|
Experiments
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 10
Number Output Nodes: 2
-I 12000
-E 1.0E-4
-S 1795026099
-H 10
-M 1.0E-4
Input Weights:
0.72597803682026 0.006458488348253022 -0.5023093336347386 -0.9504163287003402 0.23930745595629643 0.7235829009389654 -0.91156902583084 -0.003982895130873132 0.37148146621656175 -0.9201061918012001 age
-0.8658040562986753 -0.7119071104103896 -0.21860951014203933 -0.5581812908860535 0.44280725801785437 -0.8683795533493999 -0.9437667963938459 0.09088469305654812 -0.48786108044212506 -0.8871912597798322 workclass=Private
-0.24994582550251643 0.3049325877586426 -0.9407888580288088 0.6036650336646632 -0.536666192591619 0.0022531629650148766 -0.46795969153814965 -0.5372002036262673 0.8461421967677878 -0.7186408578616794 workclass=Self-emp-not-inc
0.743573787405519 -0.2805599894079034 0.1479499138229965 0.782686447870244 0.6528544344691645 0.11713045944105827 0.5330552471629075 -0.6229857655285058 0.8617799482755255 -0.6801330979362907 workclass=Self-emp-inc
0.4764359117221506 0.03485358030502694 0.7656702365511201 0.7415641068207683 0.027116971019410796 -0.30597677421873426 -0.3024746243982377 0.6465553091569798 -0.013458540434065691 0.5215677729281343 workclass=Federal-gov
0.4054916563015183 0.6008909758744991 0.4497514588373439 0.15481519508924735 0.709744369947918 0.11645404205122256 0.4418479037966385 -0.7583548125590629 -0.5860279320557413 -0.2821482845718699 workclass=Local-gov
0.07202379467705411 0.38077322799988744 0.40188040327600905 -0.47676029658887575 -0.5107926255675961 -0.5638271301355366 0.22428947378898068 0.4613667773094978 -0.3465552012112423 0.49972497701593754 workclass=State-gov
-0.6394396433055765 0.3784526860648645 -0.8340968950267862 0.07339068774260293 -0.663681334068033 0.937778973493375 -0.46115759865193096 -0.19781755207039442 0.28449907109638484 -0.14838496408817714 workclass=Without-pay
0.6551880549841038 0.21360216506921414 -0.700620595648674 0.42178181509628265 0.7674347818263207 -0.9556949022195493 0.7506649709107127 -0.0877395882025016 -0.32209718925865394 0.8531112230911355 workclass=Never-worked
-0.26687414617908045 0.25202864561242655 0.2186248063508558 0.6983768248397317 0.8938694938057057 0.20224039978712627 -0.676900354492783 0.18594033306793656 0.10721724214755657 -0.237017478087024 fnlwgt
-0.025852937582331537 -0.3870942569676956 -0.06979665871091023 0.6858598301627961 0.5521553887546027 -0.9146230909012056 0.34129395641857396 -0.3530548931702384 0.3611259034298815 0.21846801410547645 education=Bachelors
-0.8657932570629536 0.7415497824311033 0.2305678336822714 -0.8582931346399547 0.8781002958476338 0.4412250687922288 0.4965975196906103 -0.16150749654799323 -0.7571696003937427 -0.6356379081070695 education=Some-college
0.45840149402203045 -0.9782014158178605 -0.6854359491195039 0.19435338631254817 -0.6768950677294745 0.49857863687043946 -0.6308042975043686 0.684714358637176 0.04816995575163063 0.4358340442945432 education=11th
0.5114910726875739 -0.3958432590613523 -0.2262666362989778 -0.6760727421150963 0.1452813073095589 0.10263948370609954 0.2510584035424266 0.032724243699435496 -0.70119449379367 -0.0602189262029742 education=HS-grad
0.9999600459363704 -0.2674457679230653 0.7211060118713215 -0.5269854706628481 -0.8827728917365532 -0.9977980668523061 -0.005367366429935405 -0.9483306542995156 -0.013615400702001512 -0.9173368880596344 education=Prof-school
-0.875781493162729 0.5092949817744914 0.8915568002008041 -0.24593360453633606 -0.03117569960394695 0.5606088271810314 -0.8647636595769719 -0.7606681689847055 0.8411543906800267 -0.09349989597109554 education=Assoc-acdm
0.5053330754477707 0.9066376710347839 0.5420206283446538 -0.8560607540332648 -0.328675655051772 -0.15995726052856707 0.4420077459968028 0.6066989217026184 -0.5126462132837539 0.2528394615711771 education=Assoc-voc
