Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 1000 -E 0.01 -S 1626554203 -H 2 -M 0.01 Input Weights: -0.4636210129902145 -0.8109683485499164 age -0.20685274028641443 -0.15112445098851857 workclass=Private 0.7653363628296799 0.5371707427057677 workclass=Self-emp-not-inc 0.3518007499886835 0.07928093527641189 workclass=Self-emp-inc -0.27746104511890923 0.20559333647021272 workclass=Federal-gov -0.6726888594563185 -0.5877816982622 workclass=Local-gov -0.7085181236022138 0.8688797595964168 workclass=State-gov -0.512152590599112 0.1774957366872303 workclass=Without-pay 0.38354266656362057 -0.7377701415968483 workclass=Never-worked 0.4223406167979369 -0.7394455963264428 fnlwgt -0.6357809508706729 0.2803188767878557 education=Bachelors -0.03255330249949484 0.7273215058896316 education=Some-college -0.8803000270849999 -0.9974007675278103 education=11th 0.8465710439663281 -0.4681239442599332 education=HS-grad -0.5967764856864775 0.7883881850794923 education=Prof-school -0.3741641244986966 -0.18571469719941303 education=Assoc-acdm 0.6596737580705894 -0.6849598902324028 education=Assoc-voc -0.9304902639686519 -0.29810784029909865 education=9th 0.4490245870297882 -0.018327265657710257 education=7th-8th -0.8370583566033432 0.9487580776549085 education=12th -0.1938034624747489 0.29156808934688283 education=Masters -0.05703111526385363 0.42903495224866095 education=1st-4th 0.037040815120069404 -0.05048583789606664 education=10th -0.718641335452147 -0.5963580486830422 education=Doctorate -0.573358534409931 -0.2742382930468672 education=5th-6th 0.8221195296094626 -0.21259972932625937 education=Preschool 0.7148285639521739 0.3744518665915324 education-num -0.7367584815502413 -0.7438776343879252 marital-status=Married-civ-spouse 0.7813570664569447 0.7485968320533527 marital-status=Divorced 0.4511112120205927 -0.930799404119216 marital-status=Never-married -0.694978262038564 0.8919777946608158 marital-status=Separated 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0.391637887430919 0.46427965626192935 occupation=Protective-serv -0.5741266576591808 0.16409212766469272 occupation=Armed-Forces -0.735454863985358 -0.23174861876286945 relationship=Wife 0.5910469251852977 0.7562831036235438 relationship=Own-child -0.8204792286375155 -0.5358762885269404 relationship=Husband -0.3963529864953179 -0.24293094468530052 relationship=Not-in-family 0.8554023766321552 -0.9663836442863172 relationship=Other-relative -0.4537738607663262 0.4928420929954307 relationship=Unmarried 0.11016094676280552 -0.36672837505468725 race=White 0.23238865408288256 0.6542554216488037 race=Asian-Pac-Islander 0.4883493198095805 0.4826636275458398 race=Amer-Indian-Eskimo -0.249881072699208 -0.4023069271755595 race=Other 0.21422559072339475 0.6137723744586228 race=Black 0.3621647048361163 -0.8632896419075033 sex 0.8130303361884572 0.6886683722692886 capital-gain -0.8184489805924806 0.9935463990457194 capital-loss -0.23411497792994473 -0.14601758003320287 hours-per-week 0.02001311311043552 0.017126421447970053 native-country=United-States -0.27859180599012334 0.6870385582848784 native-country=Cambodia -0.40565492688607296 0.18477664396702798 native-country=England 0.042313132676102816 0.3035194538398822 native-country=Puerto-Rico -0.8698686083751741 0.5655578738057074 native-country=Canada 0.9995883870233182 -0.2876199082077662 native-country=Germany 0.05257227653062335 0.32782399843872856 native-country=Outlying-US(Guam-USVI-etc) -0.35923029990193234 0.06144221605365874 native-country=India -0.40259609916947925 0.7352227432160348 native-country=Japan -0.6285773510541202 -0.973547018837237 native-country=Greece -0.02274267884243164 -0.6744837225761706 native-country=South 0.43816280243564987 -0.7641034578118175 native-country=China 0.3349699884239423 -0.7443002318977476 native-country=Cuba -0.15601356867971417 0.24076591043718532 native-country=Iran -0.29112890062281127 0.4940773704203105 native-country=Honduras -0.46224198277595074 0.5488571260570339 native-country=Philippines 0.19817303622559712 0.23310882910974184 native-country=Italy 0.9935413934526838 -0.9683024525092843 native-country=Poland 0.4903339329836649 0.8926061657511204 native-country=Jamaica 0.24496502736468462 0.4324868949841809 native-country=Vietnam 0.9063736673344223 -0.5933732786893446 native-country=Mexico -0.0033906141777606535 -0.4223269685028479 native-country=Portugal 0.6131452128392421 0.3833234220745292 native-country=Ireland -0.7511012880621761 0.5140248874675075 native-country=France -0.9092513603261527 -0.8420425677305967 native-country=Dominican-Republic -0.1857000145794776 -0.5829344079868046 native-country=Laos 0.24464444254249162 -0.09309937060793994 native-country=Ecuador 0.7586764468810587 -0.5259946214928946 native-country=Taiwan -0.3996606443317736 0.7551415665603283 native-country=Haiti -0.0209506371003223 0.732132989250182 native-country=Columbia 0.16729928469760824 -0.6892988617264102 native-country=Hungary -0.6468191410745527 0.28800091905850356 native-country=Guatemala -0.8697469391496462 -0.8656460004216138 native-country=Nicaragua -0.08855626024584029 0.308439441936623 native-country=Scotland -0.6886920506397927 -0.6412224057877829 native-country=Thailand -0.24971963571243627 -0.17502713647632273 native-country=Yugoslavia 0.10506200479484673 -0.2168940814179945 native-country=El-Salvador -0.3891838623523134 0.6008548527178859 native-country=Trinadad&Tobago 0.5496927430389347 -0.7190121515007253 native-country=Peru -0.4137323394640926 0.6757032435905574 native-country=Hong -0.4429151923917669 0.9855322292736977 native-country=Holand-Netherlands Hidden Weights: -0.24954761046780605 0.38460452083158136 0.6185407301455026 0.9226732664118449 >50K <=50K Error sum for iteration 100 = 64.9467753195283 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 1000 -E 0.01 -S 1626554203 -H 2 -M 0.01 Input Weights: -0.5325083455013122 -0.8691543255917453 age 0.4991967357123457 -0.1297427398849304 workclass=Private 0.8397087257866915 0.4946991959074741 workclass=Self-emp-not-inc 0.13236782057659566 0.0428142198024334 workclass=Self-emp-inc -0.4292615306974439 0.1688655993349359 workclass=Federal-gov -0.4638911610632648 -0.5703501685963015 workclass=Local-gov -0.6738296648875326 0.8285477460174852 workclass=State-gov -0.4655329776653365 0.16912539581458544 workclass=Without-pay 0.43016227949739727 -0.746140482469483 workclass=Never-worked 0.4787648892755373 -0.7425084007318391 fnlwgt -0.8192942148495108 0.16277857089466752 education=Bachelors 0.25370513006808665 0.7379577962352113 education=Some-college -0.6150589709880901 -0.9850587377176423 education=11th 1.3906207219752773 -0.4202322094619219 education=HS-grad -0.7006721112394989 0.7434211177371258 education=Prof-school -0.2509928507017379 -0.18933885025468727 education=Assoc-acdm 0.6063337639500619 -0.6974103356006143 education=Assoc-voc -0.7874546758618041 -0.29315876261760165 education=9th 0.48152149912601283 -0.025188079904263076 education=7th-8th -0.8379703095570913 0.9303469534813846 education=12th -0.4551138607570344 0.24262824668437105 education=Masters 0.06266467942087019 0.42825841504290213 education=1st-4th 0.1767229024810848 -0.0455243934333685 education=10th -0.8543992766359291 -0.6178966914698516 education=Doctorate -0.4245029956219277 -0.27326131585979074 education=5th-6th 0.877233054585097 -0.22013653182052334 education=Preschool 0.44170917680463906 0.23370071844231274 education-num -1.5933268443742135 -0.9766520658976111 