314532442892 -1.3813668657061868 marital-status=Never-married 1.1798366525789898 -0.07992519547942241 marital-status=Separated 1.7751655187993303 1.1682994585958748 marital-status=Widowed 0.887354640587088 -0.3445401473312125 marital-status=Married-spouse-absent 0.46521357576982597 -0.33146237944198437 marital-status=Married-AF-spouse 1.788468780599606 -1.2831232492342994 occupation=Tech-support 1.7837086948157719 -1.1151760428409199 occupation=Craft-repair 0.5450425087098824 0.26362124420705413 occupation=Other-service 2.4342298295205556 -2.3964467797029534 occupation=Sales -3.605062003750731 1.963883509535511 occupation=Exec-managerial -2.5978967996814837 2.565563645487847 occupation=Prof-specialty 1.4503463129172816 0.7370924241729689 occupation=Handlers-cleaners 0.7787204391932043 -0.07003518068303347 occupation=Machine-op-inspct -0.7814116592435671 2.07923292347839 occupation=Adm-clerical 0.6049945199454723 1.2525939592545352 occupation=Farming-fishing 2.2272396200709417 0.2521653768932385 occupation=Transport-moving 0.5492135456264764 0.25508397508434616 occupation=Priv-house-serv -1.4902274863014544 -1.3171059166273729 occupation=Protective-serv 0.3680693102746849 -0.7034067336154964 occupation=Armed-Forces -1.3986026027241374 1.0112562249173391 relationship=Wife 3.376657672084207 -0.1385474594275002 relationship=Own-child -0.4003696774769383 0.42401556492839043 relationship=Husband 0.5353065467944872 0.6435208626921401 relationship=Not-in-family -0.26074056721245914 0.09394000415757466 relationship=Other-relative 1.6258354516175073 -1.5867864541835577 relationship=Unmarried -0.6226811517815951 -0.004443518752606948 race=White 1.0839175811009094 -2.700180309569342 race=Asian-Pac-Islander 0.7398575433746887 0.7225889869547767 race=Amer-Indian-Eskimo 1.118591541986669 1.3616656797218099 race=Other -0.28742587886786497 -0.47742782863086103 race=Black 0.9003775724996252 -0.5291075004616351 sex -1.2710924814206146 0.45369446034475214 capital-gain -2.271150387372701 -4.737689863495056 capital-loss -2.1013369470368257 -0.21621678826120025 hours-per-week 0.6730471120772837 -1.2198307978786775 native-country=United-States -2.0403017709445037 -1.915887206874496 native-country=Cambodia 0.9370656312372337 1.3434287019265365 native-country=England 2.4427541684681695 -0.1500989338794265 native-country=Puerto-Rico -1.307255354174561 -0.798904264440281 native-country=Canada 0.7491635918738249 -0.6420691793043697 native-country=Germany 0.42761589393942256 0.14490980607303003 native-country=Outlying-US(Guam-USVI-etc) -0.5546955375027793 -1.3964749661234335 native-country=India -0.5137679014703862 -0.6074642288592101 native-country=Japan -0.6900068337655849 0.45105096303192554 native-country=Greece -2.3030942775211614 -0.10991627739590876 native-country=South -0.7862534302472419 0.10855350195343985 native-country=China 0.3483241111187599 2.0906731904273914 native-country=Cuba -0.2714719079089252 -1.8822049698354715 native-country=Iran 0.9081551892908232 -0.7311254022541299 native-country=Honduras 1.712393999965506 1.3043337720099417 native-country=Philippines 0.08892070121885208 0.8641674250842771 native-country=Italy 0.8728386039372404 1.8598311459835892 native-country=Poland -0.5294363630400403 -0.8483112006603234 native-country=Jamaica -0.5021141499034254 -1.0176665517731165 native-country=Vietnam -1.308317095403559 -0.471977379572989 native-country=Mexico 1.157216210535504 1.3845723916248274 native-country=Portugal 0.5743532623061924 -0.047158696808870575 native-country=Ireland -0.5703673288078933 0.2832663452020531 native-country=France -0.44868042102888966 0.4711186857094724 native-country=Dominican-Republic 1.3817270446343977 0.5496959793912862 native-country=Laos 1.516061897110946 -0.45414957334151446 native-country=Ecuador -0.7726934898316953 -0.44775874054649695 native-country=Taiwan -0.29028270181510096 -0.9142901153237896 native-country=Haiti 0.7927572742909759 0.2780758263215036 native-country=Columbia -0.5786133206569157 -0.05450537080087461 native-country=Hungary 0.514451981734177 -0.6438102571094358 native-country=Guatemala -0.3764201550438667 0.007451734733569424 native-country=Nicaragua 0.4558400499593298 -0.14461989736559935 native-country=Scotland 0.8036591602036105 0.28388922993544796 native-country=Thailand -0.29141557655728767 -0.9359778876446908 native-country=Yugoslavia -0.5714843126147272 -0.04261629127261139 native-country=El-Salvador 0.0997630410845594 0.9620795750259244 native-country=Trinadad&Tobago -0.7499601948858654 0.1893539021282182 native-country=Peru -0.6946405307306063 0.4046976924478905 native-country=Hong -0.621706338789223 0.11567489305570908 native-country=Holand-Netherlands Hidden Weights: -6.041435233959241 6.0414107041637175 -6.476995426225124 6.476956074381742 >50K <=50K Error sum for iteration 5300 = 56.396013511578914 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9495672396866287 -0.17575801936378704 age 0.3975267989919752 0.9754340873288263 workclass=Private -1.6884347082926123 4.131280460616403 workclass=Self-emp-not-inc -0.2510784421386247 -1.7666104596028398 workclass=Self-emp-inc -0.30524882043435536 -1.027237769255328 workclass=Federal-gov 0.557794013659565 0.984161014226237 workclass=Local-gov 3.2874101570896612 -3.0590553142357275 workclass=State-gov -0.23963240579211043 0.6852397969154248 workclass=Without-pay 0.7567553020968553 -0.788010953240747 workclass=Never-worked -0.8355502123258357 -1.9681387733492304 fnlwgt 0.2515533289234838 0.26289811930969675 education=Bachelors 0.6094666680910888 0.32767733037008007 education=Some-college 2.8998344324580088 -0.4212422574127937 education=11th 1.2524392464299123 -0.671609700591252 education=HS-grad -2.7066586092142857 -2.019881020687194 education=Prof-school 1.420045909415089 -1.5714825565498796 education=Assoc-acdm -2.3838071711721622 1.6261938370573175 education=Assoc-voc 1.8718534426233648 0.026410914332589908 education=9th -0.44060799157017744 -1.3422641724561806 education=7th-8th -0.03023730613575224 -0.28509923012839317 education=12th 0.9140380784649811 0.21733591279542652 education=Masters 0.5187931676606418 0.8065366641721253 education=1st-4th 1.5976879659796615 -0.0910033967303255 education=10th -1.1734025548063862 -1.888144446744015 education=Doctorate 1.0245013398890366 0.7327025286774776 education=5th-6th 0.2576447998775304 -0.10523364587204188 education=Preschool -2.4790135918921634 -1.2370470815535328 education-num -4.116678717414235 2.342494771065732 marital-status=Married-civ-spouse 1.0307686063343 -1.1976625361639242 marital-status=Divorced 1.7356449526452427 -1.3915204763076006 marital-status=Never-married 1.1832464948381043 -0.07891897391082993 marital-status=Separated 1.7828493157381247 1.174662046327233 marital-status=Widowed 0.8865164050148149 -0.3512977424827739 marital-status=Married-spouse-absent 0.4680842960824984 -0.33149782967566843 marital-status=Married-AF-spouse 1.8436456473765603 -1.3599474930435482 occupation=Tech-support 1.8102776943954288 -1.1360162752208027 occupation=Craft-repair 0.5272699573493932 0.29726222520239903 occupation=Other-service 2.4492950771730864 -2.411809018828304 occupation=Sales -3.652739222854626 1.9935858214005175 occupation=Exec-managerial -2.61532147451885 2.599520629656275 