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Experiments
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.08475407912016242 -0.37381610863128256 age
-0.8693716357699468 0.039063890296931136 workclass=Private
-0.7487409792790756 -0.11647490167041519 workclass=Self-emp-not-inc
0.1476855223104252 -0.12308133140365518 workclass=Self-emp-inc
0.017924845425001834 0.6276152390653233 workclass=Federal-gov
0.21335570011673965 -0.6252613647934631 workclass=Local-gov
-0.8903874407829802 0.013186084335260695 workclass=State-gov
0.019319595082388563 0.13872409761160487 workclass=Without-pay
0.22217174741491208 -0.8056759529503896 workclass=Never-worked
-0.05539310796348107 0.6861189046641263 fnlwgt
-0.20287289831620114 -0.8309762945622641 education=Bachelors
0.7608983168350589 -0.8899470030746093 education=Some-college
0.655361811993634 -0.700793245692682 education=11th
0.7871009199142753 0.7454361796915039 education=HS-grad
-0.31898354548107477 -0.15678288839900412 education=Prof-school
0.4515075054340576 -0.26633654840343235 education=Assoc-acdm
0.46364077427210093 -0.5813785007783836 education=Assoc-voc
0.59180619314094 -0.3537106591838033 education=9th
-0.21893192110452042 0.17948473260896192 education=7th-8th
-0.04470498955135693 -0.6584307365965476 education=12th
0.20899473166072235 -0.15076899471348026 education=Masters
0.240202689643928 -0.4426967492811351 education=1st-4th
0.07153725577754755 -0.35342816317008796 education=10th
0.974103621047822 0.04695138290201317 education=Doctorate
-0.9104354744083196 -0.029641920227645224 education=5th-6th
0.7308666310241858 0.5954790515618924 education=Preschool
-0.7764352063030924 -0.29407396378679773 education-num
-0.8390268521858169 0.3525328393784224 marital-status=Married-civ-spouse
0.7221564811321648 -0.23936932325536753 marital-status=Divorced
0.41270950249658833 -0.4672017023619137 marital-status=Never-married
0.7467968456167609 0.3536273440463793 marital-status=Separated
0.4587575921601339 -0.3100448394829485 marital-status=Widowed
0.2122310945159569 0.4421466384689101 marital-status=Married-spouse-absent
0.16290558294199742 -0.9015288262194592 marital-status=Married-AF-spouse
0.8189643156498478 -0.9251587683116906 occupation=Tech-support
0.5175557439176428 -0.002726948858021494 occupation=Craft-repair
-0.5895224053043802 0.37734128662604616 occupation=Other-service
-0.9092536760388019 0.8755468733717295 occupation=Sales
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-0.5783929981921969 -0.9782374433792236 occupation=Prof-specialty
0.6164123580008074 0.28319359948440015 occupation=Handlers-cleaners
-0.18063799669105496 -0.7855672003346272 occupation=Machine-op-inspct
0.6104103045577156 0.8432585955189018 occupation=Adm-clerical
-0.9792420819798251 0.802815087967115 occupation=Farming-fishing
-0.4617345853054 0.4543611674138448 occupation=Transport-moving
0.5554551603986488 -0.8028033564646873 occupation=Priv-house-serv
-0.6270179164264484 -0.7290099584490441 occupation=Protective-serv
-0.08644295050239803 -0.2552312788079547 occupation=Armed-Forces
0.05474923303225587 0.001285430288428424 relationship=Wife
-0.9971074447947832 0.48535464933072014 relationship=Own-child
0.1434133562706117 0.06325773300936044 relationship=Husband
-0.43151065642145103 -0.16789399640878688 relationship=Not-in-family
0.2481301199623931 0.11126363153735142 relationship=Other-relative
0.7092062637269563 0.8701759782934544 relationship=Unmarried
0.13999728686158108 -0.10680662111053874 race=White
0.19681518309377077 -0.1304745842811501 race=Asian-Pac-Islander
-0.7106471049105256 0.029935858752013544 race=Amer-Indian-Eskimo
-0.3452428278257018 0.5183628274341643 race=Other
0.6839960256328057 -0.36061795089232773 race=Black
0.8049302962080931 -0.8530279329782786 sex
0.05479536306739474 -0.16241110941601122 capital-gain
-0.19748262382492077 0.2672929600089222 capital-loss
0.03170557129317064 0.9635738949635364 hours-per-week
0.3561183008102684 -0.3652090168032651 native-country=United-States
0.8405592910997279 0.15913217188428175 native-country=Cambodia
0.9221313238837479 0.8728397539152815 native-country=England
0.5873513135440456 -0.19761597609386383 native-country=Puerto-Rico
0.16101902960841574 0.7067451134222891 native-country=Canada
-0.7859689837465655 -0.30144624746635285 native-country=Germany
0.28511827750170027 0.849113167110227 native-country=Outlying-US(Guam-USVI-etc)
-0.8062251011967685 0.17257770905096015 native-country=India
-0.5069104434012592 0.46871738269604246 native-country=Japan
-0.09622556440701913 0.9281174171503532 native-country=Greece
-0.2012177035258329 0.4632927671123721 native-country=South
-0.597049329257 0.22274113636053894 native-country=China
0.9897877995902331 0.03849522546222617 native-country=Cuba
0.6776455334092648 0.3895157279751853 native-country=Iran
-0.19540149942766605 0.5600528437169683 native-country=Honduras
-0.9790511659514207 0.6848409139380469 native-country=Philippines
-0.34783747507049934 -0.4228869319812101 native-country=Italy
-0.6046520137855449 0.8786460202238422 native-country=Poland
0.11254775954636376 -0.8110933898096833 native-country=Jamaica
0.802039902952864 -0.2126203982334136 native-country=Vietnam
-0.8050152852194012 -0.4851923209908027 native-country=Mexico
-0.15452491477591335 0.2876300016569291 native-country=Portugal
-0.1239243285938183 0.4941257409427682 native-country=Ireland
0.9342131310275199 0.28755607958631213 native-country=France
0.12651078643661662 -0.7552819463738742 native-country=Dominican-Republic
-0.4115870401681141 0.06715102593139322 native-country=Laos
0.6330531408502702 -0.9992812985277086 native-country=Ecuador
0.9134606244216779 -0.4369561291566688 native-country=Taiwan
-0.7485804462912706 0.5750408427980922 native-country=Haiti
-0.1746921757705333 -0.8508642635819781 native-country=Columbia
-0.7536784501754548 0.2912804629324137 native-country=Hungary
-0.4532442033905686 0.6747037968734864 native-country=Guatemala
0.29241897679086604 0.4354293662118789 native-country=Nicaragua
-0.7003718831797079 0.7342595672718399 native-country=Scotland
-0.4268942322987732 0.11735320589339349 native-country=Thailand
-0.8462662181477585 0.9697489814565692 native-country=Yugoslavia
0.015470592739271094 0.7260034278919747 native-country=El-Salvador
-0.5883202932723757 -0.39928970003705677 native-country=Trinadad&Tobago
-0.5242161622401638 0.22526646944259654 native-country=Peru
-0.4453410104626605 -0.85941446339672 native-country=Hong
-0.3794653433273265 0.7774142234809513 native-country=Holand-Netherlands
Hidden Weights:
-0.742796377609461 0.6002530912909729
-0.8626561654726679 -0.31224666169707627
>50K <=50K
Error sum for iteration 100 = 737.9167501899695
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.1674695522808256 -0.916683142056434 age
-0.10523828610788352 0.564286882594048 workclass=Private
0.8108607083333571 0.05777064704006605 workclass=Self-emp-not-inc
-0.7007040308592274 -0.25538604296052386 workclass=Self-emp-inc
-0.8283764279728059 0.3302843374573619 workclass=Federal-gov
0.5648173985429765 -0.5060959457949887 workclass=Local-gov
0.15800955701969813 0.1389360873100348 workclass=State-gov
0.16522605949415906 0.1753557739463374 workclass=Without-pay
0.3671590388380717 -0.768917284540333 workclass=Never-worked
-0.04742773973824612 0.707764920976683 fnlwgt
0.30049470938706285 -0.6033524248090174 education=Bachelors
0.9164749492872695 -0.6895848830338176 education=Some-college
1.357947403542219 -0.6362333470639755 education=11th
0.42716419644262277 0.4820566655699202 education=HS-grad
-0.962539270156843 -0.20254482767209459 education=Prof-school
0.3303521631250285 -0.30752375803783966 education=Assoc-acdm
0.7073273594546184 -0.4900199208745841 education=Assoc-voc
1.3226403144219896 -0.2581334779585027 education=9th
0.7628344949968072 0.3843196261296567 education=7th-8th
0.8050218051883685 -0.5140359387977385 education=12th
0.04696084407819068 -0.24201502845552864 education=Masters
0.5842411314243091 -0.37333424858780595 education=1st-4th
1.178073867454939 -0.11057126617122444 education=10th
-0.4226780184130786 -0.14920970369173686 education=Doctorate
-0.5405150477075359 0.10240212619405709 education=5th-6th
0.9059857135131136 0.6424480917826745 education=Preschool
-2.342643323716571 -0.4594671407980332 education-num
-1.3930780131184122 -0.026619879704298265 marital-status=Married-civ-spouse
1.1266273934798046 -0.15671877125826134 marital-status=Divorced
1.5394282028235515 -0.10549220092597235 marital-status=Never-married
0.636216199654248 0.4540198209169337 marital-status=Separated
0.8277864639707692 -0.16366612433113029 marital-status=Widowed
0.881879150164857 0.6169954922092472 marital-status=Married-spouse-absent
0.43248022105059886 -0.8369761801817314 marital-status=Married-AF-spouse
-0.43193959387540426 -1.0460867001424257 occupation=Tech-support
-0.08001568953707563 -0.04966182452097712 occupation=Craft-repair
0.5257468342195685 0.612297213458782 occupation=Other-service
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-0.028427001967727593 -0.982292077959815 occupation=Prof-specialty
0.6699901965627654 0.2795801733723143 occupation=Handlers-cleaners
0.6127681083913042 -0.6336691264076837 occupation=Machine-op-inspct
0.19167119821060485 0.6587615436649351 occupation=Adm-clerical
0.8291561018091363 1.3449447376688402 occupation=Farming-fishing
0.1962037971065895 0.4019870429010035 occupation=Transport-moving
0.7463813800011153 -0.7488876632102126 occupation=Priv-house-serv
-0.3108590464198453 -0.642964763415319 occupation=Protective-serv
0.06361068299174297 -0.21633992477997058 occupation=Armed-Forces
-0.6020284169480761 0.02980850310852185 relationship=Wife
0.6696136105626834 0.9573277570023347 relationship=Own-child
0.43007612999479844 -0.250671310662228 relationship=Husband
0.037243183880832725 0.3670844024688371 relationship=Not-in-family
0.7509090964138591 0.14795483388201336 relationship=Other-relative
0.4708893477964315 0.6265605979918559 relationship=Unmarried
0.29587584580606174 -0.39100468423264095 race=White
0.41380056314960095 0.05044479932262112 race=Asian-Pac-Islander
0.4412516962726028 0.3311730623481258 race=Amer-Indian-Eskimo
0.2065625988794741 0.7370141051347462 race=Other
0.49226264724548596 -0.29936506334002927 race=Black
0.2333710163575261 -1.3518240359375227 sex
-0.7776262145983522 -0.3481208571551746 capital-gain
-1.5986046957255193 -0.02821385724160532 capital-loss
-2.4685577529964653 0.6325129236463385 hours-per-week
-0.06643464363920269 -0.5070391873381563 native-country=United-States
0.827511308818617 0.14322619212064802 native-country=Cambodia
1.0390025651990058 0.8935858069673552 native-country=England
0.7652498709672245 -0.14511818856821562 native-country=Puerto-Rico
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-0.35282963831930797 -0.18786340983653083 native-country=Germany
0.4433148561901968 0.8900410406723468 native-country=Outlying-US(Guam-USVI-etc)
-0.2241501461142731 0.3648712981383487 native-country=India
-0.201804879459122 0.5197779031069166 native-country=Japan
0.06713613724893656 0.9750339410137915 native-country=Greece
-0.10326119888272366 0.5367867637187586 native-country=South
-0.14728382144970373 0.36295840494867515 native-country=China
1.3431613063405579 0.12230386855156336 native-country=Cuba
0.31798410165899693 0.3119915830437173 native-country=Iran
0.01832051347990732 0.6107553005635883 native-country=Honduras
-0.9037969542573694 0.6606663591730007 native-country=Philippines
-0.46721275242835064 -0.47896927545591106 native-country=Italy
-0.18250805599944334 0.9925179067903072 native-country=Poland
-0.013191111748799816 -0.8214284455609437 native-country=Jamaica
0.939386624241346 -0.18226651275592104 native-country=Vietnam
0.6154934807892805 -0.07774305315602485 native-country=Mexico
-0.06934954583143799 0.297512667963317 native-country=Portugal
-0.10576154632392551 0.4943100160553835 native-country=Ireland
1.0191840569862511 0.31153920633318766 native-country=France
0.22791385619800794 -0.7604193653325736 native-country=Dominican-Republic
-0.12562251231268673 0.14839850955346912 native-country=Laos
0.8025516310806577 -0.9563898769139297 native-country=Ecuador
0.7515050845020986 -0.45024141884576885 native-country=Taiwan
-0.46339084778957373 0.6613309896670782 native-country=Haiti
0.21348318789140863 -0.7502127622478169 native-country=Columbia
-0.6086911587522431 0.32803913134244367 native-country=Hungary
-0.3915264374671655 0.7008109152551862 native-country=Guatemala
0.5855660175253087 0.4877101481287339 native-country=Nicaragua
-0.5405068062005441 0.7762865270984313 native-country=Scotland
-0.21367914248443964 0.18374950396023226 native-country=Thailand
-0.6217589377669022 1.0336908941133776 native-country=Yugoslavia
0.2414085691906059 0.7632702465401772 native-country=El-Salvador
-0.28466685027634264 -0.33233901299104995 native-country=Trinadad&Tobago
-0.3124557077569037 0.28598695190883766 native-country=Peru
-0.2949150054162955 -0.8205848708131761 native-country=Hong
-0.23447805190415744 0.8141728918910079 native-country=Holand-Netherlands
Hidden Weights:
-3.5917470449229185 3.6009397849294182
-1.2290031026098143 1.18827243826462
>50K <=50K
Error sum for iteration 200 = 739.9355174654843
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.2870769383430705 -1.321201553375775 age
-0.1357989553955621 0.7856585214153969 workclass=Private
0.8617423283838502 -0.18216024497079036 workclass=Self-emp-not-inc
-0.5700057076113296 -0.08496267576883856 workclass=Self-emp-inc
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0.566666655695104 -0.4149594080514804 workclass=Local-gov
0.17736542251465945 0.06829353982757957 workclass=State-gov
0.18660039490415917 0.17638056674367603 workclass=Without-pay
0.388956320979441 -0.7668752954659297 workclass=Never-worked
-0.223883497474627 0.6988490603407662 fnlwgt
0.267783264854639 -0.3271042274012786 education=Bachelors
0.8818034441679765 -0.6843869213282243 education=Some-college
1.405154172888125 -0.723142572837153 education=11th
0.4188021013646528 0.39970903986676043 education=HS-grad
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0.3541616611640964 -0.32496533058458155 education=Assoc-acdm
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1.356828358109272 -0.3277290236436219 education=9th
0.7917563983787826 0.3314434798583429 education=7th-8th
1.1930349882247928 -0.4747488240231294 education=12th
0.11823838898590235 -0.2255403582838439 education=Masters
0.6962177170700616 -0.36711154779388994 education=1st-4th
1.2570928723092065 -0.12055819135604469 education=10th
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0.930036979423129 0.6439596970735831 education=Preschool
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0.5486905053814535 -0.8042995676823511 marital-status=Married-AF-spouse
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0.5841612390013312 -0.6069124228427116 occupation=Machine-op-inspct
0.2118215550123759 0.5894414443235361 occupation=Adm-clerical
1.1244338232800346 1.4361588254626474 occupation=Farming-fishing
0.29104059965155105 0.21380884100305012 occupation=Transport-moving
0.7941375253069877 -0.7352958644542021 occupation=Priv-house-serv
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0.7145340967563083 -0.34771930846596844 relationship=Husband
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0.7026611498860565 0.9312339078207894 race=Other
0.2745928120847058 -0.29894152725318307 race=Black
0.2498885678500308 -1.6546867246792185 sex
-1.4148213415108952 -0.5227176080107021 capital-gain
-2.085026484701515 -0.1201133736678065 capital-loss
-3.05179423230661 0.8047882596186325 hours-per-week
-0.05113192182139668 -0.6263655828193959 native-country=United-States
0.7518349344642634 0.06563178444465495 native-country=Cambodia
0.9271068607533959 0.8618398339027192 native-country=England
0.7722761203181299 -0.1335398396619813 native-country=Puerto-Rico
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0.47058568682547286 0.8938838716003314 native-country=Outlying-US(Guam-USVI-etc)
0.2585416606263168 0.5123647632993953 native-country=India
0.09351117559457021 0.5566880992880748 native-country=Japan
0.16310488398226863 1.0042316695623876 native-country=Greece
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0.11301566842850291 0.47811291564431946 native-country=China
1.4114884103530405 0.15264810220878866 native-country=Cuba
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0.09120310873038037 0.6208426025724215 native-country=Honduras
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0.14499048021339403 1.08274126590745 native-country=Poland
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0.9346712341104482 -0.20347742528280058 native-country=Vietnam
1.003974939795127 0.013936058333922922 native-country=Mexico
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0.9514674615951404 0.2946837910159192 native-country=France
0.126023350424887 -0.831907242772306 native-country=Dominican-Republic
0.009269937711722014 0.18756797141535464 native-country=Laos
0.8341058096452099 -0.9495672879262561 native-country=Ecuador
0.40201614364405175 -0.5124566362282976 native-country=Taiwan
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0.5335141143481553 -0.6793807521512493 native-country=Columbia
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0.28391520443352447 0.7435543479661494 native-country=El-Salvador
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Hidden Weights:
-3.7906169391437716 3.7906374705644104
-1.55875194856642 1.557543477637115
>50K <=50K
Error sum for iteration 300 = 739.687931550627
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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1.2694174766484578 -0.13434500809486186 education=10th
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0.9394253982002986 0.6360402151402123 education=Preschool
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0.621289355041127 -0.7842131977358566 marital-status=Married-AF-spouse
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1.0934204257197453 1.0826032669194057 race=Other
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0.326016501289471 -1.7936362522036717 sex
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Hidden Weights:
-3.871230021047896 3.871220637023212
-1.9235564612802267 1.9235151159586186
>50K <=50K
Error sum for iteration 400 = 742.9697209879773
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.1317997325373568 -2.065087594311663 age
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0.9152956799691417 -0.4865124451821044 workclass=Self-emp-not-inc
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1.2579220727059262 -0.1343904748149541 education=10th
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Hidden Weights:
-3.958441788802655 3.9584410497969555
-2.273032080404634 2.2730297509218618
>50K <=50K
Error sum for iteration 500 = 749.3790995580575
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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0.9553811313094475 0.20077105111580318 race=Amer-Indian-Eskimo
1.5713548757453526 1.2553787533873626 race=Other