0.25695822430671567 0.806720042016275 0.6654464631941199 0.7188413225298844 -0.5798468148488243 -0.6893639722560783 -0.389392951989439 -0.9704412907350939 -0.04350595162591353 0.5064003647265514 education=9th
-0.91891332153344 0.4711519354783993 -0.2511059233167112 0.4665434483311819 0.3610240318207436 0.1463262597959918 0.5762346460423697 0.39975654155292273 0.5985968254242913 -0.7156333274821329 education=7th-8th
0.11414879053664273 0.9639055530834355 0.17651141778130053 -0.41206363263941914 -0.48208119283523554 -0.2582393508062306 0.7496961539440605 0.04537855762992038 -0.0031526868203055614 0.4379312286618353 education=12th
-0.9869706630909134 -0.5168216595574477 0.22289708854222856 0.4384072160889927 0.12675682510215758 0.13463280639307795 0.3779604676654156 -0.08982171762803648 -0.9785128423950917 -0.9054373193156913 education=Masters
0.5165663124517215 0.0795839414729711 -0.20160557456293526 -0.5473774435919514 -0.8314341624958987 0.7966079005499651 -0.4018485896950066 -0.2147371300158707 0.2948228730333029 0.48693003242875443 education=1st-4th
0.27848672232123084 -0.38854904355910724 0.7176864740364344 -0.49070997056843213 0.4373444340747472 -0.04639166310602438 0.3380798834677039 0.6340999205083657 0.316327272309715 -0.7751929605265808 education=10th
-0.46985884075169304 0.04327374038542864 0.4828122739895184 0.2658314363946055 0.9200119707122851 -0.48395418327839224 0.4563835639920819 -0.021998615431218616 0.4766350321790349 -0.6627789038952525 education=Doctorate
0.9679990879673486 -0.3327470182500345 -0.06318671699100364 -0.10590901929701224 0.3802845658306224 -0.3711183185216209 -0.46970100777428225 0.11122483024914254 0.9146834423767141 -0.3307234741473293 education=5th-6th
-0.8059807702573607 -0.880450754586942 -0.5808921536988387 -0.33791159610477295 -0.02147441296062924 -0.057130197459659415 0.40518125458009924 -0.9155851260116827 -0.9528473102682693 0.2774622844759538 education=Preschool
0.9312910622928277 -0.7418758036417021 -0.16008123447404854 -0.9584486725493833 0.7415413273699127 0.4738436948060132 0.1389772085838128 0.7057808394630702 -0.017929929435895442 -0.6765658508186614 education-num
0.9944778845717595 -0.8278767088248522 0.23510759657780556 0.29334192002749204 -0.47471252415842735 -0.37735833898305815 -0.3130867850995964 0.8776065800640163 0.7158232345103381 -0.7241267434585397 marital-status=Married-civ-spouse
-0.5845961839858207 0.9924376352813944 -0.04731969780686929 0.5348323355190949 -0.028011461106288715 -0.13220886517558172 0.9497392657323 0.6067487984792748 -0.42122444489386335 0.41682282577291807 marital-status=Divorced
-0.2109776448835443 0.5569412730049397 0.5498649408046317 0.8783347602617866 -0.9391259360133892 -0.5475763511443084 -0.33671551878108374 -0.5242263869246351 0.23466054452859475 -0.3553617943292 marital-status=Never-married
0.11208854001618618 0.8024070259855467 -0.7677579965701034 -0.20372806649099107 0.22675386178949597 0.7531599019270501 -0.8472062126000306 -0.37063185362217754 -0.8403232001592176 0.7882219428434705 marital-status=Separated
-0.6257757483626021 0.5245569976553912 0.19922326374902144 0.254145124311139 0.9690108522439198 0.8212997241507831 -0.1756271525364128 -0.02455534577992524 0.8080394184184112 -0.49492684270432696 marital-status=Widowed
-0.47267469821390007 -0.8313604160009773 -0.5106343955873536 0.8888872812533575 0.17046486289971918 -0.30230728652043126 0.6326645932727246 -0.2567166422402616 0.5106903456556773 -0.7645297780550111 marital-status=Married-spouse-absent
-0.11611830683580782 -0.6320276505596212 0.5610670131274884 -0.9669843918205361 -0.38981640123727446 0.7606635587626265 0.26285911080416735 0.7639540513730858 0.10606050472992101 0.7059696985612176 marital-status=Married-AF-spouse