occupation=Prof-specialty 1.4600354089996401 0.7303676824914762 occupation=Handlers-cleaners 0.7969802459298166 -0.08991389337531519 occupation=Machine-op-inspct -0.8049983248616109 2.1131045685160363 occupation=Adm-clerical 0.60530922725513 1.2657236194167583 occupation=Farming-fishing 2.2638172706740756 0.23381237304378588 occupation=Transport-moving 0.5515251566717913 0.2543637412269872 occupation=Priv-house-serv -1.499194556863944 -1.3178409395296025 occupation=Protective-serv 0.37038894896778024 -0.7041150304088001 occupation=Armed-Forces -1.4351462919238935 1.0468155498640563 relationship=Wife 3.3878193675141848 -0.14209821216416918 relationship=Own-child -0.4007150468574287 0.41363234212752864 relationship=Husband 0.5337842868250784 0.664428979878587 relationship=Not-in-family -0.23478520822004842 0.078558415179877 relationship=Other-relative 1.6594922703792736 -1.6240216058045387 relationship=Unmarried -0.628932480322099 -0.003470906722633286 race=White 1.1148167082219846 -2.71377814667735 race=Asian-Pac-Islander 0.7407894107154387 0.7205069011869325 race=Amer-Indian-Eskimo 1.1199629856338773 1.3571661064207543 race=Other -0.2843260448472328 -0.4675839846295925 race=Black 0.8879675911121169 -0.5003174863307173 sex -1.2988762769688555 0.4729588289828268 capital-gain -2.2992251419987637 -4.789508769971072 capital-loss -2.184957073919518 -0.18733901763292296 hours-per-week 0.6952162143275382 -1.2304689121153893 native-country=United-States -2.0419245125239676 -1.9219318102313523 native-country=Cambodia 0.9478779562331969 1.3457767869188608 native-country=England 2.4430482530027 -0.15550984878143775 native-country=Puerto-Rico -1.3054445794661989 -0.8048175826917988 native-country=Canada 0.7498142284214466 -0.6469018287640016 native-country=Germany 0.42992750498475246 0.14418957221567166 native-country=Outlying-US(Guam-USVI-etc) -0.5780724023301927 -1.397913889069872 native-country=India -0.5114562904250713 -0.608184462716571 native-country=Japan -0.6876952227202701 0.45033072917456657 native-country=Greece -2.319240678641871 -0.11287881708105348 native-country=South -0.7839418192019271 0.1078332680960802 native-country=China 0.3518031011937718 2.09120974649018 native-country=Cuba -0.268915201813865 -1.894865829110095 native-country=Iran 0.9104715724674024 -0.7288042573186498 native-country=Honduras 1.7193672304124779 1.306439349181824 native-country=Philippines 0.09123368778750222 0.8635968570916983 native-country=Italy 0.8936683412266453 1.8722842288957764 native-country=Poland -0.5271725361412308 -0.8500616871031919 native-country=Jamaica -0.4998025388581093 -1.0183867856304867 native-country=Vietnam -1.3037122262208471 -0.46964319917663316 native-country=Mexico 1.160779432264924 1.3852936179921322 native-country=Portugal 0.5766648733515073 -0.04787893066622947 native-country=Ireland -0.5675543659364121 0.2829908293033103 native-country=France -0.4463877061870817 0.4701710659270648 native-country=Dominican-Republic 1.3846913956014726 0.5496824251417292 native-country=Laos 1.5301527104480106 -0.4479568858748287 native-country=Ecuador -0.7695129990347681 -0.4452948339615163 native-country=Taiwan -0.28796698009811017 -0.9150058174607504 native-country=Haiti 0.7947466262096119 0.2771345841458832 native-country=Columbia -0.5763017096116009 -0.0552256046582335 native-country=Hungary 0.5167635927794919 -0.6445304909667967 native-country=Guatemala -0.3741085439985368 0.006731500876210454 native-country=Nicaragua 0.4581516610046597 -0.14534013122295772 native-country=Scotland 0.806806389842789 0.2840355035189179 native-country=Thailand -0.2891039655119578 -0.9366981215020517 native-country=Yugoslavia -0.5691740401348263 -0.043610352104717594 native-country=El-Salvador 0.10207465212988388 0.9613593411685636 native-country=Trinadad&Tobago -0.7476485838405506 0.18863366827085984 native-country=Peru -0.6923289196852914 0.4039774585905315 native-country=Hong -0.6193947277439081 0.11495465919834942 native-country=Holand-Netherlands Hidden Weights: -6.0756340052983875 6.075611634925706 -6.512883902548986 6.512848157303919 >50K <=50K Error sum for iteration 5400 = 55.90087951552548 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9604479196115551 -0.1762466902053927 age 0.39355446369559904 0.9827904442342877 workclass=Private -1.675981836283147 4.1572746069301845 workclass=Self-emp-not-inc -0.25720036682927927 -1.7773898055385733 workclass=Self-emp-inc -0.2666039561262046 -1.0721045789727919 workclass=Federal-gov 0.528359584919172 1.001052838831534 workclass=Local-gov 3.3080076960194686 -3.062605744117898 workclass=State-gov -0.23733479246925598 0.6846002070789361 workclass=Without-pay 0.7590529154197133 -0.7886505430772357 workclass=Never-worked -0.858438094702988 -1.9968198480250756 fnlwgt 0.26392186118274646 0.25337385142409913 education=Bachelors 0.6348115576848591 0.3117027306338553 education=Some-college 2.9142983657037353 -0.42563226878716165 education=11th 1.2757600336477275 -0.69244524745187 education=HS-grad -2.7134919794118844 -2.0241510049787577 education=Prof-school 1.4367377975785316 -1.5769076461352807 education=Assoc-acdm -2.4173176260701394 1.6608544784263835 education=Assoc-voc 1.8753708379267826 0.02343861203558641 education=9th -0.44415126197823146 -1.3177199676120452 education=7th-8th -0.03058784986523181 -0.29057834081276407 education=12th 0.8948650074062025 0.2106988294689983 education=Masters 0.5200658812498069 0.8047176440974666 education=1st-4th 1.6000930084772347 -0.09120697356635302 education=10th -1.1677712862924405 -1.8921029685482185 education=Doctorate 1.0357302897494631 0.7401408570015733 education=5th-6th 0.25995282967347083 -0.10573786172875475 education=Preschool -2.479515484371957 -1.2580666223892327 education-num -4.1377034780093735 2.349530065309128 marital-status=Married-civ-spouse 1.0585600314477683 -1.2027846459606166 marital-status=Divorced 1.7509532589397998 -1.403261851122433 marital-status=Never-married 1.1866090134475678 -0.07779934378323553 marital-status=Separated 1.7899297473511906 1.1804178014103959 marital-status=Widowed 0.8856286244825 -0.35796115943325646 marital-status=Married-spouse-absent 0.4709183554222525 -0.3314754551152847 marital-status=Married-AF-spouse 1.893122016567725 -1.4339148498284846 occupation=Tech-support 1.8376758067995071 -1.157005090838667 occupation=Craft-repair 0.5084859308107236 0.33122032506705956 occupation=Other-service 2.465952749777297 -2.4285999719516664 occupation=Sales -3.70057484973367 2.021243309534239 occupation=Exec-managerial -2.6304478359041714 2.63401418875777 occupation=Prof-specialty 1.469306244502501 0.7234545871770424 occupation=Handlers-cleaners 0.8147898739841241 -0.10754109167759308 occupation=Machine-op-inspct -0.8275483285359886 2.1458208075928367 occupation=Adm-clerical 0.6059100591436904 1.279011977196393 occupation=Farming-fishing 2.3009827335141804 0.21561385234034658 occupation=Transport-moving 0.5538227699946493 0.2537241513904892 occupation=Priv-house-serv -1.5073326832685898 -1.3182719332496884 occupation=Protective-serv 0.3726940611445742 -0.7047432273651167 occupation=Armed-Forces -1.4728140987808933 1.0810831249489603 relationship=Wife 3.3989186872766326 -0.1455653503964568 relationship=Own-child -0.4013458793005986 0.4046918033522853 