0.16743497178141792 -0.4940076707752813 race=Black
0.3621872464760822 -1.838194258264265 sex
-2.594441719681574 -0.9114448433656603 capital-gain
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-3.48795008573034 1.9728215059378478 hours-per-week
0.00964629060844672 -0.9110099472197422 native-country=United-States
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1.3673409792969913 0.15152906935937285 native-country=Cuba
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1.240255957043966 -0.12079253412879479 native-country=Mexico
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0.7351098761143664 0.2009514355023185 native-country=France
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0.2618463908156757 0.25997016168977016 native-country=Laos
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1.3830975701118482 -0.533534249420664 native-country=Columbia
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0.28874938405934014 0.4252251264626115 native-country=Thailand
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0.31573862893407045 0.6418383780168584 native-country=El-Salvador
0.17245502596560724 -0.1915170511500909 native-country=Trinadad&Tobago
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Hidden Weights:
-4.0478938017851505 4.047893735155578
-2.576975881932199 2.5769756860101842
>50K <=50K
Error sum for iteration 600 = 757.5247466665726
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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0.8984694705953615 -0.531800090631645 workclass=Self-emp-not-inc
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0.9568263059427311 0.6026513446452023 education=Preschool
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0.9161297069558305 9.476916313024414E-4 marital-status=Widowed
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0.7627153424696884 -0.7414680087830157 marital-status=Married-AF-spouse
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Hidden Weights:
-4.134377030293622 4.13437702281731
-2.838130604319254 2.8381305826472936
>50K <=50K
Error sum for iteration 700 = 765.6026539595633
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.7967150063383024 -3.00192967395056 age
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0.8771880313476796 -0.5003612293479461 workclass=Self-emp-not-inc
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Hidden Weights:
-4.217475024685568 4.21747502367625
-3.0675280391913784 3.0675280362641
>50K <=50K
Error sum for iteration 800 = 771.8301769843121
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.7188013647808069 -3.230861901187432 age
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1.9178196796901625 1.3483837642948693 race=Other
0.23850103493188798 -0.6883008829259301 race=Black
0.3898279056337199 -1.7964415165235212 sex
-3.485300060776446 -1.1524081639482329 capital-gain
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0.032634758182990393 -0.8616284830020416 native-country=United-States
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Hidden Weights:
-4.29278392642528 4.292783926266972
-3.2696495210666985 3.269649520603336
>50K <=50K
Error sum for iteration 900 = 775.6388103730247
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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Hidden Weights:
-4.356062928852322 4.356062928824213
-3.444304442404102 3.4443044423202247
>50K <=50K
Error sum for iteration 1000 = 777.3871760030003
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.632621569745277 -3.566077835756569 age
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0.836435867286919 -0.34410294492316207 workclass=Self-emp-not-inc
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1.0203990781599437 0.1256018547044428 education=10th
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Hidden Weights:
-4.405651487809774 4.405651487804362
-3.592736830350097 3.5927368303331746
>50K <=50K
Error sum for iteration 1100 = 777.5638142013902
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.6133915002185572 -3.68844387244188 age
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1.3075745234593168 -0.42649578538144106 education=1st-4th
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0.9990059587143025 0.5723129156443878 education=Preschool
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0.11747955697948578 -0.9622135220376928 race=White
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2.122011151509786 1.3513768739658019 race=Other
0.2571430123814479 -0.7816397480093271 race=Black
0.37107853542264796 -1.7706874257039487 sex
-3.9599329687846976 -1.290920377240636 capital-gain
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Hidden Weights:
-4.441639139311639 4.441639139310451
-3.719007370999461 3.7190073709957066
>50K <=50K
Error sum for iteration 1200 = 776.6761246180532
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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Hidden Weights:
-4.46565341687103 4.465653416870801
-3.828272832936251 3.828272832935379
>50K <=50K
Error sum for iteration 1300 = 775.1612917695874
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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0.5005267081703929 0.3414550172283915 native-country=Laos
0.9576228212091696 -0.9725118536933641 native-country=Ecuador
0.3125425894321292 -0.976146344027918 native-country=Taiwan
0.7667776960999965 1.3477065609235381 native-country=Haiti
3.020246315975561 -0.27251871973349723 native-country=Columbia
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1.3562089919187494 0.5155422253207181 native-country=Nicaragua
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0.8592225661187374 0.6066837818686517 native-country=Thailand
0.3465742057674463 1.3331055786795258 native-country=Yugoslavia
0.32805441001149477 0.44456648297757434 native-country=El-Salvador
0.6524618982011148 0.0639752226147556 native-country=Trinadad&Tobago
0.2795970337613066 1.0785199108579737 native-country=Peru
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Hidden Weights:
-4.4800723095792145 4.4800723095791595
-3.925784297185762 3.925784297185554
>50K <=50K
Error sum for iteration 1400 = 773.3019065840729
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.5975401398107474 -3.9530817284150905 age
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0.8187080173968851 -0.10249899675135836 workclass=Self-emp-not-inc
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0.3770980982256539 0.7293397223124275 workclass=Local-gov
0.2887036547526436 -0.5031247807512631 workclass=State-gov
0.21769850094819684 0.10467808751463212 workclass=Without-pay
0.41990690257903684 -0.8361631848039377 workclass=Never-worked
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0.2726969934312329 -0.3694910504429035 education=Bachelors
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1.3423869309874747 -1.1520169905672797 education=11th
0.27920247464793224 0.1873567242077585 education=HS-grad
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2.3744185215307594 -0.7393043321696467 education=12th
0.08328098671480602 0.07327016531134817 education=Masters
1.6316601686113261 -0.34637161047866716 education=1st-4th
0.7965826662028894 0.48446774508091195 education=10th
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1.026390453084453 0.5593665871755897 education=Preschool
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1.8097582761029407 -0.191045440217122 marital-status=Married-spouse-absent
0.9724605496623597 -0.6698229383691621 marital-status=Married-AF-spouse
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1.1436604900273883 -0.7813363954017918 occupation=Priv-house-serv
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2.2866065469829446 1.3204737764800225 race=Other
0.23753869668543254 -0.8233028137526204 race=Black
0.3302404673546314 -1.7635003854467468 sex
-4.212204075739864 -1.3831865435315516 capital-gain
-1.9158080802778639 -0.6071004554821293 capital-loss
-4.054933702369156 4.1328249356195865 hours-per-week
-0.07681211561072294 -0.6371651877813475 native-country=United-States
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0.49342213135886137 0.862184797239006 native-country=England
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1.5724841006205617 0.6843898355523518 native-country=India
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0.8989345858082288 1.5219101625100218 native-country=Greece
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1.0506798424270598 0.05092670389804899 native-country=Cuba
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0.8066875730118486 -0.5252763067300967 native-country=Vietnam
1.0200297638747426 -0.6198345286760182 native-country=Mexico
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0.28514798993855084 0.007331529336818458 native-country=France
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0.5106738408226185 0.3433721742161868 native-country=Laos
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0.35048137076837377 -1.0447240636128985 native-country=Taiwan
0.8262097278821952 1.3807887418001352 native-country=Haiti
3.1423437615667233 -0.25677366897098575 native-country=Columbia
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1.3896542976349089 0.5163618595137791 native-country=Nicaragua
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0.8891632683989155 0.5668686143841403 native-country=Thailand
0.39163993547051934 1.3410085983932654 native-country=Yugoslavia
0.32521773340970367 0.41518246884245125 native-country=El-Salvador
0.6911700178299046 0.08644514765569056 native-country=Trinadad&Tobago
0.27041254483946847 1.143442134216764 native-country=Peru
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Hidden Weights:
-4.487349865972749 4.487349865972731
-4.016261896496738 4.016261896496674
>50K <=50K
Error sum for iteration 1500 = 771.2607759724035
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.5981095425875466 -4.01796229754186 age
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0.8176197680456624 -0.049197920760111584 workclass=Self-emp-not-inc
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0.29312922106024514 -0.49873814303086067 workclass=State-gov
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0.2893756558704507 -0.4126539762932287 education=Bachelors
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2.4063684668775633 -0.7772419733593215 education=12th
0.09114945499179763 0.06189107020034637 education=Masters
1.7339746883611304 -0.31942523859098343 education=1st-4th
0.7361978509898662 0.5899819716344845 education=10th
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1.0346857828589342 0.5556013623572407 education=Preschool
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0.9917707681094697 -0.6638704849614424 marital-status=Married-AF-spouse
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2.3377894881939496 1.3068556058670977 race=Other
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Hidden Weights:
-4.4897791132589155 4.489779113258907
-4.103178357603806 4.1031783576037855
>50K <=50K
Error sum for iteration 1600 = 769.1445498704803
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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-0.10561716705591177 -0.5753146377249081 native-country=United-States
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0.4937592721247298 0.8998505172900071 native-country=England
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0.481891510081732 0.7732508943696992 native-country=Outlying-US(Guam-USVI-etc)
1.6142482584855364 0.6481953553405205 native-country=India
2.2828557824980753 0.7442959279690915 native-country=Japan
0.9377418988221587 1.5692556370117028 native-country=Greece
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0.7800236454173368 0.16530233817105744 native-country=China
1.0198333810935452 0.08716440742910779 native-country=Cuba
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0.6611617418440672 0.8896495128836884 native-country=Poland
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0.800950586783834 -0.6173426229414347 native-country=Vietnam
0.9933755814790615 -0.615123952171197 native-country=Mexico
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0.21208441101522962 -0.01508682331927759 native-country=France
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0.5247187686984133 0.3444889582816989 native-country=Laos
0.9849954866463307 -0.9771743903111525 native-country=Ecuador
0.43066776281820507 -1.184300339502863 native-country=Taiwan
0.9325340134485832 1.4386260808653923 native-country=Haiti
3.3499859297164614 -0.23222268519593 native-country=Columbia
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1.4500384088296618 0.5175906315547482 native-country=Nicaragua
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0.9421027585677036 0.4702886821324984 native-country=Thailand
0.47313545125824724 1.35355475855493 native-country=Yugoslavia
0.31988021651591775 0.3538759048637326 native-country=El-Salvador
0.7605812741673317 0.12722294051140848 native-country=Trinadad&Tobago
0.23684319616907773 1.2727356950382225 native-country=Peru
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Hidden Weights:
-4.489363622788667 4.489363622788664
-4.188043527985352 4.188043527985343
>50K <=50K
Error sum for iteration 1700 = 767.0447872778232
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.6026694263494807 -4.118394970009575 age
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0.8170531369634432 0.04511087913106562 workclass=Self-emp-not-inc
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0.2253340828137526 0.09581133217942102 workclass=Without-pay
0.42676807114767046 -0.8456479660046866 workclass=Never-worked
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0.3169297174256377 -0.48076982493296616 education=Bachelors
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1.9212756806549953 -0.269622338853428 education=1st-4th
0.6115257492087592 0.8139960898365755 education=10th
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1.0499938357095902 0.548771831598533 education=Preschool
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1.0273491758805324 -0.6531325781218474 marital-status=Married-AF-spouse
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0.9063925595488692 0.6847196415205288 relationship=Husband
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1.154710762211011 -1.0061103527240558 race=Amer-Indian-Eskimo
2.4364470864731778 1.275402703125593 race=Other
0.2118706565308032 -0.8458254335529911 race=Black
0.289670096925832 -1.73856432219761 sex
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-1.8922685569310909 -0.7662386497785666 capital-loss
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1.6309180976735427 0.6307438697269481 native-country=India
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3.4395123640098326 -0.22255567328510492 native-country=Columbia
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0.9674984783270173 0.41693503574058344 native-country=Thailand
0.510135607969505 1.35854799319224 native-country=Yugoslavia
0.3175420172294574 0.32225446092238086 native-country=El-Salvador
0.7920021063526387 0.1458844613966321 native-country=Trinadad&Tobago
0.2139994058989077 1.3368482885779192 native-country=Peru
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Hidden Weights:
-4.487448959691946 4.487448959691945
-4.270511900295044 4.27051190029504
>50K <=50K
Error sum for iteration 1800 = 764.9989583217498
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.6066083129651817 -4.154025869935988 age
-0.08471010704711805 0.7155810965080538 workclass=Private
0.8174479034081981 0.08528469116157014 workclass=Self-emp-not-inc
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0.3277306330351329 -0.5056369833899966 education=Bachelors
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0.5476884477214479 0.9306934415858024 education=10th
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0.2770105541761675 -1.7256024917894248 sex
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Hidden Weights:
-4.484521204160062 4.484521204160062
-4.349608898547139 4.349608898547137
>50K <=50K
Error sum for iteration 1900 = 763.0317168353325
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.6120172268883346 -4.179750470163093 age
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0.818247207776158 0.12112942413357349 workclass=Self-emp-not-inc
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2.5306280559005567 1.2376732181414805 race=Other
0.1930825518429875 -0.8518149612095604 race=Black
0.2648622074462836 -1.7105897157303733 sex
-4.490249515837861 -1.5048502302843128 capital-gain
-1.8739405646554013 -0.8854827498507718 capital-loss
-4.213799505115603 4.475017049066851 hours-per-week
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1.6570974690866511 0.5997015058511631 native-country=India
2.4588471495607607 0.6346503219889053 native-country=Japan
0.9761397868062935 1.6265149402432388 native-country=Greece
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0.9624117668885795 -0.5930771538740487 native-country=Mexico
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0.11557792975036309 -0.04222124448253361 native-country=France
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0.535692367303796 0.34176038077627646 native-country=Laos
1.0089255974604698 -0.981437392136647 native-country=Ecuador
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1.0664212473904846 1.509753290571 native-country=Haiti
3.5967328191707457 -0.20712611413753151 native-country=Columbia
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1.5280782644010034 0.5188071682616687 native-country=Nicaragua
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1.0192240581680418 0.30587114093208273 native-country=Thailand
0.5778943140232227 1.3665691471912906 native-country=Yugoslavia
0.31385581928657963 0.2574315479415545 native-country=El-Salvador
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0.1590250296937664 1.4628470799590372 native-country=Peru
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Hidden Weights:
-4.480552855186092 4.480552855186093
-4.4248204822272195 4.42482048222722
>50K <=50K
Error sum for iteration 2000 = 761.1349972363748
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.6191861677159575 -4.195260001861819 age
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0.8193878466748539 0.15340042341693608 workclass=Self-emp-not-inc
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2.1594235563771935 -0.2074696705295419 education=1st-4th
0.41889181218974275 1.169646308021357 education=10th
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1.0702184348805934 0.5397615559510671 education=Preschool
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1.0737801192555996 -0.6403514752584745 marital-status=Married-AF-spouse
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2.576050393919219 1.216155910830694 race=Other
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3.666329962863506 -0.20107534051548653 native-country=Columbia
