Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -0.7172310262759221 0.3031289501112886 age -0.9099009102231739 -0.3615043237388955 workclass=Private 0.6233518400265556 0.7356924465558685 workclass=Self-emp-not-inc 0.34398923911676915 -0.5713032921265508 workclass=Self-emp-inc 0.9344669117459585 -0.49987660489532004 workclass=Federal-gov 0.2613374361704721 0.9373797839305822 workclass=Local-gov 0.20421350320993592 -0.7265552185582382 workclass=State-gov -0.9320732690040348 0.15964078878925547 workclass=Without-pay 0.22509799278042042 -0.11820502500725971 workclass=Never-worked -0.7995129590166861 -0.06392427448015048 fnlwgt 0.5712966076303043 0.0999451178001689 education=Bachelors 0.7598135795057055 -0.24908514684017713 education=Some-college 0.6113185625943587 0.7307546637843494 education=11th -0.564619594940843 -0.4967320991226194 education=HS-grad 0.8101053079465279 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occupation=Priv-house-serv -0.4147588136112317 0.21239112650532066 occupation=Protective-serv -0.7791357343629799 0.23117208675245116 occupation=Armed-Forces 0.038122745211366604 -0.8208032544575261 relationship=Wife 0.029811455783727236 0.7175294395114793 relationship=Own-child 0.6432338811218834 0.23201422200049104 relationship=Husband 0.2512220484526171 0.5236659265218695 relationship=Not-in-family 0.7967710735970983 -0.9507740870308903 relationship=Other-relative -0.1372492810546242 -0.07190775865879795 relationship=Unmarried -0.6130781966676913 -0.8689498664437774 race=White 0.78930868498496 0.48748744639022745 race=Asian-Pac-Islander -0.2210858157671589 -0.08651238260913896 race=Amer-Indian-Eskimo -0.06166838126794216 -0.6733608664640904 race=Other -0.32897279959979464 -0.06953602917832513 race=Black 0.16719129857543358 -0.9714257596751745 sex 0.8485083486834146 0.8367092723739726 capital-gain 0.6298670712772785 0.6900200334938016 capital-loss 0.25538911337770664 -0.435108123341309 hours-per-week -0.28568587269834866 -0.37887013172546036 native-country=United-States -0.15543004584510012 -0.4904190931737762 native-country=Cambodia 0.7649135845006605 0.7256366785908346 native-country=England 0.9265349209243243 0.49563838112796876 native-country=Puerto-Rico 0.9801062800586413 0.18302340504307058 native-country=Canada -0.7423388127079069 0.7062855437883988 native-country=Germany 0.9966879824557622 0.5214395586960576 native-country=Outlying-US(Guam-USVI-etc) -0.09991593762862605 -0.2582716173199324 native-country=India 0.6509202645791792 -0.6587867565655294 native-country=Japan 0.4249691467847878 -0.2029831671468545 native-country=Greece -0.10702323480447173 -0.885077681055114 native-country=South 0.7671067568447778 0.550632678049958 native-country=China 0.6944423567866962 -0.08913572115953095 native-country=Cuba 0.8869862182016646 -0.0752029807738106 native-country=Iran -0.38349868633251916 0.2909160297337716 native-country=Honduras 0.2417004356029031 -0.684949546036653 native-country=Philippines -0.6942668777863863 0.7184690384173593 native-country=Italy -0.7383143499759584 -0.6905739707989582 native-country=Poland -0.9195337001037658 0.7433762381282465 native-country=Jamaica 0.8986884300171767 -0.8356001853367396 native-country=Vietnam -0.2924284194594635 0.14342295373190073 native-country=Mexico -0.357519515569112 -0.5675941476165243 native-country=Portugal 0.9102852674913637 -0.3007539439151359 native-country=Ireland -0.04051529221263839 -0.08056940974050897 native-country=France -0.22620870745249722 0.9341455663334803 native-country=Dominican-Republic 0.11414216388814902 -0.4147982393805585 native-country=Laos 0.4272429790670267 -0.9971303700518614 native-country=Ecuador -0.009190046983155398 -0.20435808146301038 native-country=Taiwan -0.2021865410944257 -0.026021081784524336 native-country=Haiti -0.4937529698186305 0.4292163677156069 native-country=Columbia 0.19211845765045155 0.49732071228239194 native-country=Hungary 0.12508470381595016 -0.6240499242737632 native-country=Guatemala 0.5195974654037123 0.728736630945569 native-country=Nicaragua 0.9666091917827564 0.8193689604738899 native-country=Scotland 0.40656041715876734 0.3144016153051241 native-country=Thailand -0.9070343031609227 0.945320061442626 native-country=Yugoslavia 0.7527438748555695 0.1019159002803407 native-country=El-Salvador 0.3375488551178256 0.1841875228254417 native-country=Trinadad&Tobago -0.33272946804298975 -0.6020414946015065 native-country=Peru -0.022367203545233805 0.2898381020090366 native-country=Hong -0.38049765244852307 -0.6447731691204235 native-country=Holand-Netherlands Hidden Weights: 0.20281632368780333 0.23554985999335654 -0.8429267453100822 -0.4900305478961644 >50K <=50K Error sum for iteration 100 = 707.2018052907583 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: 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0.9420514061145587 0.7411543723681189 native-country=England 1.023116529531187 0.486250195815382 native-country=Puerto-Rico 0.3495088582709659 0.13683644815728535 native-country=Canada -0.4113430728195901 0.7377979576428851 native-country=Germany 1.1067803585124476 0.5290474120994395 native-country=Outlying-US(Guam-USVI-etc) 0.40304575780823926 -0.21039853473937503 native-country=India 0.8231357424994097 -0.6677681129877641 native-country=Japan 0.5347441749684599 -0.20038082684668165 native-country=Greece -0.05406889314545648 -0.871592833786252 native-country=South 0.7807787905078735 0.5253077059252794 native-country=China 1.0708454971884385 -0.06351619557273629 native-country=Cuba 0.44017617929969644 -0.12237836176171579 native-country=Iran -0.19394582926359685 0.30171617868330364 native-country=Honduras 0.026629839042364788 -0.7160062810609932 native-country=Philippines -0.7519888016410636 0.6793421026101246 native-country=Italy -0.2368631490295991 -0.6666185035911951 native-country=Poland -0.9742406267055648 0.7045491432859439 native-country=Jamaica 1.019226958432385 -0.8234521097245816 native-country=Vietnam 0.7979817051830699 0.22878255028430636 native-country=Mexico -0.26695022663504675 -0.5618171070994074 native-country=Portugal 0.9308618777231215 -0.2957601960088278 native-country=Ireland 0.0501448950125554 -0.07681262052541973 native-country=France -0.1374209009310255 0.9171326878905663 native-country=Dominican-Republic 0.3071978635969014 -0.3970874280205843 native-country=Laos 0.5590086600089212 -0.9894373323572168 native-country=Ecuador -0.052195201389654375 -0.23868304635782703 native-country=Taiwan 0.03575552549569863 0.004884419590576515 native-country=Haiti -0.12230549182933532 0.4673593419955857 native-country=Columbia 0.2996085321205676 0.5031348332586599 native-country=Hungary 0.1378683673725264 -0.6165094337030262 native-country=Guatemala 0.7672389731254226 0.7447539218256382 native-country=Nicaragua 1.0760960073526353 0.8262651592156567 native-country=Scotland 0.5295072783688038 0.31545587170852907 native-country=Thailand -0.7014510746074866 0.9599584388691224 native-country=Yugoslavia 0.8984996273709632 0.11237114264589539 native-country=El-Salvador 0.5026993469799006 0.19791165506262773 native-country=Trinadad&Tobago -0.16231219182057588 -0.5937664490000748 native-country=Peru 0.08577182746647417 0.2962703070803408 native-country=Hong -0.2730075779784207 -0.6389590481441435 native-country=Holand-Netherlands Hidden Weights: -3.7350774464700986 3.7748866202011415 -0.743874229764054 0.6291503984631055 >50K <=50K Error sum for iteration 200 = 708.9816701280331 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.4815802509647626 -0.035830808479629876 age 0.5228580107715946 0.35869137909047694 workclass=Private 1.2041065341757435 0.40163197060152006 workclass=Self-emp-not-inc 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native-country=Canada -0.23190496050576437 0.7604885982239791 native-country=Germany 1.1297265047705813 0.5257901546560605 native-country=Outlying-US(Guam-USVI-etc) 0.8161127211846081 -0.1973489430976707 native-country=India 0.9776432098917791 -0.6804542330500878 native-country=Japan 0.6613602152092343 -0.20353841847211016 native-country=Greece -0.017349165545858032 -0.8692739203524387 native-country=South 0.8325754272660764 0.5176891470467436 native-country=China 1.2166111491887386 -0.06037032024759066 native-country=Cuba -0.18041211255663386 -0.15285814843568918 native-country=Iran -0.08368413147406767 0.3040656320464185 native-country=Honduras -0.1460298868915293 -0.7321330501140378 native-country=Philippines -0.9522011785660895 0.6522794913279308 native-country=Italy 0.2684648839194221 -0.6616956823901939 native-country=Poland -1.1677591844386839 0.6620805375337578 native-country=Jamaica 1.0599521636928786 -0.8266534763084754 native-country=Vietnam 1.1071257687957612 0.22726338085550912 native-country=Mexico -0.29384921802443126 -0.567383568288287 native-country=Portugal 0.8215149043128186 -0.3018509990890877 native-country=Ireland 0.04433625284478993 -0.08114549927940186 native-country=France -0.23536350680649387 0.8832494197307602 native-country=Dominican-Republic 0.42767495949790074 -0.3907624503671928 native-country=Laos 0.5872706332640321 -0.9931118696892043 native-country=Ecuador -0.11135901186489541 -0.2497537251783011 native-country=Taiwan 0.21954640148505658 0.01703907514671445 native-country=Haiti 0.21103438402050453 0.4868874851386574 native-country=Columbia 0.31964818060505573 0.4992365899270171 native-country=Hungary 0.042436267591146264 -0.6207043148040895 native-country=Guatemala 0.8842499491762477 0.7438353420212311 native-country=Nicaragua 1.0977062053125342 0.8229793398191829 native-country=Scotland 0.6399725398249081 0.3133566143611183 native-country=Thailand -0.5289321087219776 0.9645376540921404 native-country=Yugoslavia 0.8965239883878725 0.10394437039730327 native-country=El-Salvador 0.5594469738628345 0.19771968696997724 native-country=Trinadad&Tobago -0.03440555410661839 -0.5938136258084359 native-country=Peru 0.10625640975223757 0.29261094354693956 native-country=Hong -0.25296792949393254 -0.6428572914757734 native-country=Holand-Netherlands Hidden Weights: -4.040478955484673 4.0473753287427705 -0.6021929814636868 0.584243693775443 >50K <=50K Error sum for iteration 300 = 711.1974882373473 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.4739258037463125 -0.10442585950298748 age 0.5224578078984354 0.5871140970316284 workclass=Private 1.226971436293265 0.24456846899385676 workclass=Self-emp-not-inc -0.002836691837976331 -0.4976919725968992 workclass=Self-emp-inc -0.01839603684652844 -0.692903841326995 workclass=Federal-gov 0.9183042189696523 0.6604390893092887 workclass=Local-gov 0.6989568428066687 -0.7311846841488907 workclass=State-gov -0.7895642011781117 0.16594037614765086 workclass=Without-pay 0.3604652344512727 -0.1140178281103976 workclass=Never-worked -0.17105071010976686 -0.002852783427494726 fnlwgt -0.06398473838433419 -0.48448478560896374 education=Bachelors 0.3769998496324028 -0.0975804938782552 education=Some-college 0.7933785836212224 0.6275939358551431 education=11th 0.16010464012040287 0.5398172606432603 education=HS-grad -0.7574040213197997 -0.2270885923679367 education=Prof-school -0.056122280648848485 0.2856598170579294 education=Assoc-acdm 0.21741999456038966 -0.10511785289068867 education=Assoc-voc 0.9175960932694472 0.030307165300541332 education=9th 0.5271471211361816 -0.5915406572479862 education=7th-8th 1.164810474606882 0.4270901857143193 education=12th -0.12947462512032326 -0.09962924186239583 education=Masters 0.08416162564406243 0.403679415536508 education=1st-4th 0.8369253297088959 0.07698916171563308 education=10th -1.0516148652774038 -0.653054634743101 education=Doctorate -0.8069125854194891 -0.7575309148209245 education=5th-6th 0.05482280109968686 0.5777350858831193 education=Preschool -2.3683342466962256 0.065817639228846 education-num -1.158959643535249 -0.4614132460024423 marital-status=Married-civ-spouse 1.115156850124624 0.788387488060952 marital-status=Divorced 1.5613827194591758 0.048349447187524125 marital-status=Never-married 0.7994386046670799 0.2866725585956484 marital-status=Separated 0.8083601720879725 0.8191320856676253 marital-status=Widowed 1.722775580387181 -0.29627241544241817 marital-status=Married-spouse-absent 0.879039523343715 -0.6329961836663941 marital-status=Married-AF-spouse -0.5169704237228968 -0.8287824916496708 occupation=Tech-support -0.03686807633698786 -0.14931817945282347 occupation=Craft-repair 0.5872491750971708 -0.22281938564886383 occupation=Other-service -0.12796191964107856 0.2565047948107355 occupation=Sales -0.7379828603327839 0.2101085398777213 occupation=Exec-managerial -0.07619024135819123 -0.43686821759722005 occupation=Prof-specialty 0.6320192544760401 -0.5175446374205177 occupation=Handlers-cleaners 0.44005804866363013 -0.3783804843900532 occupation=Machine-op-inspct 0.28434645062756436 1.126439652751628 occupation=Adm-clerical 1.5056167660236095 -0.5990287036252561 occupation=Farming-fishing 0.37445137260339784 -0.7841279006446331 occupation=Transport-moving 0.7563008254253937 0.5139560332386609 occupation=Priv-house-serv -0.28670530870223304 0.11293956252538537 occupation=Protective-serv -0.5572299471066063 0.24445787109318887 occupation=Armed-Forces -0.18673720851936276 -0.7693290469541102 relationship=Wife 1.166007233513021 1.1107548708220065 relationship=Own-child 0.8106324818624059 -0.4104310628921029 relationship=Husband 0.2828960889287541 0.5477142930983688 relationship=Not-in-family 0.7932421625984964 -0.9494147139269671 relationship=Other-relative 0.6510125481206818 0.15905090429540236 relationship=Unmarried -0.33173408195301707 -0.6947038332158977 race=White -0.41900722063613377 0.2501606509046295 race=Asian-Pac-Islander 0.7783528023862613 -0.048647533455394694 race=Amer-Indian-Eskimo 1.4914578130869165 -0.6438524229924752 race=Other -0.19479167948061185 -0.019394999886716096 race=Black -0.06858326404533724 -1.585173185720224 sex -1.985217656595098 0.42519423496733466 capital-gain -2.1353488935987563 0.43402692412677574 capital-loss -2.788167993758811 -0.7062921748901545 hours-per-week -0.1516306297749221 -0.1751881251388656 native-country=United-States -0.5528083714633552 -0.5406475190314791 native-country=Cambodia 0.9097603287185554 0.7482933636576353 native-country=England 0.8281616324441383 0.44876543159797233 native-country=Puerto-Rico -0.5175668464748842 0.09930968948194935 native-country=Canada -0.1756919055144338 0.7855183933267913 native-country=Germany 1.1402617577088012 0.5286730701495598 native-country=Outlying-US(Guam-USVI-etc) 1.1087621647629844 -0.189472421444844 native-country=India 1.1350640079981895 -0.6866566282389904 native-country=Japan 0.7953584282635756 -0.19948672434819273 native-country=Greece 0.023401314120523625 -0.8612291643381913 native-country=South 0.8790623749731582 0.5223466538826029 native-country=China 1.2807485771816653 -0.05294220433019315 native-country=Cuba -0.6628710604470945 -0.1659722427355017 native-country=Iran -0.003733162087438632 0.3126385851911129 native-country=Honduras -0.2645155223180146 -0.7347313751076487 native-country=Philippines -1.1102223328810559 0.6426157245202586 native-country=Italy 0.5925981373525532 -0.6545697193203942 native-country=Poland -1.332189154586711 0.6366586856784593 native-country=Jamaica 1.0822697964478911 -0.8256633723631677 native-country=Vietnam 1.2176659554967004 0.22551977516440253 native-country=Mexico -0.3320176794115242 -0.5675564454510676 native-country=Portugal 0.68894014872067 -0.30257519363464586 native-country=Ireland 0.024125806464185603 -0.07903337542762527 native-country=France -0.3726094180340499 0.8527431876214633 native-country=Dominican-Republic 0.5240600522087141 -0.3784204380006749 native-country=Laos 0.6023221599877614 -0.9906884805267773 native-country=Ecuador -0.1561308722916053 -0.2493954661364268 native-country=Taiwan 0.37441901893420765 0.03386502925427421 native-country=Haiti 0.5375757628997871 0.510361404066829 native-country=Columbia 0.3274856993213135 0.501507909179206 native-country=Hungary -0.07063442858497462 -0.6185770731249315 native-country=Guatemala 0.9667117029908935 0.748023576678712 native-country=Nicaragua 1.1071935829547082 0.825878863593306 native-country=Scotland 0.7375802359107784 0.3180209060735126 native-country=Thailand -0.3733075577938461 0.9757077524612007 native-country=Yugoslavia 0.8728756915414893 0.10137075699939602 native-country=El-Salvador 0.5981954069823101 0.20370586467933124 native-country=Trinadad&Tobago 0.07930725523470787 -0.58681514994164 native-country=Peru 0.11469931001065463 0.29518634743402206 native-country=Hong -0.2451304107776604 -0.6405859722235614 native-country=Holand-Netherlands Hidden Weights: -4.092385754932339 4.093478487743451 -0.6414924266091161 0.6391731118561508 >50K <=50K Error sum for iteration 400 = 716.5688287969581 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.46270849035504 -0.22668341277802195 age 0.501364311737262 0.8451675364739708 workclass=Private 1.2415436945710245 0.07460338030737661 workclass=Self-emp-not-inc 0.012202501674246417 -0.4320054356553169 workclass=Self-emp-inc 0.013775614612886802 -0.727331760879681 workclass=Federal-gov 0.9263016521276539 0.6021782890231985 workclass=Local-gov 0.7105916533995266 -0.7402331383555185 workclass=State-gov -0.7826864857822687 0.17047112147223467 workclass=Without-pay 0.36494520553359555 -0.11024659751196503 workclass=Never-worked -0.1478704414204612 0.01809748179517869 fnlwgt -0.07414792499895628 -0.5478684132508329 education=Bachelors 0.34731019902382787 -0.08788106940217753 education=Some-college 0.771736641254045 0.5802862991977877 education=11th 0.09648630082674814 0.8044071287917924 education=HS-grad -0.7009629627302295 -0.19338683851799013 education=Prof-school -0.09719622605594977 0.3079228810505107 education=Assoc-acdm 0.18811822904951295 -0.17697090352401781 education=Assoc-voc 0.9218522121774122 -0.0014852302984418894 education=9th 0.523623595003327 -0.5843500141272165 education=7th-8th 1.308987306688156 0.4225362353103345 education=12th -0.13816964286428557 -0.18417107688030282 education=Masters 0.21036986731464205 0.4095696128471378 education=1st-4th 0.8117460544573184 0.08261705791006053 education=10th -1.0050153185582418 -0.6275123496551174 education=Doctorate -0.8609460546260848 -0.7433158885046014 education=5th-6th 0.07158042724396335 0.5829569577018341 education=Preschool -2.3742578024479637 0.05613397951982538 education-num -1.2236581152967336 -0.3769408437079278 marital-status=Married-civ-spouse 1.1212092011635297 0.7524430366379367 marital-status=Divorced 1.5843670954066618 -0.019777601615245693 marital-status=Never-married 0.7947320340414998 0.37065980612191873 marital-status=Separated 0.8151282730474841 0.8202301543131352 marital-status=Widowed 1.7766891336683468 -0.31446834316892713 marital-status=Married-spouse-absent 0.9259257507386464 -0.623718015203751 marital-status=Married-AF-spouse -0.498341712767495 -0.7837805214899801 occupation=Tech-support -0.031227569697515622 -0.16566696655327984 occupation=Craft-repair 0.5963721850726418 -0.2502270474802755 occupation=Other-service -0.1493375006007818 0.3990943647554146 occupation=Sales -0.7354059187830984 0.16236011660787905 occupation=Exec-managerial -0.06833577869040164 -0.5556182842488944 occupation=Prof-specialty 0.6513195566517074 -0.4874586191249421 occupation=Handlers-cleaners 0.45016907693440505 -0.3570644478347459 occupation=Machine-op-inspct 0.23402847256524217 1.2090718599282873 occupation=Adm-clerical 1.5217221399031782 -0.5750459046263217 occupation=Farming-fishing 0.3992562325974143 -0.8180134266095892 occupation=Transport-moving 0.7742682035707694 0.518878739743122 occupation=Priv-house-serv -0.28708097251863873 0.08254738680658226 occupation=Protective-serv -0.5187139347102859 0.2514262771607441 occupation=Armed-Forces -0.12663401587591214 -0.5415862382372105 relationship=Wife 1.1552983426592145 1.095292986111425 relationship=Own-child 0.8790315888284689 -0.5354935203143485 relationship=Husband 0.24538720522935134 0.5373028327632521 relationship=Not-in-family 0.8232197224643544 -0.9527904770947271 relationship=Other-relative 0.6034700583510204 0.13841688959244053 relationship=Unmarried -0.375344341839689 -0.6588635363355178 race=White -0.5402504291507314 0.2631143380917109 race=Asian-Pac-Islander 0.7872519287620613 -0.05932029040970232 race=Amer-Indian-Eskimo 1.7668988466882682 -0.6491300898126473 race=Other -0.2560387469862746 -0.003212562399985514 race=Black 0.02012586173129722 -1.712357079365988 sex -2.458708434291229 0.35306899458448415 capital-gain -2.1886451316460898 0.46552814497216044 capital-loss -2.800236173724868 -0.6098224561778036 hours-per-week -0.16184844958931618 -0.14378243022383486 native-country=United-States -0.7751382598342246 -0.5517431219385865 native-country=Cambodia 0.8655146382989795 0.7541443361318986 native-country=England 0.6961336825519224 0.4336893837216636 native-country=Puerto-Rico -0.60244900727875 0.09298183880500939 native-country=Canada -0.17438640209384756 0.8162601486872402 native-country=Germany 1.1474361838878304 0.5332111858061569 native-country=Outlying-US(Guam-USVI-etc) 1.3414654508419894 -0.18055615473496742 native-country=India 1.2845589381451243 -0.6950715678134406 native-country=Japan 0.9285116869743363 -0.1924455044556243 native-country=Greece 0.06617602222726088 -0.8484387536680362 native-country=South 0.9122854929996619 0.5355849579798022 native-country=China 1.3156402456322778 -0.04189615279349143 native-country=Cuba -1.0129267684889507 -0.17305710039704453 native-country=Iran 0.06270151352804844 0.325244906846749 native-country=Honduras -0.3369457427078009 -0.7298797677380673 native-country=Philippines -1.226059482258603 0.6423853971005113 native-country=Italy 0.7874621303894254 -0.6475141213178948 native-country=Poland -1.4724098877161262 0.6161523374777825 native-country=Jamaica 1.0951942828474723 -0.8270996748538291 native-country=Vietnam 1.2412691333187276 0.22334999835924194 native-country=Mexico -0.3665860404467631 -0.568473071050919 native-country=Portugal 0.5465027937235831 -0.304428084003591 native-country=Ireland -2.64211490133416E-4 -0.07543298846215332 native-country=France -0.5378832233396662 0.8159748291408719 native-country=Dominican-Republic 0.609801186845251 -0.36192348186225576 native-country=Laos 0.6137644023401243 -0.9867105089659455 native-country=Ecuador -0.17754711972329032 -0.243861767885374 native-country=Taiwan 0.5082888398713368 0.055831055617073015 native-country=Haiti 0.8621225183536293 0.5385086321793212 native-country=Columbia 0.33196567040363634 0.5052791397776691 native-country=Hungary -0.18523236429031245 -0.6145940580058812 native-country=Guatemala 1.0338956036307658 0.7538560459559247 native-country=Nicaragua 1.113193541753228 0.8303697922363501 native-country=Scotland 0.8236897494152191 0.3255322765070107 native-country=Thailand -0.23936324205363554 0.9913200004375367 native-country=Yugoslavia 0.8433064062858356 0.09868199350798874 native-country=El-Salvador 0.6297466159898237 0.2123212776397472 native-country=Trinadad&Tobago 0.1764003187601196 -0.5749239672763377 native-country=Peru 0.11972913221492834 0.2992616643079252 native-country=Hong -0.24065043969534358 -0.6368147416250983 native-country=Holand-Netherlands Hidden Weights: -4.089920756257104 4.090012758013462 -0.7684314668449937 0.7682813235528271 >50K <=50K Error sum for iteration 500 = 720.8013539528912 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.4425573598413306 -0.42065201344995634 age 0.4751450262221971 1.069991418328455 workclass=Private 1.2512720338664371 -0.11167269652004838 workclass=Self-emp-not-inc 0.01947935874375558 -0.34623943005162094 workclass=Self-emp-inc 0.04065225030236637 -0.7794798287413512 workclass=Federal-gov 0.9371067396495726 0.5521550063807649 workclass=Local-gov 0.7186402096436586 -0.7503164612645384 workclass=State-gov -0.7772208153153216 0.17243733879802559 workclass=Without-pay 0.3677439962517475 -0.10931157387574095 workclass=Never-worked -0.14084911413633544 0.040180732752989896 fnlwgt -0.08328785307547144 -0.5795777215576163 education=Bachelors 0.3202229467423238 -0.07895463672405122 education=Some-college 0.7569571204483865 0.5281100144251352 education=11th 0.02962385509381554 1.0260813674216023 education=HS-grad 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occupation=Priv-house-serv -0.29376354061419485 0.04416162386740249 occupation=Protective-serv -0.4846754437719841 0.2558879231350374 occupation=Armed-Forces -0.10642812695260304 -0.2408274657397463 relationship=Wife 1.1302712055445876 1.0609449465618692 relationship=Own-child 0.9435901747801453 -0.7153786987667918 relationship=Husband 0.21657670126176576 0.5230055830606777 relationship=Not-in-family 0.8752343208813992 -0.9695637876137685 relationship=Other-relative 0.5597116961955134 0.09605222622578512 relationship=Unmarried -0.39829955623474445 -0.6695705197779405 race=White -0.6388946194035344 0.2970952831388634 race=Asian-Pac-Islander 0.7809110401114149 -0.07847154380420739 race=Amer-Indian-Eskimo 1.9693624591749677 -0.6608199059233659 race=Other -0.29417778683834456 0.016509852771447286 race=Black 0.12589745033889094 -1.8898428351480163 sex -2.9044847947527646 0.2661721825189938 capital-gain -2.2218904058311533 0.4980448274752336 capital-loss -2.814320479776294 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-0.29842066492585173 -0.6128192085122744 native-country=Guatemala 1.091778676386636 0.7568477343626181 native-country=Nicaragua 1.1174296437783273 0.8321546369476334 native-country=Scotland 0.901591946439307 0.33190314613116967 native-country=Thailand -0.12436561575296196 1.0068180403263738 native-country=Yugoslavia 0.810654868974088 0.09143745871596395 native-country=El-Salvador 0.6561574691744754 0.21849422058235138 native-country=Trinadad&Tobago 0.26022564479748245 -0.5596853149638445 native-country=Peru 0.12286946337013654 0.3004087540288892 native-country=Hong -0.23785164897718353 -0.635879717988862 native-country=Holand-Netherlands Hidden Weights: -4.087126296962371 4.087129475360845 -0.9366869034522761 0.9366825455326954 >50K <=50K Error sum for iteration 600 = 722.190860189489 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.4190209458954466 -0.6586640393648948 age 0.45545719106550886 1.2231952230221297 workclass=Private 1.2621270185450049 -0.29411055796311303 workclass=Self-emp-not-inc 0.020354167117449626 -0.23449512178614756 workclass=Self-emp-inc 0.057037544517541915 -0.8375884874425574 workclass=Federal-gov 0.9484503183597214 0.5179631969650657 workclass=Local-gov 0.7215676482708658 -0.7586141327269595 workclass=State-gov -0.7724611569565787 0.17242406637564986 workclass=Without-pay 0.3695745247722138 -0.11051831790811639 workclass=Never-worked -0.14229208330325763 0.06148878588157256 fnlwgt -0.09259788040262859 -0.5762208945966831 education=Bachelors 0.29991959517879374 -0.06624103923875903 education=Some-college 0.7462628113180381 0.46602008125208877 education=11th -0.018814687790331075 1.1722803126522612 education=HS-grad -0.6520567341460966 -0.09906661085166396 education=Prof-school -0.14994743259858348 0.3034437739345249 education=Assoc-acdm 0.163111577223906 -0.42385400904293696 education=Assoc-voc 0.8722213489262797 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relationship=Wife 1.1077084766465488 0.9982385104380648 relationship=Own-child 1.0080937328938 -0.8971723056781098 relationship=Husband 0.19382656536525497 0.5130788858165177 relationship=Not-in-family 0.926369533371253 -1.006018223623561 relationship=Other-relative 0.5321730727892321 0.05319453492670829 relationship=Unmarried -0.4068169020895377 -0.7275463424315612 race=White -0.7280032553046873 0.3577463344138025 race=Asian-Pac-Islander 0.7705869654955154 -0.10791703004398029 race=Amer-Indian-Eskimo 2.129650723081255 -0.6792820642056238 race=Other -0.32271912360671107 0.046054596251338877 race=Black 0.21934820752273754 -2.066598397663143 sex -3.3210669581117633 0.17100778093800953 capital-gain -2.2461904685597505 0.529670357205613 capital-loss -2.835427235572452 -0.3123154523762914 hours-per-week -0.15550844280307663 -0.2838990503212391 native-country=United-States -1.2890187331051 -0.5835848271231621 native-country=Cambodia 0.7928512243491778 0.7561794071129658 native-country=England 0.45609953043096724 0.3894979176882345 native-country=Puerto-Rico -0.6306027003343726 0.06211812583670131 native-country=Canada -0.21584726441008975 0.8912646978265634 native-country=Germany 1.157482483422457 0.534759876443049 native-country=Outlying-US(Guam-USVI-etc) 1.6845081855799213 -0.17156937106719491 native-country=India 1.5548144388224154 -0.7336228426824013 native-country=Japan 1.1728388831802208 -0.1819195888852098 native-country=Greece 0.15153019848339577 -0.8029516507862237 native-country=South 0.9678058791257526 0.5857271281963927 native-country=China 1.355407494971722 -0.00961987271377056 native-country=Cuba -1.4583329770696518 -0.17796468968625437 native-country=Iran 0.1688376476397597 0.34645783882513653 native-country=Honduras -0.39158868096778526 -0.7044907105289369 native-country=Philippines -1.3782697308799468 0.6703363404683702 native-country=Italy 1.00319082738575 -0.6557017009768753 native-country=Poland -1.6952232763595645 0.5811036204034143 native-country=Jamaica 1.0980950469205408 -0.8681354407639015 native-country=Vietnam 1.2216021916665738 0.21057667491737703 native-country=Mexico -0.4197603731983806 -0.5897539460867529 native-country=Portugal 0.23523149069937405 -0.32557390916260925 native-country=Ireland -0.051624717366554454 -0.07559021833355803 native-country=France -0.9146551112273577 0.7127130446673078 native-country=Dominican-Republic 0.7611871623603471 -0.3322009300498491 native-country=Laos 0.6312983130362799 -0.9866769998669658 