relationship=Husband 0.5350871954574316 0.6856431279496956 relationship=Not-in-family -0.2073121593405585 0.06284109296682892 relationship=Other-relative 1.6900822189251559 -1.6603325874508794 relationship=Unmarried -0.6360656948526121 -0.0033103213074031556 race=White 1.1449761860279541 -2.7276884100024907 race=Asian-Pac-Islander 0.741369080133874 0.7181210079308723 race=Amer-Indian-Eskimo 1.121306526771778 1.3527703351462022 race=Other -0.27940654548189825 -0.4553673100634739 race=Black 0.8742753775903773 -0.47406834217603044 sex -1.326628128442337 0.49226380569193945 capital-gain -2.3268858105636867 -4.840564639556178 capital-loss -2.265877394102448 -0.15993132222076134 hours-per-week 0.7174108639102919 -1.2407711761338514 native-country=United-States -2.0436436983260213 -1.927862364601896 native-country=Cambodia 0.9583403775140781 1.3480741195255321 native-country=England 2.4433340874154643 -0.1608245299427131 native-country=Puerto-Rico -1.303596636589249 -0.8102517315950206 native-country=Canada 0.7505000082291837 -0.6516768250834177 native-country=Germany 0.432225118307609 0.1435499823791804 native-country=Outlying-US(Guam-USVI-etc) -0.6007992431604201 -1.3992521299349703 native-country=India -0.5091586771022133 -0.6088240525530597 native-country=Japan -0.685397609397412 0.4496911393380686 native-country=Greece -2.335383604267813 -0.11568109150895461 native-country=South -0.781644205879069 0.10719367825958716 native-country=China 0.3554515887632283 2.0920482001194514 native-country=Cuba -0.2663334085860548 -1.9068537920920599 native-country=Iran 0.9127735868366997 -0.7263316889209435 native-country=Honduras 1.7260464395077462 1.3084771686925187 native-country=Philippines 0.09353265260670217 0.8631081945335836 native-country=Italy 0.9147401365344253 1.8849740521258613 native-country=Poland -0.5249235847314578 -0.8517993770791867 native-country=Jamaica -0.4975049255352514 -1.01902637546698 native-country=Vietnam -1.2992991618185905 -0.4678227608178566 native-country=Mexico 1.1643845375573645 1.3861545448931414 native-country=Portugal 0.5789624866743653 -0.04851852050272276 native-country=Ireland -0.5647762193099571 0.2827850014820421 native-country=France -0.44410857501244494 0.46930619215850083 native-country=Dominican-Republic 1.3873466437417694 0.5494292603172102 native-country=Laos 1.5440102048927375 -0.44166260440079225 native-country=Ecuador -0.7663654533093747 -0.44269534204126465 native-country=Taiwan -0.2856655037512867 -0.9156410061047533 native-country=Haiti 0.7967266250812581 0.2762878117127681 native-country=Columbia -0.5740040962887428 -0.055865194494726794 native-country=Hungary 0.51906120610235 -0.6451700808032854 native-country=Guatemala -0.3718109306756803 0.006091911039717281 native-country=Nicaragua 0.46044927432751626 -0.14597972105944898 native-country=Scotland 0.8098929732917257 0.28424333564189447 native-country=Thailand -0.2868063521891012 -0.9373377113385404 native-country=Yugoslavia -0.5668778731327057 -0.04455807162353752 native-country=El-Salvador 0.10437226545273905 0.9607197513320749 native-country=Trinadad&Tobago -0.7453509705176925 0.18799407843436858 native-country=Peru -0.6900313063624334 0.40333786875403355 native-country=Hong -0.6170971144210501 0.11431506936185638 native-country=Holand-Netherlands Hidden Weights: -6.110058701230075 6.110038271267745 -6.547567789878661 6.547535293178764 >50K <=50K Error sum for iteration 5500 = 55.385007654490664 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9723558537436621 -0.1771998669482406 age 0.38958182389499335 0.9902856347936168 workclass=Private -1.6599525965596655 4.181411484971361 workclass=Self-emp-not-inc -0.26308111993293765 -1.78732628439813 workclass=Self-emp-inc -0.23475392069842133 -1.1154179525183865 workclass=Federal-gov 0.5006143557835866 1.0179060030038392 workclass=Local-gov 3.3296742286297114 -3.0658281467382817 workclass=State-gov -0.23505285063199471 0.6840297054894516 workclass=Without-pay 0.761334857256972 -0.7892210446667202 workclass=Never-worked -0.8817392485657972 -2.025800109429555 fnlwgt 0.2747396348486445 0.24497412710221345 education=Bachelors 0.6607633475924255 0.29549322497182656 education=Some-college 2.928812243148114 -0.42990959676358026 education=11th 1.2978160293718122 -0.7110938400127854 education=HS-grad -2.7195330340142814 -2.0291478246886645 education=Prof-school 1.4543714988286756 -1.5816961943015895 education=Assoc-acdm -2.451589262673477 1.694680696406279 education=Assoc-voc 1.8786655653489697 0.020348007496997614 education=9th -0.4470625897673299 -1.2931357723987205 education=7th-8th -0.030840184545254685 -0.2960081631757473 education=12th 0.8772724109366963 0.20375285400747076 education=Masters 0.5215793363287011 0.8032852601805667 education=1st-4th 1.6021938498020898 -0.09151628668143333 education=10th -1.162716672004763 -1.8959761209797807 education=Doctorate 1.0463362320881247 0.7468652710510806 education=5th-6th 0.2622456654677206 -0.1061629568949816 education=Preschool -2.4796290143281112 -1.2786344126967626 education-num -4.158350954484898 2.3566914660553384 marital-status=Married-civ-spouse 1.0874535967682606 -1.204693503645443 marital-status=Divorced 1.7651497783752343 -1.417033137992879 marital-status=Never-married 1.1899219216081982 -0.07658034915758968 marital-status=Separated 1.7965020984387792 1.1856550001361592 marital-status=Widowed 0.8847337559211849 -0.3645247626250449 marital-status=Married-spouse-absent 0.47371448401382227 -0.3314068253081173 marital-status=Married-AF-spouse 1.9376222985919789 -1.5040815808139867 occupation=Tech-support 1.8657331431314204 -1.178278635850546 occupation=Craft-repair 0.4886503218099232 0.3654985759636137 occupation=Other-service 2.484094496548563 -2.4475665070753747 occupation=Sales -3.7490706329049654 2.0472645388499675 occupation=Exec-managerial -2.643233592356549 2.6689789158094652 occupation=Prof-specialty 1.4781439904493112 0.716361056981928 occupation=Handlers-cleaners 0.8322902760956541 -0.12297379100554516 occupation=Machine-op-inspct -0.8485673824142393 2.177048387994323 occupation=Adm-clerical 0.6066183107042432 1.2923314846609704 occupation=Farming-fishing 2.338698654517711 0.19748276569546433 occupation=Transport-moving 0.556104711831908 0.25315364980100535 occupation=Priv-house-serv -1.515026392430559 -1.31844000483396 occupation=Protective-serv 0.3749830656419048 -0.705302857000901 occupation=Armed-Forces -1.5114434370958036 1.1140230861002114 relationship=Wife 3.4100495979519088 -0.14888228062377937 relationship=Own-child -0.40235073011636135 0.3973689518992571 relationship=Husband 0.5393854363267145 0.7068110478088611 relationship=Not-in-family -0.1784006427958381 0.04698510426705867 relationship=Other-relative 1.7173229256882376 -1.6959317203339583 relationship=Unmarried -0.6439387721597555 -0.0037344070308848515 race=White 1.1741676085633326 -2.741911811991689 race=Asian-Pac-Islander 0.7416183060095504 0.7154350614670785 race=Amer-Indian-Eskimo 1.1226239447271926 1.3484708306667825 race=Other -0.27262629065678967 -0.4411508920708134 race=Black 0.8593864347701134 -0.4504631749285644 sex -1.3541795440853945 0.5116175324208161 capital-gain -2.3543200306182324 -4.8909614893549325 capital-loss -2.3435990561650453 -0.13412583336555903 hours-per-week 