marital-status=Married-civ-spouse 0.9533122318245545 0.7329092678388764 marital-status=Divorced 1.2241472043468027 -0.8396911726215288 marital-status=Never-married -0.500328767192465 0.9066430587260491 marital-status=Separated -0.15745367085333545 -0.20453204396837263 marital-status=Widowed 0.1186025104654047 0.45378643310152406 marital-status=Married-spouse-absent -0.35168062934287486 0.6235229448178374 marital-status=Married-AF-spouse 0.4618772902569424 0.7646852498983886 occupation=Tech-support -0.1132878344313623 -0.877640996279482 occupation=Craft-repair -0.3746825428710865 -0.47046118710933166 occupation=Other-service 0.10432349158256835 -0.01762466957477579 occupation=Sales 0.15182253702341605 -0.16852832265494566 occupation=Exec-managerial 0.3430677697586364 -0.3949799001521519 occupation=Prof-specialty 0.7821324628337673 -0.1283324856931551 occupation=Handlers-cleaners 0.5302315654202299 0.444369611271279 occupation=Machine-op-inspct -0.16017852037647937 0.1678616751299983 occupation=Adm-clerical -0.5826253908433012 0.5561904552935815 occupation=Farming-fishing -0.2363239165405722 -0.9064509002839002 occupation=Transport-moving -0.3378686461770747 -0.45313344308874204 occupation=Priv-house-serv 0.4142794001942864 0.45189329268665773 occupation=Protective-serv -0.5236893594510579 0.15665884812119893 occupation=Armed-Forces -0.891347900586455 -0.311833466867611 relationship=Wife 0.9829044935051646 0.8087866808922685 relationship=Own-child -1.4690832015135349 -0.6976946633228623 relationship=Husband 0.17228739144707442 -0.21079888267864963 relationship=Not-in-family 0.961335052359113 -0.9668810996045105 relationship=Other-relative -0.06303289220550835 0.5334223597219031 relationship=Unmarried 0.277621162117715 -0.4577440464071964 race=White 0.13877846685669165 0.6180135869528782 race=Asian-Pac-Islander 0.5923033036730674 0.4792077583439698 race=Amer-Indian-Eskimo -0.14773251171180737 -0.4014969089072425 race=Other 0.540327985882923 0.6348613000962413 race=Black 0.3129722252603653 -0.9561596532210647 sex 0.843377934751821 0.6777693630562174 capital-gain -0.8464623798864636 0.9568291106533943 capital-loss -0.3414654488920844 -0.22091766609020114 hours-per-week 0.31000349457896087 -0.04159424275332485 native-country=United-States -0.26935726204181637 0.6659221381124113 native-country=Cambodia -0.3430374908914124 0.17968481233782438 native-country=England 0.13105724366368346 0.29904243864160035 native-country=Puerto-Rico -0.837007364292279 0.5555099171804184 native-country=Canada 1.0526993142080725 -0.29424326905886594 native-country=Germany 0.09919188946440156 0.3194536575660819 native-country=Outlying-US(Guam-USVI-etc) -0.3226374176835613 0.04176502089198104 native-country=India -0.35597648623570255 0.7268524023434001 native-country=Japan -0.5819577381203443 -0.9819173597098717 native-country=Greece 0.004850202199867717 -0.6853661603607181 native-country=South 0.48478241536942657 -0.7724737986844522 native-country=China 0.40872426243659177 -0.7487406257611773 native-country=Cuba -0.13323307678234292 0.22686629495682706 native-country=Iran -0.26193799167654946 0.471496189238818 native-country=Honduras -0.4007041941000263 0.5435948179565033 native-country=Philippines 0.24712561322870255 0.22520425466265304 native-country=Italy 1.0627497760281919 -0.9756843585214808 native-country=Poland 0.551859345491158 0.8880397004094982 native-country=Jamaica 0.2915846402984613 0.42411655411153426 native-country=Vietnam 1.0267549613530558 -0.5953200157417995 native-country=Mexico 0.06384441307404717 -0.42941272550434056 native-country=Portugal 0.6597648257730179 0.37495308120188253 native-country=Ireland -0.6898540882116412 0.5083161665777937 native-country=France -0.8575364125182559 -0.8502061822558041 native-country=Dominican-Republic -0.12625290224671076 -0.5854185908625236 native-country=Laos 0.30614091502497226 -0.1009658298482753 native-country=Ecuador 0.7612287440566256 -0.53935771914065 native-country=Taiwan -0.348454098160875 0.7480278447559673 native-country=Haiti 0.0412476259278066 0.7259270838473073 native-country=Columbia 0.21391889763138963 -0.6976692025990449 native-country=Hungary -0.6001995281407769 0.2796305781858569 native-country=Guatemala -0.8231273262158704 -0.8740163412942484 native-country=Nicaragua -0.04193664731206173 0.30006910106397633 native-country=Scotland -0.6652952849970831 -0.6555517761327561 native-country=Thailand -0.20310002277865488 -0.18339747734896758 native-country=Yugoslavia 0.16155867623615672 -0.22454477825229982 native-country=El-Salvador -0.3425642494185367 0.5924845118452512 native-country=Trinadad&Tobago 0.5963123559727105 -0.72738249237336 native-country=Peru -0.3671127265303159 0.6673329027179228 native-country=Hong -0.3962955794579902 0.977161888401063 native-country=Holand-Netherlands Hidden Weights: -1.906991689048009 1.7284344810618095 0.022681583066747633 1.0091988382796542 >50K <=50K Error sum for iteration 200 = 65.57659633325711 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 1000 -E 0.01 -S 1626554203 -H 2 -M 0.01 Input Weights: -0.53303737665885 -0.8998918884635759 age 0.8001530445340663 -0.1270312330482624 workclass=Private 1.006976794546644 0.45992561308178004 workclass=Self-emp-not-inc -0.16658534317582538 0.029534967548885075 workclass=Self-emp-inc -0.7453047764320747 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0.2090406577523931 -0.005881657029566704 occupation=Sales -0.8179954523233219 -0.2525652331826792 occupation=Exec-managerial -0.07920968664104402 -0.4556946275388777 occupation=Prof-specialty 1.0570369363583418 -0.12199556799341882 occupation=Handlers-cleaners 0.5167949099071092 0.43591633486499604 occupation=Machine-op-inspct 0.13844643530605605 0.2004726520767322 occupation=Adm-clerical -0.4910535038160089 0.5530560715576388 occupation=Farming-fishing 0.3805664870826594 -0.8961907742478233 occupation=Transport-moving -0.3144122619689946 -0.45670495036724323 occupation=Priv-house-serv 0.35316461345871103 0.4515310911264698 occupation=Protective-serv -0.49929909290080804 0.15344352305564574 occupation=Armed-Forces -1.047753128731512 -0.33975073292996333 relationship=Wife 1.1088100738290523 0.8311557650271573 relationship=Own-child -1.2036151543762574 -0.7453887582911658 relationship=Husband 0.03758642815942866 -0.2306742492776941 relationship=Not-in-family 0.9580835912659944 -0.9661890780159177 relationship=Other-relative 0.16834051177221065 0.5558468797291175 relationship=Unmarried 0.2754442244181419 -0.5165142002346841 race=White -0.053871683002044916 0.6092474601344183 race=Asian-Pac-Islander 0.6862491058039704 0.4779093046554395 race=Amer-Indian-Eskimo 0.003805553996067907 -0.39429449700258257 race=Other 0.7946042003074313 0.6500640279055561 race=Black 0.5844274344454451 -0.9897641394647331 sex 0.8467962490896358 0.6714995326652442 capital-gain -0.9569215497060938 0.9315352366115556 capital-loss -0.5667563625129269 -0.25934039723168484 hours-per-week 0.24671906364964338 -0.07200139566689699 native-country=United-States -0.3284910066223896 0.6515235532688367 native-country=Cambodia -0.29529493750196084 0.18028079372213834 native-country=England 0.2584868854478243 0.2988349535438073 native-country=Puerto-Rico -0.8752156851191256 0.5501221135159721 native-country=Canada 1.0795624351265183 -0.2969785579969355 native-country=Germany 0.12264827367247758 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0.6832212099810913 0.37138157392338134 