-0.9527049725764996 -0.16928126014166955 -0.9838419424314024 0.6175686510197029 0.3974404424897646 0.2246612071099956 -0.4389774958925814 -0.19898625717587448 -0.5158044572674054 0.5620054619295107 occupation=Tech-support
-0.5080993749139595 -0.4104840786753903 0.05590881726829067 0.46848100230507983 0.6345799826645584 0.5464109279998095 -0.08825834904283947 -0.5465944573834371 0.9847606214307525 0.422516572297877 occupation=Craft-repair
0.5901865739807155 0.18399876207138122 0.9081145803277701 -0.5818344295189659 0.5215993548535409 -0.624284713308344 -0.12185776223163258 -0.10903267377488879 -0.9187735301154274 -0.7990617808381801 occupation=Other-service
0.4866805009949511 -0.935404177871112 0.756105455985955 0.7537409631102823 -0.3353750535817466 0.20729848157983444 0.15190623818346305 0.41845521872685465 0.8222067093680581 0.022246651657360506 occupation=Sales
0.8585006899203347 0.4400926216801879 0.5642487481241485 -0.7136856578869792 0.11540610598876988 0.39632381092739855 -0.581407415692706 0.007994513824660432 -0.2838889197548877 0.4975264011464955 occupation=Exec-managerial
0.40925327954182467 0.0454367408288876 0.9882650445668553 -0.8874097548108315 -0.41890737776140674 0.5004569316577911 0.824978944390192 0.3498471193728807 0.27304305369629334 -0.9532963622385613 occupation=Prof-specialty
0.46741770930962123 0.9334405181481527 -0.5690931441642657 -0.43783482652740124 -0.4415610708540758 0.0016199998805492832 -0.247766216415356 0.4562580783430725 0.03992217740832049 0.6632689128170577 occupation=Handlers-cleaners
0.5532367486193304 -0.6629180270783339 -0.5381769517581998 0.06815998821086078 0.11318288505458107 0.891771257197058 0.6529298655602398 0.7364056345750438 0.7976276292192386 -0.5891449062779306 occupation=Machine-op-inspct
0.6154570773394175 0.07363507017307502 -0.3761287399803732 0.7931496103535707 -0.19921723458873153 0.08803382375975133 -0.014658219737864187 -0.5725089465312099 -0.8882585067875453 -0.9107494800009179 occupation=Adm-clerical
-0.6231630813597702 0.022660373947460233 0.624588949646516 -0.4748720581423742 -0.23943342504863074 -0.8303029142390732 -0.7963098233574903 0.4105166952485586 0.8265094891369031 -0.27665678325193777 occupation=Farming-fishing
-0.5530276493301491 0.47635810454948957 -0.5113107419502692 -0.5956475985583889 0.3298130318026322 0.919401339730737 0.9803397429429528 0.6047979999873598 0.5792125615343711 0.8513683649363468 occupation=Transport-moving
-0.8395620920092608 0.6155644053491265 0.17431290250869846 -0.4164361158952845 -0.03851200698755264 0.7389687694431402 -0.7948913380525617 -0.6448435092938569 0.38642977606917794 -0.49515227734228895 occupation=Priv-house-serv
0.26363108782857725 -0.9228752655790775 -0.7212922556253178 -0.506568562830064 0.9951859180392442 0.8700509460046244 -0.14341421227763296 -0.7809655005808547 -0.08118802290609484 -0.1970875752763095 occupation=Protective-serv
0.16126184287337364 0.8419081769485182 0.7037619878856731 -0.9074185127496956 -0.7184140099639078 0.06720562422759069 0.7701699735711998 -0.03785845633016427 0.6687912584932203 0.023280133596596198 occupation=Armed-Forces
-0.32568102984875336 0.5825428108341304 0.25069482317040626 0.9316306294875825 -0.4911248808744808 -0.3948045034844401 -0.15191685809445254 0.7412484919181266 0.7170933907522503 -0.7033204328110063 relationship=Wife
-0.6085619835331311 0.7453195225145262 0.8039397080036201 -0.9063935788611217 0.8679210333616725 -0.15696732953989256 0.2455457970230337 0.4081187698379598 -0.18709872128663552 -0.563876229147033 relationship=Own-child
-0.500980920713376 -0.2967470911026464 0.8745732499278529 0.010268783366560008 -0.42346132546304593 0.19307108858454813 -0.7952646208767773 0.05919301375289154 -0.05900701658459684 -0.8058680739215109 relationship=Husband