0.7395929633725626 -1.2509208499409241 native-country=United-States -2.0454983038903083 -1.9337356409216593 native-country=Cambodia 0.9684824180175919 1.3503273516208238 native-country=England 2.443660805553485 -0.16600127131635328 native-country=Puerto-Rico -1.3017184360787706 -0.8152485496281775 native-country=Canada 0.7512219762104428 -0.6564046686357468 native-country=Germany 0.43450706014487567 0.14297948078969835 native-country=Outlying-US(Guam-USVI-etc) -0.6229660104592708 -1.4005049361117499 native-country=India -0.5068767352649546 -0.6093945541425442 native-country=Japan -0.6831156675601533 0.44912063774858474 native-country=Greece -2.351593535154976 -0.11834415438670207 native-country=South -0.7793622640418103 0.10662317667010396 native-country=China 0.35930451734921187 2.093225980978939 native-country=Cuba -0.26373330373502485 -1.9181766573249663 native-country=Iran 0.9150595983981006 -0.7237194113486318 native-country=Honduras 1.732471476669343 1.310453158207671 native-country=Philippines 0.09581592343602639 0.862689585793127 native-country=Italy 0.9361374604902584 1.8979598699985079 native-country=Poland -0.5226912280369093 -0.8535474047671697 native-country=Jamaica -0.49522298369798473 -1.0195968770564816 native-country=Vietnam -1.2951400604219296 -0.46658208830196884 native-country=Mexico 1.1680152357759983 1.3871287562113797 native-country=Portugal 0.5812444285116241 -0.04908902209220412 native-country=Ireland -0.5620328905386459 0.28263918486086465 native-country=France -0.4418445574240259 0.4685146631704987 native-country=Dominican-Republic 1.3897306331575026 0.5489688055704456 native-country=Laos 1.557646439657587 -0.43527787982552435 native-country=Ecuador -0.7632542779797491 -0.4399826223460727 native-country=Taiwan -0.2833799251756988 -0.9162072310829948 native-country=Haiti 0.7986953285443662 0.2755228300959128 native-country=Columbia -0.5717221544514841 -0.056435696084208155 native-country=Hungary 0.5213431479396087 -0.6457405823927699 native-country=Guatemala -0.3695289888384136 0.005521409450235275 native-country=Nicaragua 0.4627312161647829 -0.14655022264893103 native-country=Scotland 0.8129190168820815 0.2844992336420174 native-country=Thailand -0.28452441035183457 -0.9379082129280248 native-country=Yugoslavia -0.5645974782650773 -0.0454697189327405 native-country=El-Salvador 0.10665420729000114 0.9601492497425904 native-country=Trinadad&Tobago -0.7430690286804338 0.18742357684488653 native-country=Peru -0.6877493645251747 0.4027673671645497 native-country=Hong -0.6148151725837914 0.11374456777237318 native-country=Holand-Netherlands Hidden Weights: -6.144632829227363 6.144614146256002 -6.5813314513351475 6.581301881459544 >50K <=50K Error sum for iteration 5600 = 54.86425065449483 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9851658065395159 -0.17880451155117533 age 0.38533478360958956 0.9978519746554739 workclass=Private -1.6403875544036024 4.203367219043482 workclass=Self-emp-not-inc -0.26896052873816173 -1.796489301062105 workclass=Self-emp-inc -0.2087166976440112 -1.1565848841873174 workclass=Federal-gov 0.47446935378798644 1.034379619427673 workclass=Local-gov 3.352056319956061 -3.068803824919531 workclass=State-gov -0.2327876430998115 0.6835075671925693 workclass=Without-pay 0.7636000647891531 -0.7897431829636025 workclass=Never-worked -0.9057090687975795 -2.0553562369008445 fnlwgt 0.2845260883517887 0.2372196195870971 education=Bachelors 0.687069910317219 0.279214818753229 education=Some-college 2.943390918750447 -0.43409281575985387 education=11th 1.3185273157881607 -0.7274514302601004 education=HS-grad -2.724995350082771 -2.0349305480144118 education=Prof-school 1.4728313438315095 -1.5860949079559068 education=Assoc-acdm -2.4863579028088694 1.7276066896294868 education=Assoc-voc 1.8817794223700872 0.01713703813249507 education=9th -0.4494000888921274 -1.2686689124507222 education=7th-8th -0.03099209720560709 -0.30140909750369865 education=12th 0.8611726905429012 0.19676568841945247 education=Masters 0.5233581183172271 0.8022476913326895 education=1st-4th 1.6040772236120482 -0.09186570718196072 education=10th -1.1583106158432859 -1.8996884330137431 education=Doctorate 1.0562199025157215 0.7527615654073021 education=5th-6th 0.26452217196480127 -0.10652989292733349 education=Preschool -2.4793477105670356 -1.298858473888119 education-num -4.1785987176681045 2.3644078488697695 marital-status=Married-civ-spouse 1.1172948836757532 -1.2039912732580071 marital-status=Divorced 1.7781977477315587 -1.4330213230707143 marital-status=Never-married 1.1931836990721252 -0.07528632285107024 marital-status=Separated 1.8026692131120332 1.19046632085072 marital-status=Widowed 0.8838823857594574 -0.3709885143717268 marital-status=Married-spouse-absent 0.47647358194046274 -0.3313109231596492 marital-status=Married-AF-spouse 1.9780582747432067 -1.5700050961772904 occupation=Tech-support 1.8942826478484172 -1.199922148884488 occupation=Craft-repair 0.467781806010612 0.4001191538101209 occupation=Other-service 2.503536823246237 -2.4691541538907025 occupation=Sales -3.7985250947318607 2.072145072989345 occupation=Exec-managerial -2.6538458869365487 2.7041581536789407 occupation=Prof-specialty 1.4865590353441591 0.7090926843791783 occupation=Handlers-cleaners 0.8495786671687167 -0.1363086357302461 occupation=Machine-op-inspct -0.8677101848856267 2.206591855305304 occupation=Adm-clerical 0.6072638430837618 1.3055413643654823 occupation=Farming-fishing 2.3769177309162246 0.17930917260193863 occupation=Transport-moving 0.5583699193640891 0.25263151150413155 occupation=Priv-house-serv -1.5226467159791008 -1.3183953494481173 occupation=Protective-serv 0.377254969732067 -0.7058146278584947 occupation=Armed-Forces -1.5508429882628556 1.1457060208516123 relationship=Wife 3.4212810036079873 -0.15200835873278798 relationship=Own-child -0.4038305138129704 0.3917848162082125 relationship=Husband 0.546668301778151 0.7273940940454943 relationship=Not-in-family -0.14812623335566288 0.031150020643860476 relationship=Other-relative 1.741126485454742 -1.7309623400550012 relationship=Unmarried -0.6523447720625909 -0.004336100895653283 race=White 1.2022847834429393 -2.756427264191007 race=Asian-Pac-Islander 0.7415663003427009 0.7124538829767778 race=Amer-Indian-Eskimo 1.12391632217478 1.3442511225254845 race=Other -0.2641301394959342 -0.42562065723455356 race=Black 0.8434467013959734 -0.4293227080937516 sex -1.3813911453549814 0.5310187220275396 capital-gain -2.381767925102036 -4.940764823728961 capital-loss -2.417977509763781 -0.1099742893287547 hours-per-week 0.7617162337567028 -1.2611834501612988 native-country=United-States -2.047523021539732 -1.9396094157101753 native-country=Cambodia 0.978342087903007 1.3525335504878662 native-country=England 2.444065917766868 -0.17101956302274482 native-country=Puerto-Rico -1.2998159952306212 -0.8198591996090292 native-country=Canada 0.7519824071522022 -0.6611010762710527 native-country=Germany 0.4367722676770653 0.14245734249282313 native-country=Outlying-US(Guam-USVI-etc) -0.6446876097893228 -1.4016969639868617 native-country=India -0.5046115277327735 -0.6099166924394265 native-country=Japan -0.6808504600279722 0.44859849945171093 native-country=Greece -2.367899757914688 -0.12089278934311604 