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0.3124578729305237 0.2240756376825586 native-country=El-Salvador
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Hidden Weights:
-4.475420181802065 4.475420181802065
-4.496369642137956 4.496369642137953
>50K <=50K
Error sum for iteration 2100 = 759.286654473131
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.6283744950557681 -4.200202654469894 age
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0.8208105237810989 0.18286078639121503 workclass=Self-emp-not-inc
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2.229130852946664 -0.19005951835816495 education=1st-4th
0.35476893941006826 1.2907090845497107 education=10th
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3.730934833103053 -0.19599861859579798 native-country=Columbia
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1.0733921313310348 0.19319012742580127 native-country=Thailand
0.638755573793323 1.3723224425481013 native-country=Yugoslavia
0.31121193458513063 0.1898644031727143 native-country=El-Salvador
0.9016415223079235 0.21098872287076845 native-country=Trinadad&Tobago
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Hidden Weights:
-4.469079121432928 4.4690791214329275
-4.565071457689716 4.565071457689709
>50K <=50K
Error sum for iteration 2200 = 757.4491432471604
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.6398906519636776 -4.194263363630595 age
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0.8225002987670025 0.2100097164154284 workclass=Self-emp-not-inc
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2.6102930842814143 -1.0287625731661632 education=12th
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2.2949351475394852 -0.17408912388566392 education=1st-4th
0.29133682491299967 1.4120259824665096 education=10th
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1.0822903486208946 0.5339532511452632 education=Preschool
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2.6634662469083037 1.1674986729572236 race=Other
0.16568990097591235 -0.8500239607324394 race=Black
0.23324856548339676 -1.6585385646408404 sex
-4.615176905572863 -1.5723305155513663 capital-gain
-1.842063164206126 -1.0806538094698899 capital-loss
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1.6815392726453549 0.5688031409912047 native-country=India
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0.9978150114527242 1.67288987334847 native-country=Greece
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0.03223940652724282 -0.06500622535164938 native-country=France
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0.5409226581885986 0.33592482001046475 native-country=Laos
1.0304215435368376 -0.98624407016244 native-country=Ecuador
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Hidden Weights:
-4.461619854738645 4.461619854738645
-4.632021344644442 4.632021344644439
>50K <=50K
Error sum for iteration 2300 = 755.5532612112145
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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0.43795646443437625 -0.8624086560354042 workclass=Never-worked
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1.1298565234875375 0.0815470631228649 native-country=Thailand
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0.30868413055765986 0.11827577674217807 native-country=El-Salvador
0.9498510176076509 0.23869230936419947 native-country=Trinadad&Tobago
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Hidden Weights:
-4.453293061964159 4.45329306196416
-4.698090787156535 4.698090787156534
>50K <=50K
Error sum for iteration 2400 = 753.5571651774413
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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0.3072202064487465 0.0808713680583324 native-country=El-Salvador
0.9726489821414056 0.2515863004340324 native-country=Trinadad&Tobago
-0.002591295794374239 1.7682296101371227 native-country=Peru
-0.17120033560539197 -0.8766626435194166 native-country=Hong
-0.16198858358530002 0.7178749111909504 native-country=Holand-Netherlands
Hidden Weights:
-4.4444398389744295 4.444439838974427
-4.7634575635393075 4.763457563539305
>50K <=50K
Error sum for iteration 2500 = 751.4715668151695
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.6914074886860017 -4.111797249679973 age
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0.829923959228721 0.277251301260468 workclass=Self-emp-not-inc
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0.4411053158290061 0.7035361439829708 workclass=Local-gov
0.3216620020995408 -0.3337378702945977 workclass=State-gov
0.24171188368669144 0.07445959230130332 workclass=Without-pay
0.4412795306112331 -0.8679147058699024 workclass=Never-worked
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0.37040070377506323 -0.6032509557708966 education=Bachelors
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1.3099508662462653 -1.4135131008647117 education=11th
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2.6924384567966007 -1.1292396091197703 education=12th
0.10261635892151579 0.10700192830938277 education=Masters
2.4726398097945577 -0.1329704410883833 education=1st-4th
0.10778821592457721 1.7676621749432992 education=10th
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1.0986627165775722 0.525620180306733 education=Preschool
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2.192656474906004 -0.5399707913865714 marital-status=Married-spouse-absent
1.1333735855156435 -0.6313848792476424 marital-status=Married-AF-spouse
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2.7869188020620776 1.0816842310595323 race=Other
0.142634432772864 -0.846392117370694 race=Black
0.20988080074336504 -1.6093398589901093 sex
-4.720349796270369 -1.6433294240213399 capital-gain
-1.810486932098412 -1.2979904479135345 capital-loss
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-0.18480035172097434 -0.42350270471433504 native-country=United-States
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1.6882982127579176 0.5609259156778551 native-country=India
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1.007490882036908 1.715529266126004 native-country=Greece
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0.945119143178379 -0.517465858247896 native-country=Mexico
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1.2689549387621042 1.6124174216900002 native-country=Haiti
3.950417241785679 -0.18308058259341736 native-country=Columbia
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1.6543524470477093 0.5176947595932396 native-country=Nicaragua
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1.1869487807090437 -0.029079539370081724 native-country=Thailand
0.7449602627520545 1.3791347653643418 native-country=Yugoslavia
0.3055350039666575 0.04255123130485821 native-country=El-Salvador
0.9945202620941012 0.26392286242117885 native-country=Trinadad&Tobago
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Hidden Weights:
-4.435330102910502 4.435330102910504
-4.827694651128511 4.827694651128512
>50K <=50K
Error sum for iteration 2600 = 749.3452923271739
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.7136864299066596 -4.0657753926163736 age
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0.8333733554789087 0.2945268392700945 workclass=Self-emp-not-inc
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0.3740488233046505 -0.6153529650737635 education=Bachelors
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2.7189034017461013 -1.1613430758771313 education=12th
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2.5260462213699175 -0.12105081110507183 education=1st-4th
0.05015287912855225 1.8789057596233554 education=10th
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1.1036640281898311 0.5231016964379532 education=Preschool
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0.30356846834671214 0.0034766102644701864 native-country=El-Salvador
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Hidden Weights:
-4.426095773870689 4.4260957738706885
-4.890281476201245 4.890281476201246
>50K <=50K
Error sum for iteration 2700 = 747.2202038531141
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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0.9100111134476703 0.4461793882981034 native-country=Cuba
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0.9903353809583197 -0.6897069067952714 native-country=Honduras
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0.9961460497587424 0.5422746801585868 native-country=Poland
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0.8214258801238181 -1.355341924732846 native-country=Vietnam
0.9443769516259872 -0.49507788537187597 native-country=Mexico
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0.5475732124637138 0.3264717671865512 native-country=Laos
1.0619091293411178 -0.9950599921137946 native-country=Ecuador
0.8655053589661053 -1.918349348693298 native-country=Taiwan
1.3215832898774438 1.6385853302594207 native-country=Haiti
4.041823396482313 -0.17953810998032485 native-country=Columbia
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1.690232704781184 0.5169596912251235 native-country=Nicaragua
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1.2431384299132868 -0.14011577994036709 native-country=Thailand
0.7920839976848223 1.3815920737986367 native-country=Yugoslavia
0.30127427001767293 -0.03619199380821134 native-country=El-Salvador
1.0354206778036072 0.2869955763295277 native-country=Trinadad&Tobago
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Hidden Weights:
-4.416786919333809 4.4167869193338065
-4.950903937167269 4.950903937167271
>50K <=50K
Error sum for iteration 2800 = 745.1226861624415
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.7617718066347245 -3.955959378925812 age
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0.8415199707649924 0.32212841068640913 workclass=Self-emp-not-inc
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0.46164241866857114 0.6859557433080642 workclass=Local-gov
0.3254648964446636 -0.28415268808904953 workclass=State-gov
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0.3801152726877571 -0.6389965130772816 education=Bachelors
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2.770430001512589 -1.2237880314863434 education=12th
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2.6254130577148684 -0.0993336011099341 education=1st-4th
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1.1130473974668664 0.5183727196848087 education=Preschool
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1.1593130258572533 -0.6320472806711547 marital-status=Married-AF-spouse
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0.12231760379300656 -0.8434394291886012 race=Black
0.19178143139003223 -1.5659466694388777 sex
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1.6747285471249 0.5779588615476988 native-country=India
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0.9435175765354891 -0.4863674560844194 native-country=Mexico
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0.8988428528299558 -1.9840831105940806 native-country=Taiwan
1.345588797149966 1.650522181623459 native-country=Haiti
4.0837856426708425 -0.17832344116016524 native-country=Columbia
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1.7072783225138508 0.5165813482583961 native-country=Nicaragua
0.004286164026706401 0.7960985532873238 native-country=Scotland
1.2709921261355206 -0.19562053818605102 native-country=Thailand
0.814423804211945 1.3826762329273283 native-country=Yugoslavia
0.29863977831096866 -0.07629343283181983 native-country=El-Salvador
1.0545132566445194 0.29775217826121897 native-country=Trinadad&Tobago
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Hidden Weights:
-4.40743289793804 4.40743289793804
-5.0094476872129885 5.0094476872129885
>50K <=50K
Error sum for iteration 2900 = 743.0676105990007
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.786265499768545 -3.895712414374755 age
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0.846088007492367 0.3327865958640101 workclass=Self-emp-not-inc
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0.3825361666913939 -0.6498142066730683 education=Bachelors
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2.795494640851113 -1.2542860587106015 education=12th
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2.6718304166936897 -0.08937442839467184 education=1st-4th
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1.1174684108263935 0.5161151490625993 education=Preschool
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1.2989047814904904 -0.2507135920952687 native-country=Thailand
0.8360294664613922 1.3836682546248678 native-country=Yugoslavia
0.2956949783698562 -0.11666637087721855 native-country=El-Salvador
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Hidden Weights:
-4.398068606181735 4.398068606181735
-5.065909171034393 5.065909171034394
>50K <=50K
Error sum for iteration 3000 = 741.0737345794803
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.8104253653922788 -3.8339765957464933 age
0.0012517879018774248 0.5568404366120357 workclass=Private
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2.9857424050152868 0.9125003789055881 race=Other
0.1085340255327324 -0.8368645947625885 race=Black
0.18119376515567856 -1.5351074541048444 sex
-4.867538905670246 -1.770229708251042 capital-gain
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-4.58275284627106 5.098368518186612 hours-per-week
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1.6546782080415876 0.6037728358162928 native-country=India
2.9231910912384635 0.18469763106073617 native-country=Japan
1.0044312960426744 1.793969503086058 native-country=Greece
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1.0785247575819163 -0.9998934357412738 native-country=Ecuador
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1.389443386622479 1.6722208366494644 native-country=Haiti
4.161211430469042 -0.17685387889580034 native-country=Columbia
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1.3270438155060362 -0.3050343633589157 native-country=Thailand
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0.29250658383572914 -0.15715459464398235 native-country=El-Salvador
1.0902627939142897 0.3178011812955892 native-country=Trinadad&Tobago
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Hidden Weights:
-4.388738671469107 4.388738671469108
-5.120334383195432 5.120334383195431
>50K <=50K
Error sum for iteration 3100 = 739.1524067668022
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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0.006806031039223345 0.5488015114364517 workclass=Private
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Hidden Weights:
-4.379492324699575 4.379492324699576
-5.172790918363157 5.172790918363157
>50K <=50K
Error sum for iteration 3200 = 737.3077590973433
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.8565906576381193 -3.7107276042099357 age
0.01199635817934859 0.541517575782233 workclass=Private
0.8610701963572154 0.35359515066996744 workclass=Self-emp-not-inc
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Hidden Weights:
-4.370376547485627 4.370376547485628
-5.223357189113456 5.2233571891134565
>50K <=50K
Error sum for iteration 3300 = 735.5407258896338
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.878264018888808 -3.650891478049975 age
0.016855780527805925 0.5348560868452327 workclass=Private
0.8663151604205129 0.3572667073344879 workclass=Self-emp-not-inc
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1.133754857410561 0.5075594576138128 education=Preschool
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0.7572824347274022 1.0529352219319257 marital-status=Divorced
1.3936846493798098 -0.43157588759098175 marital-status=Never-married
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2.390954731952617 -0.7592665388789043 marital-status=Married-spouse-absent
1.1910604603710537 -0.6402977920259557 marital-status=Married-AF-spouse
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0.19477809272814348 0.5384532485113227 occupation=Adm-clerical
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0.32261645158401064 -0.168728169852699 occupation=Transport-moving
1.4669467634551785 -0.7764911501463131 occupation=Priv-house-serv
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1.4074703794387347 -1.9006725810835903 relationship=Other-relative
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1.3470740883315935 -1.7976186128704295 race=Amer-Indian-Eskimo
3.106720726861762 0.7960129160538021 race=Other
0.08661551099623735 -0.8169644161642555 race=Black
0.16580000862177255 -1.482071883181615 sex
-4.94400095090939 -1.848737526958038 capital-gain
-1.7504382778758747 -1.8868280020641532 capital-loss
-4.663019565694058 5.2215890792353035 hours-per-week
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0.4938328781309463 0.7114471479738264 native-country=Outlying-US(Guam-USVI-etc)
1.6089368013701795 0.6621135058269404 native-country=India
3.0284932539913187 0.06534116247705082 native-country=Japan
0.9909035744414532 1.847420528663719 native-country=Greece
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0.7488296261448016 0.4454354202731702 native-country=China
0.848293442783889 0.6893522956671879 native-country=Cuba
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1.0811839388826734 0.5317821559709941 native-country=Poland
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0.8786951295533285 -1.382888302786633 native-country=Vietnam
0.9409257456770194 -0.4725697056826375 native-country=Mexico
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0.5602263223889508 0.32447348418202937 native-country=Laos
1.093963016493609 -1.0046281212807606 native-country=Ecuador
1.0553594842562495 -2.3059379019778783 native-country=Taiwan
1.4459259120765227 1.6995939494437209 native-country=Haiti
4.263756006597467 -0.17652874921038741 native-country=Columbia
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1.4138780432004627 -0.4603740167788073 native-country=Thailand
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0.28239093980596375 -0.27794663884142823 native-country=El-Salvador
1.138637598870603 0.34462170884280413 native-country=Trinadad&Tobago
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Hidden Weights:
-4.361431306260408 4.361431306260413
-5.27211793596058 5.272117935960583
>50K <=50K
Error sum for iteration 3400 = 733.8546438014572
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.8988994941729319 -3.592966669085064 age
0.021422319512855864 0.5286927331440833 workclass=Private
0.8716076012432696 0.3596023329776827 workclass=Self-emp-not-inc
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0.49653874205498605 0.6647863273338114 workclass=Local-gov
0.3305046794794633 -0.19748445813120494 workclass=State-gov
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1.1375447254348068 0.5055234117908104 education=Preschool
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1.1961766438411707 -0.6427715809373195 marital-status=Married-AF-spouse
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1.4625472020371222 1.7074205761015129 native-country=Haiti