-0.48140082470896384 -0.7355890535369316 -0.7068003190454231 0.7092371457546405 0.8452901793230649 0.26813937104929675 0.4430097318605941 -0.6977206322348235 -0.7297377716077127 -0.6363775634727582 relationship=Not-in-family
0.6000439940318429 -0.7803782639925523 0.2708210014120729 0.2579294377550956 -0.11625101259348503 0.864677364243162 -0.11149669544956486 0.5057961892088572 0.6110227616338622 -0.9934094700408644 relationship=Other-relative
-0.9814063004226907 -0.3634416862616612 0.9951083682554891 -0.6139919103237488 0.2995391573583803 -0.36440278789086733 0.18754361663486652 0.2520054491312922 -0.10246490002071473 0.31209050656923965 relationship=Unmarried
0.11017910039281809 -0.7471024753646531 0.13940123499536972 0.6209355497396545 -0.8251828001818158 -0.02454847612625133 -0.6400723413283638 0.14871029310101136 0.1874542172923901 0.59533842889103 race=White
-0.9234213163310223 0.17403868974771308 0.2897692243059302 -0.6517446845236399 -0.7137388987486555 -0.5006178073756693 -0.13564986247880784 -0.547464075009972 0.4980428349653907 -0.6064890711987487 race=Asian-Pac-Islander
0.037220874443957275 0.06690255275946067 0.5093076738803832 0.020838362684844958 0.010980752831377671 0.9072668643732671 0.26809636140149284 -0.8025736775201671 -0.7931912325082062 -0.6251792746273697 race=Amer-Indian-Eskimo
-0.46709342592738157 -0.6469756340544939 -0.13455525147404646 -0.2151266497546398 -0.5672373165362654 0.8407948008648372 -0.8645091602228292 0.2659067157569033 -0.7829174141762651 -0.6163050050669687 race=Other
-0.3077940450395811 -0.5567868437711683 -0.23165817432769842 0.16859232446584982 -0.46476053642737036 0.12605391025742407 -0.18884673827889276 0.8414497193422237 0.6332529577331054 -0.824370344058388 race=Black
-0.18014600159473892 0.4340461195552039 -0.7280255320578393 0.7589305688657717 -0.604994185474031 -0.3195225569990323 -0.3897509559018708 -0.5867276512639614 0.03589292028880964 0.6332403053349815 sex
0.5272147918114092 -0.9903335846144468 0.24771985507710537 0.4355985257734354 -0.27148776716138623 -0.9538914169347932 0.8565052571942264 0.12194960745642502 0.3547460992553235 -0.6898296837452029 capital-gain
0.9691291554827428 -0.3552911377536465 0.3156953915805052 0.6585172675900077 0.13665180677179056 0.53288633026244 -0.9049100590924561 -0.26760949665189804 -0.13736085661726571 -0.03127057024640689 capital-loss
0.9596380991320641 0.9302106903211866 0.7234232184585305 -0.7146116393563913 0.7101835373409313 -0.36845026612436826 0.500376889516652 0.1011368101753305 -0.9363597849694716 -0.3589180018305016 hours-per-week
0.7417507284326601 0.4208148245957968 0.5470961679083071 0.721227206762376 0.8803714597055512 0.385026323095512 -0.5584752041829981 -0.7135597594548782 -0.6352476818292923 -0.7597944853395588 native-country=United-States
-0.24639232167645497 0.8745893638467026 -0.38749356344649133 0.20365717525351057 0.0784088789319175 -0.6080737403758751 0.9744260347914573 -0.6118415956915622 -0.8087200052099608 -0.003342644618398616 native-country=Cambodia
-0.6864166867183299 0.4085073481939667 0.30579308361007373 0.7584635596936857 -0.9730064401799441 0.9033893681317686 -0.005706566253573575 0.25808720334704005 -0.077345962951475 -0.7021700846216603 native-country=England
-0.8549471963390598 0.1888904347592375 0.4132432316694803 0.8946563709103754 0.03338787933965204 0.4249242164656386 0.010665065741994217 -0.5139647812193269 -0.13986684415620299 0.7434195907498404 native-country=Puerto-Rico
0.03255358639901984 -0.5657629475261969 -0.5501318053162594 -0.35780257397722726 -0.5506286309661663 -0.7985060648767757 -0.522173023519213 -0.20080155840891312 -0.17367056791273972 -0.9025869450477846 native-country=Canada