native-country=Ecuador -0.16597733845316265 -0.22426961429889555 native-country=Taiwan 0.7278748196031475 0.10311095695536997 native-country=Haiti 1.4783250909612977 0.585749449991028 native-country=Columbia 0.3365949896422546 0.5050074193815696 native-country=Hungary -0.40787456805355643 -0.6126540785046962 native-country=Guatemala 1.1432827550081668 0.7570962260803817 native-country=Nicaragua 1.1206770360557443 0.8319207309043316 native-country=Scotland 0.9749969037229956 0.3374469893627373 native-country=Thailand -0.023832319222771677 1.0206932370435404 native-country=Yugoslavia 0.7756187593636897 0.08121455715060172 native-country=El-Salvador 0.6786727904026271 0.22192118898168015 native-country=Trinadad&Tobago 0.3344880856477171 -0.5388684690998518 native-country=Peru 0.12472730834179228 0.2992188244636884 native-country=Hong -0.23602112045672777 -0.6370864620211979 native-country=Holand-Netherlands Hidden Weights: -4.093057050962232 4.093057100312931 -1.1184797711666772 1.1184797044964347 >50K <=50K Error sum for iteration 700 = 721.4491600675447 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.3996477552941902 -0.916312653576486 age 0.44188784644218965 1.2997521645783217 workclass=Private 1.2787215556837208 -0.4516822484020627 workclass=Self-emp-not-inc 0.01698063491474186 -0.10323786509926382 workclass=Self-emp-inc 0.06513825422061512 -0.8985081047112787 workclass=Federal-gov 0.9572651026523141 0.49818337348378966 workclass=Local-gov 0.7232092511063296 -0.7652729651282935 workclass=State-gov -0.767791823655152 0.17107620617434124 workclass=Without-pay 0.3710997308019136 -0.11308255961135379 workclass=Never-worked -0.14836978347431132 0.07986770856408071 fnlwgt -0.09949524436674385 -0.5524364334127959 education=Bachelors 0.2897555611224608 -0.05919128624927914 education=Some-college 0.7399486644986216 0.3930949315368999 education=11th -0.0488676586291658 1.249015343302523 education=HS-grad -0.66329607137092 -0.030785115370560546 education=Prof-school -0.15588140475405396 0.2793914319166176 education=Assoc-acdm 0.17028887862049868 -0.5770152602428892 education=Assoc-voc 0.8309236381702633 -0.21762982931487748 education=9th 0.5179709569082571 -0.5627990241484151 education=7th-8th 1.6124230359012162 0.3855513523367228 education=12th -0.1523928948412859 -0.2044995133640394 education=Masters 0.5382106945614409 0.4106152420700092 education=1st-4th 0.7660607312878254 0.09570468357267795 education=10th -0.9541047229855252 -0.48563181579237946 education=Doctorate -0.9811595061807072 -0.7336082078772148 education=5th-6th 0.11269665170235732 0.5855147993006145 education=Preschool -2.461284604641762 0.19126621471418614 education-num -1.4402261812616437 -0.09247046150549615 marital-status=Married-civ-spouse 1.1583185199911734 0.5817851789866277 marital-status=Divorced 1.6791126786049497 -0.37493521632724247 marital-status=Never-married 0.734243865423177 0.6867004987042901 marital-status=Separated 0.8600703379556798 0.7438520613137294 marital-status=Widowed 1.859841740536175 -0.3811035892938516 marital-status=Married-spouse-absent 1.035350290544415 -0.597939709991598 marital-status=Married-AF-spouse -0.47794560242785494 -0.6807921877996949 occupation=Tech-support -0.034370976227176 -0.029731374317432658 occupation=Craft-repair 0.6626116824123547 -0.5090872298612179 occupation=Other-service -0.24979894467815647 0.926967490659739 occupation=Sales -0.7364022575184908 0.04751572218306167 occupation=Exec-managerial -0.041768848513853346 -0.8189996945115513 occupation=Prof-specialty 0.7059287159011438 -0.3940796521694847 occupation=Handlers-cleaners 0.4328393380982787 -0.3341133076371868 occupation=Machine-op-inspct 0.17313065253011856 1.035107974651403 occupation=Adm-clerical 1.5244804811331572 -0.4570148587461648 occupation=Farming-fishing 0.45357598024860757 -0.9379440795540742 occupation=Transport-moving 0.7989969587621646 0.5066161949803117 occupation=Priv-house-serv -0.31174038165420437 -0.044884930616147914 occupation=Protective-serv -0.42544476263618924 0.25855229358587756 occupation=Armed-Forces -0.17553723328030424 0.3682489978107953 relationship=Wife 1.0978462424720006 0.9021722210509906 relationship=Own-child 1.0720426599724566 -1.0369785281609767 relationship=Husband 0.17426189448518922 0.5116367338552472 relationship=Not-in-family 0.9719311795611808 -1.0634602356291303 relationship=Other-relative 0.5253915122021311 0.019819814502501726 relationship=Unmarried -0.4031974512489645 -0.8159810224657842 race=White -0.8144218447529171 0.4465663555921738 race=Asian-Pac-Islander 0.7630473966546698 -0.14833073134112404 race=Amer-Indian-Eskimo 2.264584961328071 -0.7040755945314259 race=Other -0.34748697601901085 0.07754134458801686 race=Black 0.288285658544514 -2.1972451312324144 sex -3.6647045668220355 0.08063565814166286 capital-gain -2.2682943148304644 0.5559184301325996 capital-loss -2.8707586813006816 -0.08479322933566019 hours-per-week -0.1505364299853442 -0.4256093620498763 native-country=United-States -1.5556934927518402 -0.5984856509086972 native-country=Cambodia 0.7674769702100359 0.7555669421393237 native-country=England 0.35287541691279944 0.3617926442900439 native-country=Puerto-Rico -0.6318471226020462 0.0353455778028513 native-country=Canada -0.24566410661534746 0.9340373300616998 native-country=Germany 1.1614096224067358 0.5328123924852982 native-country=Outlying-US(Guam-USVI-etc) 1.8114786354207688 -0.17006794325344363 native-country=India 1.6773299187266484 -0.7607390388846829 native-country=Japan 1.2776574037597852 -0.1781587143175188 native-country=Greece 0.19142546750119063 -0.7594821198777472 native-country=South 0.9922493672376848 0.6194117143395597 native-country=China 1.3641077359391605 0.014886737944758234 native-country=Cuba -1.6046663359221263 -0.17540772953524345 native-country=Iran 0.21044780846253303 0.35119704552590975 native-country=Honduras -0.3974586776029631 -0.6843769001653627 native-country=Philippines -1.4328376467359034 0.6987327257747077 native-country=Italy 1.0694952858681193 -0.6758549385408291 native-country=Poland -1.7870713684412436 0.5681679284421151 native-country=Jamaica 1.0912472983295007 -0.9123091776751273 native-country=Vietnam 1.2097504893558582 0.1997030847835887 native-country=Mexico -0.4422501383002271 -0.6095565902258484 native-country=Portugal 0.06902649637875721 -0.3408936251033969 native-country=Ireland -0.0763191330507234 -0.0777698716876196 native-country=France -1.0416994918498244 0.6646415318815785 native-country=Dominican-Republic 0.8279499014657952 -0.3199424258105198 native-country=Laos 0.6386312854128403 -0.9894698365347884 native-country=Ecuador -0.14186339002561965 -0.20837641216045036 native-country=Taiwan 0.8160720738347812 0.12488259975867834 native-country=Haiti 1.7458275434370352 0.6004287900935948 native-country=Columbia 0.3381201956719544 0.502443177678346 native-country=Hungary -0.5112373657402 -0.6136534406476406 native-country=Guatemala 1.1898823309671587 0.7551442296089472 native-country=Nicaragua 1.1236075278519273 0.8304053023998884 native-country=Scotland 1.0464648403166223 0.34289152268110723 native-country=Thailand 0.06519475270288808 1.0320994023227816 native-country=Yugoslavia 0.7390608217088352 0.06903942807089844 native-country=El-Salvador 0.6985367894423451 0.22329036554411283 native-country=Trinadad&Tobago 0.40101802667688513 -0.51118036710837 native-country=Peru 0.12593388642238496 0.2963964108641568 native-country=Hong -0.23449591442704298 -0.6396507037244215 native-country=Holand-Netherlands Hidden Weights: -4.09981105888394 4.099811059243127 -1.3161837745137897 1.3161837738210886 >50K <=50K Error sum for iteration 800 = 720.1822144096755 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.380744334730375 -1.1873128118501701 age 0.4312411657018344 1.3161329748516024 workclass=Private 1.2984280148911864 -0.5788864494976121 workclass=Self-emp-not-inc 0.011546161502495031 0.030646278715792345 workclass=Self-emp-inc 0.07028792416393156 -0.9659492118622235 workclass=Federal-gov 0.9637335243999694 0.4888272503128172 workclass=Local-gov 0.725252212541476 -0.7719472869558291 workclass=State-gov -0.7630641168174527 0.1679738797856732 workclass=Without-pay 0.3725673351364919 -0.11731676798103305 workclass=Never-worked -0.15724250210804205 0.09347248878452034 fnlwgt -0.10251203288824018 -0.5235845366558479 education=Bachelors 0.2871935718749919 -0.06480618723697003 education=Some-college 0.736839848210911 0.31309057415948144 education=11th -0.06928064496739791 1.2628623354164927 education=HS-grad -0.6935072358432423 0.054131549522891606 education=Prof-school -0.15173145710909983 0.23269431497705592 education=Assoc-acdm 0.18741872356193728 -0.7283844643253877 education=Assoc-voc 0.7844575701324378 -0.3197339082092828 education=9th 0.4938899973105988 -0.558505560247321 education=7th-8th 1.690318680198046 0.36533909354279925 education=12th -0.1637081936764016 -0.08403191801944257 education=Masters 0.6548800888596231 0.40954331319569115 education=1st-4th 0.7521272623378941 0.10525209415848247 education=10th -0.9589025009825496 -0.41949653252936686 education=Doctorate -1.0143798625965676 -0.7536294246495895 education=5th-6th 0.1251999992514635 0.5829295542916427 education=Preschool -2.5070117743172555 0.31798651490025603 education-num -1.5183553535815209 0.021714771065971174 marital-status=Married-civ-spouse 1.1693125769744628 0.5176724753218132 marital-status=Divorced 1.722578342501905 -0.5633340400559675 marital-status=Never-married 0.6959157102932202 0.8073063228149491 marital-status=Separated 0.8761530767274984 0.7171098390860395 marital-status=Widowed 1.8989303073584427 -0.40687363154384404 marital-status=Married-spouse-absent 1.064190656538381 -0.5912201003478033 marital-status=Married-AF-spouse -0.48020992671437907 -0.6472941626298343 occupation=Tech-support -0.046664455380242546 0.10613452537654972 occupation=Craft-repair 0.7068000692810196 -0.6441019946468036 occupation=Other-service -0.28902753158721456 1.0794768203916152 occupation=Sales -0.7396020418957338 -0.008860871707552256 occupation=Exec-managerial -0.03297691482022594 -0.8384686473173851 occupation=Prof-specialty 0.7109185866216546 -0.3692912168860717 occupation=Handlers-cleaners 0.42277498371832395 -0.34916648900585523 occupation=Machine-op-inspct 0.1932682208703655 0.8425855941668057 occupation=Adm-clerical 1.5159491764979038 -0.4129776775695345 occupation=Farming-fishing 0.46390154073390294 -0.9411416157271902 occupation=Transport-moving 0.8016797925220237 0.4934428802709807 occupation=Priv-house-serv -0.3217741320221831 -0.09226529911851086 occupation=Protective-serv -0.39865803703454095 0.2568879311172735 occupation=Armed-Forces -0.2579668153060881 0.6159116662450189 relationship=Wife 1.1061552228794513 0.7744233853747367 relationship=Own-child 1.1350800928874578 -1.1154931627540108 relationship=Husband 0.15932793629176162 0.5136324527061741 relationship=Not-in-family 1.0161315135544455 -1.1413822955250048 relationship=Other-relative 0.5277547657896792 -0.0049319597930635685 relationship=Unmarried -0.3906804224240219 -0.9148382312807722 race=White -0.9037903737618302 0.5569965160362794 race=Asian-Pac-Islander 0.7617194042647281 -0.20026351046953095 race=Amer-Indian-Eskimo 2.3835933468157458 -0.7353118265096237 race=Other -0.36923701258322694 0.09409269525961339 race=Black 0.3319555929914124 -2.265143258011366 sex -3.9303097174043278 -0.001698936134004762 capital-gain -2.289730510853498 0.569444245818808 capital-loss -2.9222840616423014 0.19742965913394486 hours-per-week -0.14135205126463768 -0.586651088949139 native-country=United-States -1.8009361440540523 -0.6110089739072827 native-country=Cambodia 0.7487058810448486 0.7550947232039334 native-country=England 0.26134106038486254 0.33054561534116694 native-country=Puerto-Rico -0.6345884250255124 -0.0019193597231716751 native-country=Canada -0.2824825259084265 0.9781666986489039 native-country=Germany 1.1648477878506085 0.528708515368582 native-country=Outlying-US(Guam-USVI-etc) 1.9190494552479211 -0.16831895381297715 native-country=India 1.7939307222874261 -0.7926531820906666 native-country=Japan 1.3710012985384588 -0.17554442243286913 native-country=Greece 0.22753107311425833 -0.6983524147212535 native-country=South 1.0067739883030153 0.6504029417327123 native-country=China 1.3618330852259575 0.041570651845635805 native-country=Cuba -1.7210529489597617 -0.17241366660009153 native-country=Iran 0.24497595278895312 0.3485836723829754 native-country=Honduras -0.40094749724620704 -0.6625097153997255 native-country=Philippines -1.4824669544119353 0.7316620738503372 native-country=Italy 1.1229249985384295 -0.7089742188846264 native-country=Poland -1.872202719521389 0.5563496277749558 native-country=Jamaica 1.0858576938302233 -0.9722846756204752 native-country=Vietnam 1.2025069600805915 0.18270068505781692 native-country=Mexico -0.4631256196818972 -0.636557524516787 native-country=Portugal -0.0994546112096511 -0.35856730512755575 native-country=Ireland -0.09958837827307777 -0.08157326490648964 native-country=France -1.1087245993435086 0.6247738016399358 native-country=Dominican-Republic 0.8876890516322734 -0.30960838519725087 native-country=Laos 0.6456223857998294 -0.9942792762702006 native-country=Ecuador -0.11261635194693953 -0.19024193576586831 native-country=Taiwan 0.8904089880155716 0.14263388543675 native-country=Haiti 1.9800751913705887 0.6090776027864963 native-country=Columbia 0.33958780000653266 0.4982089693086698 native-country=Hungary -0.607182336950713 -0.6164705359118855 native-country=Guatemala 1.232447738336067 0.7507742645438003 native-country=Nicaragua 1.126464003365554 0.8272432037731766 native-country=Scotland 1.117222104738941 0.34837882190751124 native-country=Thailand 0.14423631045292096 1.040081473765414 native-country=Yugoslavia 0.7012496703481862 0.05419249691347809 native-country=El-Salvador 0.716310912017517 0.2225983336752264 native-country=Trinadad&Tobago 0.46091467117250434 -0.47667210792677367 native-country=Peru 0.1267905801624667 0.2915936870694372 native-country=Hong -0.23302831009247055 -0.6438849120941263 native-country=Holand-Netherlands Hidden Weights: -4.1087152062176235 4.1087152062176555 -1.5525093058201533 1.5525093058117476 >50K <=50K Error sum for iteration 900 = 719.350543598411 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.3552451665824319 -1.4770468689193046 age 0.4223528700603486 1.2960458232477055 workclass=Private 1.3205425488438063 -0.6787529019129278 workclass=Self-emp-not-inc 0.007232316740916034 0.14748019958212175 workclass=Self-emp-inc 0.07522135219480368 -1.040953277332746 workclass=Federal-gov 0.9685665461759335 0.48843176433694063 workclass=Local-gov 0.7278472714002299 -0.7790826762570565 workclass=State-gov -0.7580790167136315 0.16291715856630432 workclass=Without-pay 0.3743179352910753 -0.12336419098902585 workclass=Never-worked -0.16678065950461027 0.1023792641161095 fnlwgt -0.10204490627613867 -0.49553266199076373 education=Bachelors 0.28770030761995513 -0.07676778156525928 education=Some-college 0.7356565506634295 0.23455962308918052 education=11th -0.08514507519746577 1.2235113691483819 education=HS-grad -0.7330313602257058 0.15357880303094007 education=Prof-school -0.13915580731786284 0.15140919281717127 education=Assoc-acdm 0.20932033432858085 -0.8625563754485106 education=Assoc-voc 0.7354122201043897 -0.4312703147969784 education=9th 0.46012268814007545 -0.5560962217446336 education=7th-8th 1.7607193060249962 0.3408043614833949 education=12th -0.17981507628361607 0.07527773224885967 education=Masters 0.7786865082845896 0.41085533158072124 education=1st-4th 0.7377759790371586 0.12070057035364853 education=10th -0.9657564926539395 -0.35237785717654135 education=Doctorate -1.0376573985300133 -0.7858436024665627 education=5th-6th 0.137530439666233 0.5782799766364624 education=Preschool -2.558054786836969 0.4595439915622238 education-num -1.5912180762319188 0.1335606009481254 marital-status=Married-civ-spouse 1.17892909913443 0.4547532299927457 marital-status=Divorced 1.764158037470126 -0.769170345225881 marital-status=Never-married 0.6513729056816754 0.9239343236265863 marital-status=Separated 0.8942805692079666 0.6936229583642907 marital-status=Widowed 1.9461238120909898 -0.43880367286780414 marital-status=Married-spouse-absent 1.0913379717782177 -0.5862328036167742 marital-status=Married-AF-spouse -0.485171527574717 -0.6125513648099254 occupation=Tech-support -0.06638461579779557 0.27569650401420104 occupation=Craft-repair 0.7616086905330035 -0.7930920205890412 occupation=Other-service -0.3298421099806801 1.185254978697861 occupation=Sales -0.7434209559936021 -0.0702938458054869 occupation=Exec-managerial -0.027255718666295056 -0.8354662490024188 occupation=Prof-specialty 0.7100927569692596 -0.34779485381448844 occupation=Handlers-cleaners 0.4146274909975802 -0.3754792534483109 occupation=Machine-op-inspct 0.22721676206998084 0.6115019840560979 occupation=Adm-clerical 1.5122531608879395 -0.3689484902422917 occupation=Farming-fishing 0.47129576003049223 -0.9148276487272212 occupation=Transport-moving 0.8046144259263375 0.47566098204075097 occupation=Priv-house-serv -0.33170881887685805 -0.1406845364194423 occupation=Protective-serv -0.3730327663329271 0.2529402845882885 occupation=Armed-Forces -0.35895635130635095 0.8040847731475828 relationship=Wife 1.1328562624950227 0.6298402358839352 relationship=Own-child 1.1953475396368958 -1.1315743560131688 relationship=Husband 0.14694711362962126 0.5128521406015206 relationship=Not-in-family 1.0631943511900783 -1.237151717003109 relationship=Other-relative 0.5316022026158523 -0.020554912474858075 relationship=Unmarried -0.37310336325516513 -0.9924551475453662 race=White -0.9989884917343859 0.6713214398620281 race=Asian-Pac-Islander 0.7678428080715708 -0.2630196794406111 race=Amer-Indian-Eskimo 2.49192924666101 -0.7725033206213444 race=Other -0.38331745542196255 0.07871585167731558 race=Black 0.3503724607205633 -2.2758859706307826 sex -4.136554595393845 -0.07896160789827864 capital-gain -2.3081559015743798 0.562110203999842 capital-loss -2.9858400793882187 0.5270769020367531 hours-per-week -0.12723963441054972 -0.7301875842608269 native-country=United-States -2.00714925365361 -0.6192557060453231 native-country=Cambodia 0.7363052707361677 0.75557938081352 native-country=England 0.18164757600219889 0.29595321748082387 native-country=Puerto-Rico -0.6363654251013477 -0.05199992408506238 native-country=Canada -0.3267036664668095 1.0234282097295788 native-country=Germany 1.1681043195837268 0.5222546733448914 native-country=Outlying-US(Guam-USVI-etc) 2.0112513474637805 -0.16514582212426676 native-country=India 1.9075908510278243 -0.8290563933257115 native-country=Japan 1.4552347829186902 -0.17386600924348278 native-country=Greece 0.2581401125988834 -0.6249078271223624 native-country=South 1.004433589656344 0.6704146284351673 native-country=China 1.3464380611420304 0.0657668295810729 native-country=Cuba -1.8159264950116616 -0.17134767609680088 native-country=Iran 0.2730426097083289 0.33507525887809325 native-country=Honduras -0.40353109602923787 -0.6398403136422105 native-country=Philippines -1.5294784452994958 0.7639695910270272 native-country=Italy 1.1706835370917041 -0.7554894358640979 native-country=Poland -1.9513788508029706 0.5429804494234882 native-country=Jamaica 1.0901737072502498 -1.0460704339131606 native-country=Vietnam 1.1993684880764783 0.15738310586341933 native-country=Mexico -0.48138459676439577 -0.672959015987683 native-country=Portugal -0.26406419515076207 -0.3788157767375519 native-country=Ireland -0.12091318141035308 -0.08727620921574239 native-country=France -1.1357369691030226 0.5879815236916142 native-country=Dominican-Republic 0.9386711958264266 -0.3014493972204304 native-country=Laos 0.6527744430707003 -1.0012437311256366 native-country=Ecuador -0.08385333826197473 -0.17370207664409937 native-country=Taiwan 0.952489207335036 0.15623321390296888 native-country=Haiti 2.186485163801284 0.6126971410967109 native-country=Columbia 0.3413384001611161 0.49216154630067704 native-country=Hungary -0.6948784853654016 -0.6214725075236053 native-country=Guatemala 1.2719918792264577 0.7442512591600589 native-country=Nicaragua 1.129584668305899 0.8222527431656963 native-country=Scotland 1.1874927988718662 0.35404141630292113 native-country=Thailand 0.2146202062740154 1.0443718014975 native-country=Yugoslavia 0.6627631273062212 0.036333671001618065 native-country=El-Salvador 0.7323044134102364 0.21998204321116685 native-country=Trinadad&Tobago 0.5155281397059107 -0.4352583620868477 native-country=Peru 0.1277527445578674 0.2846969322351535 native-country=Hong -0.23127770993788238 -0.6499323351021135 native-country=Holand-Netherlands Hidden Weights: -4.127061817169758 4.127061817169686 -1.8356922536570333 1.8356922536568139 >50K <=50K Error sum for iteration 1000 = 719.5263941650932 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.3186320848577973 -1.786775032095951 age 0.4163031419842603 1.2596049152676445 workclass=Private 1.343770387655133 -0.75515011736817 workclass=Self-emp-not-inc 0.006713120085046156 0.23071238498469435 workclass=Self-emp-inc 0.08091829613263342 -1.1185707731689143 workclass=Federal-gov 0.9720363455789641 0.4981838784751477 workclass=Local-gov 0.7317037775908272 -0.7858245762759852 workclass=State-gov -0.7526699044910328 0.15638675969580265 workclass=Without-pay 0.3766573536799887 -0.13074709889705197 workclass=Never-worked -0.17586426153403012 0.10825909043833294 fnlwgt -0.09939531978329919 -0.4712016242826949 education=Bachelors 0.2860801300154146 -0.08197770137573827 education=Some-college 0.7355952282142101 0.16613135161480097 education=11th -0.1004947093479051 1.1599541710170536 education=HS-grad -0.7713049189771024 0.26143586856082307 education=Prof-school 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marital-status=Widowed 1.9962710626909723 -0.47643757717473145 marital-status=Married-spouse-absent 1.118246749427823 -0.5822518762304714 marital-status=Married-AF-spouse -0.49173528114793397 -0.5770815837265978 occupation=Tech-support -0.0925930769321887 0.4569970859131615 occupation=Craft-repair 0.8200276532935976 -0.9481844767603523 occupation=Other-service -0.364229808744462 1.2227832547816553 occupation=Sales -0.745678508169502 -0.13250577109280615 occupation=Exec-managerial -0.024021745620650573 -0.8286592632751373 occupation=Prof-specialty 0.7044296906006777 -0.32835346865287174 occupation=Handlers-cleaners 0.41110928915228623 -0.4066176363284918 occupation=Machine-op-inspct 0.2660933334417818 0.3952912128782258 occupation=Adm-clerical 1.5145090499581049 -0.3267827562842438 occupation=Farming-fishing 0.4756131654913536 -0.8587505806549561 occupation=Transport-moving 0.8099336008133261 0.45490285469138664 occupation=Priv-house-serv -0.33901028911232983 -0.1908276848606154 occupation=Protective-serv -0.34808733427650757 0.24728130993388486 occupation=Armed-Forces -0.4524964412993009 0.9248723497483684 relationship=Wife 1.171406497514208 0.49044011869560517 relationship=Own-child 1.2457842537644404 -1.0999962978963647 relationship=Husband 0.13352236331890024 0.5104322377948876 relationship=Not-in-family 1.1129841744528202 -1.3460636603740255 relationship=Other-relative 0.5325421279547246 -0.02554929453875362 relationship=Unmarried -0.3591060636690126 -1.01871308570159 race=White -1.094277914945029 0.7690412994029981 race=Asian-Pac-Islander 0.780526132040263 -0.3338263641992737 race=Amer-Indian-Eskimo 2.591727562729545 -0.81397693243401 race=Other -0.38409453277910255 0.023556424059743283 race=Black 0.3499267958844908 -2.2501050670923965 sex -4.299909560755325 -0.15270481918933607 capital-gain -2.3209576832501857 0.5311487258462221 capital-loss -3.056220527841384 0.8869164224213499 hours-per-week -0.11413328083984514 -0.8127536236461521 native-country=United-States -2.1676115734191352 -0.6199401206549927 native-country=Cambodia 0.7288976300987983 0.7579360150049664 native-country=England 0.11339310689042971 0.2592297110065296 native-country=Puerto-Rico -0.6361029458328479 -0.11351771503193922 native-country=Canada -0.37752021304064337 1.070344245266461 native-country=Germany 1.1715440042888043 0.5141460755936048 native-country=Outlying-US(Guam-USVI-etc) 2.089598133394958 -0.1606380859722237 native-country=India 2.0197922440206253 -0.8681912025372647 native-country=Japan 1.5321842161522663 -0.17234430736198303 native-country=Greece 0.28273622228992346 -0.5494449294845798 native-country=South 0.984168863030133 0.6733706829475828 native-country=China 1.3189285717370383 0.0852394951489787 native-country=Cuba -1.894365716424716 -0.17351440943050148 native-country=Iran 0.2957199441286507 0.3072714128310256 native-country=Honduras -0.4028485065642299 -0.614269950749322 native-country=Philippines -1.5733857340962951 0.789791412674803 native-country=Italy 1.2159012216497782 -0.8140838556906855 native-country=Poland -2.0216929200426756 0.5234366228610278 native-country=Jamaica 1.1100422850778395 -1.1292161654157342 native-country=Vietnam 1.1962723585401367 0.12308038498624997 native-country=Mexico -0.4953290711354139 -0.7200975822172776 native-country=Portugal -0.41768481755657755 -0.4012663632813458 native-country=Ireland -0.1399892626500408 -0.09448085225331529 native-country=France -1.137697178043439 0.5479001438249288 native-country=Dominican-Republic 0.9795364799354158 -0.295776081705332 native-country=Laos 0.6605216340878917 -1.0098188255853373 native-country=Ecuador -0.06066019476472069 -0.16469024791272352 native-country=Taiwan 1.0056694919357934 0.1678487910804726 native-country=Haiti 2.371444493547078 0.6131030087089694 native-country=Columbia 0.3436778185500295 0.4847786383926738 native-country=Hungary -0.7739266420706907 -0.628189922816608 native-country=Guatemala 1.3093309107127253 0.7367052906715486 native-country=Nicaragua 1.1332798306513343 0.8158997728688427 native-country=Scotland 1.2557792732044082 0.3593995701298086 native-country=Thailand 0.2776096227864791 1.045502589623055 native-country=Yugoslavia 0.6247746199526886 0.01640662177948081 native-country=El-Salvador 0.7467089427720647 0.21599409259885458 native-country=Trinadad&Tobago 0.5660481320200383 -0.3874073700317778 native-country=Peru 0.12928709597146537 0.27634188807276083 native-country=Hong -0.22893829154899006 -0.6573152430101324 native-country=Holand-Netherlands Hidden Weights: -4.1548456480268365 4.154845648026836 -2.1393877704868247 2.1393877704868074 >50K <=50K Error sum for iteration 1100 = 720.6622975328951 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.2723339644334197 -2.1036440482878604 age 0.4134149439742322 1.219701337712932 workclass=Private 1.3649246154606347 -0.8124005614204197 workclass=Self-emp-not-inc 0.010037219458954246 0.27336422001530164 workclass=Self-emp-inc 0.08859380046456752 -1.190628700632438 workclass=Federal-gov 0.9737385555418787 0.5162605612854283 workclass=Local-gov 0.7377886174598306 -0.7906935281759813 workclass=State-gov -0.7469782244828831 0.1490971459574145 workclass=Without-pay 0.37950697790275895 -0.1387898986882432 workclass=Never-worked -0.18556350166463234 0.11380369307699376 fnlwgt -0.09594774052796384 -0.451206562498474 education=Bachelors 0.27988644675220725 -0.0767216758073741 education=Some-college 0.7351265984101809 0.11049907053311998 education=11th -0.1167934964724279 1.0958460623240285 education=HS-grad -0.803401830902964 0.37352291588111597 education=Prof-school -0.09465169500476926 -0.1182802513116088 education=Assoc-acdm 0.24452610279949938 -1.0520130903717235 education=Assoc-voc 0.6461268198555071 -0.6512649476918576 education=9th 0.38841995553999586 -0.5512124774079595 education=7th-8th 1.8836638696029104 0.2781303739834058 education=12th -0.21293804976258748 0.33528684779881895 education=Masters 1.0313622169783814 0.4295065058795127 education=1st-4th 0.7050856094511458 0.17162477293875286 education=10th -0.9790052187621027 -0.22871826791369257 education=Doctorate -1.0490578207408454 -0.8711761269424871 education=5th-6th 0.16245347284829936 0.5644920110246897 education=Preschool -2.6611447385440536 0.6814770642880394 education-num -1.6896760469642442 0.24834459040662393 marital-status=Married-civ-spouse 1.1883039056902986 0.36621693309386705 marital-status=Divorced 1.828440016716558 -1.092553764333213 marital-status=Never-married 0.5606875157174086 1.1049651944444687 marital-status=Separated 0.9352322862503138 0.648312589746021 marital-status=Widowed 2.0445597070911274 -0.516492909729424 marital-status=Married-spouse-absent 1.1452725738052862 -0.578513957895252 marital-status=Married-AF-spouse -0.4985652205678105 -0.5408179559633443 occupation=Tech-support -0.12152287284310452 0.6180160041994925 occupation=Craft-repair 0.8749326486636713 -1.1054207595233287 occupation=Other-service -0.38406653023407233 1.1905407699882513 occupation=Sales -0.7454097004828819 -0.1883618935621094 occupation=Exec-managerial -0.02303515283545046 -0.8197375360423692 occupation=Prof-specialty 0.6958149656092335 -0.31136727673814113 occupation=Handlers-cleaners 0.41288476643973543 -0.4368295010685804 occupation=Machine-op-inspct 0.2977836766005952 0.2369331661116941 occupation=Adm-clerical 1.5210506436744549 -0.29073254360912276 occupation=Farming-fishing 0.47666698035961497 -0.777653775686103 occupation=Transport-moving 0.8189477291716388 0.4330876800671998 occupation=Priv-house-serv -0.3426427712073698 -0.24582328116324142 occupation=Protective-serv -0.3237876906999077 0.24071780414551885 occupation=Armed-Forces -0.5188086951250858 0.993435866618477 relationship=Wife 1.211943455458819 0.36568838060691794 relationship=Own-child 1.2814706224534709 -1.0403121550500958 relationship=Husband 0.11818891264017208 0.5081093579612335 