native-country=Ireland -0.653329783222261 0.506953593928299 native-country=France -0.8333761576938818 -0.8537116682281359 native-country=Dominican-Republic -0.05702459573432657 -0.5794118335543939 native-country=Laos 0.38040674404677255 -0.10405281703541513 native-country=Ecuador 0.7412673892829984 -0.5459871035187098 native-country=Taiwan -0.32468323546412375 0.7447640841459437 native-country=Haiti 0.07852644669047336 0.7236968989793324 native-country=Columbia 0.23737528183946144 -0.7012407098775467 native-country=Hungary -0.5767431439327035 0.2760590709073557 native-country=Guatemala -0.799670942007797 -0.8775878485727503 native-country=Nicaragua -0.018480263103985733 0.29649759378547513 native-country=Scotland -0.6572521356830057 -0.6625133512511704 native-country=Thailand -0.17964363857058308 -0.18696898462746894 native-country=Yugoslavia 0.18682985250144377 -0.22788687437797242 native-country=El-Salvador -0.3191078652104566 0.5889130045667493 native-country=Trinadad&Tobago 0.6197687401807839 -0.7309539996518618 native-country=Peru -0.3436563423222358 0.6637613954394209 native-country=Hong -0.3728391952499101 0.9735903811225611 native-country=Holand-Netherlands Hidden Weights: -2.5380191334033726 2.4172596972922205 -0.059634883707395094 0.9677984645412632 >50K <=50K Error sum for iteration 300 = 64.35990267798451 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 1000 -E 0.01 -S 1626554203 -H 2 -M 0.01 Input Weights: -0.5416059563810633 -0.9140294546782806 age 0.7718367414686125 -0.1150823916550636 workclass=Private 1.167781261344828 0.42581334812810223 workclass=Self-emp-not-inc -0.4083506332346611 0.04226648055420212 workclass=Self-emp-inc -0.9435353359676297 0.1444146111196628 workclass=Federal-gov 0.20702127934956582 -0.5315917648779135 workclass=Local-gov -0.270549121570152 0.8293884706545039 workclass=State-gov -0.42125345866796976 0.16629503162475542 workclass=Without-pay 0.47444179849476403 -0.7489708466593269 workclass=Never-worked 0.4754674732248928 -0.7433661371178325 fnlwgt -0.60328376424092 0.08958787352264173 education=Bachelors 0.46067516281549836 0.7685865059386481 education=Some-college 0.33201788855373354 -0.9709295144717741 education=11th 1.1151203680447228 -0.41112478990266216 education=HS-grad -1.0470997476096502 0.7000739616529368 education=Prof-school -0.1202651148689076 -0.17705279286661113 education=Assoc-acdm 0.11876391418555336 -0.705470934911563 education=Assoc-voc -0.28847542227441425 -0.2741847803302084 education=9th 0.5077841219984072 -0.02593165192460496 education=7th-8th -0.9429218588061526 0.9099462393101784 education=12th -0.7496583441126402 0.23407035029846135 education=Masters 0.3266047996229354 0.4314861729856601 education=1st-4th 0.6195692669036412 -0.033885156078747154 education=10th -1.2895497782897347 -0.6346849838370896 education=Doctorate -0.1992590917507164 -0.26779542184691946 education=5th-6th 0.9260285411594293 -0.2224346261588695 education=Preschool -0.4774260821540511 0.15071763726579143 education-num -1.4532403075931188 -1.0652737770620972 marital-status=Married-civ-spouse 0.6487397871872652 0.6897326670873108 marital-status=Divorced 1.2409622183711642 -0.8056581628778501 marital-status=Never-married -0.32420511611001324 0.921120573094904 marital-status=Separated 0.24172547095040364 -0.17723084992779173 marital-status=Widowed 0.29656822985331965 0.46770825284460943 marital-status=Married-spouse-absent -0.29308546282461145 0.623132255990212 marital-status=Married-AF-spouse 0.19549923694291693 0.7529250413338822 occupation=Tech-support 0.22765581329369372 -0.8765177972172812 occupation=Craft-repair 0.2555711707717902 -0.424393717432642 occupation=Other-service 0.29794595203461754 0.008709454172218035 occupation=Sales -1.3322958769692692 -0.272043514248131 occupation=Exec-managerial -0.2906096234006479 -0.4888095651920843 occupation=Prof-specialty 1.2731980361438968 -0.1165453350680144 occupation=Handlers-cleaners 0.3849595289966396 0.42707473708020044 occupation=Machine-op-inspct 0.32740606745316586 0.22991953807962473 occupation=Adm-clerical -0.3341508515829659 0.5551201578545767 occupation=Farming-fishing 0.9767063814528818 -0.88791198570563 occupation=Transport-moving -0.2935891271797079 -0.45596380727856994 occupation=Priv-house-serv 0.22262066692465646 0.4562647457103563 occupation=Protective-serv -0.47768965056063545 0.15441126329989285 occupation=Armed-Forces -1.030553125013759 -0.3343112291814847 relationship=Wife 1.2014950784669085 0.8455578995575521 relationship=Own-child -1.0254711581555678 -0.7710990707012693 relationship=Husband -0.08716183997196071 -0.24511977374243674 relationship=Not-in-family 0.9175357119635442 -0.9608763531157639 relationship=Other-relative 0.3371315416798766 0.5812243566663482 relationship=Unmarried 0.4870881874989693 -0.5465724068926606 race=White -0.2227742866409802 0.6312685430226327 race=Asian-Pac-Islander 0.7439965767764004 0.4797797060137724 race=Amer-Indian-Eskimo 0.1381275025511198 -0.3826256552755945 race=Other 0.8304941735988833 0.6541967687427267 race=Black 0.6078824187433316 -1.014731675753458 sex 0.8491057013111634 0.6697403015444986 capital-gain -1.105339142504034 0.9149840921046267 capital-loss -0.7874765319305919 -0.2696586712859782 hours-per-week 0.08951882076369072 -0.07320153945672994 native-country=United-States -0.4280276588688398 0.6424381512061255 native-country=Cambodia -0.22204717515657374 0.1880516906944422 native-country=England 0.39286463952085876 0.3014794455130379 native-country=Puerto-Rico -0.9717518601359799 0.5489722134264906 native-country=Canada 1.103735921578183 -0.2956600517702655 native-country=Germany 0.14347140846177028 0.316623293376254 native-country=Outlying-US(Guam-USVI-etc) -0.29580422483826163 0.028500176740609715 native-country=India -0.3116969672383358 0.7240220381535561 native-country=Japan -0.5376782191229713 -0.9847477238997157 native-country=Greece -0.09479679134951827 -0.691631991475176 native-country=South 0.5290619343668063 -0.7753041628742962 native-country=China 0.7059978387496335 -0.7408340608780516 native-country=Cuba -0.12036781689887777 0.21991722001270894 native-country=Iran -0.2456857960539091 0.45354161137579785 native-country=Honduras -0.2959661850628438 0.5472960570812364 native-country=Philippines 0.29164553145570665 0.22259238946472779 native-country=Italy 1.2341777179196183 -0.9770833071667956 native-country=Poland 0.6113044482727639 0.8881469682719302 native-country=Jamaica 0.3358641592958281 0.42128618992170636 native-country=Vietnam 1.1137636814128065 -0.5944745463545276 native-country=Mexico 0.3514356242264782 -0.42983563554874565 native-country=Portugal 0.7040443447703909 0.3721227170120546 native-country=Ireland -0.6272865141819544 0.508724291477313 native-country=France -0.812199501957554 -0.8529367033989457 native-country=Dominican-Republic 0.04531188257668618 -0.5673410407406638 native-country=Laos 0.4520014335517215 -0.10303881541304813 native-country=Ecuador 0.7332932995695943 -0.5470883976900253 native-country=Taiwan -0.30379667540849015 0.7455791298077934 native-country=Haiti 0.10963588012113651 0.7253661504210673 native-country=Columbia 0.2581984166287509 -0.7004995667888888 native-country=Hungary -0.5559200091434039 0.276800213996029 native-country=Guatemala -0.7788478072184973 -0.8768467054840924 native-country=Nicaragua 0.0023428716853082375 0.2972387368741484 native-country=Scotland -0.6448780329600313 -0.6636648935335131 native-country=Thailand -0.15882050378128995 -0.1862278415387976 native-country=Yugoslavia 0.20796216296992884 -0.2270564891455501 native-country=El-Salvador -0.29828473042116993 0.5896541476554072 native-country=Trinadad&Tobago 0.6405918749700835 -0.7302128565632039 native-country=Peru -0.32283320753294914 0.6645025385280788 native-country=Hong -0.35201606046062345 0.974331524211219 native-country=Holand-Netherlands Hidden Weights: -3.0465151886320707 2.9582123764784134 -0.16274972620012468 0.9766274247327479 >50K <=50K Error sum for iteration 400 = 63.89460788195891 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 1000 -E 0.01 -S 1626554203 -H 2 -M 0.01 Input Weights: -0.560730139626155 -0.9237421644877457 age 0.693436206793405 -0.098376172852872 workclass=Private 1.2783760442705212 0.38646291798130294 workclass=Self-emp-not-inc -0.5331241501233215 0.06911711789519302 workclass=Self-emp-inc -0.9834658707085954 0.14634063134317357 workclass=Federal-gov 0.337992428266362 -0.518756807949641 workclass=Local-gov -0.03957889344077641 0.8362026585514089 workclass=State-gov -0.4048654891203266 0.16813657384225847 workclass=Without-pay 0.4908297680424072 -0.7471293044418197 workclass=Never-worked 0.44861351510705466 -0.7444194619493656 fnlwgt -0.34387591257205014 0.07506933081398488 education=Bachelors 0.3636190752177793 0.7744359563492028 education=Some-college 0.7167463776145045 -0.9661647903604541 education=11th 0.8331520266617686 -0.4080224057515269 education=HS-grad -1.2458491049852558 0.6884357906297214 education=Prof-school -0.023836910596661542 -0.16587846457683625 education=Assoc-acdm -0.10148268811912411 -0.7033720816581184 education=Assoc-voc -0.02592188147460107 -0.2631779914302583 education=9th 0.46289627475335177 -0.024895108276983584 education=7th-8th -1.026885402162931 0.9024182902236387 education=12th -0.6301032337032714 0.26173207405152 education=Masters 0.4239112998674521 0.434591569462009 education=1st-4th 0.8070200912469704 -0.029147395640470197 education=10th -1.4584921254687704 -0.6372333689948715 education=Doctorate -0.13454292819475003 -0.26384389690955073 education=5th-6th 0.943007252389884 -0.22049404333141953 education=Preschool -0.7114282797500984 0.15480640745993346 education-num -1.3826635619115817 -1.0635983908609408 marital-status=Married-civ-spouse 0.5453139210976262 0.6857650854969211 marital-status=Divorced 1.2178122681390926 -0.8016859687881848 marital-status=Never-married -0.28630796388687924 0.9259607196732215 marital-status=Separated 0.43031335779001767 -0.16495124258501398 marital-status=Widowed 0.3501116524251137 0.47375374607869225 marital-status=Married-spouse-absent -0.27129531060433193 0.6259101433971983 marital-status=Married-AF-spouse 0.04793860192285513 0.7519386044128311 occupation=Tech-support 0.1989186470750703 -0.8817197462238298 occupation=Craft-repair 0.33836903027790954 -0.4158632671129717 occupation=Other-service 0.31399469422279175 0.02430760320334599 occupation=Sales -1.4077406228388998 -0.25928828056190817 occupation=Exec-managerial -0.3045322490142929 -0.5179119806798094 occupation=Prof-specialty 1.4083745302631316 -0.1122493246198283 occupation=Handlers-cleaners 0.25805684562792247 0.4170877633428728 occupation=Machine-op-inspct 0.42932433047475943 0.25671418359574427 occupation=Adm-clerical -0.12519393210510002 0.5583471228534922 occupation=Farming-fishing 1.3419248695742296 -0.8815252477347615 occupation=Transport-moving -0.27720115763206477 -0.45412226506106496 occupation=Priv-house-serv 0.03209518408945765 0.4606096737897591 occupation=Protective-serv -0.4605657175685289 0.15642830496964766 occupation=Armed-Forces -0.9456523384917369 -0.3144793818029328 relationship=Wife 1.2726923280267546 0.8530507073631447 relationship=Own-child -0.914528212221331 -0.7889325071987507 relationship=Husband -0.1786539594786082 -0.25992799011108847 relationship=Not-in-family 0.8566829434183278 -0.9541754230664447 relationship=Other-relative 0.4518670213827019 0.605622015344098 relationship=Unmarried 0.5427244101095606 -0.5807606585664341 race=White -0.25383836882329264 0.6732484205240385 race=Asian-Pac-Islander 0.800411750845571 0.4824065218935692 race=Amer-Indian-Eskimo 0.2532898036806208 -0.3680558068088363 race=Other 0.8473881620913125 0.6531485273961013 race=Black 0.5031126772511275 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native-country=Cuba -0.12895805923151885 0.22057506977842323 native-country=Iran -0.23717401074769093 0.4514001353483277 native-country=Honduras -0.22687770522091413 0.5539703756921585 native-country=Philippines 0.3080529973725931 0.22445891028819331 native-country=Italy 1.3102587738037847 -0.9748185097426015 native-country=Poland 0.628173725177481 0.8900782299675188 native-country=Jamaica 0.35225212884347123 0.42312773213921134 native-country=Vietnam 1.0869995053935375 -0.5932688423644935 native-country=Mexico 0.4927834993913798 -0.42732327330497827 native-country=Portugal 0.7204323143180428 0.3739642592295596 native-country=Ireland -0.6087624793181081 0.5110416166329436 native-country=France -0.7955607796680148 -0.8510739717570123 native-country=Dominican-Republic 0.16542799371365355 -0.5522095786944059 native-country=Laos 0.5019598107851062 -0.10101299040151798 native-country=Ecuador 0.7276221681564512 -0.5467397199586048 native-country=Taiwan -0.28742931297672 0.7473334724918465 native-country=Haiti 0.13300412148490157 0.7279249321158776 native-country=Columbia 0.2745863861763941 -0.6986580245713816 native-country=Hungary -0.539532039595752 0.278641756213534 native-country=Guatemala -0.7624598376708455 -0.8750051632665852 native-country=Nicaragua 0.018730841232953592 0.2990802790916534 native-country=Scotland -0.6332002432523288 -0.6631716268844642 native-country=Thailand -0.1424325342336508 -0.18438629932129455 native-country=Yugoslavia 0.22441213561645976 -0.22518052888486603 native-country=El-Salvador -0.2818967608735268 0.5914956898729145 native-country=Trinadad&Tobago 0.6569798445177354 -0.7283713143456967 native-country=Peru -0.306445237985306 0.666344080745586 native-country=Hong -0.3356280909129803 0.9761730664287263 native-country=Holand-Netherlands Hidden Weights: -3.4047467678689536 3.333409074183084 -0.25942997802796464 0.9979940813023351 >50K <=50K Error sum for iteration 500 = 64.43708723773517 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 1000 -E 0.01 -S 1626554203 -H 2 -M 0.01 Input Weights: -0.6004546511481631 -0.9346617864311692 age 0.6304393578871617 -0.08279259154895346 workclass=Private 1.3341470467394692 0.34042937935595335 workclass=Self-emp-not-inc -0.560163196812801 0.10144239918058302 workclass=Self-emp-inc -0.9368749349726124 0.1499718466184615 workclass=Federal-gov 0.3259299496834469 -0.5094238543710908 workclass=Local-gov 0.13804342811010697 0.8402242721433552 workclass=State-gov -0.39215935443624134 0.16948379572867572 workclass=Without-pay 0.503535902726496 -0.7457820825554129 workclass=Never-worked 0.3892394719727009 -0.7474366471425637 fnlwgt -0.21614636012061456 0.05484597063535082 education=Bachelors 0.2990148727703509 0.7774360499126571 education=Some-college 0.9813332586984067 -0.9631658147689931 education=11th 0.6944128306945377 -0.40417931107215727 education=HS-grad -1.4641129317177333 0.6776993102173294 education=Prof-school 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occupation=Protective-serv -0.4471859636397 0.1579226285029375 occupation=Armed-Forces -0.856071928453187 -0.2899292270418232 relationship=Wife 1.3302168200493871 