native-country=South -0.7770970565096292 0.10610103837322786 native-country=China 0.36338924401545697 2.094762875605818 native-country=Cuba -0.2611208917507319 -1.9288631112816481 native-country=Iran 0.9173285793931143 -0.7209891347372194 native-country=Honduras 1.738679899872083 1.3123614150881038 native-country=Philippines 0.09808243847355991 0.8623198374297132 native-country=Italy 0.9579407705996358 1.9112864556994795 native-country=Poland -0.5204764833992277 -0.8553358033538829 native-country=Jamaica -0.4929577761657951 -1.0201190153533721 native-country=Vietnam -1.2912893993203287 -0.4659813137556135 native-country=Mexico 1.171659700999123 1.3881845020934178 native-country=Portugal 0.5835096360438051 -0.04961116038908064 native-country=Ireland -0.5593236841813316 0.2825341260630756 native-country=France -0.43959653839023954 0.46777851402037274 native-country=Dominican-Republic 1.391882802766632 0.5483251500306309 native-country=Laos 1.5710754345723 -0.4288231683210289 native-country=Ecuador -0.7601826211094233 -0.4371876969572012 native-country=Taiwan -0.2811112879576687 -0.9167252213844438 native-country=Haiti 0.8006515689418896 0.27481774395532715 native-country=Columbia -0.569456946919303 -0.05695783438108467 native-country=Hungary 0.5236083554717897 -0.6462627206896522 native-country=Guatemala -0.367263781306224 0.004999271153358748 native-country=Nicaragua 0.4649964236969725 -0.14707236094580625 native-country=Scotland 0.8158849572836944 0.2847810465052865 native-country=Thailand -0.28225920281964495 -0.9384303512249071 native-country=Yugoslavia -0.5623339104646121 -0.046363675898914124 native-country=El-Salvador 0.10891941482218397 0.9596271114457081 native-country=Trinadad&Tobago -0.7408038211482527 0.1869014385480113 native-country=Peru -0.6854841569929936 0.4022452288676759 native-country=Hong -0.6125499650516103 0.11322242947549709 native-country=Holand-Netherlands Hidden Weights: -6.179298670251653 6.17928156358818 -6.614449589520904 6.614422658187222 >50K <=50K Error sum for iteration 5700 = 54.34838432049475 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -0.9986114288448391 -0.18118247707248009 age 0.3807633292261975 1.0054812432592353 workclass=Private -1.6176036637828224 4.222778387036829 workclass=Self-emp-not-inc -0.27501822736487375 -1.8049505996542612 workclass=Self-emp-inc -0.18753693437067853 -1.195300426411013 workclass=Federal-gov 0.4497754006236446 1.0503057399765114 workclass=Local-gov 3.374829204766504 -3.0716230807688065 workclass=State-gov -0.23054382649051727 0.6830054572269292 workclass=Without-pay 0.7658438813984467 -0.7902452929292426 workclass=Never-worked -0.930526359897211 -2.085625894013225 fnlwgt 0.29363270606912445 0.22964768619860992 education=Bachelors 0.7134636783846457 0.26302719409225983 education=Some-college 2.958041455527618 -0.4382067091542468 education=11th 1.3379387197056936 -0.7416619421969162 education=HS-grad -2.7300682219732706 -2.041533488781938 education=Prof-school 1.491939591268219 -1.5903557317294317 education=Assoc-acdm -2.521246243047184 1.759665091082864 education=Assoc-voc 1.8847407780357948 0.013792172400305 education=9th -0.4512322572872446 -1.244475686028894 education=7th-8th -0.03104628882769423 -0.3068017448919237 education=12th 0.846460618690877 0.1899749076570505 education=Masters 0.5254099197673262 0.8015908850495302 education=1st-4th 1.605815013545577 -0.09220954161084648 education=10th -1.1546469946184663 -1.9031396631076785 education=Doctorate 1.0652905268869348 0.7577243869242954 education=5th-6th 0.26677764802434156 -0.10686708888464805 education=Preschool -2.47872411097504 -1.3188391671847954 education-num -4.198470756198692 2.3731028609936975 marital-status=Married-civ-spouse 1.1478049226784188 -1.201640310600473 marital-status=Divorced 1.7901878298760943 -1.4511364419489918 marital-status=Never-married 1.1963896628263784 -0.07395040011517984 marital-status=Separated 1.8085293997111769 1.1949401761781793 marital-status=Widowed 0.8831248344980812 -0.37735878332031986 marital-status=Married-spouse-absent 0.4791941493711622 -0.3312129376623192 marital-status=Married-AF-spouse 2.0152285834560235 -1.6316250810893198 occupation=Tech-support 1.9231879035470332 -1.2219686514208699 occupation=Craft-repair 0.44598172155292404 0.4351163571495962 occupation=Other-service 2.524097569257929 -2.4934700338470126 occupation=Sales -3.848886712939043 2.096345672289284 occupation=Exec-managerial -2.6627407495437234 2.7390784078108017 occupation=Prof-specialty 1.4945830371391282 0.701651043586404 occupation=Handlers-cleaners 0.866683919458411 -0.14772099372994896 occupation=Machine-op-inspct -0.8848407331142984 2.2344142951616974 occupation=Adm-clerical 0.6077098589640243 1.3185160577217734 occupation=Farming-fishing 2.41559342898109 0.16097760910464254 occupation=Transport-moving 0.5606137359733827 0.2521294015384826 occupation=Priv-house-serv -1.5304769296301846 -1.3181946815203924 occupation=Protective-serv 0.3795051672261 -0.7063068653543798 occupation=Armed-Forces -1.5908460143479128 1.1763596015271525 relationship=Wife 3.4326580473577772 -0.1549236656571655 relationship=Own-child -0.40590635065839004 0.3879418973044136 relationship=Husband 0.5567413098675791 0.7466834089258726 relationship=Not-in-family -0.11655724492482449 0.01545662480555117 relationship=Other-relative 1.761599740645283 -1.7654831534635467 relationship=Unmarried -0.6610124582659916 -0.004563309725011888 race=White 1.2293192645717104 -2.771197953573043 race=Asian-Pac-Islander 0.7412419752038131 0.7091809819281725 race=Amer-Indian-Eskimo 1.1251798148559342 1.3400866664142996 race=Other -0.25426648604279645 -0.4097128314168493 race=Black 0.8267391824696828 -0.4101981200127137 sex -1.408161989009596 0.550454903252263 capital-gain -2.409480953513662 -4.989987688241686 capital-loss -2.4891148455684604 -0.0874492471797446 hours-per-week 0.7837098435336213 -1.2718393988293355 native-country=United-States -2.049745246096984 -1.9455324285490645 native-country=Cambodia 0.9879556014606494 1.3546802971788428 native-country=England 2.4445641435241177 -0.1758858886474365 native-country=Puerto-Rico -1.297898383625744 -0.8241399659535755 native-country=Canada 0.7527797499371853 -0.6657860239051515 native-country=Germany 0.4390160842863578 0.14195523252717016 native-country=Outlying-US(Guam-USVI-etc) -0.6660661928711097 -1.4028595025954802 native-country=India -0.5023677111234799 -0.6104188024050666 native-country=Japan -0.6786066434186786 0.448096389486062 native-country=Greece -2.3843015655613486 -0.1233555406614257 native-country=South -0.7748532399003356 0.10559892840757926 native-country=China 0.3677162244468027 2.0966562109982707 native-country=Cuba -0.25850592008385403 -1.9389740110376796 native-country=Iran 0.9195759031827851 -0.7181709963887406 native-country=Honduras 1.7447001238518831 1.3141848652666128 native-country=Philippines 0.10032754112455083 0.8619699936777553 native-country=Italy 0.9802075507861242 1.92497322397249 native-country=Poland -0.5182838604520086 -0.8571981240394415 native-country=Jamaica -0.4907139595565026 -1.020621125319042 native-country=Vietnam -1.2878127219731128 -0.4660898114887218 native-country=Mexico 1.1753038474583966 1.3892836439978273 native-country=Portugal 0.5857534526530987 -0.05011327035472981 native-country=Ireland -0.5566515860364357 0.28244244551073205 native-country=France -0.4373689817856505 0.46707246831318916 native-country=Dominican-Republic 1.3938386759082075 0.5475141326621858 native-country=Laos 1.584300859416536 -0.42232950304239286 native-country=Ecuador -0.7571572278928779 -0.434347998742239 native-country=Taiwan -0.27886423224408197 -0.9172233240694904 native-country=Haiti 0.8025907659204742 0.2741430524746171 native-country=Columbia -0.5672131303100094 -0.05745994434673384 native-country=Hungary 0.5258521720810834 -0.6467648306552923 native-country=Guatemala -0.3650199646969315 0.0044971611877093025 native-country=Nicaragua 0.46724024030626504 -0.14757447091145923 native-country=Scotland 0.8187875146747666 0.28505958031009665 native-country=Thailand -0.28001538621035243 -0.9389324611905473 native-country=Yugoslavia -0.5600918194385933 -0.047265502059721264 native-country=El-Salvador 0.11116323143147903 0.959125001480068 native-country=Trinadad&Tobago -0.7385600045389591 0.18639932858235833 native-country=Peru -0.6832403403837 0.40174311890202696 native-country=Hong -0.6103061484423167 0.11272031950984848 native-country=Holand-Netherlands Hidden Weights: -6.213991999778659 6.2139763188956625 -6.647145537643072 6.647120986854054 >50K <=50K Error sum for iteration 5800 = 53.85198845730997 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -1.0123017633365703 -0.18436991662162058 age 0.37599721860088237 1.0131511765794883 workclass=Private -1.5921965745526663 4.239366808436358 workclass=Self-emp-not-inc -0.28137213019472185 -1.8127778186379981 workclass=Self-emp-inc -0.1704463664944257 -1.2314683243989808 workclass=Federal-gov 0.4264460463926185 1.0656382677284664 workclass=Local-gov 3.397776180706128 -3.074366533488605 workclass=State-gov -0.22832987896481144 0.6824949081397887 workclass=Without-pay 0.7680578289241645 -0.790755842016383 workclass=Never-worked -0.9562371027995755 -2.11659243122954 fnlwgt 0.30225363181723724 0.22195466780001005 education=Bachelors 0.7396702608609782 0.2470864394612196 education=Some-college 2.97275926799173 -0.4422755194235924 education=11th 1.356214374854893 -0.7540828808282268 education=HS-grad -2.7349146758833354 -2.0489581484151542 education=Prof-school 1.5114675931572763 -1.5947434543663603 education=Assoc-acdm -2.555862522635775 1.7909845291635427 education=Assoc-voc 1.887572835453387 0.010304471119562411 education=9th -0.45264754589719164 -1.2207142953760732 education=7th-8th -0.03101076426475397 -0.31219952767099596 education=12th 0.8330770225884196 0.18353407250861575 education=Masters 0.5277206447908969 0.8012804461968746 education=1st-4th 1.6074567907974264 -0.092522106310435 education=10th -1.1518310872613349 -1.9062016076332857 education=Doctorate 1.0734759707409374 0.7616734847628884 education=5th-6th 0.26900359365834015 -0.10720302206138303 education=Preschool -2.4778464726839156 -1.3386150256366633 education-num -4.218022939181972 2.3830942542489284 marital-status=Married-civ-spouse 1.1785871935063275 -1.198732194036026 marital-status=Divorced 1.8013271491122906 -1.4710493479428999 marital-status=Never-married 1.1995319172998913 -0.0726063555745493 marital-status=Separated 1.8141700831185903 1.1991605197009054 marital-status=Widowed 0.8825040279161575 -0.3836439526606813 marital-status=Married-spouse-absent 0.4818718238768725 -0.3311369965180638 marital-status=Married-AF-spouse 2.0497472998856154 -1.689125526069981 occupation=Tech-support 1.9523309774439934 -1.2444007562057844 occupation=Craft-repair 0.42342641405242587 0.47051486538235565 occupation=Other-service 2.545602043284122 -2.52032193935305 occupation=Sales -3.899776331557634 2.1201892324816765 occupation=Exec-managerial -2.670590762822946 2.7732059562206426 occupation=Prof-specialty 1.502264966300558 0.694038672491097 occupation=Handlers-cleaners 0.8835711093352244 -0.1574610815200318 occupation=Machine-op-inspct -0.9000249339140466 2.2606141166179174 occupation=Adm-clerical 0.607861806993305 1.3311619951457445 occupation=Farming-fishing 2.4546705576327543 0.14237744145179293 occupation=Transport-moving 0.5628276834991005 0.2516188524513542 occupation=Priv-house-serv -1.5386893993934194 -1.31789334070921 occupation=Protective-serv 0.38172521515513497 -0.7068080309006012 occupation=Armed-Forces -1.6313216074208903 1.2063242713956295 relationship=Wife 3.444204589400155 -0.15761815749412325 relationship=Own-child -0.40870646863581 0.38567722003408156 relationship=Husband 0.5692478297558539 0.7639806454629916 relationship=Not-in-family -0.08375057143453256 -1.4381595707670994E-5 relationship=Other-relative 1.7790109816345856 -1.7994625715804506 relationship=Unmarried -0.6696531884521644 -0.0038959190487928372 race=White 1.2553283290302228 -2.786168733590114 race=Asian-Pac-Islander 0.7406715392935672 0.7056235646013013 race=Amer-Indian-Eskimo 1.1264055646678461 1.3359520361952881 race=Other -0.24350881638266803 -0.3943545326628525 race=Black 0.8096751944015187 -0.39249176495658766 sex -1.4344318416099182 0.5699076639508682 capital-gain -2.4376859169082588 -5.038590008011024 capital-loss -2.5572759837868797 -0.06643701526674073 hours-per-week 0.8054823114642988 -1.2830950270502346 native-country=United-States -2.0521780420985776 -1.951529798787537 native-country=Cambodia 0.9973527303202671 1.3567522911663623 native-country=England 2.445144326750006 -0.18062948518066357 native-country=Puerto-Rico -1.2959777583774288 -0.828142209553649 native-country=Canada 0.7536076038062479 -0.6704775220568675 native-country=Germany 0.4412300318120567 0.1414446834400361 native-country=Outlying-US(Guam-USVI-etc) -0.687158149798657 -1.4040221212242154 native-country=India -0.5001537635977612 -0.6109293514922071 native-country=Japan -0.6763926958929608 0.44758584039893357 native-country=Greece -2.400779946194351 -0.12575906165905762 native-country=South -0.7726392923746178 0.10508837932044647 native-country=China 0.372273972798269 2.09888164557184 native-country=Cuba -0.25590224173114295 -1.9485994906119595 native-country=Iran 0.9217931164267887 -0.7152959142056619 native-country=Honduras 1.750548984362842 1.3159023218104642 native-country=Philippines 0.1025427520963018 0.8616108828732498 native-country=Italy 1.0029535848020938 1.9390078058301832 native-country=Poland -0.5161215986940161 -0.8591626127659161 native-country=Jamaica -0.4885000120308037 -1.0211316744061736 native-country=Vietnam -1.2847820310606777 -0.46697559755095763 native-country=Mexico 1.1789297403781123 1.39038778408028 native-country=Portugal 0.5879674001788165 -0.050623819441862845 native-country=Ireland -0.5540235417064063 0.2823361420407026 native-country=France -0.43517016665620073 0.46637120214430955 native-country=Dominican-Republic 1.3956296790737235 0.5465507796300317 native-country=Laos 1.5973103023734314 -0.41583341864302253 native-country=Ecuador -0.7541882328323488 -0.4314995477450782 native-country=Taiwan -0.27664722256727725 -0.9177300233046586 native-country=Haiti 0.8045046837657414 0.2734691730932585 native-country=Columbia -0.5649991827842916 -0.05797049343386688 native-country=Hungary 0.5280661196068012 -0.6472753797424328 native-country=Guatemala -0.36280601717123256 0.0039866121005761234 native-country=Nicaragua 