relationship=Not-in-family 1.162058733066646 -1.4641814021242374 relationship=Other-relative 0.5287846863305183 -0.021203791659377608 relationship=Unmarried -0.35440894414084395 -0.9998948227532742 race=White -1.1808021382867397 0.8505475102789001 race=Asian-Pac-Islander 0.7960793545634868 -0.40945202845025547 race=Amer-Indian-Eskimo 2.683003520248871 -0.8580842957810713 race=Other -0.3720514941122016 -0.06159141945197248 race=Black 0.34399249249702274 -2.214640684910081 sex -4.4316117110019935 -0.2217168677571064 capital-gain -2.327269271647457 0.48169620818788644 capital-loss -3.130474832504202 1.2555162764487626 hours-per-week -0.11100633634817503 -0.8170035071510536 native-country=United-States -2.288110465114281 -0.6109278147849069 native-country=Cambodia 0.7234588192697217 0.7623127397548217 native-country=England 0.0551074873999955 0.22218046111941392 native-country=Puerto-Rico -0.6360028675873616 -0.1795149429445443 native-country=Canada -0.4316397657371916 1.1197378845056858 native-country=Germany 1.1751885091545224 0.5054456177165212 native-country=Outlying-US(Guam-USVI-etc) 2.1551720464484374 -0.15651451409324776 native-country=India 2.1289620233846778 -0.9078490866715299 native-country=Japan 1.602053379195487 -0.17041112276836418 native-country=Greece 0.3034387418735764 -0.4754010116108305 native-country=South 0.9535381750596418 0.6610300540493276 native-country=China 1.2833702896621304 0.10153460189918481 native-country=Cuba -1.9601230832127923 -0.17880036956314382 native-country=Iran 0.31452730028919057 0.26351804452944183 native-country=Honduras -0.3980366007525177 -0.5821567205721027 native-country=Philippines -1.6132222948396036 0.8040965730017229 native-country=Italy 1.2578457543908257 -0.8819333242652976 native-country=Poland -2.07940931522823 0.49137591442222583 native-country=Jamaica 1.1448612305468253 -1.2157132879475814 native-country=Vietnam 1.1883389158274467 0.080983776228912 native-country=Mexico -0.5037439240346792 -0.7766118642568167 native-country=Portugal -0.5547737723051663 -0.4248957641452409 native-country=Ireland -0.15718224546632892 -0.10251005100304236 native-country=France -1.124084724937281 0.49698341039802674 native-country=Dominican-Republic 1.0104266818964314 -0.2927406142619344 native-country=Laos 0.6688235942092625 -1.0192034455934151 native-country=Ecuador -0.04446650332298028 -0.16749136105484846 native-country=Taiwan 1.0549537367462578 0.1808491173587738 native-country=Haiti 2.538655202446906 0.6122990166978599 native-country=Columbia 0.34652744277279973 0.4767358386014705 native-country=Hungary -0.8450065204569077 -0.6358178964347786 native-country=Guatemala 1.34462461274757 0.7292270305843941 native-country=Nicaragua 1.1374888617375485 0.8088698381429696 native-country=Scotland 1.319444409181357 0.36267935931267864 native-country=Thailand 0.33419197895813973 1.0442339925470652 native-country=Yugoslavia 0.5881847848774293 -0.0038311301576163153 native-country=El-Salvador 0.759664810859258 0.21116316241762118 native-country=Trinadad&Tobago 0.6131716406379436 -0.3353436735271479 native-country=Peru 0.13146904340874208 0.2674455338353018 native-country=Hong -0.22608866732622931 -0.6653580428013354 native-country=Holand-Netherlands Hidden Weights: -4.184638575645897 4.184638575645897 -2.4338472575154944 2.433847257515492 >50K <=50K Error sum for iteration 1200 = 722.0449290373764 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.2223638697508254 -2.4105110979554514 age 0.4128743990974632 1.1816335712130082 workclass=Private 1.3821801477225373 -0.8576229436375435 workclass=Self-emp-not-inc 0.015706779330304274 0.2816634428513401 workclass=Self-emp-inc 0.0983453129489814 -1.2514581566383678 workclass=Federal-gov 0.9736829335634439 0.5404095157143711 workclass=Local-gov 0.7461163828245002 -0.7930276656301861 workclass=State-gov -0.7412822303895183 0.14169131196250923 workclass=Without-pay 0.38258059105078823 -0.14688399194871507 workclass=Never-worked -0.1967045280965484 0.12279038488192741 fnlwgt -0.09178606054538897 -0.43458636700587916 education=Bachelors 0.2710845217722203 -0.06629027498969106 education=Some-college 0.7330244882929514 0.06519605509535557 education=11th -0.13106078137405636 1.034236391485916 education=HS-grad -0.8333798333001972 0.48839269919050826 education=Prof-school -0.06744548863219542 -0.27060390083551644 education=Assoc-acdm 0.2555933973858188 -1.1105375545017637 education=Assoc-voc 0.6095131547943387 -0.7468739849880405 education=9th 0.3587739051322262 -0.5470369951856071 education=7th-8th 1.9369006402235984 0.24013205174955182 education=12th -0.22161187634988969 0.3895176592565677 education=Masters 1.1502701585724118 0.44717789778762584 education=1st-4th 0.6855209761256239 0.20348396693982734 education=10th -0.9866909658313602 -0.17155779475704977 education=Doctorate -1.0448255309545293 -0.9132447121513482 education=5th-6th 0.1747412503056296 0.5566517850763487 education=Preschool -2.708301686568988 0.7455713677601047 education-num -1.717845176840188 0.24864131850137985 marital-status=Married-civ-spouse 1.1895726200237788 0.34410703795258923 marital-status=Divorced 1.8475010230425355 -1.1800467341674576 marital-status=Never-married 0.5234087764948568 1.1529304536195384 marital-status=Separated 0.9569073132703081 0.6236255251772092 marital-status=Widowed 2.087471891296298 -0.5557491321517596 marital-status=Married-spouse-absent 1.171907708239624 -0.5746411921056207 marital-status=Married-AF-spouse -0.5054511919744274 -0.50310889121226 occupation=Tech-support -0.14768247086856348 0.7319966389540563 occupation=Craft-repair 0.9240829390139482 -1.2582102136271598 occupation=Other-service -0.3886402773932947 1.111231640533444 occupation=Sales -0.7444004323337828 -0.2280562122598995 occupation=Exec-managerial -0.024436803040935703 -0.8040730304226636 occupation=Prof-specialty 0.6865030247445091 -0.2979210708183984 occupation=Handlers-cleaners 0.4178416398206507 -0.46268127899311184 occupation=Machine-op-inspct 0.31694395472469417 0.14336625324053073 occupation=Adm-clerical 1.53051545554358 -0.2661469769179849 occupation=Farming-fishing 0.47392883920762097 -0.6778515466127901 occupation=Transport-moving 0.8316945284555933 0.410760274210128 occupation=Priv-house-serv -0.3438933380902188 -0.3087851093610928 occupation=Protective-serv -0.3003349069043716 0.2339603727126276 occupation=Armed-Forces -0.5590694106795154 1.036753312164558 relationship=Wife 1.2485376699194473 0.25449721319420004 relationship=Own-child 1.3043792847246896 -0.9627496466908504 relationship=Husband 0.10429068144972639 0.4987492621580278 relationship=Not-in-family 1.2078678582422833 -1.5879106444685667 relationship=Other-relative 0.5206622152404086 -0.011120545650930236 relationship=Unmarried -0.3550887559218607 -0.9680902389355932 race=White -1.257343600820535 0.929966809435101 race=Asian-Pac-Islander 0.8111983734039243 -0.4879942791356767 race=Amer-Indian-Eskimo 2.765603734790186 -0.9038968462186268 race=Other -0.35259248225478773 -0.1536837136891769 race=Black 0.3413696056566977 -2.1877149411784376 sex -4.53910026538106 -0.2844756990906532 capital-gain -2.328062855303999 0.42030590287639463 capital-loss -3.208060021861626 1.6161571383708107 hours-per-week -0.12226349842421834 -0.7576116788136411 native-country=United-States -2.379972925323274 -0.592552046126407 native-country=Cambodia 0.7167904200970991 0.7684295128822388 native-country=England 0.004613268986333721 0.18668741780659104 native-country=Puerto-Rico -0.6398827836686679 -0.24104872186842538 native-country=Canada -0.48467816421921767 1.1729871898225193 native-country=Germany 1.1788379090648884 0.4970010569027073 native-country=Outlying-US(Guam-USVI-etc) 2.210039822458313 -0.1549397552120897 native-country=India 2.2323381856805047 -0.9464222652072515 native-country=Japan 1.6641894581719292 -0.16801744576365385 native-country=Greece 0.32264799102898883 -0.4006417961503952 native-country=South 0.9218332959098107 0.6414525755875019 native-country=China 1.2439483938795237 0.1179289226377912 native-country=Cuba -2.016581983487539 -0.18628008400726548 native-country=Iran 0.33129867870482244 0.2042031723994236 native-country=Honduras -0.3919512059382091 -0.5411768889247269 native-country=Philippines -1.6488598466704236 0.8053212821338616 native-country=Italy 1.294728192966597 -0.9554622881154973 native-country=Poland -2.122235036433749 0.445320687315831 native-country=Jamaica 1.1900353722820336 -1.3000507626784727 native-country=Vietnam 1.1743460414839888 0.0347448207331881 native-country=Mexico -0.5064458398934839 -0.8381086797652213 native-country=Portugal -0.6727996885023869 -0.4482553971190008 native-country=Ireland -0.17322776910602952 -0.11072213851635229 native-country=France -1.1014234336634274 0.42677307136185155 native-country=Dominican-Republic 1.0328401981420308 -0.29198686975979377 native-country=Laos 0.677339266345457 -1.0286532821605392 native-country=Ecuador -0.03271161497679939 -0.18151472379475758 native-country=Taiwan 1.105195442422698 0.19808543082284674 native-country=Haiti 2.6897042569526195 0.6117835773785874 native-country=Columbia 0.349601055920829 0.46864174534096614 native-country=Hungary -0.9097240149550606 -0.6436373758138834 native-country=Guatemala 1.3776207176803523 0.7223965122755397 native-country=Nicaragua 1.1419435464140006 0.8017788046901044 native-country=Scotland 1.3766749334416208 0.36165123033906266 native-country=Thailand 0.38493716175564796 1.0412233077298343 native-country=Yugoslavia 0.5529809492036171 -0.022424391212494593 native-country=El-Salvador 0.7714876133793908 0.2059621327198661 native-country=Trinadad&Tobago 0.6569136671497723 -0.28211420894083106 native-country=Peru 0.1340864504839861 0.2587623368835711 native-country=Hong -0.22301505417820838 -0.6734521360618121 native-country=Holand-Netherlands Hidden Weights: -4.210695330759025 4.210695330759025 -2.709344961048095 2.709344961048095 >50K <=50K Error sum for iteration 1300 = 723.1335384682676 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.1745912415853 -2.695679925475374 age 0.414041227491383 1.1448808642322756 workclass=Private 1.3961797801397435 -0.8998852168805774 workclass=Self-emp-not-inc 0.022302816187972443 0.26953182250200663 workclass=Self-emp-inc 0.10938137020058657 -1.3004012591940823 workclass=Federal-gov 0.9715530256025428 0.574164704328093 workclass=Local-gov 0.7559395451338007 -0.7940595500099704 workclass=State-gov -0.7357769796197355 0.13470850040515728 workclass=Without-pay 0.38564706172002305 -0.15450727264553274 workclass=Never-worked -0.20849819790828603 0.13946843624289162 fnlwgt 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0.10080502743575073 occupation=Adm-clerical 1.5434501048714537 -0.25689452943262653 occupation=Farming-fishing 0.4671376551115743 -0.5640578395943523 occupation=Transport-moving 0.8472474858567645 0.3877700499553413 occupation=Priv-house-serv -0.3439518016863268 -0.38100961616066853 occupation=Protective-serv -0.2778070275635267 0.22760267490794792 occupation=Armed-Forces -0.5834309110954374 1.073465035213913 relationship=Wife 1.2801832108671123 0.15550656683118652 relationship=Own-child 1.3186165057639256 -0.8701950393950068 relationship=Husband 0.09537346596837298 0.4748797550509139 relationship=Not-in-family 1.2499486195294565 -1.712848958206961 relationship=Other-relative 0.5089079972331181 6.856614571239602E-4 relationship=Unmarried -0.354810641215421 -0.94543146031781 race=White -1.3276049797631768 1.0144250318293053 race=Asian-Pac-Islander 0.8253049919248767 -0.5685663697108919 race=Amer-Indian-Eskimo 2.840092167175004 -0.9507441654331189 race=Other -0.33134015022416197 -0.23248395397007557 race=Black 0.3432546241763176 -2.1725502887050303 sex -4.627609504124188 -0.34079969585862235 capital-gain -2.3243416116905844 0.3517699505441355 capital-loss -3.288432369947447 1.9571564368067071 hours-per-week -0.145689540054852 -0.662270038310478 native-country=United-States -2.452531284119755 -0.5662290751170312 native-country=Cambodia 0.7068378218051413 0.7762282258761929 native-country=England -0.04034177076778558 0.15413877964267042 native-country=Puerto-Rico -0.6502848831271821 -0.29172176624011337 native-country=Canada -0.5338287602309212 1.231446494869652 native-country=Germany 1.1823251798297485 0.48931192295350995 native-country=Outlying-US(Guam-USVI-etc) 2.2569337134903726 -0.15735424717402438 native-country=India 2.3284066091276987 -0.9828954309297372 native-country=Japan 1.7182735600428698 -0.1652403425840632 native-country=Greece 0.34092468071275517 -0.32415275935990484 native-country=South 0.8941748205754529 0.6222068401544266 native-country=China 1.2030533293933883 0.13688255864021237 native-country=Cuba -2.0664078748713637 -0.19514532787400266 native-country=Iran 0.348163862590699 0.13119886143283857 native-country=Honduras -0.38817399221795446 -0.4908207452282648 native-country=Philippines -1.680820191447806 0.7966732806150498 native-country=Italy 1.325474737871968 -1.030888573105072 native-country=Poland -2.149862838768718 0.3935569483259865 native-country=Jamaica 1.2411471137082553 -1.3788002491412104 native-country=Vietnam 1.1564920293135639 -0.01135577836029809 native-country=Mexico -0.504212088616303 -0.8986552762508158 native-country=Portugal -0.7721042863510835 -0.47016646442990156 native-country=Ireland -0.1887816816612063 -0.11858527380446296 native-country=France -1.074080226248005 0.33080736406873584 native-country=Dominican-Republic 1.048747051007244 -0.29279137704620006 native-country=Laos 0.6857510717806707 -1.0375225235220649 native-country=Ecuador -0.022340627212782738 -0.20442399030304054 native-country=Taiwan 1.1589191363742877 0.22039522683005852 native-country=Haiti 2.8260563342303895 0.6125212835114916 native-country=Columbia 0.35266752659006384 0.46101846464412727 native-country=Hungary -0.9697564360977583 -0.6510751904138006 native-country=Guatemala 1.4080906475567394 0.7164789052514966 native-country=Nicaragua 1.146417985391365 0.7951446166457345 native-country=Scotland 1.4269283753475204 0.3545715217562234 native-country=Thailand 0.43013452682803277 1.0371418418101532 native-country=Yugoslavia 0.5184673881207063 -0.03782506857727437 native-country=El-Salvador 0.7826743347655823 0.20106123394735004 native-country=Trinadad&Tobago 0.6966659532555023 -0.23007665547846645 native-country=Peru 0.1368937689518392 0.25080829664017407 native-country=Hong -0.21994858350895508 -0.6810754167586404 native-country=Holand-Netherlands Hidden Weights: -4.231584207598899 4.231584207598899 -2.9645148596709583 2.9645148596709583 >50K <=50K Error sum for iteration 1400 = 723.7613199130533 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.1323277102147415 -2.9545570530319263 age 0.416672542023289 1.108531072614831 workclass=Private 1.4084186250301867 -0.9449976191457302 workclass=Self-emp-not-inc 0.028933588901256854 0.249645148914746 