4.29493056801025 -0.17679570636994785 native-country=Columbia
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0.06916864329535465 0.7982595103548865 native-country=Scotland
1.4437545332094672 -0.5089490854527572 native-country=Thailand
0.9347210784028008 1.387624660693335 native-country=Yugoslavia
0.2791272326657001 -0.3176204908240356 native-country=El-Salvador
1.1535564898069033 0.3528040273207088 native-country=Trinadad&Tobago
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Hidden Weights:
-4.352687647296864 4.352687647296868
-5.319161633391045 5.319161633391051
>50K <=50K
Error sum for iteration 3500 = 732.2481474200215
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.918487817092244 -3.5372481178687516 age
0.02573396761647641 0.5229202426603754 workclass=Private
0.8769076330215256 0.36080447866373894 workclass=Self-emp-not-inc
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2.93579704590074 -1.4304942125999975 education=12th
0.08320900816232242 0.16444896675445078 education=Masters
2.915947648345236 -0.03849961724236074 education=1st-4th
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1.1412432805635897 0.5035249895357558 education=Preschool
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1.2009762677905609 -0.6454652678996078 marital-status=Married-AF-spouse
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1.2248558641210505 0.7895328365742154 occupation=Farming-fishing
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3.1882234446018325 0.7112485066492145 race=Other
0.07112597883800455 -0.7974759780275933 race=Black
0.15526262722173984 -1.441932225542639 sex
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0.4956761870172453 0.7064466977639505 native-country=Outlying-US(Guam-USVI-etc)
1.5688148672244016 0.7118612653963213 native-country=India
3.0957150713859596 -0.012941283391803893 native-country=Japan
0.9763571815787547 1.8854557096665996 native-country=Greece
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0.7364576869501486 0.48283786193243555 native-country=China
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1.1000066763418048 0.5331276437477473 native-country=Poland
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0.8849762635938736 -1.3443789589348198 native-country=Vietnam
0.9417878078508454 -0.4825235140409882 native-country=Mexico
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0.5664980445632742 0.32657967800050575 native-country=Laos
1.103753153404261 -1.0077529748418863 native-country=Ecuador
1.112511661058829 -2.427603171408895 native-country=Taiwan
1.478180056559081 1.71464112079779 native-country=Haiti
4.324818553748971 -0.1772088486970187 native-country=Columbia
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1.8138802814245991 0.5131600810485403 native-country=Nicaragua
0.07931769042629594 0.7988110791906304 native-country=Scotland
1.4740702694810492 -0.5557486256015527 native-country=Thailand
0.9528663157436523 1.3882963319544381 native-country=Yugoslavia
0.2760300117082643 -0.3568631409465071 native-country=El-Salvador
1.1679403906762622 0.3606478467667158 native-country=Trinadad&Tobago
-0.40446409173444337 2.3495310572652026 native-country=Peru
-0.1278043978205822 -0.8791911774916491 native-country=Hong
-0.14697584187451238 0.6921434839480923 native-country=Holand-Netherlands
Hidden Weights:
-4.344167853030191 4.34416785303019
-5.364578652210201 5.3645786522102075
>50K <=50K
Error sum for iteration 3600 = 730.7187187419538
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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0.029825882715021883 0.517450728185816 workclass=Private
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0.4558136147875686 -0.893051393722525 workclass=Never-worked
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0.39336999578048987 -0.7029282486591064 education=Bachelors
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2.95207841503396 -0.031216277904382427 education=1st-4th
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1.1448591221257136 0.5015619888577053 education=Preschool
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0.1498345784727907 -1.4205789587358133 sex
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-0.12469899966558594 -0.879549885306253 native-country=Hong
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Hidden Weights:
-4.335886598623321 4.335886598623322
-5.408460037254024 5.408460037254026
>50K <=50K
Error sum for iteration 3700 = 729.2643070618016
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.9546418761403663 -3.4328996308426167 age
0.03372915626784806 0.5122144456992204 workclass=Private
0.8873974115687866 0.3605985715487296 workclass=Self-emp-not-inc
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2.9871342448746563 -0.024246035564516797 education=1st-4th
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1.1483999686519037 0.4996317350749123 education=Preschool
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3.27003220691745 0.6203370232948555 race=Other
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Hidden Weights:
-4.327852373617882 4.327852373617882
-5.450896836199725 5.450896836199726
>50K <=50K
Error sum for iteration 3800 = 727.8799865893791
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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0.9448314189301225 -0.5145123527556635 native-country=Mexico
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-0.27296651987144355 -0.1440161001229071 native-country=France
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0.5780709699253945 0.33248803308227365 native-country=Laos
1.1178337157745792 -1.0124188333108899 native-country=Ecuador
1.19021727571133 -2.5991170860563324 native-country=Taiwan
1.5198251973661125 1.7329656613401307 native-country=Haiti
4.407805815989106 -0.17915346583303182 native-country=Columbia
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1.8543785796061911 0.5113172957485258 native-country=Nicaragua
0.10875047740601239 0.800758725178772 native-country=Scotland
1.5670979114367125 -0.6853255214328735 native-country=Thailand
1.0046760111257527 1.390222472972649 native-country=Yugoslavia
0.26808806036703053 -0.47151927263050436 native-country=El-Salvador
1.2082188449051132 0.38234365967091527 native-country=Trinadad&Tobago
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-0.1435866666312962 0.6858852340776311 native-country=Holand-Netherlands
Hidden Weights:
-4.320068814236063 4.3200688142360635
-5.491979809440289 5.491979809440287
>50K <=50K
Error sum for iteration 3900 = 726.5622275912325
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-0.9871409939911607 -3.3378084894332036 age
0.04107266888984396 0.5022371388368286 workclass=Private
0.8975734279569293 0.35806201925150677 workclass=Self-emp-not-inc
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0.5189336406161141 0.6540329054198584 workclass=Local-gov
0.3346492207704519 -0.13939887995475891 workclass=State-gov
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0.4591374488754539 -0.8992604627510185 workclass=Never-worked
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0.3973443347927295 -0.7171300942341629 education=Bachelors
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1.2307782717944362 -1.557728059705519 education=11th
0.2407947656363886 0.3737750529539943 education=HS-grad
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3.0189973264218954 -1.5439857528437522 education=12th
0.07892196030609565 0.17280082853637022 education=Masters
3.0542291834554156 -0.01124735300313333 education=1st-4th
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1.1552839263970387 0.49585694403540254 education=Preschool
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2.516189785348277 -0.9194669798861367 marital-status=Married-spouse-absent
1.2175684835330427 -0.6581417407060256 marital-status=Married-AF-spouse
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0.34346109096080363 -0.2531374083593391 occupation=Transport-moving
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0.09610186614532443 -0.3685126500724551 relationship=Not-in-family
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3.3517250651537993 0.5232346710965279 race=Other
0.038398375110680436 -0.7475483534343268 race=Black
0.1328184145830383 -1.3522427021536751 sex
-5.077189483460423 -2.0052643383828292 capital-gain
-1.7255062489271222 -2.2208357282961213 capital-loss
-4.790038319723466 5.39511997893441 hours-per-week
-0.21072604661686953 -0.42491749499410314 native-country=United-States
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0.482007606970903 1.364090471075624 native-country=England
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1.4699587511961916 0.8293738561562496 native-country=India
3.222788144519847 -0.16616336529772505 native-country=Japan
0.9324811314482542 1.9660549248129153 native-country=Greece
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0.8794069889707499 -1.237784731268094 native-country=Vietnam
0.9461840202618249 -0.5295948411892302 native-country=Mexico
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0.5825287495438659 0.33520287871849747 native-country=Laos
1.1223877584732749 -1.0139766661875242 native-country=Ecuador
1.2136939698821434 -2.653105740691761 native-country=Taiwan
1.532169303368765 1.7380647887273997 native-country=Haiti
4.433535612242934 -0.17999457746650746 native-country=Columbia
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1.8673346913213935 0.510653302900349 native-country=Nicaragua
0.11823891223717205 0.8014958065108408 native-country=Scotland
1.5985762075404046 -0.7249724054354248 native-country=Thailand
1.021154462844958 1.3908517052584093 native-country=Yugoslavia
0.26594352028844565 -0.5086181919874321 native-country=El-Salvador
1.2207851041398017 0.3890185026518811 native-country=Trinadad&Tobago
-0.54117229781873 2.5182262840566603 native-country=Peru
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Hidden Weights:
-4.312535837787272 4.312535837787272
-5.531799310850214 5.531799310850213
>50K <=50K
Error sum for iteration 4000 = 725.3069101817665
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.0021948209503313 -3.2934215761638126 age
0.04455454470376871 0.49742286958012355 workclass=Private
0.9025011464916921 0.35626435549911273 workclass=Self-emp-not-inc
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0.3987405249156444 -0.721100863453099 education=Bachelors
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1.2263640583251607 -1.564787541637911 education=11th
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3.0384182936225366 -1.5720710876836226 education=12th
0.0782269684337603 0.17419397688516824 education=Masters
3.0863519013501115 -0.005223031382468751 education=1st-4th
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1.1586391640724176 0.49400556875023094 education=Preschool
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1.2211767243084917 -0.6617328313102815 marital-status=Married-AF-spouse
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3.39237597553407 0.4724711077902229 race=Other
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1.2358854261837788 -2.705454046903526 native-country=Taiwan
1.5438423401979304 1.7427102018419471 native-country=Haiti
4.458422442545544 -0.18091686256240008 native-country=Columbia
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1.6301693600443423 -0.7629095415250622 native-country=Thailand
1.0372746945875981 1.3914810778276827 native-country=Yugoslavia
0.2640548247671707 -0.5451351301856129 native-country=El-Salvador
1.2329642988573997 0.3954379523711959 native-country=Trinadad&Tobago
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Hidden Weights:
-4.305250582912337 4.305250582912338
-5.570445170188224 5.570445170188223
>50K <=50K
Error sum for iteration 4100 = 724.1142648195931
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.0165524871730827 -3.2508947100539514 age
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0.9073087946209626 0.3542490345430976 workclass=Self-emp-not-inc
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0.12086841731574406 -1.3037410888322927 sex
-5.116569468159403 -2.057159401327043 capital-gain
-1.7197321958275174 -2.308951154100732 capital-loss
-4.825309464388663 5.438514699945153 hours-per-week
-0.21062257836613896 -0.43179744238921874 native-country=United-States
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1.4138704069542636 0.893394814642832 native-country=India
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0.9026032862757583 2.008182522318695 native-country=Greece
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1.140062420992948 0.5456012725117036 native-country=Poland
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0.9492017841021541 -0.5660654307391422 native-country=Mexico
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0.5923788934266587 0.34176565896827515 native-country=Laos
1.131312363551697 -1.0171104734655414 native-country=Ecuador
1.2567723947281757 -2.756155557820708 native-country=Taiwan
1.5548965159972734 1.7469306871058219 native-country=Haiti
4.4825287625716825 -0.1819137288018872 native-country=Columbia
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1.6618044932626586 -0.799183606035933 native-country=Thailand
1.0530569635265936 1.3921139328480152 native-country=Yugoslavia
0.26241694036914975 -0.5810685410292022 native-country=El-Salvador
1.2447791106965875 0.40161387050080194 native-country=Trinadad&Tobago
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Hidden Weights:
-4.298208190522759 4.298208190522759
-5.608006483037808 5.608006483037806
>50K <=50K
Error sum for iteration 4200 = 722.9784224986332
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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0.05121847769916687 0.4880229518393071 workclass=Private
0.911991477008789 0.35208963218240263 workclass=Self-emp-not-inc
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1.1652028752929728 0.49035705770867344 education=Preschool
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1.227868379822668 -0.6693698313360712 marital-status=Married-AF-spouse
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3.4729455876790785 0.367012014723269 race=Other
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1.6934087152091881 -0.8338432773986052 native-country=Thailand
1.0685202612182663 1.392753480111897 native-country=Yugoslavia
0.2610225808240643 -0.6164225186429023 native-country=El-Salvador
1.2562505111813913 0.4075570485864225 native-country=Trinadad&Tobago
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Hidden Weights:
-4.291402454853668 4.291402454853669
-5.644571284424997 5.6445712844249964
>50K <=50K
Error sum for iteration 4300 = 721.896626478306
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.0434847858117615 -3.1705644496523067 age
0.054425008682301955 0.4834070685230075 workclass=Private
0.9165475906989479 0.3498404148729742 workclass=Self-emp-not-inc
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0.2598636850855155 -0.6512055317230011 native-country=El-Salvador
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Hidden Weights:
-4.2848263579702905 4.2848263579702905
-5.680226130169107 5.680226130169106
>50K <=50K
Error sum for iteration 4400 = 720.8691222026976
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.0562087080435127 -3.1323131472927686 age
0.05756110430501408 0.4788339648026799 workclass=Private
0.9209782295189752 0.34753915482121106 workclass=Self-emp-not-inc
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3.55205346531063 0.25731636655180434 race=Other
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0.10210429333870112 -1.2274175745496754 sex
-5.171559646370223 -2.1351832131314104 capital-gain
-1.7125805647396661 -2.423123912046902 capital-loss
-4.873863002536912 5.495569024769185 hours-per-week
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0.4636054279408713 1.4847076145384202 native-country=England
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0.504918982623318 0.687016265625946 native-country=Outlying-US(Guam-USVI-etc)
1.3254687217754106 0.9909741712536468 native-country=India
3.3669312588744402 -0.3505667455431505 native-country=Japan
0.8470844589284485 2.0733793538173355 native-country=Greece
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0.6997856223467387 0.6203269497375943 native-country=China
0.7434873267314102 1.0768094404668471 native-country=Cuba
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1.1540329675366638 0.555406143279784 native-country=Poland
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0.8502858861285972 -1.0876872634327015 native-country=Vietnam
0.9541029370740804 -0.6353386939137506 native-country=Mexico
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0.6095831147974067 0.354474430683386 native-country=Laos
1.1442922060496503 -1.0218914687371796 native-country=Ecuador
1.3116205748024656 -2.8984966657335107 native-country=Taiwan
1.5848009246798247 1.7573045781308387 native-country=Haiti
4.550698976508415 -0.18530304838696748 native-country=Columbia
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0.1634668206543518 0.8057004361803932 native-country=Scotland
1.7562324435894499 -0.8985160477963448 native-country=Thailand
1.098560364726553 1.3940655319366988 native-country=Yugoslavia
0.2589325154520789 -0.6854293538854527 native-country=El-Salvador
1.2782394952584717 0.4187839400025619 native-country=Trinadad&Tobago
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Hidden Weights:
-4.278472486658302 4.278472486658304
-5.715055633984317 5.715055633984317
>50K <=50K
Error sum for iteration 4500 = 719.8880453380315
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.068533336764009 -3.0950394271369577 age
0.060634832246148865 0.47429754039125166 workclass=Private
0.9252866144830288 0.34520998605243286 workclass=Self-emp-not-inc
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0.0029301132720645656 -0.7267122079501902 fnlwgt
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3.127075090885165 -1.7114116028361284 education=12th
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3.233947995817654 0.020087200119510193 education=1st-4th
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1.1747509075876292 0.4849674002561759 education=Preschool
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2.6275311899363607 -1.071403710072891 marital-status=Married-spouse-absent
1.236796866848125 -0.6818881146820649 marital-status=Married-AF-spouse
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1.592525412086615 -0.7573189963654998 occupation=Priv-house-serv
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3.5908770068434914 0.2013495659248693 race=Other
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0.09563446704513125 -1.201118140838601 sex
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4.572192865334478 -0.18655361053085845 native-country=Columbia
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0.1721017303459065 0.8066265085143477 native-country=Scotland