0.46945418783196396 -0.14808501999859328 native-country=Scotland 0.8216196445303726 0.2853060554670559 native-country=Thailand -0.2778014386846535 -0.9394430102776877 native-country=Yugoslavia -0.557879678193159 -0.048201027978048906 native-country=El-Salvador 0.11337717895718596 0.9586144523929275 native-country=Trinadad&Tobago -0.7363460570132413 0.18588877949522428 native-country=Peru -0.6810263928579822 0.4012325698148985 native-country=Hong -0.6080922009165989 0.1122097704227157 native-country=Holand-Netherlands Hidden Weights: -6.248620350012541 6.2486059620028165 -6.679560300674266 6.679537899385814 >50K <=50K Error sum for iteration 5900 = 53.37749624295032 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -1.0258125342440971 -0.18833512215358023 age 0.371237412518805 1.0207853530085875 workclass=Private -1.5649113296017083 4.253062482557073 workclass=Self-emp-not-inc -0.28808756595791346 -1.8200264636680423 workclass=Self-emp-inc -0.15685065505727658 -1.2651161955214525 workclass=Federal-gov 0.4044704710146863 1.0803823555137546 workclass=Local-gov 3.420795117112821 -3.0770920741995234 workclass=State-gov -0.22615494499540886 0.6819557568163338 workclass=Without-pay 0.7702327628935633 -0.791294993339838 workclass=Never-worked -0.9827547182732116 -2.148105994756087 fnlwgt 0.3104792886129685 0.21405021670118882 education=Bachelors 0.7654557836237198 0.23152448818061858 education=Some-college 2.9875307590801823 -0.44631446143320624 education=11th 1.3736005733553698 -0.7651667958363654 education=HS-grad -2.739668345493822 -2.0571738678875784 education=Prof-school 1.5311880721900086 -1.5995022025279295 education=Assoc-acdm -2.5898946372527902 1.8217588539696719 education=Assoc-voc 1.8902996372023937 0.006680899978289125 education=9th -0.45374580463241326 -1.197535356602864 education=7th-8th -0.03089579368839978 -0.31760234332920845 education=12th 0.8209934266498713 0.17749063943369967 education=Masters 0.5302611378813885 0.801273939812613 education=1st-4th 1.6090312249866656 -0.09279076927939406 education=10th -1.1499599638694251 -1.9087298541890922 education=Doctorate 1.080737591088506 0.7645723988399901 education=5th-6th 0.2711908563005347 -0.10755786866608871 education=Preschool -2.4768161538706295 -1.358139863639291 education-num -4.237305172819308 2.3944865380277354 marital-status=Married-civ-spouse 1.2092134012297644 -1.1961786163348767 marital-status=Divorced 1.8118621956952912 -1.4922918404749776 marital-status=Never-married 1.2026024258236705 -0.07127925279267225 marital-status=Separated 1.819665681066179 1.2032081390290708 marital-status=Widowed 0.8820525419122889 -0.3898482241699102 marital-status=Married-spouse-absent 0.48450219228120744 -0.3310980859185765 marital-status=Married-AF-spouse 2.0820808556811827 -1.7428180298210496 occupation=Tech-support 1.9815936984034952 -1.267156816708418 occupation=Craft-repair 0.4003254223889821 0.5062999568254052 occupation=Other-service 2.5678678894635225 -2.549324509428631 occupation=Sales -3.9506632473096044 2.1438234558135414 occupation=Exec-managerial -2.6780872654669254 2.806150998340924 occupation=Prof-specialty 1.509665579548443 0.6862657254995423 occupation=Handlers-cleaners 0.9001756948634916 -0.16580684594395215 occupation=Machine-op-inspct -0.9134622647465985 2.2853713759213043 occupation=Adm-clerical 0.6076705268454385 1.3434244633295636 occupation=Farming-fishing 2.4940768102892554 0.123414274441066 occupation=Transport-moving 0.5650026174684993 0.2510797011278945 occupation=Priv-house-serv -1.5473571178925092 -1.3175363410032537 occupation=Protective-serv 0.3839059936843481 -0.7073382800259879 occupation=Armed-Forces -1.6721627380132078 1.235943422186407 relationship=Wife 3.45592781246685 -0.16008243968795727 relationship=Own-child -0.4123413028141246 0.3846863326771125 relationship=Husband 0.5837307676286012 0.7788207087404319 relationship=Not-in-family -0.04975008654413121 -0.015231816490582622 relationship=Other-relative 1.7937293761469904 -1.8327972997313287 relationship=Unmarried -0.6780276282607323 -0.0020323909529334633 race=White 1.2804027439890526 -2.8012657389847395 race=Asian-Pac-Islander 0.7398802785303628 0.7017992752044411 race=Amer-Indian-Eskimo 1.1275831332622752 1.3318293666219805 race=Other -0.23232095776195752 -0.3801830635988003 race=Black 0.7926995476202107 -0.375623988859735 sex -1.4601756772990695 0.5893604839983618 capital-gain -2.4665576809368748 -5.0864967497478535 capital-loss -2.6228140015642203 -0.04674194384493395 hours-per-week 0.8269379980422432 -1.2950259194346845 native-country=United-States -2.054815187465362 -1.9575951297477494 native-country=Cambodia 1.0065576257359727 1.3587395995161429 native-country=England 2.4457762513009147 -0.18529037749653599 native-country=Puerto-Rico -1.2940661878888307 -0.8319028218626716 native-country=Canada 0.7544574437000499 -0.6751849317662795 native-country=Germany 0.4434049657814606 0.14090553211657816 native-country=Outlying-US(Guam-USVI-etc) -0.7079614378752795 -1.4052041482259572 native-country=India -0.4979788296283595 -0.611468502815662 native-country=Japan -0.674217761923562 0.4470466890754739 native-country=Greece -2.417306440738774 -0.128121284402028 native-country=South -0.770464358405219 0.1045492279969907 native-country=China 0.37703177201257565 2.1013997737906465 native-country=Cuba -0.25332443451961645 -1.9578429541974403 native-country=Iran 0.923971094838054 -0.7123868164425295 native-country=Honduras 1.7562340388800524 1.317497366967303 native-country=Philippines 0.10471892486872852 0.8612216486276294 native-country=Italy 1.0261488256814968 1.953349899794261 native-country=Poland -0.513998550692453 -0.8612439838618756 native-country=Jamaica -0.4863250780613998 -1.0216708257296259 native-country=Vietnam -1.282253614588853 -0.46867914382647924 native-country=Mexico 1.1825192892150314 1.3914673130563966 native-country=Portugal 0.5901423341482154 -0.05116297076531861 native-country=Ireland -0.5514472904040132 0.28219517639025293 native-country=France -0.43300904199249474 0.4656575532747005 native-country=Dominican-Republic 1.3972854291435504 0.5454568016255767 native-country=Laos 1.6100794470888715 -0.4093685741211729 native-country=Ecuador -0.7512857193626824 -0.4286685987349428 native-country=Taiwan -0.2744693920955386 -0.918265498879512 native-country=Haiti 0.8063845486735891 0.2727749307174354 native-country=Columbia -0.5628242488148928 -0.05850964475732264 native-country=Hungary 0.5302410535762 -0.6478145310658877 native-country=Guatemala -0.3606310832018287 0.003447460777120202 native-country=Nicaragua 0.47162912180136785 -0.14862417132205122 native-country=Scotland 0.824373814184233 0.28550046597882733 native-country=Thailand -0.27562650471524963 -0.9399821616011427 native-country=Yugoslavia -0.5557066277436219 -0.04918826634653246 native-country=El-Salvador 0.11555211292658832 0.9580753010694726 native-country=Trinadad&Tobago -0.7341711230438425 0.18534962817176634 native-country=Peru -0.6788514588885833 0.40069341849143886 native-country=Hong -0.6059172669472 0.11167061909925993 native-country=Holand-Netherlands Hidden Weights: -6.283066560773825 6.283053347782987 -6.711749705898304 6.711729246926547 >50K <=50K Options: -I 6000 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 