workclass=Self-emp-inc 0.1209808776836495 -1.3402131251730083 workclass=Federal-gov 0.9667967298927983 0.6202242947840929 workclass=Local-gov 0.7664876826494528 -0.7960472737790999 workclass=State-gov -0.7305414504102803 0.12841437397895342 workclass=Without-pay 0.38858891576230753 -0.16139947219140863 workclass=Never-worked -0.21976400139437696 0.16744067883385 fnlwgt -0.0779784129820261 -0.41137142757162304 education=Bachelors 0.25726879988543444 -0.04857105986273301 education=Some-college 0.7248654528960407 -0.009651259825901303 education=11th -0.14450151054124208 0.9158763758425845 education=HS-grad -0.9082936066529371 0.7091341404347523 education=Prof-school -0.017482555921290836 -0.5100796944166062 education=Assoc-acdm 0.2756921772745598 -1.182118988351319 education=Assoc-voc 0.5487944640609125 -0.9102897593823996 education=9th 0.3095359275331633 -0.5366525328123148 education=7th-8th 2.0288916189781228 0.1564626191972988 education=12th -0.21657312016351393 0.3772173494695323 education=Masters 1.3619943151029668 0.4934242418147659 education=1st-4th 0.6424660737801163 0.2746717006686065 education=10th -1.0043801137291513 -0.06364645279332448 education=Doctorate -1.0352334555015668 -0.980739188433043 education=5th-6th 0.19775569467423018 0.5420193323637434 education=Preschool -2.7919796744022483 0.8170903601544711 education-num -1.7602287064148452 0.20010293217063535 marital-status=Married-civ-spouse 1.1933940699098484 0.33694914434686435 marital-status=Divorced 1.8577130997699371 -1.2369682952951568 marital-status=Never-married 0.48130278795987574 1.1635994382840726 marital-status=Separated 1.002179965459026 0.5679287868253119 marital-status=Widowed 2.1530449023169242 -0.6245156155143641 marital-status=Married-spouse-absent 1.2216429071994905 -0.5659613176320091 marital-status=Married-AF-spouse -0.5206137066152388 -0.42234426401133063 occupation=Tech-support -0.17791212317320249 0.7972106833512972 occupation=Craft-repair 1.0031700174825118 -1.5078811227495146 occupation=Other-service -0.3733711132836346 0.9148579047775642 occupation=Sales -0.7467548248091238 -0.2528064254730465 occupation=Exec-managerial -0.03123867593013621 -0.7661261363974683 occupation=Prof-specialty 0.670499168213752 -0.27587130657031234 occupation=Handlers-cleaners 0.42783589094899527 -0.49242119364694265 occupation=Machine-op-inspct 0.3245894654467519 0.09138530981678267 occupation=Adm-clerical 1.560860892068306 -0.26419228667290384 occupation=Farming-fishing 0.4562456305409287 -0.44024791523553414 occupation=Transport-moving 0.8644567770809841 0.36426718303239475 occupation=Priv-house-serv -0.3427959095448176 -0.462645914974621 occupation=Protective-serv -0.2561173838677447 0.22195576883957382 occupation=Armed-Forces -0.5995649263349594 1.1108887788383779 relationship=Wife 1.3075416901672763 0.0684940124147612 relationship=Own-child 1.3268283133823755 -0.7660637829576716 relationship=Husband 0.09234338016269437 0.43607273755354603 relationship=Not-in-family 1.2885933918550854 -1.8348023099464537 relationship=Other-relative 0.4950429956259715 0.010412791406251393 relationship=Unmarried -0.3513711433496683 -0.9354999082146022 race=White -1.394114930208124 1.1026205471136887 race=Asian-Pac-Islander 0.8394601422906606 -0.650313226870435 race=Amer-Indian-Eskimo 2.907525859544362 -0.9980907621505892 race=Other -0.3116144378305247 -0.2911161615770542 race=Black 0.34732717454350337 -2.163855225453467 sex -4.701195684012491 -0.3915150916755146 capital-gain -2.3166125872042853 0.27990362206648095 capital-loss -3.369832575177042 2.2693320260459475 hours-per-week -0.1760483711666648 -0.5550670754284625 native-country=United-States -2.5115039612529486 -0.5334503077535258 native-country=Cambodia 0.6931246413073839 0.7856151446038115 native-country=England -0.08159794083859305 0.12485181554610436 native-country=Puerto-Rico -0.6671319919147309 -0.329096539260477 native-country=Canada -0.578642303554801 1.2951506136631747 native-country=Germany 1.185585616805439 0.48251785676089715 native-country=Outlying-US(Guam-USVI-etc) 2.2984761138152194 -0.16433600155583672 native-country=India 2.4172065015477306 -1.0167391230588472 native-country=Japan 1.764754461365965 -0.16214778553480388 native-country=Greece 0.35745146955556933 -0.24668857287281962 native-country=South 0.8718104417275888 0.6070841808147789 native-country=China 1.1616576947715165 0.15926425298977 native-country=Cuba -2.1112540075459525 -0.20506447742052059 native-country=Iran 0.3674333173747382 0.04751329723151842 native-country=Honduras -0.3887816311046494 -0.4314292334729117 native-country=Philippines -1.709939747835835 0.7838274813575087 native-country=Italy 1.3499054513910926 -1.1050015217768772 native-country=Poland -2.164399120520062 0.34628555855827414 native-country=Jamaica 1.2953298282327443 -1.4508059949452357 native-country=Vietnam 1.1375899331418147 -0.05477960082934463 native-country=Mexico -0.4984831223326024 -0.9534799589729085 native-country=Portugal -0.854759020867462 -0.49031315964930666 native-country=Ireland -0.20425862328180197 -0.12584349584264204 native-country=France -1.044631191995817 0.2082839178357551 native-country=Dominican-Republic 1.0599724078616821 -0.29450282782742615 native-country=Laos 0.6938783570562406 -1.045455476619524 native-country=Ecuador -0.011593412325546988 -0.23538935949229417 native-country=Taiwan 1.2158740878550927 0.246433952674337 native-country=Haiti 2.949756758015478 0.6149742827318885 native-country=Columbia 0.3556093806323483 0.45412626509822424 native-country=Hungary -1.0263280891012367 -0.6578512395218274 native-country=Guatemala 1.4360184365667716 0.711463152779399 native-country=Nicaragua 1.1507882819749256 0.7892192316539213 native-country=Scotland 1.4703480683401529 0.3400274250132737 native-country=Thailand 0.47017720259281864 1.0325451017445348 native-country=Yugoslavia 0.4840676601716154 -0.049303346165088816 native-country=El-Salvador 0.7937797054356347 0.1971682900227615 native-country=Trinadad&Tobago 0.7316498260694387 -0.18060772425294583 native-country=Peru 0.1397209629271988 0.24377193733739386 native-country=Hong -0.21700672946666952 -0.6879676163045026 native-country=Holand-Netherlands Hidden Weights: -4.247485933125074 4.247485933125075 -3.1994899714114573 3.1994899714114577 >50K <=50K Error sum for iteration 1500 = 723.9413693821144 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.096660524425683 -3.1873578349530827 age 0.4204741156099434 1.0736553957806798 workclass=Private 1.4198217171719103 -0.9910397347466562 workclass=Self-emp-not-inc 0.03513131103582658 0.22945164570197799 workclass=Self-emp-inc 0.13239608978162215 -1.374692152056802 workclass=Federal-gov 0.9599816890428043 0.6743069895338668 workclass=Local-gov 0.7771550281012494 -0.8008154650217663 workclass=State-gov -0.7255877040915583 0.12284623856845392 workclass=Without-pay 0.39136382582104423 -0.16752240248707884 workclass=Never-worked -0.23005698838957628 0.20926429702706445 fnlwgt -0.06850963220715678 -0.40341564986498313 education=Bachelors 0.2544367704452234 -0.04431535282332812 education=Some-college 0.7207631537950606 -0.04563876826228005 education=11th -0.14409928387265405 0.861586969939945 education=HS-grad -0.9533117189462113 0.8011121728947459 education=Prof-school 0.0021935354002643303 -0.5871031592865668 education=Assoc-acdm 0.28645489992870343 -1.2030186590224878 education=Assoc-voc 0.5242369729419117 -0.9815539688059952 education=9th 0.28722059579081544 -0.5314643872845991 education=7th-8th 2.0689119984973 0.11349781201020029 education=12th -0.20644469642408092 0.34248213933100174 education=Masters 1.4546238068234227 0.5196738317380307 education=1st-4th 0.6205135211029699 0.3143917606791807 education=10th -1.0134619189271215 -0.016192250112863266 education=Doctorate -1.0324231574184572 -1.0071290157438058 education=5th-6th 0.2083147431741506 0.5358215938598023 education=Preschool -2.828986243323249 0.8363670818334973 education-num -1.7777301288685308 0.16308528047058113 marital-status=Married-civ-spouse 1.1941286679860057 0.35149623659689766 marital-status=Divorced 1.852699113083275 -1.2309159640809457 marital-status=Never-married 0.4766437683504578 1.1394861113227988 marital-status=Separated 1.0235700131149246 0.5401359269222245 marital-status=Widowed 2.1773285005382252 -0.6526543569506625 marital-status=Married-spouse-absent 1.2440327428773212 -0.5613421155304674 marital-status=Married-AF-spouse -0.528970776313545 -0.3800458987386759 occupation=Tech-support -0.18162899104529712 0.7688743900011225 occupation=Craft-repair 1.032522076728107 -1.5979719996935307 occupation=Other-service -0.3630857427228811 0.8297438330812468 occupation=Sales -0.7501834592168555 -0.24773472862238594 occupation=Exec-managerial -0.034719294014977635 -0.7522924913358217 occupation=Prof-specialty 0.663615615862573 -0.2620901928554621 occupation=Handlers-cleaners 0.43069514557333294 -0.4949043041347979 occupation=Machine-op-inspct 0.3201262258406291 0.10056931325387143 occupation=Adm-clerical 1.5827184686788172 -0.28688712424387713 occupation=Farming-fishing 0.4414975937021196 -0.3116190817434075 occupation=Transport-moving 0.8824221169805472 0.3407396967360051 occupation=Priv-house-serv -0.33997538933592986 -0.5530331482566564 occupation=Protective-serv -0.2351314648655322 0.21708755413356243 occupation=Armed-Forces -0.611973758983023 1.151898672766488 relationship=Wife 1.3310194501059964 -0.00686157722712791 relationship=Own-child 1.33075515473816 -0.6565535294453959 relationship=Husband 0.09433660235308336 0.38654639397225 relationship=Not-in-family 1.323990915855893 -1.9505762189413725 relationship=Other-relative 0.48150522161102244 0.014827462044582082 relationship=Unmarried -0.34549259070912486 -0.9346288382900916 race=White -1.4576149989002072 1.1910712728361366 race=Asian-Pac-Islander 0.8547422130698149 -0.7319932070662553 race=Amer-Indian-Eskimo 2.969055541192925 -1.045525346124 race=Other -0.2947308434426625 -0.3309214868985074 race=Black 0.35088462194621955 -2.1560471736104843 sex -4.763270448755116 -0.43777902788688794 capital-gain -2.305636104000477 0.2075963912491014 capital-loss -3.449372592930538 2.546066221430631 hours-per-week -0.20877359533156045 -0.451174702312953 native-country=United-States -2.5603780114448154 -0.4955878739808743 native-country=Cambodia 0.6763930742508283 0.7962678978166923 native-country=England -0.12036992206147372 0.09838700025175515 native-country=Puerto-Rico -0.6886274868182941 -0.3536323092884262 native-country=Canada -0.6199161794633595 1.3627768211451072 native-country=Germany 1.1886259717060401 0.476576677313899 native-country=Outlying-US(Guam-USVI-etc) 2.33663119866556 -0.17585357465548151 native-country=India 2.4995403136331147 -1.0477784910463201 native-country=Japan 1.804596960579577 -0.15879161062130032 native-country=Greece 0.3709687291828365 -0.1693926286686983 native-country=South 0.8541904900212586 0.596680040987119 native-country=China 1.120222085455494 0.18492250540047758 native-country=Cuba -2.152128559166315 -0.21595592862046437 native-country=Iran 0.3912068899587527 -0.042987450874200694 native-country=Honduras -0.3945812194755741 -0.3634191317452405 native-country=Philippines -1.7370805900446762 0.7712833666466123 native-country=Italy 1.3684753335364557 -1.1757056358913678 native-country=Poland -2.16948971140877 0.30786510395365957 native-country=Jamaica 1.350841121276935 -1.5162207816259712 native-country=Vietnam 1.1196715135730377 -0.09462021426969455 native-country=Mexico -0.4909160150435488 -1.0004268854413572 native-country=Portugal -0.9234206058595361 -0.5090108330965337 native-country=Ireland -0.21985553704143332 -0.1324555594027123 native-country=France -1.0141381947105286 0.06655258022462496 native-country=Dominican-Republic 1.0679556547527802 -0.2966602641956883 native-country=Laos 0.7016514973488842 -1.0523674965485859 native-country=Ecuador 3.601853357004612E-4 -0.2749604866857508 native-country=Taiwan 1.274264803000773 0.27404187218539006 native-country=Haiti 3.062958071927719 0.619216440010223 native-country=Columbia 0.358384290691085 0.4480033348025547 native-country=Hungary -1.0801548570685584 -0.6639105680855715 native-country=Guatemala 1.4615796468910542 0.7072054030148872 native-country=Nicaragua 1.1550023307493626 0.7840349118029346 native-country=Scotland 1.5075559255618043 0.3167720564970111 native-country=Thailand 0.5056959084439342 1.027794243126835 native-country=Yugoslavia 0.449763439953139 -0.05677240006170543 native-country=El-Salvador 0.8052919932189603 0.19484439850708257 native-country=Trinadad&Tobago 0.7613360573470326 -0.13429474344393752 native-country=Peru 0.14247675159515139 0.237625198847669 native-country=Hong -0.21423181940791186 -0.6940905466001684 native-country=Holand-Netherlands Hidden Weights: -4.2588522402616915 4.25885224026169 -3.415718742630731 3.415718742630729 >50K <=50K Error sum for iteration 1600 = 723.6656785382614 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.0675413727650156 -3.3957097386643387 age 0.4251354213705538 1.041159833532207 workclass=Private 1.4303810367675027 -1.0293359225133327 workclass=Self-emp-not-inc 0.0407552712343149 0.21128486372814026 workclass=Self-emp-inc 0.1429100526405447 -1.4073052090018499 workclass=Federal-gov 0.9526018451598975 0.7286932086927569 workclass=Local-gov 0.7873904589942434 -0.8091763090505832 workclass=State-gov -0.7209111215486437 0.11799435444599506 workclass=Without-pay 0.39395654035212413 -0.17288227568218476 workclass=Never-worked -0.23976880980926574 0.26600511083251066 fnlwgt -0.0585919308087315 -0.3970000673240681 education=Bachelors 0.2538930976783803 -0.042997809403473634 education=Some-college 0.717898305741617 -0.08343291554456637 education=11th -0.14109094445996959 0.8145389687120176 education=HS-grad -0.9980570468326427 0.8746497698668484 education=Prof-school 0.018114897238702472 -0.6409427713367413 education=Assoc-acdm 0.29706007591292033 -1.216551270216066 education=Assoc-voc 0.5035658911617485 -1.0472134303573208 education=9th 0.26571330548535743 -0.5266159973817112 education=7th-8th 2.1057431598964538 0.0710639999529936 education=12th -0.19496883869992235 0.30652148777454524 education=Masters 1.5390092970396942 0.5467952511288662 education=1st-4th 0.5984628010051509 0.3574387261538642 education=10th -1.0223126300937886 0.02398676286346543 education=Doctorate -1.0310595218488094 -1.0306384745859336 education=5th-6th 0.21826482043427953 0.5304958822608817 education=Preschool -2.8625927434391607 0.8486997715629935 education-num -1.7928160684662189 0.12101376378066456 marital-status=Married-civ-spouse 1.192853977582836 0.3760995039206341 marital-status=Divorced 1.8446435588552583 -1.2157623880254789 marital-status=Never-married 0.480282393467179 1.1059303893362809 marital-status=Separated 1.0422031761294699 0.5150988984355028 marital-status=Widowed 2.1978373213404176 -0.6767615091498506 