1.787305480814368 -0.9286259629201067 native-country=Thailand
1.1131699311138203 1.3947447267858306 native-country=Yugoslavia
0.25822243554088975 -0.7191081687076369 native-country=El-Salvador
1.2887919943911166 0.4240852125204767 native-country=Trinadad&Tobago
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Hidden Weights:
-4.272333322453158 4.272333322453158
-5.749142013856343 5.749142013856341
>50K <=50K
Error sum for iteration 4600 = 718.9516228025828
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.0805263329929424 -3.058528278362164 age
0.0636531067647519 0.4697941568623709 workclass=Private
0.9294775606698114 0.34286621223958846 workclass=Self-emp-not-inc
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3.1431216898347856 -1.739119893411975 education=12th
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3.261036661706187 0.02418913395866619 education=1st-4th
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1.1778708620652443 0.4831798516147646 education=Preschool
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3.62912186131152 0.14492213825124198 race=Other
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1.2657110805696647 1.0548963222629213 native-country=India
3.419892280303039 -0.42182838158005703 native-country=Japan
0.8023683131394269 2.1182108556807706 native-country=Greece
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1.3418789977404901 -2.98554581317168 native-country=Taiwan
1.6024037634737134 1.762543178713926 native-country=Haiti
4.593138619259225 -0.18785996886183573 native-country=Columbia
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1.9516916154757622 0.5051450787794572 native-country=Nicaragua
0.18061062814784845 0.8075762729094718 native-country=Scotland
1.8180548002907686 -0.9573139095878282 native-country=Thailand
1.1275262196420712 1.3954440843343645 native-country=Yugoslavia
0.2577284228535025 -0.7522578236216093 native-country=El-Salvador
1.299071152410883 0.4291890830099215 native-country=Trinadad&Tobago
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Hidden Weights:
-4.2664013943136485 4.266401394313649
-5.7825646952888095 5.782564695288811
>50K <=50K
Error sum for iteration 4700 = 718.0622872968038
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.0922515149944394 -3.0225778083471857 age
0.06662185139176824 0.4653224652840084 workclass=Private
0.9335569855919508 0.3405130258950636 workclass=Self-emp-not-inc
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3.158613116630862 -1.7667878600110185 education=12th
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3.2873667805398745 0.027976213202390156 education=1st-4th
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1.1809657590614535 0.48139187099909064 education=Preschool
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3.6667260768733834 0.08825898547142288 race=Other
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0.08236387168332411 -1.1473162000316373 sex
-5.222177217314226 -2.214026537138723 capital-gain
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-4.91884339254718 5.547107826118613 hours-per-week
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0.7774918126918314 2.1410720779226735 native-country=Greece
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Hidden Weights:
-4.260669287836166 4.2606692878361665
-5.815400007237232 5.815400007237231
>50K <=50K
Error sum for iteration 4800 = 717.2134942297538
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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0.06954608861736666 0.4608834951152119 workclass=Private
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3.7036351813465624 0.031585860958983906 race=Other
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Hidden Weights:
-4.255129512972535 4.255129512972535
-5.847720992115966 5.847720992115966
>50K <=50K
Error sum for iteration 4900 = 716.3967151574221
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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1.3785414948079062 -3.1052616363889523 native-country=Taiwan
1.6259100158428048 1.7682639133425408 native-country=Haiti
4.653025285347914 -0.19209305545331887 native-country=Columbia
-0.5067615498194865 0.1772576249740633 native-country=Hungary
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1.984979472256422 0.5022443381660984 native-country=Nicaragua
0.20542775399144675 0.8105579753039751 native-country=Scotland
1.9076364367336798 -1.0352723093132252 native-country=Thailand
1.1692146190232886 1.3977017199240591 native-country=Yugoslavia
0.2575216799718378 -0.8487027630932787 native-country=El-Salvador
1.3284105360868228 0.44338903580075306 native-country=Trinadad&Tobago
-0.8329872663352532 2.8607951776166685 native-country=Peru
-0.09071874817106547 -0.8869074417039465 native-country=Hong
-0.13254844297148613 0.6633913855223285 native-country=Holand-Netherlands
Hidden Weights:
-4.249774242183231 4.249774242183231
-5.879597335094694 5.879597335094692
>50K <=50K
Error sum for iteration 5000 = 715.6126488652768
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.1263895418580114 -2.9163738927050336 age
0.07527672109020093 0.45212159688358594 workclass=Private
0.9451927304370707 0.33338093089552645 workclass=Self-emp-not-inc
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0.5530781986266424 0.6399782709666278 workclass=Local-gov
0.3518788720476358 -0.0983552794532668 workclass=State-gov
0.27661094015259147 0.022491657822808875 workclass=Without-pay
0.4700083963578262 -0.9217731636994065 workclass=Never-worked
0.04727177887913706 -0.9231426645221564 fnlwgt
0.4148353933721388 -0.7428151367327587 education=Bachelors
0.6807247903984867 -0.2885665297976401 education=Some-college
1.1913383069347505 -1.6400967341642547 education=11th
0.22067866406751482 0.5170255981625078 education=HS-grad
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0.8855519457980341 -2.5039041805939877 education=9th
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3.201799003763319 -1.8495700742403702 education=12th
0.07671228060548617 0.1863779532258901 education=Masters
3.362015501364579 0.03749393579677255 education=1st-4th
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1.1901343559553637 0.47600159885311555 education=Preschool
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1.4101276135490735 -0.1914044604918303 marital-status=Never-married
0.39794612711901217 1.0799126118941136 marital-status=Separated
0.7975047938076889 -0.5660205908450849 marital-status=Widowed
2.7111147060252936 -1.1909783440160822 marital-status=Married-spouse-absent
1.2494610060839264 -0.7053142549746106 marital-status=Married-AF-spouse
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0.22696597458466025 0.47934256766947525 occupation=Adm-clerical
1.1420934168701504 1.0364057953795855 occupation=Farming-fishing
0.373705317578772 -0.40383587661845266 occupation=Transport-moving
1.6357257000988128 -0.7526069094448793 occupation=Priv-house-serv
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0.8249837207301983 1.6032804832597267 relationship=Husband
0.08234751398168144 -0.5172803526889739 relationship=Not-in-family
1.4589719380042003 -1.944989983759818 relationship=Other-relative
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1.3888370204979559 -2.192463085842733 race=Amer-Indian-Eskimo
3.7751939391878375 -0.08091956535307605 race=Other
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0.06156633818112186 -1.0639081337843117 sex
-5.268983415626385 -2.294459000401222 capital-gain
-1.7016013776753243 -2.599341288350647 capital-loss
-4.961683310557268 5.597356141459304 hours-per-week
-0.20616718072404583 -0.45662534350916567 native-country=United-States
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0.4302644342304974 1.6314057707310419 native-country=England
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0.5118080743026093 0.6757363770587803 native-country=Outlying-US(Guam-USVI-etc)
1.1494207534386405 1.1757224285157557 native-country=India
3.5179547259687443 -0.5596252019345015 native-country=Japan
0.6915733924859733 2.211697588049277 native-country=Greece
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0.6775845350991266 0.6995612142790489 native-country=China
0.7079609744281214 1.2320485322815888 native-country=Cuba
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0.8007490667734031 -0.917334655699744 native-country=Vietnam
0.9641911771196735 -0.8136740594005345 native-country=Mexico
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0.6533893264678353 0.39033006240299395 native-country=Laos
1.1690685036795891 -1.0319267077364485 native-country=Ecuador
1.3886215350477118 -3.142492124261823 native-country=Taiwan
1.6330674692095122 1.7696643796577793 native-country=Haiti
4.672105244449162 -0.19360243532247623 native-country=Columbia
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1.9957543109812936 0.5011995102430006 native-country=Nicaragua
0.21347874102510533 0.8115950825852672 native-country=Scotland
1.9363759724412646 -1.0586806448726214 native-country=Thailand
1.1826933789598144 1.3985212773342066 native-country=Yugoslavia
0.2578806277665153 -0.8799074367562945 native-country=El-Salvador
1.3377337236904496 0.44777475249044446 native-country=Trinadad&Tobago
-0.8584274215573797 2.8905336255031493 native-country=Peru
-0.08834704478605265 -0.887629756126939 native-country=Hong
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Hidden Weights:
-4.244594942100476 4.244594942100477
-5.9110953994705415 5.911095399470539
>50K <=50K
Error sum for iteration 5100 = 714.8541832299641
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.1375855471761567 -2.8810876027569043 age
0.07808862904595715 0.44781570321246816 workclass=Private
0.9488924963982123 0.33096767422193285 workclass=Self-emp-not-inc
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0.5554377957193168 0.6389462405534813 workclass=Local-gov
0.35401852624213515 -0.09999777749461032 workclass=State-gov
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0.47091655636671764 -0.923856576374561 workclass=Never-worked
0.05485583096156356 -0.9589510232365499 fnlwgt
0.41662123761398706 -0.7433750411445612 education=Bachelors
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1.188452271972786 -1.648586232843613 education=11th
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0.8854304000949743 -2.5189626924384623 education=9th
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3.2151139743908863 -1.8770874052164535 education=12th
0.07684302625007627 0.18826705796089138 education=Masters
3.3855209126913546 0.04007215070237191 education=1st-4th
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1.1931623389195405 0.47419032222740254 education=Preschool
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2.7269806991335326 -1.2142634783281239 marital-status=Married-spouse-absent
1.2517477946234534 -0.7103463001234381 marital-status=Married-AF-spouse
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1.1416113042554563 1.0414715541376254 occupation=Farming-fishing
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1.463033269190548 -1.95511205028425 relationship=Other-relative
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3.8097797342327775 -0.13634829557292816 race=Other
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1.1216460693388013 1.2041527623484414 native-country=India
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1.3977144929902001 -3.1784800996596214 native-country=Taiwan
1.6399194467742115 1.7708358748038713 native-country=Haiti
4.690790223633137 -0.19515766115215488 native-country=Columbia
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1.964447209541341 -1.0808500611907657 native-country=Thailand
1.195983056758853 1.3993817510934472 native-country=Yugoslavia
0.25845923433335377 -0.9106680205456787 native-country=El-Salvador
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Hidden Weights:
-4.239581934610199 4.239581934610198
-5.942278333688738 5.942278333688737
>50K <=50K
Error sum for iteration 5200 = 714.1169470097681
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.1487547053185496 -2.845730776777673 age
0.08086691182562038 0.44357723212854894 workclass=Private
0.9525126397324242 0.3285344069944415 workclass=Self-emp-not-inc
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0.514165872027183 0.6720908584280835 native-country=Outlying-US(Guam-USVI-etc)
1.0945418120642578 1.2318585451987634 native-country=India
3.563231556620894 -0.6260064644322241 native-country=Japan
0.623517852613818 2.2608157637930404 native-country=Greece
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0.6688341469504938 0.7258985761455236 native-country=China
0.7002607451130776 1.2758429228969492 native-country=Cuba
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1.4940738836991907 -1.0083846082527974 native-country=Honduras
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1.1805531813403687 0.5894002677381632 native-country=Poland
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0.7827056021128718 -0.8651872682102539 native-country=Vietnam
0.9679722109707127 -0.879750116999277 native-country=Mexico
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0.6709454265050699 0.40534567633615187 native-country=Laos
1.177050765672949 -1.035442504306517 native-country=Ecuador
1.4058714733024746 -3.213279916340351 native-country=Taiwan
1.6464838824249959 1.7717927773137685 native-country=Haiti
4.7091058635011285 -0.19675630301721406 native-country=Columbia
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2.0168666668365987 0.49899533692894654 native-country=Nicaragua
0.22927431167147938 0.8137376559084984 native-country=Scotland
1.9917929549200748 -1.1018018850813023 native-country=Thailand
1.209094297114365 1.4002879083600825 native-country=Yugoslavia
0.25926295085468687 -0.9409996707864078 native-country=El-Salvador
1.3557633682985888 0.45606565146435435 native-country=Trinadad&Tobago
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Hidden Weights:
-4.234723939234941 4.23472393923494
-5.973206192849895 5.973206192849893
>50K <=50K
Error sum for iteration 5300 = 713.394721228382
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.1599238954288014 -2.8102921827856058 age
0.08361168845845879 0.4394237311437091 workclass=Private
0.9560577032064773 0.3260852808845412 workclass=Self-emp-not-inc
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0.06891440407956248 -1.0275562090378 fnlwgt
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1.182921768030299 -1.666130409172676 education=11th
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3.2401548119379897 -1.9319735884450788 education=12th
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3.4305922265322883 0.04438550736709175 education=1st-4th
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1.1991923236546758 0.4705421334409704 education=Preschool
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2.7579597151110264 -1.2603129681994163 marital-status=Married-spouse-absent
1.2561437646999987 -0.7207156139688106 marital-status=Married-AF-spouse
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1.1418291346046991 1.0488945513911287 occupation=Farming-fishing
0.381042229311977 -0.45054732712774836 occupation=Transport-moving
1.6609073866573054 -0.749969900942245 occupation=Priv-house-serv
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0.8387355615813651 1.6089039994423675 relationship=Husband
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3.8764714442917754 -0.24468555580824758 race=Other
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0.039672664254455536 -0.9785407469201775 sex
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0.9700658857862035 -0.9131514634315342 native-country=Mexico
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1.1810005948673516 -1.0372313787137422 native-country=Ecuador
1.4131436884108504 -3.24694205308661 native-country=Taiwan
1.652777752876008 1.7725499595124758 native-country=Haiti
4.727076793132626 -0.19839539293316147 native-country=Columbia
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2.027218045422989 0.49783898443594515 native-country=Nicaragua
0.23702659861808967 0.8148462063588758 native-country=Scotland
2.0183625606895506 -1.1215513285934715 native-country=Thailand
1.2220369291048023 1.4012447502819443 native-country=Yugoslavia
0.26029808423035306 -0.9709160583386399 native-country=El-Salvador
1.3644897585393159 0.45998523943887776 native-country=Trinadad&Tobago
-0.9311254981782605 2.9763131455460266 native-country=Peru
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Hidden Weights:
-4.230007668535855 4.230007668535855
-6.00393599794317 6.003935997943168
>50K <=50K
Error sum for iteration 5400 = 712.6833773248051
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.1711102680087997 -2.7748112435809356 age
0.086321981636232 0.43537564037671606 workclass=Private
0.9595310048956402 0.32362908364081966 workclass=Self-emp-not-inc
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0.07541498676810171 -1.0604522071423543 fnlwgt
0.42218307812012446 -0.7440053916293884 education=Bachelors
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1.1802845830968993 -1.6751463578226702 education=11th
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3.251892513631446 -1.9593184881345476 education=12th
0.07729797803877664 0.1953325363233138 education=Masters
3.452201142057321 0.04614174829545096 education=1st-4th
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1.2021985917279943 0.4687068543208048 education=Preschool
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1.2582682507180196 -0.7260392430362915 marital-status=Married-AF-spouse
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3.908563606721403 -0.2973106186821492 race=Other
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4.7447268341547 -0.20007124473779167 native-country=Columbia
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2.0441127630258245 -1.1401079989329 native-country=Thailand
1.2348198947257802 1.4022575165727034 native-country=Yugoslavia
0.2615714657454852 -1.0004290588122708 native-country=El-Salvador
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Hidden Weights:
-4.2254175696844865 4.225417569684487
-6.034521648372881 6.03452164837288
>50K <=50K
Error sum for iteration 5500 = 711.9773511068042
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.1823199933231532 -2.7393804972714952 age
0.0889958330502255 0.43145490867715325 workclass=Private
0.9629344337509178 0.32117900051671133 workclass=Self-emp-not-inc
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3.9398210154239925 -0.34875691718991786 race=Other
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0.0246371190739201 -0.9221319517268234 sex
-5.339743601254893 -2.434144570878557 capital-gain
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-5.029966896837255 5.687209310367714 hours-per-week
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0.5176965370636133 0.6666684421815502 native-country=Outlying-US(Guam-USVI-etc)