-0.2775553078175612 0.4111146335964131 -0.44282919978305646 0.6233801066010742 0.9805884613323201 0.9654968395010692 -0.23843496400821462 0.1383799356182258 -0.8120071140413578 0.06720787383877336 native-country=Germany
0.057129444450440214 0.9766607327124379 0.17417481298062976 -0.1724596325350145 -0.3326895586638088 -0.42690848632372913 0.8244588799225399 -0.42401767100396204 0.2181470305313944 0.4916035392603093 native-country=Outlying-US(Guam-USVI-etc)
0.16736920221096008 -0.3331167231870764 0.7716718473469493 -0.4209467012993595 0.8397511079537765 -0.722694580642139 -0.08465109335687515 0.2933303917213874 -0.591530634070468 -0.8971587026290859 native-country=India
0.4185295963024891 0.8191539198821474 0.5996588920803401 0.5699051197582115 -0.46145996514767207 -0.5803672257336814 0.14057668262272238 0.8644807232883902 0.16127817740376194 -0.31993707004343763 native-country=Japan
0.3430178072756713 0.705238276955084 -0.774643071468798 -0.16159196919271435 -0.27268565140429324 -0.8523721960902384 0.9912456076908358 -0.8999161833406801 0.8107228397376385 -0.2202942875295162 native-country=Greece
-0.33138313698109334 -0.5136638201546897 0.19658103272046445 -0.5752323786678064 0.5182908809151989 -0.5496465396944912 -0.3571284483631263 0.8939071028611303 -0.3446951248452379 -0.1441658041812366 native-country=South
0.38864723859763206 -0.7220550193009392 -0.9544364617447301 0.4581401678469279 -0.15868472726277894 0.41813501139205367 0.158767151114654 0.8641371873786248 0.5683228761199424 0.6261938382307124 native-country=China
-0.05247586745289268 0.20452440929221027 0.9110193510495341 0.92899279054969 -0.7749232572719802 0.8534968481314618 -0.8891913334350126 0.8556998053433909 -0.7798554404470961 -0.6470280772164232 native-country=Cuba
0.8969190452182341 -0.1686897451091114 -0.3730826707170949 -0.8154669704543103 0.03423257607596608 0.31716271734743917 -0.01947119558148369 -0.31690770432409643 0.21014009658512034 -0.9716518609039382 native-country=Iran
0.4145346639207925 -0.12527858161296446 0.1372046402073832 -0.6380059878170306 0.20003520787616402 -0.7593791286327791 -0.9530739728764983 0.21348264296654174 -0.16397779133294788 0.5977340793398578 native-country=Honduras
0.8504337499708154 -0.1104599886068598 0.8299913916426094 -0.28696371511989827 -0.04521854135250192 0.48908936026690375 -0.11985085549290564 -0.14331321334438307 0.3419279492085159 -0.9854288676781118 native-country=Philippines
-0.3638910774824773 -0.22323161841637296 -0.32215078145033527 -0.551954064867876 -0.7223219819643605 0.9342864782373346 -0.6141607660776016 0.25128796951110033 0.28940436926880353 0.8863748384248473 native-country=Italy
-0.32588919535873995 0.6040962443480713 -0.49370247724112737 0.05886247909464015 0.9872462373836415 0.8966808906542894 -0.995520905419669 0.6223324878857355 0.7811227453365459 0.7048953392364401 native-country=Poland
-0.961525422633015 -0.7274796763086433 0.5391985390883267 -0.46799260810213394 -0.9681016574175887 -0.24691967052029562 -0.9631022203651554 0.2410378034009497 -0.7201587850058311 0.9197221374615323 native-country=Jamaica
0.8904740688194221 -0.5158594776570826 0.5555329104980753 0.8274213918835838 -0.8018277319111828 -0.22495185685840768 0.5707136188112623 -0.4606095586819545 0.5135225363492442 -0.49519007787543323 native-country=Vietnam
-0.05010082789076176 0.9509920232288431 -0.985677194125818 -0.14757615482210928 0.17609865742719522 0.4660294972608541 -0.20592657812436554 0.22079112859668792 0.6565549324427116 -0.9500935341373586 native-country=Mexico
-0.21672387963175677 0.7874826466336178 0.16733542926869904 -0.3645716970123518 -0.23446206292350813 -0.16780309374944746 0.32047055537047586 -0.62104008106143 -0.21821140571904252 0.0435414349058445 native-country=Portugal