marital-status=Married-spouse-absent 1.264559036139189 -0.5567256374738309 marital-status=Married-AF-spouse -0.5377374441065713 -0.33766173975652186 occupation=Tech-support -0.18005142497513932 0.7203324727181095 occupation=Craft-repair 1.0563362446080635 -1.6699239968738244 occupation=Other-service -0.3544514267921928 0.763666118272014 occupation=Sales -0.7542850416665636 -0.23790671283756493 occupation=Exec-managerial -0.03765900718757482 -0.7432841855370168 occupation=Prof-specialty 0.6568602386724792 -0.24421052074342053 occupation=Handlers-cleaners 0.4319586518406665 -0.49072535136955525 occupation=Machine-op-inspct 0.3139012467705098 0.11872459304182655 occupation=Adm-clerical 1.6078896612239655 -0.322016675849526 occupation=Farming-fishing 0.42372719674126186 -0.18474553238066363 occupation=Transport-moving 0.90056026345122 0.31776517425759887 occupation=Priv-house-serv -0.3353657940402809 -0.6504982939796516 occupation=Protective-serv -0.21474151900446883 0.2130032583270343 occupation=Armed-Forces -0.623943982760835 1.198750797884385 relationship=Wife 1.3508493526056127 -0.07116783439640978 relationship=Own-child 1.332168188920775 -0.5491710196212021 relationship=Husband 0.09985740396942956 0.33222393870224054 relationship=Not-in-family 1.356177723624737 -2.058104137681817 relationship=Other-relative 0.47082290275670396 0.011711233550736817 relationship=Unmarried -0.33849618035583 -0.9389357076346314 race=White -1.5179253402234307 1.276876552962291 race=Asian-Pac-Islander 0.8716684348041502 -0.8121869745196469 race=Amer-Indian-Eskimo 3.0256973484596816 -1.0926674033261086 race=Other -0.2812796525693977 -0.3547624245608239 race=Black 0.35202670750523274 -2.146619629887499 sex -4.816812037760975 -0.4806264089386872 capital-gain -2.2926512872771942 0.13677869333497816 capital-loss -3.5238451635931933 2.7846962519439957 hours-per-week -0.24064153734605417 -0.35972667648551904 native-country=United-States -2.6016104253934427 -0.4538955573867811 native-country=Cambodia 0.6578917464187953 0.8078329925110684 native-country=England -0.15730516801900338 0.07420830543072836 native-country=Puerto-Rico -0.7125753385682341 -0.3672530385989917 native-country=Canada -0.6586691844769579 1.4324371359451897 native-country=Germany 1.1914749438763117 0.4714551074101862 native-country=Outlying-US(Guam-USVI-etc) 2.37260487119193 -0.1913805861655011 native-country=India 2.576351806270369 -1.076051403238255 native-country=Japan 1.8388436858202204 -0.15515727259548392 native-country=Greece 0.3800738843068143 -0.09326171156277506 native-country=South 0.8403874513337724 0.5898661265625433 native-country=China 1.0790220334058538 0.21324722577929575 native-country=Cuba -2.1897784418251427 -0.22766355965377433 native-country=Iran 0.4207905466501478 -0.13605774770493514 native-country=Honduras -0.40591212877113897 -0.28709949086044445 native-country=Philippines -1.7628854841354753 0.7611453207227347 native-country=Italy 1.3820001167080633 -1.242009237459003 native-country=Poland -2.1687072388372184 0.27802659771299176 native-country=Jamaica 1.4064686515945932 -1.5756130503510481 native-country=Vietnam 1.1038114127020897 -0.13060304846213452 native-country=Mexico -0.48299533857021365 -1.0395763518430792 native-country=Portugal -0.9807442566629874 -0.5267267689843381 native-country=Ireland -0.23564094939747587 -0.1384138123837339 native-country=France -0.9828623447679887 -0.08076777082939969 native-country=Dominican-Republic 1.0737288089798198 -0.2989098461785796 native-country=Laos 0.7090530363007838 -1.0582680226775707 native-country=Ecuador 0.014087206518866533 -0.32373065506095056 native-country=Taiwan 1.3320557640605104 0.3014780706876657 native-country=Haiti 3.16736058392009 0.6251065150458539 native-country=Columbia 0.3609770052221649 0.44264346160744117 native-country=Hungary -1.1315913642435083 -0.6692347119201548 native-country=Guatemala 1.4850379737977806 0.7036109965482217 native-country=Nicaragua 1.1590371745143735 0.7795827846712963 native-country=Scotland 1.5396304291089669 0.28401471736720213 native-country=Thailand 0.5373990756926434 1.0231481815199637 native-country=Yugoslavia 0.41590411836446456 -0.06048370076880372 native-country=El-Salvador 0.8174851723520198 0.19441120586306054 native-country=Trinadad&Tobago 0.7855889710110568 -0.09105300461004441 native-country=Peru 0.14511278210405515 0.23231864900297877 native-country=Hong -0.21163910487681023 -0.6994504197952595 native-country=Holand-Netherlands Hidden Weights: -4.266420750473326 4.266420750473326 -3.6139346015579807 3.61393460155798 >50K <=50K Error sum for iteration 1700 = 722.9653383714547 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.0445758257087456 -3.580810383036424 age 0.4303703378901456 1.011536013567849 workclass=Private 1.4396112644160228 -1.0520167067211912 workclass=Self-emp-not-inc 0.045916392175651737 0.19477823961915738 workclass=Self-emp-inc 0.15214510749403615 -1.4407018988958578 workclass=Federal-gov 0.9460965628319786 0.77731761012414 workclass=Local-gov 0.7967427221567428 -0.8210838253123025 workclass=State-gov -0.7165036668378891 0.113807315363759 workclass=Without-pay 0.3963642573859903 -0.17752748048803918 workclass=Never-worked -0.2496661412244921 0.33685814973227196 fnlwgt -0.049172468119351366 -0.392071221629612 education=Bachelors 0.254721421792326 -0.04352714125374783 education=Some-college 0.716818103821087 -0.12382826459569933 education=11th -0.1370789877791068 0.7762819040764595 education=HS-grad -1.0385129512364384 0.9302218391404872 education=Prof-school 0.030620314811322272 -0.6779052348553662 education=Assoc-acdm 0.30659504482349254 -1.2238186537416509 education=Assoc-voc 0.4865162023320792 -1.107869429911318 education=9th 0.2451969187726313 -0.5220477573631472 education=7th-8th 2.1398694905286244 0.029716850624156643 education=12th -0.18423682956797652 0.2762589370905161 education=Masters 1.6156752393094307 0.5741087033651991 education=1st-4th 0.5761633071554461 0.4040850607275555 education=10th -1.0306220911771253 0.055736932277543214 education=Doctorate -1.0307820690097422 -1.0527340878531506 education=5th-6th 0.22765930120708472 0.5260047611249346 education=Preschool -2.8925932283830247 0.8560837381338048 education-num -1.8051282454936994 0.07519142993747596 marital-status=Married-civ-spouse 1.1895856890386425 0.4079149576390697 marital-status=Divorced 1.8355561812815917 -1.197165601406636 marital-status=Never-married 0.489546801629667 1.0688965175314282 marital-status=Separated 1.0570863744942876 0.49400179286028495 marital-status=Widowed 2.2158156547309242 -0.6974060168410988 marital-status=Married-spouse-absent 1.2832166948750667 -0.5522181309844473 marital-status=Married-AF-spouse -0.5468194786843777 -0.2963691224184216 occupation=Tech-support -0.1754707670034967 0.6654038594308053 occupation=Craft-repair 1.0760146987957413 -1.7281903807616263 occupation=Other-service -0.34797198799955714 0.7164245973000729 occupation=Sales -0.7585535860082698 -0.22628106937053533 occupation=Exec-managerial -0.04016349589156399 -0.7378916318492582 occupation=Prof-specialty 0.6500084629368064 -0.22190449613323598 occupation=Handlers-cleaners 0.4320145073704814 -0.48227140934608015 occupation=Machine-op-inspct 0.30738546220244806 0.1404649754611329 occupation=Adm-clerical 1.6347513652228771 -0.3656077289028984 occupation=Farming-fishing 0.4043957989092066 -0.0663106306383411 occupation=Transport-moving 0.918531911453241 0.2957342795848291 occupation=Priv-house-serv -0.32933919725227523 -0.7525306041177222 occupation=Protective-serv -0.19487207377055982 0.20965346332136214 occupation=Armed-Forces -0.6373793285247055 1.252250669663735 relationship=Wife 1.3672912407742246 -0.1252848149289536 relationship=Own-child 1.3324323298156695 -0.4501571541052037 relationship=Husband 0.10728790468397364 0.27862664634362316 relationship=Not-in-family 1.3851788789920407 -2.1563170073927407 relationship=Other-relative 0.464828601849681 9.177157550010151E-5 relationship=Unmarried -0.3318511566884431 -0.9445834105376368 race=White -1.5744391781281133 1.358720564575039 race=Asian-Pac-Islander 0.8901583531358681 -0.8897678264364021 race=Amer-Indian-Eskimo 3.0782599905324015 -1.1392094596708562 race=Other -0.2711630772959069 -0.3672234874851183 race=Black 0.3499666896414576 -2.1351859048538135 sex -4.864277960314836 -0.5208108202917481 capital-gain -2.2789785046420343 0.06868753928949395 capital-loss -3.590745051674694 2.9862835094088402 hours-per-week -0.2695010529403561 -0.28510471897694956 native-country=United-States -2.63722283107646 -0.40960652861360797 native-country=Cambodia 0.638946336571266 0.8199993055141618 native-country=England -0.1925721284522634 0.051922582836281886 native-country=Puerto-Rico -0.7370059465093364 -0.37245392054597654 native-country=Canada -0.6955099127739711 1.5023520307462948 native-country=Germany 1.1941610740128428 0.4671006240859022 native-country=Outlying-US(Guam-USVI-etc) 2.4070401260089964 -0.21006913097929375 native-country=India 2.648452161294074 -1.1018015323721766 native-country=Japan 1.8683739341981378 -0.15124476558726768 native-country=Greece 0.38342811303666907 -0.019029295889246775 native-country=South 0.8297377653231031 0.5849951494093498 native-country=China 1.0383155358741307 0.24340194892118208 native-country=Cuba -2.2246779037742628 -0.23990409156640483 native-country=Iran 0.45632542134071336 -0.22776806507131325 native-country=Honduras -0.42317267138840087 -0.20299334576386013 native-country=Philippines -1.7876228714814726 0.7538895501241758 native-country=Italy 1.3914698813748798 -1.3038058436730422 native-country=Poland -2.164652911781023 0.2550275306698861 native-country=Jamaica 1.4612101129616906 -1.629626488742759 native-country=Vietnam 1.0903017915214717 -0.1627767833613266 native-country=Mexico -0.4757756571325422 -1.0722062556602951 native-country=Portugal -1.0291013530320383 -0.5438585114138904 native-country=Ireland -0.25161057741326026 -0.14374503834734637 native-country=France -0.9514066584906379 -0.22184847274876354 native-country=Dominican-Republic 1.0779971495965568 -0.30103408815658567 native-country=Laos 0.7160920921435411 -1.063239754468093 native-country=Ecuador 0.030260740286070436 -0.3813409246760837 native-country=Taiwan 1.3877147101940648 0.3277321419098373 native-country=Haiti 3.264092657060247 0.6323239399700249 native-country=Columbia 0.3633847222560311 0.43799825680156873 native-country=Hungary -1.1807536326963126 -0.6738436002212473 native-country=Guatemala 1.5066846356353316 0.7006036838517001 native-country=Nicaragua 1.1628846681317724 0.7758138961840442 native-country=Scotland 1.5679822767777922 0.24167062985121335 native-country=Thailand 0.5659383905342501 1.01874981779841 native-country=Yugoslavia 0.3829722677276723 -0.06090060792530651 native-country=El-Salvador 0.8303801923835175 0.1958460795439234 native-country=Trinadad&Tobago 0.8046639079632748 -0.05037702443534278 native-country=Peru 0.14760591357308284 0.22777815890439068 native-country=Hong -0.20923138784292172 -0.7040956246010873 native-country=Holand-Netherlands Hidden Weights: -4.270937962156537 4.2709379621565375 -3.7936731604988188 3.7936731604988183 >50K <=50K Error sum for iteration 1800 = 721.9326038183947 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.0272050427176687 -3.743538383937159 age 0.4358513150773582 0.9852525354176753 workclass=Private 1.4472180443625666 -1.056952678917325 workclass=Self-emp-not-inc 0.05070479672646785 0.17956005208720469 workclass=Self-emp-inc 0.1601152113400731 -1.4766008778775306 workclass=Federal-gov 0.9412834279069475 0.8176424763885031 workclass=Local-gov 0.8050068214009977 -0.8359983492708166 workclass=State-gov -0.7123540863191844 0.11017801374583713 workclass=Without-pay 0.39859404474387694 -0.18156451889950911 workclass=Never-worked -0.2604958252818356 0.41965702846412567 fnlwgt -0.04083650952263391 -0.38839956133075065 education=Bachelors 0.2561192333592284 -0.04477279052365659 education=Some-college 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0.3852873280978505 0.03846015617924872 occupation=Transport-moving 0.9361376788456499 0.2747621971362936 occupation=Priv-house-serv -0.3225803426132968 -0.8563539432407365 occupation=Protective-serv -0.1754788816081646 0.2069220910067137 occupation=Armed-Forces -0.6527535012848938 1.3113835109383547 relationship=Wife 1.3804875248470154 -0.17031544102094304 relationship=Own-child 1.3322433857978397 -0.3627145185762337 relationship=Husband 0.115446531227936 0.22908064508404255 relationship=Not-in-family 1.4110898448864582 -2.2448591414700014 relationship=Other-relative 0.4643428651272765 -0.019883481559718395 relationship=Unmarried -0.32665910397049736 -0.9485354461720045 race=White -1.6268862936109905 1.4368671538906035 race=Asian-Pac-Islander 0.9096630981268249 -0.9641103497261605 race=Amer-Indian-Eskimo 3.1273438409525163 -1.1849378395546606 race=Other -0.2635093742892802 -0.37382863734182353 race=Black 0.34481696026529546 -2.1216946736321622 sex -4.90749284624106 -0.5587752354236749 capital-gain -2.2656587111420405 0.004054198493520787 capital-loss -3.64900944602494 3.154494305853943 hours-per-week -0.2943452785104051 -0.22744431193467432 native-country=United-States -2.668989664008145 -0.36387606116107263 native-country=Cambodia 0.6207133380655221 0.8324646715216308 native-country=England -0.22598892487169492 0.031291561138607746 native-country=Puerto-Rico -0.7604755222673492 -0.3717109250733665 native-country=Canada -0.7305256075843624 1.5711515696801128 native-country=Germany 1.1967071754959644 0.46340472361564 native-country=Outlying-US(Guam-USVI-etc) 2.4402326664505565 -0.23095766108765037 native-country=India 2.7164593360665434 -1.1254249560256144 native-country=Japan 1.893875916022723 -0.14711680073420572 native-country=Greece 0.38004659618984793 0.052969097617782415 native-country=South 0.8218597472680177 0.5806018499487019 native-country=China 0.9985261977922365 0.27456238048704323 native-country=Cuba -2.256960787044107 -0.25233577864160806 native-country=Iran 0.49693712559273917 -0.31504987278764085 native-country=Honduras -0.4468952928988879 -0.11198217207145675 native-country=Philippines -1.8112458826659754 0.7492732033167492 native-country=Italy 1.3978979789022479 -1.3615209739973166 native-country=Poland -2.15885722566633 0.23722507739374635 native-country=Jamaica 1.514165575487138 -1.6789254222688779 native-country=Vietnam 1.0789238527058962 -0.19152491359815677 native-country=Mexico -0.46981537177231053 -1.099859782367435 native-country=Portugal -1.0704392358362538 -0.5606704390845177 native-country=Ireland -0.2677136538440618 -0.14853114062240672 native-country=France -0.9209098857407605 -0.3516642524674492 native-country=Dominican-Republic 1.0812205285081993 -0.3029667580332807 native-country=Laos 0.7227951450804906 -1.067432256451567 native-country=Ecuador 0.049635512596381756 -0.44630184690948244 native-country=Taiwan 1.4404227176085402 0.3523608203482606 native-country=Haiti 3.353894216004841 0.6404322970376908 native-country=Columbia 0.3656145096139177 0.43396121839011403 native-country=Hungary -1.2276264361911342 -0.6778189816687957 native-country=Guatemala 1.526806944205758 0.6980793256129139 native-country=Nicaragua 1.1665475379079369 0.7726223628759429 native-country=Scotland 1.594113961717163 0.1903847703710889 native-country=Thailand 0.591871608877995 1.014622629723591 native-country=Yugoslavia 0.35148236477592204 -0.05857506822053494 native-country=El-Salvador 0.843851261595604 0.19887323516675662 native-country=Trinadad&Tobago 0.8190984443477825 -0.01162119333303855 native-country=Peru 0.1499487720402442 0.22387946846975582 native-country=Hong -0.20700160048502253 -0.7081326630125778 native-country=Holand-Netherlands Hidden Weights: -4.2729304571305775 4.272930457130576 -3.9548704668680386 3.9548704668680386 >50K <=50K Error sum for iteration 1900 = 720.6670335622174 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.0146483002262199 -3.8851362659061284 age 0.441266273654261 0.9624033672202169 workclass=Private 1.4532791881948894 -1.046050825103907 workclass=Self-emp-not-inc 0.05508608957263902 0.16591128549265485 workclass=Self-emp-inc 0.1670605703264848 -1.5159228328698837 workclass=Federal-gov 0.9383280518809484 0.849776859560968 workclass=Local-gov 0.8122144606330266 -0.8532611598646294 workclass=State-gov -0.7084499175719687 0.10698835256170054 workclass=Without-pay 0.40065799049021783 -0.1851135938712882 workclass=Never-worked -0.27278621153685345 0.5117774045976108 fnlwgt -0.033844741987238566 -0.38524963105912585 education=Bachelors 0.25758548503797696 -0.045906796192910625 education=Some-college 0.7202914321967617 -0.2121713907567033 education=11th -0.12957838093525512 0.7231533666718624 education=HS-grad -1.1004920119526107 1.0000004098390909 education=Prof-school 0.04736475751185496 -0.7214835727209699 education=Assoc-acdm 0.3206912446003981 -1.2242039733864813 education=Assoc-voc 0.46122581932271195 -1.2162406227327782 education=9th 0.2091676862106642 -0.5130170994709116 education=7th-8th 2.201585185143037 -0.0489416961301889 education=12th -0.16840673240083137 0.23868157118598854 education=Masters 1.7478255163263696 0.6271608631925268 education=1st-4th 0.5309790345478596 0.5075687639193904 education=10th -1.044781381450127 0.09496778591135158 education=Doctorate -1.0321661202769528 -1.0967610704921529 education=5th-6th 0.24503275027082994 0.5189895682477451 education=Preschool -2.9426203926439496 0.8615316431542266 education-num -1.82050261296471 -0.02446160820884141 marital-status=Married-civ-spouse 1.1790719799736933 0.48146878812220184 marital-status=Divorced 1.8177577219148928 -1.1575387905908494 marital-status=Never-married 0.5158599804169766 0.9966405759683921 marital-status=Separated 1.0749927871635316 0.4642850926052792 marital-status=Widowed 2.2473760512288297 -0.7311420638627939 marital-status=Married-spouse-absent 1.315529239386913 -0.543828746045752 marital-status=Married-AF-spouse -0.5652235502178741 -0.22129272386006685 occupation=Tech-support -0.16453733202337884 0.5694036246241855 occupation=Craft-repair 1.1062883299880888 -1.814257329336421 occupation=Other-service -0.3393727277641481 0.6604200290894013 occupation=Sales -0.766657036357642 -0.20275583697466376 occupation=Exec-managerial -0.044635423153116346 -0.7321577950605598 occupation=Prof-specialty 0.6359594675661014 -0.16656110973748628 occupation=Handlers-cleaners 0.43038747082200324 -0.4593251403846542 occupation=Machine-op-inspct 0.29531162097803954 0.1861335032546485 occupation=Adm-clerical 1.6879963771019502 -0.4629591413060453 occupation=Farming-fishing 0.36792013070185986 0.12684662793869025 occupation=Transport-moving 0.9532514750014636 0.25479259566491963 occupation=Priv-house-serv -0.3157702155000861 -0.9595330100615874 occupation=Protective-serv -0.15654483856937756 0.2046753132784476 occupation=Armed-Forces -0.6698264416754703 1.374255365821446 relationship=Wife 1.3904175133830106 -0.20745879960526437 relationship=Own-child 1.3318654927890818 -0.2871757357095067 relationship=Husband 0.12382039810160136 0.18447809733333087 relationship=Not-in-family 1.434184892187871 -2.3237819368884125 relationship=Other-relative 0.4692900362641621 -0.047312467160727435 relationship=Unmarried -0.3232106778191796 -0.9494696178623016 race=White -1.6756158259742262 1.5120222354963087 race=Asian-Pac-Islander 0.9294886871894051 -1.034960955457544 race=Amer-Indian-Eskimo 3.173401727491027 -1.2296924636787245 race=Other -0.25728044897620633 -0.3785822920347335 race=Black 0.33714988852553446 -2.1058294362225145 sex -4.947704910777724 -0.5947125736571077 capital-gain -2.2533018520346744 -0.05688099669003289 capital-loss -3.699078071814876 3.2946328962148406 hours-per-week -0.3150793717224677 -0.18455005009141273 native-country=United-States -2.6983221185643558 -0.3176225578533009 native-country=Cambodia 0.6040008174831025 0.8449554480928546 native-country=England -0.25722609421418774 0.012189412129071183 native-country=Puerto-Rico -0.7821578037045587 -0.367119835466983 native-country=Canada -0.7636346248376301 1.6378483045910461 native-country=Germany 1.1991285056081535 0.4602408609425469 native-country=Outlying-US(Guam-USVI-etc) 2.472299549941597 -0.25313459162352947 native-country=India 2.780859318741297 -1.1473489174676785 native-country=Japan 1.9159071199722888 -0.1428531530580186 native-country=Greece 0.3693606840536223 0.1228155548863603 native-country=South 0.8164698843167009 0.5754907740136218 native-country=China 0.9601922744681903 0.3060631143407256 native-country=Cuba -2.286535003838894 -0.26464464383874986 native-country=Iran 0.5412235267357589 -0.3959200016598513 native-country=Honduras -0.4775216606910297 -0.015080951159880144 native-country=Philippines -1.8336074500729918 0.7468482448779356 native-country=Italy 1.4022127707800365 -1.4157616034711369 native-country=Poland -2.152125038235483 0.22339397178637976 native-country=Jamaica 1.5646209232556119 -1.7241163816185539 native-country=Vietnam 1.0692824424146912 -0.2174433151234387 native-country=Mexico -0.46528433717882745 -1.1238542656289707 native-country=Portugal -1.106279653604354 -0.5773055867092151 native-country=Ireland -0.2838737726130742 -0.15287005272130186 native-country=France -0.8924104768679492 -0.47004880435765384 native-country=Dominican-Republic 1.083678015143432 -0.30473558129587064 native-country=Laos 0.729195651562756 -1.0710040193441797 native-country=Ecuador 0.0727544394313807 -0.5166465080825848 native-country=Taiwan 1.4899209444468633 0.3752590460072004 native-country=Haiti 3.437334633366719 0.6490031964748013 native-country=Columbia 0.3676784553602586 0.4304121434183342 native-country=Hungary -1.2721675019167555 -0.6812624510356108 native-country=Guatemala 1.545662066464963 0.695932042908867 native-country=Nicaragua 1.1700338354716557 0.7698893392079906 native-country=Scotland 1.6193564778055187 0.1312987494728773 native-country=Thailand 0.6156620971792328 1.0107333726963528 native-country=Yugoslavia 0.32189569773856647 -0.05403308509738139 native-country=El-Salvador 0.8577337169445508 0.20314803644068097 native-country=Trinadad&Tobago 0.8295512145684244 0.02584221411202793 native-country=Peru 0.15213950264947196 0.22048562583682724 native-country=Hong -0.20493765473867867 -0.7116817379842919 native-country=Holand-Netherlands Hidden Weights: -4.272843240428212 4.272843240428212 -4.098531967130572 4.098531967130573 >50K <=50K Options: -I 2000 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 2000 -E 0.01 -S 1631329665 -H 2 -M 0.01 Input Weights: -1.006032397154512 -4.006324988636875 age 0.4463272476288588 0.9429212296712701 workclass=Private 1.4580174874510612 -1.0227284299016486 workclass=Self-emp-not-inc 0.05896743504316777 0.15434351918022166 workclass=Self-emp-inc 0.1732260447195447 -1.558584772171375 workclass=Federal-gov 0.9370068931109219 0.8747887402644648 workclass=Local-gov 0.8184649499568075 -0.8721311529599305 workclass=State-gov -0.70481307415786 0.1041623668152772 workclass=Without-pay 0.4025521416276943 -0.18825183027788558 workclass=Never-worked -0.28663222706884023 0.6097238681601852 fnlwgt -0.02829819998419749 -0.3816559797592949 education=Bachelors 0.25886279412045404 -0.04641559183331104 education=Some-college 0.724273633712138 -0.25866971821116336 education=11th -0.12685010988219628 0.7056923428302606 education=HS-grad -1.1225447066508663 1.0202039312555475 education=Prof-school 0.05279928567072054 -0.7348036200010065 education=Assoc-acdm 0.3253758528435352 -1.219779483539492 education=Assoc-voc 0.4519350586130797 -1.2644619026476607 education=9th 0.19457487064771908 -0.5082817376964839 education=7th-8th 2.2295446439930666 -0.08590685463421571 education=12th -0.16342826355101034 0.22936517224468403 education=Masters 1.8037439658111656 0.651910099820911 education=1st-4th 0.5087946708431604 0.562908543152923 education=10th -1.0505631228832697 0.10450685085309977 education=Doctorate -1.0333312641233126 -1.119593867521352 education=5th-6th 0.253050060284802 0.5162106179540319 education=Preschool -2.963412232888833 0.8614375823211053 education-num -1.823699201330035 -0.07624788525468058 marital-status=Married-civ-spouse 1.1729978148582327 0.5183593104426925 marital-status=Divorced 1.8095284029305574 -1.1371232183612847 marital-status=Never-married 0.5296761549938646 0.9638952701348522 marital-status=Separated 1.078761163607729 0.4548857830589318 marital-status=Widowed 2.2617015075844904 -0.7454107484570879 marital-status=Married-spouse-absent 1.32953157153754 -0.5400088096746539 marital-status=Married-AF-spouse -0.5740188309123321 -0.18921668434210523 occupation=Tech-support -0.16005037685477713 0.5335917467858385 occupation=Craft-repair 1.117755326740325 -1.8448514353696437 occupation=Other-service -0.3364472155825828 0.6439098395817363 occupation=Sales -0.7703341731229001 -0.19190869860798526 occupation=Exec-managerial -0.0467547102546054 -0.7299666157576197 occupation=Prof-specialty 0.6289689589194323 -0.13585053391932517 occupation=Handlers-cleaners 0.4293371933201724 -0.44650207803551806 occupation=Machine-op-inspct 0.289850447706002 0.2084648771310355 occupation=Adm-clerical 1.7125165082441136 -0.510641028208801 occupation=Farming-fishing 0.35327581871748004 0.19795812127599244 occupation=Transport-moving 0.9696350463947677 0.23589472579122064 occupation=Priv-house-serv -0.3094413120691457 -1.0593041542850061 occupation=Protective-serv -0.13824760764760027 0.20281032414393793 occupation=Armed-Forces -0.6879640825449426 1.4382435077417648 relationship=Wife 1.396905614339941 -0.23762703663731663 relationship=Own-child 1.331347349708346 -0.2228044698578797 relationship=Husband 0.13230620273314395 0.14452839679665216 relationship=Not-in-family 1.4547291565187195 -2.3926831029144084 relationship=Other-relative 0.47894576621973545 -0.08058808103027 relationship=Unmarried -0.32124497938459734 -0.9473713399147667 race=White -1.7208444676541974 1.5838397247500111 race=Asian-Pac-Islander 0.9488878197582398 -1.101603016945434 race=Amer-Indian-Eskimo 3.2163869375601406 -1.2729282329436642 race=Other -0.25177788358140546 -0.383417301768913 race=Black 0.3277530138575604 -2.0873994296886513 sex -4.9853532245219565 -0.6283653496321554 capital-gain -2.242202772746243 -0.11380864732073108 capital-loss -3.7419631219570744 3.4114508079033867 hours-per-week -0.331940627699492 -0.15377051939621744 native-country=United-States -2.725880474978356 -0.27193955666986186 native-country=Cambodia 0.5893729002048311 0.8571359089362872 native-country=England -0.28570115260167966 -0.005299727048585923 native-country=Puerto-Rico -0.8015339811396206 -0.3603728828271124 native-country=Canada -0.7945427170249222 1.701094343211586 native-country=Germany 1.2014121948756964 0.4575170837163048 native-country=Outlying-US(Guam-USVI-etc) 2.502981625767811 -0.2756377663617528 native-country=India 2.84147984922444 -1.1677519452695806 native-country=Japan 1.9347714235086468 -0.13856067909675523 native-country=Greece 0.3512873144072379 0.1902034167264194 native-country=South 0.8133565587812804 0.5687367238233075 native-country=China 0.9241475547082001 0.337061785344954 native-country=Cuba -2.313004261512102 -0.2765051121258073 native-country=Iran 0.587252819022867 -0.46872319800670376 native-country=Honduras -0.5148347761594555 0.08577111971445538 native-country=Philippines -1.8544067418516494 0.7461812195987976 native-country=Italy 1.4051837012198598 -1.466620311087117 native-country=Poland -2.144951178023384 0.21273130701580784 native-country=Jamaica 1.61168741712044 -1.7652432431341254 native-country=Vietnam 1.0611257464403745 -0.24093198683191905 native-country=Mexico -0.46214472918942906 -1.1449657660307822 native-country=Portugal -1.1374854680704973 -0.5936768954765758 native-country=Ireland -0.29984217247968187 -0.15681390406257165 native-country=France -0.8667247896150178 -0.577573478220845 native-country=Dominican-Republic 1.0855159096395397 -0.3063933573712552 native-country=Laos 0.7352674188732914 -1.074062848487779 native-country=Ecuador 0.09948508992683013 -0.5899009432048722 native-country=Taiwan 1.5358255365283668 0.39627895548813374 native-country=Haiti 3.51419281642581 0.6576030982528072 native-country=Columbia 0.3695726064977351 0.4272739070117437 native-country=Hungary -1.3139579167398037 -0.6842392603742178 native-country=Guatemala 1.563292042943431 0.694089745142928 native-country=Nicaragua 1.1733219184667345 0.7675318477142246 native-country=Scotland 1.6444629131096073 0.06638432567911079 native-country=Thailand 0.6374749411921621 1.0070692527391156 native-country=Yugoslavia 0.2948172174684806 -0.04780392237095453 native-country=El-Salvador 0.871732826913825 0.2082999681769287 native-country=Trinadad&Tobago 0.8366224682731326 0.06218194298400351 native-country=Peru 0.15415708798681915 0.217499100193272 native-country=Hong -0.2030435036012144 -0.7148199743908606 native-country=Holand-Netherlands Hidden Weights: -4.271164224224305 4.271164224224307 -4.225188095103561 4.225188095103561 >50K <=50K === Error on training data === Correctly Classified Instances 4268 85.1047 % Incorrectly Classified Instances 747 14.8953 % Mean absolute error 0.2639 Root mean squared error 0.3306 Relative absolute error 71.4806 % Root relative squared error 76.9447 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 752 473 | a = >50K 274 3516 | b = <=50K === Error on test data === Correctly Classified Instances 4187 83.4895 % Incorrectly Classified Instances 828 16.5105 % Mean absolute error 0.2703 Root mean squared error 0.3414 Relative absolute error 74.1636 % Root relative squared error 80.4999 % Total Number of Instances 5015 === Confusion Matrix === a b <-- classified as 696 482 | a = >50K 346 3491 | b = <=50K