6000 -E 0.01 -S 1628385166 -H 2 -M 0.01 Input Weights: -1.0386604997197657 -0.19296617484319772 age 0.3667113160559229 1.0281914682984612 workclass=Private -1.5367777866908146 4.263923356489716 workclass=Self-emp-not-inc -0.29511638120880107 -1.8266718457848903 workclass=Self-emp-inc -0.1463527675688445 -1.2960334849980648 workclass=Federal-gov 0.3840706081027409 1.0944063335988583 workclass=Local-gov 3.4436331262337974 -3.079805183472307 workclass=State-gov -0.2240467546457911 0.6813854129907299 workclass=Without-pay 0.7723409532431764 -0.7918653371654419 workclass=Never-worked -1.0096296049486924 -2.179618484431635 fnlwgt 0.31826771137818544 0.2060826723636228 education=Bachelors 0.7904203819077401 0.21657215794183804 education=Some-college 3.0021906584316658 -0.45028629117927554 education=11th 1.3902013704185368 -0.7752342610404932 education=HS-grad -2.744384503234527 -2.0660344787530422 education=Prof-school 1.5507333226708397 -1.6047569192770748 education=Assoc-acdm -2.6228351148694484 1.851893701406388 education=Assoc-voc 1.892921572379621 0.0029830072836108286 education=9th -0.4546112845431461 -1.17528792356153 education=7th-8th -0.030712919808528423 -0.32294286740992134 education=12th 0.8102790314195808 0.17186501133598475 education=Masters 0.532970372716779 0.8015296821376154 education=1st-4th 1.610538374278775 -0.0930059717562396 education=10th -1.1491082587319634 -1.9105719442215987 education=Doctorate 1.0870180873838917 0.766420390111667 education=5th-6th 0.27331157262741956 -0.10793630003198883 education=Preschool -2.4757443938509898 -1.3771181112506115 education-num -4.256144105508187 2.4070234995659665 marital-status=Married-civ-spouse 1.2390156443256202 -1.1945443952073973 marital-status=Divorced 1.821902307688195 -1.5141530752021164 marital-status=Never-married 1.2055663434893256 -0.06999435765916338 marital-status=Separated 1.8250233463636027 1.2071191462350277 marital-status=Widowed 0.8817947506738911 -0.39590818307013903 marital-status=Married-spouse-absent 0.4870578334008685 -0.3310991346805862 marital-status=Married-AF-spouse 2.112302376713932 -1.7925724541548944 occupation=Tech-support 2.0105603028637713 -1.2899121683804509 occupation=Craft-repair 0.3771115916388872 0.5420367905386846 occupation=Other-service 2.5904721700955933 -2.5797081327690043 occupation=Sales -4.00055492189008 2.167030552407635 occupation=Exec-managerial -2.6856882438706693 2.8374466928287423 occupation=Prof-specialty 1.516778994836804 0.6784317290920007 occupation=Handlers-cleaners 0.9162766951205141 -0.17294341370470526 occupation=Machine-op-inspct -0.9252898200018425 2.3086574602023338 occupation=Adm-clerical 0.6071367240569256 1.3551675061707285 occupation=Farming-fishing 2.5333286832877073 0.1042162358286479 occupation=Transport-moving 0.5671108078181124 0.2505093573022768 occupation=Priv-house-serv -1.5563897156646513 -1.3171583191726695 occupation=Protective-serv 0.3860197359074516 -0.7079002719849723 occupation=Armed-Forces -1.7128603281522032 1.2651762757025413 relationship=Wife 3.46770387739427 -0.16228424707044245 relationship=Own-child -0.41683382446874656 0.38460798569068716 relationship=Husband 0.5995420125089493 0.7909557761941063 relationship=Not-in-family -0.014945984714577344 -0.030072415328073133 relationship=Other-relative 1.8060427411978945 -1.8650292810533162 relationship=Unmarried -0.685898524754486 0.0010219146351477142 race=White 1.3044024940023626 -2.8162528947075107 race=Asian-Pac-Islander 0.7389051353961473 0.6977793310877408 race=Amer-Indian-Eskimo 1.1286930878249328 1.3277530112597926 race=Other -0.22117814816496115 -0.3675683837182366 race=Black 0.776351319413943 -0.3593119794213446 sex -1.4851438418510023 0.6086084412422063 capital-gain -2.495906863119214 -5.133157859624323 capital-loss -2.6854819494651645 -0.028298021085223314 hours-per-week 0.8477826357892605 -1.307457771236835 native-country=United-States -2.0576039050346178 -1.963634468968244 native-country=Cambodia 1.0155015309410256 1.3606226214271253 native-country=England 2.4464157701708436 -0.18986133189496893 native-country=Puerto-Rico -1.2921914604978817 -0.8354070135330888 native-country=Canada 0.7553131127475068 -0.67985987999038 native-country=Germany 0.44551315613107445 0.14033518829096175 native-country=Outlying-US(Guam-USVI-etc) -0.7282229626757124 -1.406399758703609 native-country=India -0.49587063927874564 -0.612038846641266 native-country=Japan -0.6721095715739489 0.4464763452498562 native-country=Greece -2.433684364880119 -0.13042608406536765 native-country=South -0.7683561680556059 0.10397888417137423 native-country=China 0.381897952965377 2.1041356794277735 native-country=Cuba -0.25080943639444225 -1.9667147703087615 native-country=Iran 0.9260820975086304 -0.7094844063941205 native-country=Honduras 1.761703176843504 1.3189488257873105 native-country=Philippines 0.10682831491690961 0.8607976351371376 native-country=Italy 1.0494908922147677 1.9677948757415362 native-country=Poland -0.5119416342942917 -0.8634192499738751 native-country=Jamaica -0.48421688771178595 -1.0222411695552367 native-country=Vietnam -1.2802666814706047 -0.47116631133817194 native-country=Mexico 1.1860235631056293 1.392495941606992 native-country=Portugal 0.5922505244978284 -0.05173331459093343 native-country=Ireland -0.5489531172452459 0.28201303234344854 native-country=France -0.43091304615070897 0.4649329897020842 native-country=Dominican-Republic 1.398819885555108 0.5442742665761786 native-country=Laos 1.6224572480417359 -0.40302417218674624 native-country=Ecuador -0.7484844710928664 -0.42589649771457705 native-country=Taiwan -0.2723584877983643 -0.9188323874874327 native-country=Haiti 0.8082059438969952 0.2720583103137973 native-country=Columbia -0.5607160584652797 -0.05907998858293746 native-country=Hungary 0.5323492439258131 -0.6483848748914917 native-country=Guatemala -0.35852289285221484 0.002877116951505016 native-country=Nicaragua 0.4737373121509817 -0.14919451514766763 native-country=Scotland 0.827018868642902 0.285633744842882 native-country=Thailand -0.2735183143656358 -0.9405525054267466 native-country=Yugoslavia -0.553600375920763 -0.050223428788212156 native-country=El-Salvador 0.11766030327620323 0.9575049572438686 native-country=Trinadad&Tobago -0.7320629326942294 0.18477928434614993 native-country=Peru -0.6767432685389703 0.40012307466582114 native-country=Hong -0.603809076597587 0.11110027527364345 native-country=Holand-Netherlands Hidden Weights: -6.3168701420704405 6.316857988679821 -6.743388563243588 6.743369843934297 >50K <=50K === Error on training data === Correctly Classified Instances 473 91.8447 % Incorrectly Classified Instances 42 8.1553 % Mean absolute error 0.1982 Root mean squared error 0.2646 Relative absolute error 57.3963 % Root relative squared error 63.7431 % Total Number of Instances 515 === Confusion Matrix === a b <-- classified as 87 27 | a = >50K 15 386 | b = <=50K === Error on test data === Correctly Classified Instances 417 80.9709 % Incorrectly Classified Instances 98 19.0291 % Mean absolute error 0.2718 Root mean squared error 0.3846 Relative absolute error 77.4904 % Root relative squared error 91.2269 % Total Number of Instances 515 === Confusion Matrix === a b <-- classified as 57 62 | a = >50K 36 360 | b = <=50K