0.855031133661736 relationship=Own-child -0.8039499672517155 -0.805124979770524 relationship=Husband -0.26046956361127693 -0.27392611276800843 relationship=Not-in-family 0.7740229789829042 -0.9484810632605007 relationship=Other-relative 0.5365453284971656 0.6224487761169157 relationship=Unmarried 0.503395042529637 -0.6219792348178549 race=White -0.21391406153942238 0.7215943611989926 race=Asian-Pac-Islander 0.8571991644980731 0.4843475005988346 race=Amer-Indian-Eskimo 0.3770452335675667 -0.3519707638003063 race=Other 0.8314301297410089 0.6455090257821012 race=Black 0.3718082506926329 -1.068022964536703 sex 0.8386535475032055 0.6678046217961016 capital-gain -1.497010133117467 0.8854110820262309 capital-loss -0.9775061534078981 -0.26601471384322817 hours-per-week -0.006561150985975067 -0.06301892498265677 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0.2258048304249793 native-country=Italy 1.3689051098422766 -0.973135313486991 native-country=Poland 0.6407711426506194 0.8912357179232716 native-country=Jamaica 0.3649582635275565 0.42447495402561364 native-country=Vietnam 1.0408806604937448 -0.5931297400496721 native-country=Mexico 0.6016607258991047 -0.4254762699860571 native-country=Portugal 0.7331384490021206 0.3753114811159619 native-country=Ireland -0.594670243953041 0.5127018009302517 native-country=France -0.7826324805380702 -0.8497111578671366 native-country=Dominican-Republic 0.28394341974892773 -0.5372368716378326 native-country=Laos 0.5425653539116209 -0.09950546644410375 native-country=Ecuador 0.7139300745563751 -0.5469500381887186 native-country=Taiwan -0.2748040773877201 0.748482473507477 native-country=Haiti 0.15158237759217633 0.7299271942078056 native-country=Columbia 0.28729252086047935 -0.6973108026849748 native-country=Hungary -0.5268259049116742 0.2799889780999363 native-country=Guatemala -0.7497537029867677 -0.8736579413801784 native-country=Nicaragua 0.03143697591703772 0.3004275009780557 native-country=Scotland -0.6243710919184511 -0.6629344488839053 native-country=Thailand -0.12972639954956658 -0.1830390774348773 native-country=Yugoslavia 0.2371221388284569 -0.22382739661807674 native-country=El-Salvador -0.2691906261894415 0.5928429117593212 native-country=Trinadad&Tobago 0.6696859792018132 -0.7270240924592899 native-country=Peru -0.2937391033012207 0.6676913026319928 native-country=Hong -0.322921956228895 0.977520288315133 native-country=Holand-Netherlands Hidden Weights: -3.6642244799942723 3.6037148021601855 -0.3418398039757511 1.0159881823049062 >50K <=50K Error sum for iteration 600 = 65.22807162278129 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 1000 -E 0.01 -S 1626554203 -H 2 -M 0.01 Input Weights: -0.6671853452317928 -0.9485873985050666 age 0.5904300080269084 -0.07049568266490236 workclass=Private 1.353573589119165 0.28966168071949716 workclass=Self-emp-not-inc -0.5410796626180423 0.13265426129402194 workclass=Self-emp-inc -0.8814409328511512 0.15200332403638228 workclass=Federal-gov 0.28676753469680694 -0.5017132462441458 workclass=Local-gov 0.26502885105151874 0.8414884149653005 workclass=State-gov -0.38203380180835483 0.1697514600663812 workclass=Without-pay 0.5136614553543837 -0.7455144182177105 workclass=Never-worked 0.30858509459752625 -0.7518269852303596 fnlwgt -0.16272200685282018 0.03037827489637344 education=Bachelors 0.26004941277055027 0.7782028938674427 education=Some-college 1.1827031464433404 -0.9619162497883901 education=11th 0.6198089230522084 -0.4009860963809109 education=HS-grad -1.6899276238647665 0.667746683408008 education=Prof-school 0.09232525504917784 -0.1493333935152155 education=Assoc-acdm -0.33152552670429675 -0.693548874558633 education=Assoc-voc 0.44283350526846443 -0.2453364413677941 education=9th 0.2433578217775784 -0.026513449118383988 education=7th-8th 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0.15281362637794788 -0.8953040742434354 occupation=Craft-repair 0.28057640257508093 -0.41234179694521994 occupation=Other-service 0.2991454157379254 0.058628318760937624 occupation=Sales -1.1753421134792976 -0.2221275391909493 occupation=Exec-managerial -0.16760086119883347 -0.5813468239398252 occupation=Prof-specialty 1.5624018381761948 -0.1087905131065412 occupation=Handlers-cleaners 0.07830979716330833 0.3924418043351625 occupation=Machine-op-inspct 0.41334921972536665 0.2998300520635137 occupation=Adm-clerical 0.27748780203971374 0.5567903213396272 occupation=Farming-fishing 1.6929506692601122 -0.8752264253000117 occupation=Transport-moving -0.254369470320093 -0.4525073788369582 occupation=Priv-house-serv -0.35874239317613127 0.46595500796600237 occupation=Protective-serv -0.43640531639236646 0.1583251935223951 occupation=Armed-Forces -0.7651551058737076 -0.26595916864645697 relationship=Wife 1.379566345112553 0.8533725133774763 relationship=Own-child -0.7091361568071965 -0.8227238511058258 relationship=Husband -0.33898046387933 -0.2852654571962747 relationship=Not-in-family 0.6802483812770516 -0.9441870691267177 relationship=Other-relative 0.6155084051742924 0.6285288603634374 relationship=Unmarried 0.4445785770758658 -0.6681546166393074 race=White -0.15187234262380964 0.7677909841547981 race=Asian-Pac-Islander 0.9097482722670914 0.48506012400020826 race=Amer-Indian-Eskimo 0.5294552283460041 -0.33547595855839474 race=Other 0.7548779578942842 0.6317599923946107 race=Black 0.2285447873956159 -1.0969747638689376 sex 0.821636623768452 0.6653586640452323 capital-gain -1.6997634306655467 0.8704455825406565 capital-loss -0.9747103982031516 -0.2637060687278459 hours-per-week 0.07939730760250177 -0.06502102015417933 native-country=United-States -0.8684687780694875 0.6113870359623821 native-country=Cambodia -0.004552018650296287 0.2153641134434818 native-country=England 0.7023752287462656 0.3083021559259917 native-country=Puerto-Rico -1.3456592377347945 0.5465493627086778 native-country=Canada 1.1460623820135922 -0.2916982556490019 native-country=Germany 0.18269106532138304 0.32007972181786576 native-country=Outlying-US(Guam-USVI-etc) -0.3165465100733611 0.022817970724564252 native-country=India -0.27247731037872086 0.7274784665951726 native-country=Japan -0.4984585622633547 -0.9812912954580992 native-country=Greece -0.3152631354716766 -0.6928856019540701 native-country=South 0.5682815912264236 -0.7718477344326797 native-country=China 1.2404489485732406 -0.7228241189312663 native-country=Cuba -0.16789960999050071 0.22045256418914258 native-country=Iran -0.22400415601149024 0.4478050300732202 native-country=Honduras -0.12053162532751648 0.5642669126385569 native-country=Philippines 0.33085632748624705 0.22605954407086737 native-country=Italy 1.4214800330387167 -0.9725619415925884 native-country=Poland 0.650644960649646 0.8911864739891163 native-country=Jamaica 0.375083816155443 0.4247426183633181 native-country=Vietnam 0.9763734072208902 -0.5942992568990135 native-country=Mexico 0.6966567487705178 -0.42479045751398703 native-country=Portugal 0.7432640016300083 0.3755791454536664 native-country=Ireland -0.5832304371518419 0.5132915181543243 native-country=France -0.772219078176506 -0.849427993934082 native-country=Dominican-Republic 0.38862136554154186 -0.524344705488426 native-country=Laos 0.5824047716469725 -0.09907380507344841 native-country=Ecuador 0.6841629561607545 -0.5485346009552119 native-country=Taiwan -0.26480083653285874 0.7484976223881576 native-country=Haiti 0.167939426977315 0.7308904468153204 native-country=Columbia 0.29741807348836585 -0.6970431383472724 native-country=Hungary -0.5167003522837865 0.28025664243764076 native-country=Guatemala -0.73962815035888 -0.873390277042476 native-country=Nicaragua 0.04156252854492711 0.3006951653157602 native-country=Scotland -0.6179707770222289 -0.663566162602225 native-country=Thailand -0.11960084692167552 -0.18277141309717182 native-country=Yugoslavia 0.24723131882728758 -0.22356624040003667 native-country=El-Salvador -0.259065073561555 0.5931105760970237 native-country=Trinadad&Tobago 0.6798115318297009 -0.7267564281215875 native-country=Peru -0.2836135506733342 0.6679589669696953 native-country=Hong -0.3127964036010085 0.9777879526528355 native-country=Holand-Netherlands Hidden Weights: -3.902944133758934 3.8508391245097338 -0.4078560121338132 1.023263487516938 >50K <=50K Error sum for iteration 700 = 65.72632996947632 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 1000 -E 0.01 -S 1626554203 -H 2 -M 0.01 Input Weights: -0.7519600260233045 -0.9647900950894449 age 0.5720392304536702 -0.061909426590276685 workclass=Private 1.353489899289507 0.23742574514731213 workclass=Self-emp-not-inc -0.5214380792975822 0.1575841727624402 workclass=Self-emp-inc -0.8562432628351441 0.15162100355981178 workclass=Federal-gov 0.2728189153471498 -0.49502864519269846 workclass=Local-gov 0.356798503481509 0.8409832622736447 workclass=State-gov -0.37459195759308156 0.16882841434167462 workclass=Without-pay 0.5211032995696689 -0.7464374639424167 workclass=Never-worked 0.22556496551675614 -0.7565621114199828 fnlwgt -0.12782358750298883 0.004893392759907439 education=Bachelors 0.24520604230880444 0.7772214256200026 education=Some-college 1.3471553973261448 -0.9622853705637506 education=11th 0.5868365934432807 -0.39884815302071075 education=HS-grad -1.9026062268229467 0.6592318725441362 education=Prof-school 0.12970090908820966 -0.14436780040249705 education=Assoc-acdm -0.38243460561806175 -0.6878742693462823 education=Assoc-voc 0.6251496944858984 -0.24074990989756231 education=9th 0.09083320071164505 -0.029093262581383054 education=7th-8th -1.4795034801834581 0.8699458225183967 education=12th 0.19174660741487518 0.3316717102748408 education=Masters 0.6330722071155741 0.43778638461956315 education=1st-4th 1.1126621539889943 -0.02493640939393264 education=10th -1.804161092479956 -0.6448958530281215 education=Doctorate 0.04579583650037814 -0.2570057526763393 education=5th-6th 0.9742973173518764 -0.2196361908409566 education=Preschool -1.0553372853086462 0.14431838187166016 education-num -1.2462268911388672 -1.0441049980386634 marital-status=Married-civ-spouse 0.3925017498223087 0.6598027305196991 marital-status=Divorced 0.9620109381111297 -0.8216576080015623 marital-status=Never-married -0.19838530379337455 0.9318403565370914 marital-status=Separated 0.9227932374544648 -0.14361571269972667 marital-status=Widowed 0.45457682402115546 0.48040996541296815 marital-status=Married-spouse-absent -0.22988321851895727 0.6288569661731771 marital-status=Married-AF-spouse -0.060817898520447326 0.7551877260714174 occupation=Tech-support 0.14566130436077582 -0.9023176154114524 occupation=Craft-repair 0.26007728019390836 -0.4134066332320751 occupation=Other-service 0.2998423155876188 0.07479752811368835 occupation=Sales -1.0745835235953154 -0.2149436963020262 occupation=Exec-managerial -0.10282634245916189 -0.6151135710909553 occupation=Prof-specialty 1.6116040273408807 -0.10956945792564642 occupation=Handlers-cleaners 0.0048311447572798125 0.37862749348429825 occupation=Machine-op-inspct 0.36195779661407357 0.3177623810673883 occupation=Adm-clerical 0.3927323606156727 0.5500892194208992 occupation=Farming-fishing 1.7884386832772279 -0.8750665948198108 occupation=Transport-moving -0.24692762610482227 -0.4534304245616685 occupation=Priv-house-serv -0.4918980545240678 0.46783275333288177 occupation=Protective-serv -0.428310719574922 0.1575245270134845 occupation=Armed-Forces -0.6896129438367529 -0.2465575161652343 relationship=Wife 1.4240199784303416 0.8492126431694348 relationship=Own-child -0.6386025732771488 -0.840532359663855 relationship=Husband -0.3984684365903763 -0.29340218973365545 relationship=Not-in-family 0.5916393493636315 -0.9411069436501229 relationship=Other-relative 0.6772618499278943 0.623229553563136 relationship=Unmarried 0.39153924971233683 -0.7161470113366006 race=White -0.11301351435602804 0.8061796647381234 race=Asian-Pac-Islander 0.9552383552188572 0.4844330402200132 race=Amer-Indian-Eskimo 0.70809445683843 -0.3204823412387646 race=Other 0.6416731203444798 0.6149975785479319 race=Black 0.12199221246092437 -1.1223938962076718 sex 0.7976773022112434 0.6618494089571727 capital-gain -1.8978003683476525 0.8560545321470637 capital-loss -0.940526201979416 -0.2640142578928933 hours-per-week 0.18998171509529094 -0.07647963950968575 native-country=United-States -1.0504785288938532 0.5983916515101195 native-country=Cambodia 0.04418455750840443 0.22055071021337372 native-country=England 0.808539237548337 0.30828765392005747 native-country=Puerto-Rico -1.4347542543818075 0.5444798659581169 native-country=Canada 1.1541237907474564 -0.29258073582491045 native-country=Germany 0.19013290953666379 0.31915667609315546 native-country=Outlying-US(Guam-USVI-etc) -0.3432304012284937 0.019054121693719558 native-country=India -0.2650354661634476 0.7265554208704663 native-country=Japan -0.49101671804808195 -0.9822143411828055 native-country=Greece -0.38286081645934966 -0.6951419828432615 native-country=South 0.5757234354417089 -0.772770780157386 native-country=China 1.3639913388571665 -0.7207083175913563 native-country=Cuba -0.19072025429252154 0.21917593880964237 native-country=Iran -0.21891905219844238 0.445599455620027 native-country=Honduras -0.07805241987911458 0.5672724588121578 native-country=Philippines 0.3382627717846645 0.22511831351606157 native-country=Italy 1.4722469657815085 -0.9732022793600434 native-country=Poland 0.6577888990444399 0.8898918466915127 native-country=Jamaica 0.3825256603707163 0.4238195726386078 native-country=Vietnam 0.889047501548973 -0.5966613933294009 native-country=Mexico 0.7849745846693936 -0.4253573970070612 native-country=Portugal 0.7507058458452935 0.3746560997289561 native-country=Ireland -0.5743385702076581 0.5127567770533272 native-country=France -0.764369811424247 -0.8503345155695302 native-country=Dominican-Republic 0.4773696392577343 -0.5141570894245625 native-country=Laos 0.6269973341431254 -0.09981860728894121 native-country=Ecuador 0.6306470217655321 -0.5516569513044631 native-country=Taiwan -0.2575153096631645 0.7473080360707848 native-country=Haiti 0.18283912693894686 0.7307347420821512 native-country=Columbia 0.3048599177036391 -0.6979661840719786 native-country=Hungary -0.5092585080685013 0.27933359671293045 native-country=Guatemala -0.7321863061435947 -0.8743133227671822 native-country=Nicaragua 0.04900437276020708 0.2997721195910499 native-country=Scotland -0.6138668717426694 -0.6651276596549776 native-country=Thailand -0.11215900270639666 -0.1836944588218784 native-country=Yugoslavia 0.25464349204280606 -0.22450196794663654 native-country=El-Salvador -0.25162322934628173 0.5921875303723174 native-country=Trinadad&Tobago 0.6872533760449862 -0.7276794738462937 native-country=Peru -0.27617170645806094 0.667035921244989 native-country=Hong -0.30535455938573525 0.9768649069281292 native-country=Holand-Netherlands Hidden Weights: -4.149102505936294 4.103123073916446 -0.4514869869030015 1.0149963404340392 >50K <=50K Error sum for iteration 800 = 65.84134558289375 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 1000 -E 0.01 -S 1626554203 -H 2 -M 0.01 Input Weights: -0.8256661877065511 -0.9798949365700342 age 0.560389857924265 -0.053737427344528146 workclass=Private 1.3426076574652006 0.186916174783911 workclass=Self-emp-not-inc -0.5068540309253962 0.1773719548083417 workclass=Self-emp-inc -0.8467922707679202 0.15027353629917442 workclass=Federal-gov 0.2809161256346082 -0.4889213216036103 workclass=Local-gov 0.42131315082107396 0.839918035257199 workclass=State-gov -0.3692980087564528 0.1674816172159787 workclass=Without-pay 0.5263972484062858 -0.7477842610681139 workclass=Never-worked 0.1518032016530049 -0.7606270796790473 fnlwgt -0.08315571583249659 -0.018219637340456323 education=Bachelors 0.25308397411992745 0.7755081085642657 education=Some-college 1.4888274639214634 -0.9634424976394734 education=11th 0.581929292126786 -0.3967431016770311 education=HS-grad -2.0876878247329 0.652815915366979 education=Prof-school 0.17192906386805937 -0.14044729655421342 education=Assoc-acdm -0.4049817221906422 -0.6820960364223877 education=Assoc-voc 0.7724102705900984 -0.23814170770595175 education=9th -0.07242807134949072 -0.03176294723689196 education=7th-8th -1.6715708341227027 0.858838683985575 education=12th 0.37354307541054244 0.3362058011287642 education=Masters 0.690815668063647 0.4370122673922409 education=1st-4th 1.1778678917840708 -0.025989548004009735 education=10th -1.8764254173647184 -0.6474889241705593 education=Doctorate 0.11891454075936035 -0.25637038568631304 education=5th-6th 0.9799100841561805 -0.22094418843195215 education=Preschool -1.1293944130984446 0.13029346537698702 education-num -1.25880792571848 -1.0403702591401598 marital-status=Married-civ-spouse 0.3549413896351173 0.6438758617127298 marital-status=Divorced 0.8997592712760467 -0.8306295591572549 marital-status=Never-married -0.17043252613995613 0.9317433835264203 marital-status=Separated 1.0472371729546446 -0.14129012995902526 marital-status=Widowed 0.4863573186490249 0.47997786661146286 marital-status=Married-spouse-absent -0.2222581321492482 0.628022579423369 marital-status=Married-AF-spouse -0.03729775638769269 0.7558462401937477 occupation=Tech-support 0.14407662459566842 -0.9087438915180714 occupation=Craft-repair 0.25899598821883135 -0.4150451345716547 occupation=Other-service 0.3070952231528372 0.08981065015468825 occupation=Sales -1.0165262154178383 -0.21363112802118792 occupation=Exec-managerial -0.059832914482058866 -0.6473465019597208 occupation=Prof-specialty 1.649892755717884 -0.11115981098201266 occupation=Handlers-cleaners -0.04956873393183784 0.3654425908127449 occupation=Machine-op-inspct 0.3266448275302083 0.33587846934020127 occupation=Adm-clerical 0.44447087913666417 0.5419300759876325 occupation=Farming-fishing 1.8553357860079238 -0.8758828418982333 occupation=Transport-moving -0.24163367726820026 -0.45477722168736684 occupation=Priv-house-serv -0.5829547797872783 0.4697498255397088 occupation=Protective-serv -0.4224503847107183 0.15627277700461717 occupation=Armed-Forces -0.6417574797019848 -0.22987146726542612 relationship=Wife 1.4648272493159582 0.8434704763180966 relationship=Own-child -0.5875179462073372 -0.8561768945561883 relationship=Husband -0.4254626681278997 -0.2985508167129476 relationship=Not-in-family 0.5197508974266044 -0.9382925340631778 relationship=Other-relative 0.710512455024944 0.6114092640395895 relationship=Unmarried 0.34272308582283306 -0.7615527997996034 race=White -0.10575107934805639 0.8391498142064513 race=Asian-Pac-Islander 0.9932314647043525 0.4832203083714603 race=Amer-Indian-Eskimo 0.887333369890974 -0.30802148969406895 race=Other 0.5348161615640731 0.5986767352124108 race=Black 0.08244520803256941 -1.1421198546807596 sex 0.770686033039134 0.6581927381602638 capital-gain -2.079463932828175 0.8438035153274595 capital-loss -0.9026358496313466 -0.2650373817483423 hours-per-week 0.2845879224888438 -0.09304702664189629 native-country=United-States -1.235592039626724 0.5863703969496024 native-country=Cambodia 0.08711657177298573 0.2246567578791621 native-country=England 0.9169330519010899 0.3077267458013075 native-country=Puerto-Rico -1.498369524226604 0.5424569297121835 native-country=Canada 1.160007458639911 -0.2939087027606099 native-country=Germany 0.1954268583732858 0.3178098789674571 native-country=Outlying-US(Guam-USVI-etc) -0.3750412467315077 0.015278145158023908 native-country=India -0.2597415173268188 0.7252086237447691 native-country=Japan -0.4857227692114532 -0.9835611383085027 native-country=Greece -0.4429710143851832 -0.6975490441615696 native-country=South 0.5810173842783257 -0.7741175772830832 native-country=China 1.4760507078765996 -0.7195888130559588 native-country=Cuba -0.21041332566363175 0.21780329474049626 native-country=Iran -0.21477519125447375 0.44362818916684343 native-country=Honduras -0.03721642083327926 0.5697704170789297 native-country=Philippines 0.3435037094645197 0.22374814807340407 native-country=Italy 1.5215859136371537 -0.9743010855604404 native-country=Poland 0.6627530076205029 0.8881438680303678 native-country=Jamaica 0.38781960920734504 0.42247277551290946 native-country=Vietnam 0.7766201635773379 -0.5993315916338374 native-country=Mexico 0.8682887330701116 -0.42640838484256716 native-country=Portugal 0.7559997946819104 0.37330930260325773 native-country=Ireland -0.5673106637134196 0.511886958439309 native-country=France -0.7586136073920009 -0.8516664593854206 native-country=Dominican-Republic 0.5566657412585156 -0.5054325340490174 native-country=Laos 0.6806621734359736 -0.1009732809995181 native-country=Ecuador 0.5587955300122932 -0.5553036701513979 native-country=Taiwan -0.25241226626608326 0.7456925953494888 native-country=Haiti 0.19691932441071447 0.7301890496301188 native-country=Columbia 0.3101538665402679 -0.6993129811976758 native-country=Hungary -0.5039645592318844 0.2779867995872321 native-country=Guatemala -0.7268923573069779 -0.8756601198928794 native-country=Nicaragua 0.054298321596830484 0.29842532246535153 native-country=Scotland -0.6111393604913465 -0.666871193348801 native-country=Thailand -0.10686505386977269 -0.1850412559475743 native-country=Yugoslavia 0.2598905982252482 -0.2258677763956802 native-country=El-Salvador -0.24632928050965733 0.5908407332466202 native-country=Trinadad&Tobago 0.692547324881603 -0.7290262709719909 native-country=Peru -0.2708777576214322 0.6656891241192918 native-country=Hong -0.3000606105491065 0.975518109802432 native-country=Holand-Netherlands Hidden Weights: -4.382558977460287 4.340851748157401 -0.47900559156090305 0.9999173621390595 >50K <=50K Error sum for iteration 900 = 65.7499729312436 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 1000 -E 0.01 -S 1626554203 -H 2 -M 0.01 Input Weights: -0.8716021024412527 -0.9922094396578853 age 0.5507652433367308 -0.04352282994104242 workclass=Private 1.3315258402093066 0.13964038677488758 workclass=Self-emp-not-inc -0.4867659864300561 0.1946243554408728 workclass=Self-emp-inc -0.8415602682523238 0.14881716536405104 workclass=Federal-gov 0.2940667860964252 -0.48305114071180527 workclass=Local-gov 0.4634237619849412 0.8389582226571922 workclass=State-gov -0.3650212311283653 0.16631341774338335 workclass=Without-pay 0.53067402603437 -0.7489524605407109 workclass=Never-worked 0.09023603465679618 -0.7636548682871839 fnlwgt -0.0353072633838135 -0.03823767089623422 education=Bachelors 