0.33940715426653356 0.7347533566847471 -0.06680777213415645 -0.7698910205097971 0.652603830043464 0.12890958442101197 0.9283761642158579 -0.3532115086039085 0.7611348175900037 0.2382274481567883 native-country=Ireland
-0.012127664131345917 0.13675835600182262 -0.7643489572473592 0.98330257417852 0.034022077729936484 -0.569199459805428 -0.12992560069934544 0.8371167744772623 0.6037881971342989 0.07724229306341579 native-country=France
-0.9171994306339433 -0.8114299014294353 0.3361078523350547 -0.06275752629232989 -0.7648767619468977 -0.36563083992978673 0.040155888265891226 0.5777474201254633 -0.3426368715925019 -0.8456688088155511 native-country=Dominican-Republic
-0.19027204025398659 0.04785107459758997 0.8408408511843166 -0.9107109327431262 -0.5004343431031892 -0.22269306235715547 0.5431954738102309 -0.8369268171490352 0.49405572519314433 0.13977564889060634 native-country=Laos
0.6506632624565947 -0.6487172253123366 -0.9883922047965938 0.3309066185912992 -0.20130775939388346 0.03158904991817413 0.15707149908617923 0.5008297453763608 -0.14673001757260318 0.0035305479680933782 native-country=Ecuador
0.5695501223491104 0.8516171176144931 0.8232308800340555 0.8566011605111936 -0.7662592721751658 -0.3649323087560401 0.6615599943731032 -0.016838775783273086 -0.006770150300749789 -0.11254305997980718 native-country=Taiwan
-0.5674148817852702 0.0318240360465043 0.4033003026433608 0.6137096679878677 0.7127693723606336 0.9934957947301641 0.5030617794067824 0.31559894464357696 0.5050143806934186 0.3578546100104496 native-country=Haiti
-0.4023279830537032 -0.6907129209032195 0.9410850910430721 0.7665650168996074 0.03887352466121796 0.9338693204359967 0.6833022314299371 -0.4708681034819333 -0.36388011456714975 -0.17225686945790786 native-country=Columbia
-0.3780966558350516 -0.17950289732204516 0.12320599059038817 0.8793474280579503 0.032259073263364524 0.6932560522908264 0.43784936207986513 0.7242588553452947 0.7968770169064365 -0.7373284182614139 native-country=Hungary
0.3331173278607278 -0.3612367729500925 -0.9961519795624905 0.3017568882326265 -0.027437995906852475 0.25381229845631004 -0.5829300856079425 -0.813973933358699 -0.4842965108574637 -0.357288968325165 native-country=Guatemala
0.5393364035379096 0.686302324843213 -0.2781107991997578 0.4380288861897901 0.9641855817743508 -0.7714752763778756 0.597611699086595 -0.32860108216005735 -0.304954124030127 0.43861597170041833 native-country=Nicaragua
-0.025366998789822404 -0.02557027900849751 0.25459692363291797 0.9507348133002196 0.7580745482493323 0.6204472333655731 0.6723559371981795 -0.9794223971559928 -0.09674727683436135 0.5322550185942123 native-country=Scotland
-0.45575150147610066 0.5481062550374547 0.18643520048603812 -0.21022264242771005 0.35932706369246126 -0.4979005311681719 0.7964854925547251 0.34101318240950396 -0.7277576635875185 -0.28903051726684725 native-country=Thailand
0.4010365963185385 -0.013195229065611214 -0.3306407486502825 0.0961864307505007 -0.5632451434913175 -0.3173041214645811 -0.029394466691121002 0.714270040309765 0.2080660836785091 -0.95597463336043 native-country=Yugoslavia
-0.940053675195254 0.6784331404697725 0.8134562898062851 0.9856038707374086 0.32184614742062023 0.5003875527996828 0.5352891139504812 -0.6719063256238362 0.7115895987984304 -0.44277404804875964 native-country=El-Salvador
0.7143698039466015 0.7189082604593542 0.7394265889874523 0.5259145925357187 0.8203770592027377 -0.8036175104534744 -0.355920327289615 0.30305119201979025 0.61683988903247 -0.41926119814569707 native-country=Trinadad&Tobago
-0.2658633373940025 -0.7509873484064649 -0.6982055872205339 -0.5809206621419987 0.2680890362742374 -0.45569221352841893 0.48677563994242856 0.20077128033554903 0.5562320970263028 0.5187128957744165 native-country=Peru
-0.6817732534104817 0.10085711365431282 0.6689229588965262 0.034574694783213955 0.7345396661566015 -0.9360649201079088 0.06562952932006016 -0.7656720203022571 0.22418749973630092 0.2528864581934611 native-country=Hong