1.0177094970459704 1.31093096239973 native-country=India
3.6267793903368974 -0.7221715588139321 native-country=Japan
0.5015612509517271 2.3386385152679767 native-country=Greece
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1.1882149589740378 0.6044513685087591 native-country=Poland
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1.1888280209285347 -1.0408599461936436 native-country=Ecuador
1.425238729199307 -3.3110293166844507 native-country=Taiwan
1.6646186128249998 1.773529483554826 native-country=Haiti
4.7620791696569285 -0.2017793043388141 native-country=Columbia
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1.247451175836092 1.4033316634390327 native-country=Yugoslavia
0.26309021984232367 -1.0295485102896684 native-country=El-Salvador
1.3814094930889795 0.46741285077836414 native-country=Trinadad&Tobago
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Hidden Weights:
-4.220935820484414 4.220935820484415
-6.065013618881367 6.0650136188813715
>50K <=50K
Error sum for iteration 5600 = 711.2725298277119
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.1935472720594835 -2.7041446332652885 age
0.09163055486426647 0.4276829245128942 workclass=Private
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1.2082006800695932 0.46502584554536847 education=Preschool
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1.2624042193395588 -0.7369228419098928 marital-status=Married-AF-spouse
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3.970250171020787 -0.3989417304959684 race=Other
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Hidden Weights:
-4.216542683409 4.216542683409001
-6.095458419461007 6.095458419461007
>50K <=50K
Error sum for iteration 5700 = 710.5618708092824
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.2047739156458281 -2.6692950745006025 age
0.09422311139402156 0.42407800103353727 workclass=Private
0.9695310861266601 0.3163646278888061 workclass=Self-emp-not-inc
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3.999860745950668 -0.4478050581740637 race=Other
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0.2668938119301712 -1.0866352545072577 native-country=El-Salvador
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Hidden Weights:
-4.21221728236695 4.212217282366948
-6.12589787425745 6.125897874257449
>50K <=50K
Error sum for iteration 5800 = 709.8419930001553
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.2159697905249283 -2.6350597550700554 age
0.09677057574297572 0.42065289668525235 workclass=Private
0.9727195785305501 0.3140353309498963 workclass=Self-emp-not-inc
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3.2938000010853776 -2.0675430865041626 education=12th
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3.532975276425412 0.05082157426194659 education=1st-4th
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1.2141910008497057 0.4613591619291846 education=Preschool
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0.48304244408096403 1.86763025821061 marital-status=Divorced
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4.028664693656519 -0.49530811959859655 race=Other
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0.002202274834209542 -0.8422378606158681 sex
-5.378198250123564 -2.5221775967762596 capital-gain
-1.6925269360859707 -2.754663720957964 capital-loss
-5.068352045554798 5.747323780866872 hours-per-week
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0.3759705513704137 1.8104986389344784 native-country=England
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0.9482179644440316 1.3848757612213403 native-country=India
3.685474485044051 -0.8138533813072636 native-country=Japan
0.34942092353813825 2.4237113940484982 native-country=Greece
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0.7323583164042915 0.45867482382474717 native-country=Laos
1.2004145519403133 -1.04636644150518 native-country=Ecuador
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Hidden Weights:
-4.207938789883933 4.207938789883932
-6.1563683628873225 6.156368362887322
>50K <=50K
Error sum for iteration 5900 = 709.1094814781487
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.2270942918543084 -2.6016887808161773 age
0.09927056006917365 0.41741299026317785 workclass=Private
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4.0566756668552 -0.5414313568351099 race=Other
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Hidden Weights:
-4.203687915041436 4.203687915041436
-6.186900228809683 6.186900228809684
>50K <=50K
Error sum for iteration 6000 = 708.3620705225804
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.238098777218234 -2.5694377375729296 age
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0.27465348317295213 -1.1694396147197659 native-country=El-Salvador
1.4209147020189459 0.4840451109008426 native-country=Trinadad&Tobago
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-0.06483721591244464 -0.895208401595241 native-country=Hong
-0.12315182595667316 0.640461083052197 native-country=Holand-Netherlands
Hidden Weights:
-4.199448505139397 4.199448505139397
-6.217517557391823 6.217517557391823
>50K <=50K
Error sum for iteration 6100 = 707.5977579697266
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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0.10412268807612123 0.4114711082168331 workclass=Private
0.9817777928658018 0.30750117599443827 workclass=Self-emp-not-inc
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0.11138255715615104 -1.267114219354283 fnlwgt
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3.5882592663566 0.052359033905851664 education=1st-4th
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1.2231373148435905 0.45598458615379256 education=Preschool
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0.2778424720154098 -1.1962919693045904 native-country=El-Salvador
1.428378825062543 0.48712983322170234 native-country=Trinadad&Tobago
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Hidden Weights:
-4.195209061103836 4.195209061103837
-6.24823844682963 6.248238446829629
>50K <=50K
Error sum for iteration 6200 = 706.817977477569
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.2595313522603557 -2.5092481602089465 age
0.10647402895202282 0.40874455952786976 workclass=Private
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Hidden Weights:
-4.190964037061772 4.1909640370617725
-6.279075760334849 6.27907576033485
>50K <=50K
Error sum for iteration 6300 = 706.0276612232506
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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1.6143735994772352 -1.1628546604066123 native-country=Honduras
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1.2095064411582848 0.6507519844994797 native-country=Poland
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0.6819432695712968 -0.6177589967321285 native-country=Vietnam
1.0052202076744374 -1.225606149346101 native-country=Mexico
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0.7913173355416718 0.5100910605939976 native-country=Laos
1.2194191706251745 -1.0553086810230905 native-country=Ecuador
1.448987663332208 -3.5285850213142895 native-country=Taiwan
1.704255945500172 1.7731631318457244 native-country=Haiti
4.892847110667279 -0.21580293514626805 native-country=Columbia
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2.124538755057347 0.48537922894832203 native-country=Nicaragua
0.3097724953565159 0.8280949623295072 native-country=Scotland
2.235550789426637 -1.2547941380998935 native-country=Thailand
1.3436918547340069 1.4147573353680694 native-country=Yugoslavia
0.28526252628435433 -1.248872486612766 native-country=El-Salvador
1.4429060391288517 0.4931491487143899 native-country=Trinadad&Tobago
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-0.05794287409744071 -0.8972605550974186 native-country=Hong
-0.12101667054309388 0.6345726881172209 native-country=Holand-Netherlands
Hidden Weights:
-4.186714923564855 4.186714923564856
-6.310038206871833 6.310038206871836
>50K <=50K
Error sum for iteration 6400 = 705.2287070985112
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.2798313190107682 -2.456090700727444 age
0.11102632708966569 0.40370032960220065 workclass=Private
0.9898692813034242 0.3016097962064201 workclass=Self-emp-not-inc
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0.58123150724207 0.6298160075363154 workclass=Local-gov
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0.29133341825088543 -0.005611976920299298 workclass=Without-pay
0.48126327791732687 -0.9503934981284602 workclass=Never-worked
0.12184110485994107 -1.3439629830051025 fnlwgt
0.44344664285149105 -0.7519586104285984 education=Bachelors
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1.1616788273462382 -1.7648043804530618 education=11th
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3.342774200209001 -2.2228119826146404 education=12th
0.08009229571674002 0.23061714322702104 education=Masters
3.639730668260856 0.052765333986287445 education=1st-4th
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1.2319849075526432 0.4508930876815057 education=Preschool
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2.908980984621159 -1.5002846324423997 marital-status=Married-spouse-absent
1.2780101364286285 -0.7821004902788893 marital-status=Married-AF-spouse
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4.185410287796703 -0.7516979787882512 race=Other
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3.7900612030825713 -0.9816247955034284 native-country=Japan
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1.0106724338508233 -1.2528891621990557 native-country=Mexico
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1.4502352850002522 -3.551812020050817 native-country=Taiwan
1.7085696876642267 1.7729645465685984 native-country=Haiti
4.9085153381098685 -0.21749265192050757 native-country=Columbia
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0.3165923922242463 0.829723625229496 native-country=Scotland
2.2523055221930677 -1.262164673920576 native-country=Thailand
1.3551789404064463 1.4165944863558042 native-country=Yugoslavia
0.2895624784165041 -1.274601159701892 native-country=El-Salvador
1.4499788488138339 0.4961044865482574 native-country=Trinadad&Tobago
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-0.0556902995075683 -0.8978839360125638 native-country=Hong
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Hidden Weights:
-4.182471240437787 4.182471240437787
-6.341131496897688 6.341131496897692
>50K <=50K
Error sum for iteration 6500 = 704.4234138463062
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.2894284475615085 -2.4324841171110823 age
0.11322404535515432 0.40135759414957506 workclass=Private
0.9922953634204695 0.2997258153399624 workclass=Self-emp-not-inc
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0.4457787313022611 -0.7541673352421304 education=Bachelors
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3.349496250676622 -2.247451328573064 education=12th
0.08072626422714985 0.2342683706863302 education=Masters
3.656156588056528 0.05272733623331874 education=1st-4th
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1.2349006469538037 0.44927732923474395 education=Preschool
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2.9206287473569845 -1.520617007445161 marital-status=Married-spouse-absent
1.2798675767077077 -0.7877831704990849 marital-status=Married-AF-spouse
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4.209026381864697 -0.7898924732265203 race=Other
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1.4513554998138536 -3.5742444529011226 native-country=Taiwan
1.7127790545299213 1.7727858182451577 native-country=Haiti
4.924106617355942 -0.21914893698758797 native-country=Columbia
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2.268208418885971 -1.2686320619176785 native-country=Thailand
1.366558973020786 1.418526916144253 native-country=Yugoslavia
0.29431221325891765 -1.2999569084898384 native-country=El-Salvador
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Hidden Weights:
-4.17825160981298 4.178251609812981
-6.3723592785878695 6.372359278587872
>50K <=50K
Error sum for iteration 6600 = 703.6168485749245
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.298594802308365 -2.410958084329666 age
0.11536319110634342 0.39912949956529425 workclass=Private
0.9945714109127847 0.2978476900876638 workclass=Self-emp-not-inc
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Hidden Weights:
-4.17408494249315 4.174084942493149
-6.403723568726805 6.403723568726806
>50K <=50K
Error sum for iteration 6700 = 702.8161912168408
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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Hidden Weights:
-4.170011298829059 4.170011298829058
-6.435224432890141 6.435224432890143
>50K <=50K
Error sum for iteration 6800 = 702.0256647498717
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.3154686577078596 -2.3742204569381893 age
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Hidden Weights:
-4.166080995059714 4.166080995059714
-6.466858754146606 6.466858754146606
>50K <=50K
Error sum for iteration 6900 = 701.2514441483355
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.3231108310972461 -2.358946201742005 age
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1.2463753284833876 0.4432635978216471 education=Preschool
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-1.6596570885942188 -2.9295863876391497 marital-status=Married-civ-spouse
0.4053246067332558 2.1571121515164373 marital-status=Divorced
1.4709965178076168 0.004974236350358609 marital-status=Never-married
0.43742692239009 1.3625412776882035 marital-status=Separated
0.8979335140912134 -1.2557142211726615 marital-status=Widowed
2.9630403983043667 -1.5989913060941776 marital-status=Married-spouse-absent
1.2870456772790126 -0.8103924044902856 marital-status=Married-AF-spouse
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0.9317304111396477 1.6286866991970805 relationship=Husband
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1.5272666884473183 -2.2597842263868326 relationship=Other-relative
0.9756231289377494 -2.057914808617187 relationship=Unmarried
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1.3590107899079553 -2.3601203377755233 race=Amer-Indian-Eskimo
4.297092489485538 -0.9312800226178118 race=Other
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-0.06004347094392393 -0.6536057947803319 sex
-5.481059266315512 -2.8643103866045734 capital-gain
-1.704838824818946 -2.877767446315353 capital-loss
-5.173527262581495 5.9811626349289435 hours-per-week
-0.13605751268617994 -0.5684931435331431 native-country=United-States
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0.3348982848632697 1.9995046533535097 native-country=England
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0.5328555216605017 0.6455960933850398 native-country=Outlying-US(Guam-USVI-etc)
0.7641597890758307 1.624663606493558 native-country=India
3.8663584755584606 -1.1041544537606425 native-country=Japan
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0.5787585077527266 0.9546408504705558 native-country=China
0.7250563097226942 1.5321803729558439 native-country=Cuba
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1.6684346882157393 -1.261000248038875 native-country=Honduras
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1.2346412748984288 0.6935393734754582 native-country=Poland
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0.6383304615923621 -0.5039787886689665 native-country=Vietnam
1.045034476468038 -1.377379480660733 native-country=Mexico
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0.8650021389920454 0.5746132166109529 native-country=Laos
1.2422876584208775 -1.0648849575491517 native-country=Ecuador
1.45620096304646 -3.6565432298211706 native-country=Taiwan
1.7287419527696806 1.7724112709775077 native-country=Haiti
4.9861534283689135 -0.22538695120079918 native-country=Columbia
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2.1787809778301477 0.4787336957871152 native-country=Nicaragua
0.3495946604486366 0.8389105254615525 native-country=Scotland
2.3239536308733952 -1.2867183823232666 native-country=Thailand
1.411162964656188 1.4271868944598098 native-country=Yugoslavia
0.31860413200084187 -1.3977103495051326 native-country=El-Salvador
1.483701799936341 0.5106816229421384 native-country=Trinadad&Tobago
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Hidden Weights:
-4.162349148910127 4.162349148910128
-6.498618138014818 6.49861813801482
>50K <=50K
Error sum for iteration 7000 = 700.4933674353513
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.3302096050342689 -2.3456119907990347 age
0.12306118028089133 0.39171893221596865 workclass=Private
1.0026500590338852 0.2900363407787833 workclass=Self-emp-not-inc
-0.5145420612783902 0.19184713273876425 workclass=Self-emp-inc
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0.5897349406988505 0.6345983290007806 workclass=Local-gov
0.39255642203504604 -0.1580965568372008 workclass=State-gov
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0.48430094320608175 -0.9605980574307653 workclass=Never-worked
0.13614668922639256 -1.4815390741764738 fnlwgt
0.45724342222616127 -0.7674889915239161 education=Bachelors
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1.1576882488 -1.808533684890988 education=11th
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3.377739906846937 -2.3644264996353113 education=12th
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3.7338603193101023 0.051790095333497904 education=1st-4th
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1.249215249251419 0.4418725633918105 education=Preschool
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2.972620696200973 -1.6178651138788882 marital-status=Married-spouse-absent
1.2887993490071032 -0.816006391879039 marital-status=Married-AF-spouse
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1.1885571014448253 1.0396399027188654 occupation=Farming-fishing
0.40853833327750494 -0.7125203056906086 occupation=Transport-moving
1.7996291867725833 -0.7342683236477655 occupation=Priv-house-serv
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0.8215716746143747 -0.35780705015301456 occupation=Armed-Forces
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0.936953654167223 1.63207496117484 relationship=Husband
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1.5303325849548575 -2.2817329027724655 relationship=Other-relative
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1.3552680183162442 -2.364433957425419 race=Amer-Indian-Eskimo
4.317606200761058 -0.9640294315278717 race=Other
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0.3350075738642455 2.013953228799799 native-country=England
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0.6327351358471103 -0.48619183412469635 native-country=Vietnam
1.0532284237737966 -1.4000750011356837 native-country=Mexico
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0.877098297538527 0.585257601227374 native-country=Laos
1.2462116207074692 -1.0663302087577065 native-country=Ecuador