0.2690721496406964 0.773458975234089 education=Some-college 1.6150927202176606 -0.964706579786432 education=11th 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marital-status=Never-married -0.1449053704889664 0.931343552558127 marital-status=Separated 1.1544663247982518 -0.13978764307020877 marital-status=Widowed 0.5174476214006865 0.4792829221950802 marital-status=Married-spouse-absent -0.21605471562532694 0.6272703403337828 marital-status=Married-AF-spouse -0.01086265663062547 0.7561180746592764 occupation=Tech-support 0.14483762265197628 -0.913919760419481 occupation=Craft-repair 0.2616923430093821 -0.4168890928251326 occupation=Other-service 0.31556723529993763 0.10440477538609798 occupation=Sales -0.9839895155036208 -0.2143654820025223 occupation=Exec-managerial -0.028397971953045283 -0.6767444615936423 occupation=Prof-specialty 1.68057750691372 -0.11286247698100639 occupation=Handlers-cleaners -0.08234870223341331 0.353351459094072 occupation=Machine-op-inspct 0.3089253007012265 0.35514458453572423 occupation=Adm-clerical 0.46377484374475497 0.5341489296236209 occupation=Farming-fishing 1.9026522344400132 -0.8768744039079391 occupation=Transport-moving -0.23735689964011408 -0.4559454211599611 occupation=Priv-house-serv -0.646976813579068 0.47190831019454105 occupation=Protective-serv -0.417757797028865 0.15516867539433446 occupation=Armed-Forces -0.6032180157541404 -0.2124567030610719 relationship=Wife 1.5020328521372328 0.8368127108261861 relationship=Own-child -0.5542325492036907 -0.869200087200913 relationship=Husband -0.43524027811662147 -0.30193335250580033 relationship=Not-in-family 0.4655023025947602 -0.9351781148628087 relationship=Other-relative 0.7253830828659319 0.5975887819480352 relationship=Unmarried 0.2945303830440022 -0.802733422135818 race=White -0.10624195299404963 0.8708056941022994 race=Asian-Pac-Islander 1.0249328737281125 0.4820450932875226 race=Amer-Indian-Eskimo 1.0476107335616904 -0.29786076723727506 race=Other 0.447119074459528 0.5840293771361829 race=Black 0.08974583888520771 -1.1576752381111088 sex 0.7425970071803647 0.6549425114438785 capital-gain -2.235367250501051 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-0.7004811806702728 native-country=Hungary -0.49968778160379995 0.2768186001146378 native-country=Guatemala -0.7226155796788937 -0.8768283193654763 native-country=Nicaragua 0.0585750992249149 0.29725712299275725 native-country=Scotland -0.6086617864594744 -0.6682726739248969 native-country=Thailand -0.10258827624168775 -0.18620945542016967 native-country=Yugoslavia 0.26410528711797326 -0.2270604169970808 native-country=El-Salvador -0.24205250288157115 0.5896725337740233 native-country=Trinadad&Tobago 0.6968241025096872 -0.7301944704445879 native-country=Peru -0.2666009799933447 0.6645209246466949 native-country=Hong -0.295783832921019 0.9743499103298351 native-country=Holand-Netherlands Hidden Weights: -4.583970784538483 4.545606821186014 -0.5003574779500812 0.9861601774051143 >50K <=50K Options: -I 1000 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 2 Number Output Nodes: 2 -I 1000 -E 0.01 -S 1626554203 -H 2 -M 0.01 Input Weights: -0.8933509077216203 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relationship=Wife 1.535419163432891 0.8297991508369944 relationship=Own-child -0.535840729380255 -0.8799257787598446 relationship=Husband -0.4407700670082779 -0.3039872737592312 relationship=Not-in-family 0.42691243008649143 -0.9316924001463535 relationship=Other-relative 0.7302759533163727 0.5838016561124538 relationship=Unmarried 0.25223651216618137 -0.8393089851316233 race=White -0.10662699766339917 0.902328026705927 race=Asian-Pac-Islander 1.0515922212989832 0.4811556667088917 race=Amer-Indian-Eskimo 1.1818575817380181 -0.2894710209384642 race=Other 0.37871056449776064 0.5713813186322133 race=Black 0.12263049211267547 -1.17042661110008 sex 0.7139196296804882 0.6522307465590221 capital-gain -2.3647362311963587 0.8272226834233435 capital-loss -0.8368069155896875 -0.2636729584172934 hours-per-week 0.39551717007801884 -0.12447668681483344 native-country=United-States -1.5723582087181804 0.5679700124131638 native-country=Cambodia 0.16525047658724717 0.23243797672315714 native-country=England 1.125216988049235 0.30699494829214946 native-country=Puerto-Rico -1.5748350556094641 0.539869688284352 native-country=Canada 1.1690626623950289 -0.29589360081679544 native-country=Germany 0.2035358490966259 0.31585698955825037 native-country=Outlying-US(Guam-USVI-etc) -0.44340594718157383 0.00947180915241083 native-country=India -0.2516325266034855 0.7232557343355679 native-country=Japan -0.47761377848811987 -0.9855140277177039 native-country=Greece -0.5418876905734981 -0.7010440085261799 native-country=South 0.5891263750016678 -0.7760704666922844 native-country=China 1.6725883375218022 -0.7176446613655467 native-country=Cuba -0.23551819191142673 0.21626422749222812 native-country=Iran -0.20718298291814152 0.44137591429797746 native-country=Honduras 0.04377478995257311 0.5751648748767634 native-country=Philippines 0.35146122580556294 0.22173763587257855 native-country=Italy 1.6135968076330067 -0.9758590155440849 native-country=Poland 0.6701511256488272 0.8853267200607071 native-country=Jamaica 0.39592859993067836 0.4205198861037027 native-country=Vietnam 0.5134376890296014 -0.6033100775083949 native-country=Mexico 1.0188506655234595 -0.4279087107772902 native-country=Portugal 0.7641087854052524 0.371356413194051 native-country=Ireland -0.5545293854425355 0.511176217355224 native-country=France -0.7497246780521568 -0.8535987250884697 native-country=Dominican-Republic 0.6977831858105138 -0.4893099450295141 native-country=Laos 0.8204508839835039 -0.10251257070728391 native-country=Ecuador 0.403670846966965 -0.5614086372607829 native-country=Taiwan -0.2447656777256742 0.743195649061164 native-country=Haiti 0.22375885094350315 0.729746687855243 native-country=Columbia 0.3182628572636012 -0.7012658706068771 native-country=Hungary -0.4958555685085512 0.27603391017802537 native-country=Guatemala -0.7187833665836358 -0.8776130093020806 native-country=Nicaragua 0.0624073123201672 0.2964724330561448 native-country=Scotland -0.6060015490211613 -0.669189455038927 native-country=Thailand -0.09875606314643552 -0.18699414535678113 native-country=Yugoslavia 0.26786929262595355 -0.2278725741494646 native-country=El-Salvador -0.23822028978631724 0.588887843837419 native-country=Trinadad&Tobago 0.700656315604945 -0.7309791603811922 native-country=Peru -0.26276876689809886 0.6637362347100906 native-country=Hong -0.29195161982577317 0.9735652203932308 native-country=Holand-Netherlands Hidden Weights: -4.750915747850246 4.7152610770173915 -0.5203435961392947 0.9763312217421551 >50K <=50K === Error on training data === Correctly Classified Instances 451 87.5728 % Incorrectly Classified Instances 64 12.4272 % Mean absolute error 0.2408 Root mean squared error 0.3065 Relative absolute error 69.735 % Root relative squared error 73.8293 % Total Number of Instances 515 === Confusion Matrix === a b <-- classified as 68 46 | a = >50K 18 383 | b = <=50K === Error on test data === Correctly Classified Instances 431 83.6893 % Incorrectly Classified Instances 84 16.3107 % Mean absolute error 0.272 Root mean squared error 0.3578 Relative absolute error 77.5439 % Root relative squared error 84.8663 % Total Number of Instances 515 === Confusion Matrix === a b <-- classified as 61 58 | a = >50K 26 370 | b = <=50K