-0.9040164220484028 0.25108651135279736 0.013205224422864426 -0.7757084996092254 -0.5607126011364789 -0.8724289832317398 -0.21687430973717992 -0.030326519605220925 0.1295904446696372 -0.7070194419152491 native-country=Holand-Netherlands
Hidden Weights:
0.925729927584644 -0.45345548604456853
-0.37339907446840015 -0.37401105601102613
0.7670593437283608 -0.097334093170099
-0.11625861657527325 -0.03743564175773528
0.7416474350336877 -0.8198998309785746
-0.33446726643067404 -0.11795459918988005
-0.0060620317453117245 0.5400165657702709
-0.27442857284504774 0.21961699121355105
0.03569955166125216 0.12492309319618577
0.1813297282862023 -0.38313108438293764
>50K <=50K
Error sum for iteration 100 = 996.4892026448915
Error sum for iteration 200 = 1007.2580397931323
Error sum for iteration 300 = 1006.8451046726415
Error sum for iteration 400 = 1002.7739437175615
Error sum for iteration 500 = 1000.0921872204899
Error sum for iteration 600 = 999.0889652334431
Error sum for iteration 700 = 999.0459733322972
Error sum for iteration 800 = 999.419286989185
Error sum for iteration 900 = 999.9223730123992
Error sum for iteration 1000 = 1000.480178720015
Error sum for iteration 1100 = 1001.0876540609331
Error sum for iteration 1200 = 1001.765241126262
Error sum for iteration 1300 = 1002.5420653326338
Error sum for iteration 1400 = 1003.4241297871298
Error sum for iteration 1500 = 1004.4196369066715
Error sum for iteration 1600 = 1005.5311643764871
Error sum for iteration 1700 = 1006.7558564192607
Error sum for iteration 1800 = 1008.1062194138689
Error sum for iteration 1900 = 1009.5728299028357
Error sum for iteration 2000 = 1011.1392594887736
Error sum for iteration 2100 = 1012.7896322255007
Error sum for iteration 2200 = 1014.5188372614907
Error sum for iteration 2300 = 1016.3155802906343
Error sum for iteration 2400 = 1018.1679232299153
Error sum for iteration 2500 = 1020.067984034248
Error sum for iteration 2600 = 1022.0034135613613
Error sum for iteration 2700 = 1023.9629285767298
Error sum for iteration 2800 = 1025.9365537410142
Error sum for iteration 2900 = 1027.9157830774125
Error sum for iteration 3000 = 1029.8951429365263
Error sum for iteration 3100 = 1031.8718364585689
Error sum for iteration 3200 = 1033.8417180691479
Error sum for iteration 3300 = 1035.7996131005393
Error sum for iteration 3400 = 1037.7436222018337
Error sum for iteration 3500 = 1039.6692098473056
Error sum for iteration 3600 = 1041.5758474474405
Error sum for iteration 3700 = 1043.4596349657454
Error sum for iteration 3800 = 1045.3175135228068
Error sum for iteration 3900 = 1047.1469913953808
Error sum for iteration 4000 = 1048.9465916388792
Error sum for iteration 4100 = 1050.7167859941865
Error sum for iteration 4200 = 1052.4566869677485
Error sum for iteration 4300 = 1054.1670866658367
Error sum for iteration 4400 = 1055.8428599276892
Error sum for iteration 4500 = 1057.4838547590682
Error sum for iteration 4600 = 1059.0898097602806
Error sum for iteration 4700 = 1060.6594769068033
Error sum for iteration 4800 = 1062.1942519622373
Error sum for iteration 4900 = 1063.6934990648397
Error sum for iteration 5000 = 1065.157273201512
Error sum for iteration 5100 = 1066.586129537821
Error sum for iteration 5200 = 1067.9794649925893
Error sum for iteration 5300 = 1069.33678499718
Error sum for iteration 5400 = 1070.6582703231131
Error sum for iteration 5500 = 1071.9439731749524
Error sum for iteration 5600 = 1073.194400604831
Error sum for iteration 5700 = 1074.4095133424928
Error sum for iteration 5800 = 1075.5899592475728
Error sum for iteration 5900 = 1076.7364302495912
Error sum for iteration 6000 = 1077.84917374609
Error sum for iteration 6100 = 1078.9288162212788