1.457793344273508 -3.6753549307642532 native-country=Taiwan
1.7325557303187582 1.7724056266719643 native-country=Haiti
5.001692456864363 -0.22684393194488006 native-country=Columbia
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2.1876619575880243 0.4777573020646015 native-country=Nicaragua
0.35601817284164183 0.8409598687327047 native-country=Scotland
2.3361032067245517 -1.2896102861305123 native-country=Thailand
1.4221401904389448 1.4295728848794131 native-country=Yugoslavia
0.32600989086282883 -1.4212568963355825 native-country=El-Salvador
1.4901845069746942 0.513597651180834 native-country=Trinadad&Tobago
-1.2613927240136513 3.391509990758827 native-country=Peru
-0.04277870938851573 -0.9009060641938854 native-country=Hong
-0.11733614753612191 0.6224921190005757 native-country=Holand-Netherlands
Hidden Weights:
-4.158862522731762 4.158862522731762
-6.530486456256385 6.530486456256385
>50K <=50K
Error sum for iteration 7100 = 699.7492985684505
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.3367988741300878 -2.334050187491726 age
0.12467385020914751 0.39038978858351514 workclass=Private
1.0047535655551632 0.28798011818888863 workclass=Self-emp-not-inc
-0.5161916675893174 0.19135425545562812 workclass=Self-emp-inc
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0.5908233439824638 0.6360554485224832 workclass=Local-gov
0.39382785997404735 -0.15939912165222772 workclass=State-gov
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0.4847146412729296 -0.9621244582898347 workclass=Never-worked
0.13779700924922805 -1.5028326107582903 fnlwgt
0.4592684354578713 -0.7703825618248574 education=Bachelors
0.7095856449627872 -0.21260528925752 education=Some-college
1.156858041182618 -1.8148854808035406 education=11th
0.22319181825775578 0.7391178858420521 education=HS-grad
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0.1897456539716134 -1.206782012885497 education=7th-8th
3.3824009625188096 -2.38659689346145 education=12th
0.08626398813131932 0.2541208859497242 education=Masters
3.7486448555852148 0.051509542687613596 education=1st-4th
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1.2520600564160724 0.4405238931964001 education=Preschool
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2.981824731575987 -1.6364660040495835 marital-status=Married-spouse-absent
1.290559723657813 -0.8216027680831117 marital-status=Married-AF-spouse
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1.1918818364894976 1.038345149618445 occupation=Farming-fishing
0.4088069126482303 -0.7231876172749431 occupation=Transport-moving
1.8078543351185357 -0.7332444747109701 occupation=Priv-house-serv
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1.3702295483438995 -1.9984679903386673 relationship=Own-child
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1.5333123016924795 -2.3042252818040665 relationship=Other-relative
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1.3514146518833183 -2.3685093404221353 race=Amer-Indian-Eskimo
4.337546152432009 -0.995843674522904 race=Other
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0.534911934825542 0.6437542284662285 native-country=Outlying-US(Guam-USVI-etc)
0.7432677744904919 1.662325341570941 native-country=India
3.894712923604978 -1.1489094145558676 native-country=Japan
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0.5714315555106589 0.9785377620840467 native-country=China
0.7389642872720256 1.550551895158538 native-country=Cuba
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1.6856319073349717 -1.2959022497271426 native-country=Honduras
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1.24564425983965 0.7097089266800333 native-country=Poland
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0.6276044649796972 -0.46877402314100014 native-country=Vietnam
1.0616498041512767 -1.422115983501953 native-country=Mexico
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0.8890746250695971 0.5958012934607115 native-country=Laos
1.2501850917364314 -1.0677338756942027 native-country=Ecuador
1.459540093557895 -3.693483422224661 native-country=Taiwan
1.7363142276067343 1.7724193589633246 native-country=Haiti
5.017273873860222 -0.22826095868771631 native-country=Columbia
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2.196532668000507 0.4768180393802171 native-country=Nicaragua
0.36240218943195157 0.8430739180191855 native-country=Scotland
2.3476001816413117 -1.291972927885113 native-country=Thailand
1.4330731841214916 1.4320377490237726 native-country=Yugoslavia
0.333778414055763 -1.4444621962250712 native-country=El-Salvador
1.4966053212538257 0.5165158131120792 native-country=Trinadad&Tobago
-1.2773036527852462 3.412298018407006 native-country=Peru
-0.04068459644032872 -0.9012948328830519 native-country=Hong
-0.11692244946926808 0.6209657181415063 native-country=Holand-Netherlands
Hidden Weights:
-4.155639481354583 4.1556394813545845
-6.562438177135829 6.562438177135828
>50K <=50K
Error sum for iteration 7200 = 699.0140494402356
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.342959302826071 -2.3240323098500903 age
0.1261387907845663 0.38929927916839563 workclass=Private
1.0070536758205573 0.2859216154382834 workclass=Self-emp-not-inc
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0.13917722761335005 -1.5236869295775222 fnlwgt
0.4611302338661877 -0.7733752346230256 education=Bachelors
0.7097091183926004 -0.20514934279475577 education=Some-college
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3.3867654170585713 -2.4083848653634243 education=12th
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3.7631949862508947 0.05120677842121098 education=1st-4th
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1.2549181180639322 0.4392144735546845 education=Preschool
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4.356916758775621 -1.0267753159695814 race=Other
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-0.07018633662331118 -0.6281813503414301 sex
-5.495201109817004 -2.957441563285232 capital-gain
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1.740020399539995 1.7724355961401812 native-country=Haiti
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Hidden Weights:
-4.152653060858979 4.15265306085898
-6.594438871075708 6.594438871075708
>50K <=50K
Error sum for iteration 7300 = 698.2806827504218
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.3488073984703612 -2.3152901967809094 age
0.12747077202315918 0.38841654210237764 workclass=Private
1.0095716336309075 0.28391150286368017 workclass=Self-emp-not-inc
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0.4855591963587067 -0.9650481229105947 workclass=Never-worked
0.14025430758629912 -1.5440852292016305 fnlwgt
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4.375717902793952 -1.0568750617619238 race=Other
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Hidden Weights:
-4.1498320959686845 4.149832095968686
-6.626448297369265 6.626448297369265
>50K <=50K
Error sum for iteration 7400 = 697.5445842801754
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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0.9241754876735979 0.6266439265341847 native-country=Laos
1.2622717969815005 -1.0717283156033643 native-country=Ecuador
1.4647677427191899 -3.743872531649688 native-country=Taiwan
1.7472600992952143 1.772398751003382 native-country=Haiti
5.064238398391329 -0.2323027825545247 native-country=Columbia
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2.223137522314564 0.4741902112447114 native-country=Nicaragua
0.38133743138035586 0.8497144144121 native-country=Scotland
2.37834505496846 -1.2962831838114166 native-country=Thailand
1.4656440268609146 1.4398066880152374 native-country=Yugoslavia
0.3571117776692323 -1.5121299936002501 native-country=El-Salvador
1.515525595747419 0.5252037069557046 native-country=Trinadad&Tobago
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Hidden Weights:
-4.147083766189615 4.147083766189616
-6.6584246988974485 6.6584246988974485
>50K <=50K
Error sum for iteration 7500 = 696.8008187783465
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.3600406469730226 -2.3005873790337654 age
0.1298603084388842 0.3870518295815672 workclass=Private
1.0151230615073379 0.2802355805268875 workclass=Self-emp-not-inc
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0.3983387024101204 -0.16323731490050838 workclass=State-gov
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0.14147496907216497 -1.583432899385863 fnlwgt
0.46594287985492905 -0.7835526190626074 education=Bachelors
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1.150848391582853 -1.838224607174432 education=11th
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3.3982730341882736 -2.4715809714273997 education=12th
0.08992500708008919 0.2657360552904046 education=Masters
3.805337755567537 0.05015573986531265 education=1st-4th
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1.2635863796267237 0.4354787770518514 education=Preschool
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1.29789292825324 -0.8438253577555126 marital-status=Married-AF-spouse
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4.4116133425177875 -1.114760937120084 race=Other
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-5.511072426320087 -3.0485379512780937 capital-gain
-1.7199335661108552 -2.9238131665196265 capital-loss
-5.197658268242927 6.089436968290853 hours-per-week
-0.09801193721850518 -0.6246222447112495 native-country=United-States
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0.711529209896722 1.7307395046009528 native-country=India
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0.765734238073429 1.578432501163601 native-country=Cuba
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1.2673501575606978 0.7436874985302706 native-country=Poland
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0.6104048606123166 -0.4031312967266661 native-country=Vietnam
1.0942572931553722 -1.5045246948147302 native-country=Mexico
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0.9355869614006845 0.6366331640603975 native-country=Laos
1.2662760017144774 -1.0730012899333445 native-country=Ecuador
1.4661310014261304 -3.759402702525615 native-country=Taiwan
1.7507767012483777 1.7723116606882845 native-country=Haiti
5.079913179073116 -0.2335929459907178 native-country=Columbia
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2.2319849580987787 0.4733634411766558 native-country=Nicaragua
0.38755824085474133 0.8519909060164709 native-country=Scotland
2.387389980797431 -1.296839734440925 native-country=Thailand
1.4764026619279476 1.4424813409061397 native-country=Yugoslavia
0.36416723541848744 -1.5340649196662366 native-country=El-Salvador
1.521700569574274 0.5280436062008947 native-country=Trinadad&Tobago
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Hidden Weights:
-4.144322495382883 4.144322495382885
-6.690328250434847 6.690328250434848
>50K <=50K
Error sum for iteration 7600 = 696.044684912765
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.3655960524679325 -2.294213594036011 age
0.13098569531270635 0.38645723668326104 workclass=Private
1.0180508163024513 0.2786212790264856 workclass=Self-emp-not-inc
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0.1416625556266417 -1.6023511783887747 fnlwgt
0.46742335804055585 -0.7874806846318267 education=Bachelors
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1.1488723661518092 -1.8436378408025502 education=11th
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3.4016617941007588 -2.491952501097336 education=12th
0.09078456848502386 0.26833942692111257 education=Masters
3.8188457168481458 0.04975357978078163 education=1st-4th
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1.2664936183401687 0.43428376898347426 education=Preschool
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1.2998142359117346 -0.8493493186728712 marital-status=Married-AF-spouse
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4.4287214651609 -1.142624902451999 race=Other
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1.4870917677824764 1.4451794501244482 native-country=Yugoslavia
0.3706083911079068 -1.5556983452899522 native-country=El-Salvador
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Hidden Weights:
-4.141487918025426 4.141487918025427
-6.722122709070009 6.7221227090700095
>50K <=50K
Error sum for iteration 7700 = 695.2759699834039
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.3711674786137797 -2.2883129908416566 age
0.1321002197712235 0.38586682671964107 workclass=Private
1.0210222004465017 0.2771491436249511 workclass=Self-emp-not-inc
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0.33843740854402327 2.1037156970411015 native-country=England
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0.6997455730818256 1.7624025706893354 native-country=India
3.9738319757975247 -1.270444472662053 native-country=Japan
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1.276247066418984 0.7607664150475518 native-country=Poland
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1.108488735995832 -1.542768972398172 native-country=Mexico
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0.9580022116352527 0.6561906326861088 native-country=Laos
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1.7575620858182412 1.7719459209437527 native-country=Haiti
5.111177617107602 -0.23610545734760793 native-country=Columbia
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2.403764953864045 -1.2966196264995353 native-country=Thailand
1.4976995367230048 1.4478918621258645 native-country=Yugoslavia
0.3763759111095212 -1.5770325477621365 native-country=El-Salvador
1.5338024163332824 0.533590362062972 native-country=Trinadad&Tobago
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Hidden Weights:
-4.138547822973687 4.138547822973687
-6.75377567943168 6.753775679431679
>50K <=50K
Error sum for iteration 7800 = 694.4963953592718
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.376764745520809 -2.2828144897800646 age
0.13321972779177546 0.3852589761441693 workclass=Private
1.0240109783533158 0.27579174189643774 workclass=Self-emp-not-inc
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3.8450305781351743 0.04887222915519 education=1st-4th
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1.272303884319378 0.4319523655968764 education=Preschool
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Hidden Weights:
-4.135492218726863 4.1354922187268635
-6.785258304262869 6.785258304262871
>50K <=50K
Error sum for iteration 7900 = 693.7081555533181
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.3823828200111932 -2.277680263083425 age
0.13435261009103064 0.38462409393231384 workclass=Private
1.0270015020916867 0.27451477373685756 workclass=Self-emp-not-inc
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1.2751999562862257 0.43081358750006093 education=Preschool
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4.476909110143683 -1.2222727429303166 race=Other
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1.5186350577026668 1.453331850597684 native-country=Yugoslavia
0.3858904651327498 -1.618806375336363 native-country=El-Salvador
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Hidden Weights:
-4.132325379561013 4.132325379561012
-6.81654489517029 6.816544895170293
>50K <=50K
Error sum for iteration 8000 = 692.9127708286198
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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0.135501813808769 0.3839606675424608 workclass=Private
1.0299848030286676 0.27328411269525554 workclass=Self-emp-not-inc
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4.492012987014313 -1.2475935264203988 race=Other
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-5.551829494333836 -3.1972016176924103 capital-gain
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0.6859529721493761 1.8084262169354344 native-country=India
4.01008826291288 -1.325042908071113 native-country=Japan
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1.1269698140858249 -1.5970400355058374 native-country=Mexico
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1.7670632941567928 1.770870402371577 native-country=Haiti
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2.4242449631401617 -1.2930707475454257 native-country=Thailand
1.5289502931450565 1.4560492878382267 native-country=Yugoslavia
0.3897126654321409 -1.6392463906062813 native-country=El-Salvador
1.551262735380257 0.5415285903193023 native-country=Trinadad&Tobago
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Hidden Weights:
-4.129059340861034 4.129059340861035
-6.847612668995884 6.847612668995886
>50K <=50K
Error sum for iteration 8100 = 692.1135264787309
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.3936284483429766 -2.2684433438702944 age
0.13666675006747941 0.38327192631096657 workclass=Private
1.0329556383335061 0.2720699167990298 workclass=Self-emp-not-inc
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3.8823213378575288 0.04738775610011832 education=1st-4th
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1.2809637521286745 0.4285882944894489 education=Preschool
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4.5066845091207455 -1.2723391629283263 race=Other
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1.5391584898920323 1.458760154345455 native-country=Yugoslavia
0.39298710981386004 -1.65938891289458 native-country=El-Salvador
1.5568918751897178 0.5440708592524685 native-country=Trinadad&Tobago
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Hidden Weights:
-4.12570958070284 4.12570958070284
-6.8784415836031005 6.8784415836031005
>50K <=50K
Error sum for iteration 8200 = 691.3138720317311
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.399225204660947 -2.264329590919518 age
0.13784478927305738 0.38256345527009733 workclass=Private
1.0359106463408723 0.27084838459580535 workclass=Self-emp-not-inc
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1.5492573338996747 1.461461820954845 native-country=Yugoslavia
0.39577677554483387 -1.679234862040173 native-country=El-Salvador
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Hidden Weights:
-4.1222924789308575 4.1222924789308575
-6.909014226025386 6.909014226025386
>50K <=50K
Error sum for iteration 8300 = 690.5150111593591
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.404785160306212 -2.2605485408611923 age
0.13903231154922355 0.38184166338623254 workclass=Private
1.0388473309756738 0.26960199605101803 workclass=Self-emp-not-inc
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0.7053651968299074 -0.14562227583899742 education=Some-college
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3.9059721735160617 0.04632107118375433 education=1st-4th
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1.2866827272677854 0.42643366288301116 education=Preschool
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4.53483926213851 -1.320192435822745 race=Other
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-5.582326618408974 -3.285282573913077 capital-gain
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Hidden Weights:
-4.118823945188915 4.118823945188914
-6.939315714520527 6.939315714520525
>50K <=50K
Error sum for iteration 8400 = 689.7171093648965
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.41029578542859 -2.2570967994950766 age
0.14022538739112567 0.38111288855181163 workclass=Private
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Hidden Weights:
-4.115318738396353 4.115318738396357
-6.96933359259233 6.969333592592329
>50K <=50K
Error sum for iteration 8500 = 688.9225172348301
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
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2.3173662252084575 0.4659717776085083 native-country=Nicaragua
0.44565502443137645 0.8748376832292448 native-country=Scotland
2.4482160513032483 -1.2800868110440455 native-country=Thailand
1.5788883545623387 1.4694930731341735 native-country=Yugoslavia
0.4018311505588849 -1.7370124914176723 native-country=El-Salvador
1.5784785340878775 0.5537564050467898 native-country=Trinadad&Tobago
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-0.009412988894636855 -0.9054811572273341 native-country=Hong
-0.11046153148711896 0.6027632368343719 native-country=Holand-Netherlands
Hidden Weights:
-4.111790172445154 4.111790172445156
-6.999057705508815 6.999057705508815
>50K <=50K
Error sum for iteration 8600 = 688.1335214610554
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.4211282628414659 -2.251161023572927 age
0.14261319951133136 0.37965685225117196 workclass=Private
1.0475269626212143 0.2656182401516716 workclass=Self-emp-not-inc
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0.13601819581425578 -1.766003653551312 fnlwgt
0.4818356520392696 -0.8350620189652851 education=Bachelors
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1.1324476660111369 -1.891728223573241 education=11th
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3.4290883282083007 -2.677546535127132 education=12th
0.10023582017346475 0.2883055412842976 education=Masters
3.9398448639519597 0.04465664788793011 education=1st-4th
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1.2951678502061479 0.4233379615894897 education=Preschool
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1.320412384890275 -0.9038141230756982 marital-status=Married-AF-spouse
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4.574464859793056 -1.3881877504791083 race=Other
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-0.08774400056724116 -0.6800888104014544 native-country=United-States
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1.1557687284534208 -1.696095569118283 native-country=Mexico
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1.305639095661097 -1.0856617839537244 native-country=Ecuador
1.460688639842582 -3.8997826434157767 native-country=Taiwan
1.7836945506737751 1.7670073670152553 native-country=Haiti
5.248528654949133 -0.24638082109185985 native-country=Columbia
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2.3254896582584994 0.46532235907154584 native-country=Nicaragua
0.451004187355473 0.8770794646500594 native-country=Scotland
2.4515908414257477 -1.276655811371916 native-country=Thailand
1.5885436137586189 1.4721411443852972 native-country=Yugoslavia
0.40325015478816817 -1.7556947269767729 native-country=El-Salvador
1.583652289322473 0.5560658548864797 native-country=Trinadad&Tobago
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Hidden Weights:
-4.10825003113814 4.108250031138142
-7.028480057472323 7.028480057472323
>50K <=50K
Error sum for iteration 8700 = 687.3504087734742
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.4264341121270963 -2.248663750737643 age
0.14380134350829601 0.37893893449217436 workclass=Private
1.0503705542399586 0.26419672671639227 workclass=Self-emp-not-inc
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0.13515207279279637 -1.7803048214157664 fnlwgt
0.4831469762885523 -0.8400106905337782 education=Bachelors
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3.4314702343540833 -2.694392052181479 education=12th
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3.950746532300128 0.044092978874564155 education=1st-4th
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1.2979702411084533 0.42234284807503863 education=Preschool
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4.587062364939672 -1.4099216380472952 race=Other
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1.5980891694416384 1.474773103894566 native-country=Yugoslavia
0.4044409193525734 -1.7740948441298154 native-country=El-Salvador
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Hidden Weights:
-4.104708594425648 4.10470859442565
-7.057594651890809 7.057594651890809
>50K <=50K
Error sum for iteration 8800 = 686.5742319426123
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.4316582933764357 -2.246469827828007 age
0.14498198952933977 0.3782327174476383 workclass=Private
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0.558626169433658 0.6390471985940486 native-country=Outlying-US(Guam-USVI-etc)
0.6638258805417351 1.9287636080349295 native-country=India
4.096809731551592 -1.4545126107389603 native-country=Japan
-2.863901937170803 3.891035138098331 native-country=Greece
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0.5179454123104108 1.1492502281815113 native-country=China
0.8082363118246251 1.6356851249944198 native-country=Cuba
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1.8223520108103184 -1.6214105839977866 native-country=Honduras
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1.3030991261128546 0.8505900139294257 native-country=Poland
-1.0297884890304003 -2.6661413930135716 native-country=Jamaica
0.5699852928473337 -0.22760255697624163 native-country=Vietnam
1.1634953331178746 -1.7266616201860219 native-country=Mexico
-0.6982590326187155 -1.3856865051365743 native-country=Portugal
-0.9168210637315912 -1.8955867518889797 native-country=Ireland
-0.6105901659588661 -0.24134225516739766 native-country=France
-0.23233182457493282 -4.270974431511504 native-country=Dominican-Republic
1.0742404931197895 0.7565428859305987 native-country=Laos
1.3119262017016389 -1.0877023256316154 native-country=Ecuador
1.4572973821375432 -3.921063407173309 native-country=Taiwan
1.7886063742924603 1.765302568257367 native-country=Haiti
5.278053325175141 -0.24842641645487493 native-country=Columbia
-0.48335362252014 0.11329493687900691 native-country=Hungary
-2.1254714022938876 0.35384113990762384 native-country=Guatemala
2.3414934529322875 0.4640765035928127 native-country=Nicaragua
0.46144755606580035 0.8815274637665159 native-country=Scotland
2.4570344975109775 -1.2691200446970679 native-country=Thailand
1.6075261918562092 1.477388251671933 native-country=Yugoslavia
0.4054375963454703 -1.7922173847934295 native-country=El-Salvador
1.5937478486233292 0.5605626615113457 native-country=Trinadad&Tobago
-1.5056209062113475 3.7249385646261195 native-country=Peru
-0.0025058948866958472 -0.9063460693885395 native-country=Hong
-0.109140515672214 0.5994286974272477 native-country=Holand-Netherlands
Hidden Weights:
-4.101174722443165 4.101174722443165
-7.086397319396151 7.086397319396151
>50K <=50K
Error sum for iteration 8900 = 685.8066698215953
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.4367964249134153 -2.244570718170946 age
0.1461529514503959 0.37754107894749545 workclass=Private
1.0559737352499767 0.26121763160299716 workclass=Self-emp-not-inc
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0.6119671103796719 0.6700809041585082 workclass=Local-gov
0.41379275384626224 -0.17840122556051827 workclass=State-gov
0.30848459823618335 -0.03966991799391642 workclass=Without-pay
0.4929217414742145 -0.9847311327028946 workclass=Never-worked
0.1333782336836652 -1.808087296630358 fnlwgt
0.4856568168136831 -0.8498608438558701 education=Bachelors
0.7065678105459784 -0.12638626689774976 education=Some-college
1.1291897848859436 -1.9044010179187365 education=11th
0.22044812651521464 0.8662880557658172 education=HS-grad
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0.3037283039247422 -0.02040082915488314 education=Assoc-acdm
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0.8707703700015578 -2.8774566195653457 education=9th
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3.4361151236279346 -2.727226555342567 education=12th
0.10296688364016442 0.2933813019884097 education=Masters
3.972016225999338 0.042962025130265875 education=1st-4th
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1.3035351753609847 0.42040762580968993 education=Preschool
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0.3562735374013584 2.572067281973958 marital-status=Divorced
1.526625958180754 0.13495270739739362 marital-status=Never-married
0.46967020994328856 1.671992013147859 marital-status=Separated
0.949238790281999 -1.9237353441880989 marital-status=Widowed
3.103691011661794 -1.9353332003319121 marital-status=Married-spouse-absent
1.3270242037031952 -0.9196746713109882 marital-status=Married-AF-spouse
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0.8223926323920128 -2.6737558219123083 occupation=Handlers-cleaners
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0.27460767960844196 0.2673406952112273 occupation=Adm-clerical
1.2275304371205473 1.0629115142182493 occupation=Farming-fishing
0.4085209190090856 -0.8414839490468099 occupation=Transport-moving
1.9648600107923173 -0.724731497047271 occupation=Priv-house-serv
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1.3822250328440306 -2.164701894294664 relationship=Own-child
1.027193367786179 1.6753046514332426 relationship=Husband
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1.5577543500278712 -2.8108913622855085 relationship=Other-relative
0.9354715114710143 -2.0969610503033485 relationship=Unmarried
-0.417459048848371 -0.2654179414766166 race=White
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1.3086600213543615 -2.417634514949329 race=Amer-Indian-Eskimo
4.611445536508085 -1.4521007256220186 race=Other
-0.26159752491901694 -0.2602175781532497 race=Black
-0.10307261277196504 -0.5514509996015932 sex
-5.6467430126109655 -3.4590340438009375 capital-gain
-1.7646136691332825 -2.9846373957485346 capital-loss
-5.222695615288685 6.317356220365506 hours-per-week
-0.08915847731642842 -0.6925115379076814 native-country=United-States
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0.3294167543304324 2.241165067364845 native-country=England
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0.5602816707510141 0.6392851643777954 native-country=Outlying-US(Guam-USVI-etc)
0.6620032722200079 1.9437137538638887 native-country=India
4.106726815128691 -1.4692751329029003 native-country=Japan
-2.922566755612445 3.9249138983615386 native-country=Greece
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0.5153203820697969 1.1597066734917154 native-country=China
0.8102255931521856 1.639754101589585 native-country=Cuba
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1.8296334912664156 -1.6409789999606479 native-country=Honduras
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1.3044914397794878 0.8584238810967825 native-country=Poland
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0.5674021511139602 -0.2159054897970034 native-country=Vietnam
1.1670727581934779 -1.741531133179274 native-country=Mexico
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-0.23352106937522601 -4.287179918786795 native-country=Dominican-Republic
1.0843371632314172 0.7652056370259025 native-country=Laos
1.3149931932037562 -1.0886917833131429 native-country=Ecuador
1.4555035656516713 -3.9313518946706485 native-country=Taiwan
1.7909554225096689 1.7643835758492665 native-country=Haiti
5.292656418044684 -0.24941676550814765 native-country=Columbia
-0.4829284561159154 0.11222528318018697 native-country=Hungary
-2.1286572726481983 0.3534452475144553 native-country=Guatemala
2.349374623493977 0.46348000374519666 native-country=Nicaragua
0.4665428963560173 0.8837325623277253 native-country=Scotland
2.459134882188828 -1.2650454341984163 native-country=Thailand
1.6168560642281957 1.4799860182428946 native-country=Yugoslavia
0.4062692540481202 -1.8100672485280238 native-country=El-Salvador
1.5986742568073984 0.5627531785802776 native-country=Trinadad&Tobago
-1.5172236909506858 3.7423015095803347 native-country=Peru
-2.0756522609517583E-4 -0.9066377694156127 native-country=Hong
-0.10871534926795884 0.5983590437284464 native-country=Holand-Netherlands
Hidden Weights:
-4.097655967819549 4.097655967819548
-7.114885539087992 7.1148855390879895
>50K <=50K
Options: -I 9000
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
-I 9000
-E 0.01
-S 1706656566
-H 2
-M 0.01
Input Weights:
-1.4417952208550475 -2.2429723395408683 age
0.14730091791767005 0.3768729844816626 workclass=Private
1.0587033781826725 0.2596818228419188 workclass=Self-emp-not-inc
-0.5253335398471722 0.1610733101127458 workclass=Self-emp-inc
-0.06054758787482183 -3.9971188707289365 workclass=Federal-gov
0.6132015359642743 0.6718989345792047 workclass=Local-gov
0.41483486257458235 -0.17934079398939043 workclass=State-gov
0.30907540790338306 -0.040704259797159734 workclass=Without-pay
0.4933350385960622 -0.9857698586801487 workclass=Never-worked
0.13248737329694985 -1.8214761402598163 fnlwgt
0.48684293191381844 -0.8547124122792361 education=Bachelors
0.7068484664767272 -0.123384603074048 education=Some-college
1.1282309179147507 -1.9084158447551358 education=11th
0.2206851336052548 0.8719225494694911 education=HS-grad
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0.3029648053604778 -0.015308145094397553 education=Assoc-acdm
0.7450758268723646 -1.5065329267747773 education=Assoc-voc
0.8693414931694722 -2.8830711731937733 education=9th
0.2858891536199639 -1.466741829057102 education=7th-8th
3.4383604488800157 -2.743070478599511 education=12th
0.10382799785298368 0.2950231757636855 education=Masters
3.982295840401668 0.04240289404560329 education=1st-4th
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1.3062700057435976 0.41947655564794634 education=Preschool
-3.499958151117647 1.6941046787877194 education-num
-1.7996349189554575 -3.0604903274816126 marital-status=Married-civ-spouse
0.35521770293130744 2.589586167713672 marital-status=Divorced
1.5290479783383149 0.1404890905652944 marital-status=Never-married
0.47070909316426635 1.6868292549717858 marital-status=Separated
0.9507770862201432 -1.9525469007698137 marital-status=Widowed
3.1086126400955445 -1.9502737385199793 marital-status=Married-spouse-absent
1.3292500326018069 -0.9248400018497143 marital-status=Married-AF-spouse
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0.7181987261279994 -0.38047965157225533 occupation=Other-service
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0.821152141022455 -2.6857638737149547 occupation=Handlers-cleaners
0.369185395255876 -0.1343165712128952 occupation=Machine-op-inspct
0.2756573423448022 0.26208507254704255 occupation=Adm-clerical
1.229251854789073 1.0658406121607955 occupation=Farming-fishing
0.4083810984679173 -0.846545587585828 occupation=Transport-moving
1.9734803007024964 -0.7251838039300217 occupation=Priv-house-serv
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0.9286969377097417 -0.3811550576269293 occupation=Armed-Forces
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1.3822669482018397 -2.1670626319082666 relationship=Own-child
1.0308455858562715 1.6765984036838746 relationship=Husband
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1.558387017502053 -2.8425437092925 relationship=Other-relative
0.9350450790132714 -2.097705270530103 relationship=Unmarried
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1.3074267718948342 -2.419476286844272 race=Amer-Indian-Eskimo
4.623143669480236 -1.4723763896303221 race=Other
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-0.10444113653897044 -0.5487672121380911 sex
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-0.08973516959523528 -0.6966250337196896 native-country=United-States
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0.32838055089346146 2.252797586252518 native-country=England
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-1.2477697109604249 2.139627820940462 native-country=Germany
0.5619351930096287 0.63956441633 native-country=Outlying-US(Guam-USVI-etc)
0.6603383739723939 1.9584984871508724 native-country=India
4.116359163224273 -1.4836149491629946 native-country=Japan
-2.9776059032082123 3.9569394765490027 native-country=Greece
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0.5128170647635512 1.1701410964159005 native-country=China
0.8121264629811644 1.6437597155048917 native-country=Cuba
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1.8367554168894706 -1.660289945556592 native-country=Honduras
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1.3057832154785365 0.8661303698218512 native-country=Poland
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0.5649026439273639 -0.20452597500351027 native-country=Vietnam
1.1704422533794012 -1.7559926416345242 native-country=Mexico
-0.7069171662149758 -1.3984632639556074 native-country=Portugal
-0.9157169822068708 -1.9099143213651295 native-country=Ireland
-0.6157459532070158 -0.2419059733656175 native-country=France
-0.23477568708533283 -4.30318153024655 native-country=Dominican-Republic
1.0942622404375226 0.77371609072973 native-country=Laos
1.317983181179773 -1.0896513023490824 native-country=Ecuador
1.4536810757201453 -3.9413229316364182 native-country=Taiwan
1.7932138287323187 1.76343249914671 native-country=Haiti
5.307004912995477 -0.2503762538246317 native-country=Columbia
-0.4825151589940677 0.11118655720290323 native-country=Hungary
-2.13178319117088 0.35307103321384087 native-country=Guatemala
2.3570985604897925 0.46290662330647336 native-country=Nicaragua
0.47150524301060326 0.8859025163797074 native-country=Scotland
2.4608272695277287 -1.2608269561251404 native-country=Thailand
1.6259886064175832 1.4825402330601947 native-country=Yugoslavia
0.4069541865583436 -1.8274750928893246 native-country=El-Salvador
1.6034746763238648 0.5648856813369256 native-country=Trinadad&Tobago
-1.5285639036250267 3.759404707573309 native-country=Peru
0.0020640634114146407 -0.9069284370621691 native-country=Hong
-0.10830205214611113 0.5973203177511923 native-country=Holand-Netherlands
Hidden Weights:
-4.094193547597888 4.094193547597889
-7.142778093158217 7.142778093158215
>50K <=50K
=== Error on training data ===
Correctly Classified Instances 4275 85.2443 %
Incorrectly Classified Instances 740 14.7557 %
Mean absolute error 0.2633
Root mean squared error 0.3288
Relative absolute error 71.3182 %
Root relative squared error 76.5264 %
Total Number of Instances 5015
=== Confusion Matrix ===
a b <-- classified as
781 444 | a = >50K
296 3494 | b = <=50K
=== Error on test data ===
Correctly Classified Instances 4150 82.7517 %
Incorrectly Classified Instances 865 17.2483 %
Mean absolute error 0.2742
Root mean squared error 0.3458
Relative absolute error 75.2278 %
Root relative squared error 81.5459 %
Total Number of Instances 5015
=== Confusion Matrix ===
a b <-- classified as
703 475 | a = >50K
390 3447 | b = <=50K
|
|
|