Error sum for iteration 6200 = 1079.9751337239522
Error sum for iteration 6300 = 1080.9889661625703
Error sum for iteration 6400 = 1081.9704824693804
Error sum for iteration 6500 = 1082.9195361853833
Error sum for iteration 6600 = 1083.8377113229242
Error sum for iteration 6700 = 1084.72511841938
Error sum for iteration 6800 = 1085.5821213189818
Error sum for iteration 6900 = 1086.409028377497
Error sum for iteration 7000 = 1087.206818787657
Error sum for iteration 7100 = 1087.9762943753706
Error sum for iteration 7200 = 1088.7187580904972
Error sum for iteration 7300 = 1089.434398670349
Error sum for iteration 7400 = 1090.1238058272666
Error sum for iteration 7500 = 1090.7870983695625
Error sum for iteration 7600 = 1091.4250076290114
Error sum for iteration 7700 = 1092.0384412845465
Error sum for iteration 7800 = 1092.6281943946435
Error sum for iteration 7900 = 1093.194874895213
Error sum for iteration 8000 = 1093.7393664753283
Error sum for iteration 8100 = 1094.2621157034
Error sum for iteration 8200 = 1094.763731497377
Error sum for iteration 8300 = 1095.2451398941594
Error sum for iteration 8400 = 1095.7068397078826
Error sum for iteration 8500 = 1096.2575251781195
Error sum for iteration 8600 = 1096.9494760221253
Error sum for iteration 8700 = 1097.6222452230713
Error sum for iteration 8800 = 1098.2763936725805
Error sum for iteration 8900 = 1098.912657385842
Error sum for iteration 9000 = 1099.531404522971
Error sum for iteration 9100 = 1100.1330053789454
Error sum for iteration 9200 = 1100.7181216945728
Error sum for iteration 9300 = 1101.287827754045
Error sum for iteration 9400 = 1101.8427343918775
Error sum for iteration 9500 = 1102.383264043675
Error sum for iteration 9600 = 1102.9099019908049
Error sum for iteration 9700 = 1103.4229733510022
Error sum for iteration 9800 = 1103.9232140618167
Error sum for iteration 9900 = 1104.4111827208358
Error sum for iteration 10000 = 1104.8874231402876
Error sum for iteration 10100 = 1105.352159171864
Error sum for iteration 10200 = 1105.8057199606553
Error sum for iteration 10300 = 1106.2485506052556
Error sum for iteration 10400 = 1106.6810125249367
Error sum for iteration 10500 = 1107.1034385908006
Error sum for iteration 10600 = 1107.5160635382217
Error sum for iteration 10700 = 1107.9195025295064
Error sum for iteration 10800 = 1108.3139637662462
Error sum for iteration 10900 = 1108.7000003325395
Error sum for iteration 11000 = 1109.0779785494244
Error sum for iteration 11100 = 1109.448289715249
Error sum for iteration 11200 = 1109.8109933198114
Error sum for iteration 11300 = 1110.1667598446923
Error sum for iteration 11400 = 1110.516114489429
Error sum for iteration 11500 = 1110.8591153984805
Error sum for iteration 11600 = 1111.1959775785147
Error sum for iteration 11700 = 1111.527109726682
Error sum for iteration 11800 = 1111.8528041671143
Error sum for iteration 11900 = 1112.17315167575
Error sum for iteration 12000 = 1112.4885945987646
Options: -I 12000 -H 10 -E 0.0001 -M 0.0001
Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 10
Number Output Nodes: 2
-I 12000
-E 1.0E-4
-S 1795026099
-H 10
-M 1.0E-4
Input Weights:
1.0661497353324336 -0.3864977503098527 -0.46088658031893065 -1.107386060182952 0.46965455532637673 0.6642409398759592 -1.4349010522803762 -0.10141579192694923 0.42106755452575273 -0.912275640119674 age
-0.7670221575264823 -0.6120278291974706 -0.44125049961634505 -0.6862229362325667 0.2901050782114337 -0.832533861716891 0.1333383729470517 0.15771128957894204 -0.4565985043209169 -0.888228691111338 workclass=Private
-0.5109801421975424 0.34340267642567734 -0.9927894042098674 0.5900766689186866 -0.6284099687282763 0.012721449896037955 -0.8485682032326431 -0.5677897890994619 0.8364025705709841 -0.7183267284354545 workclass=Self-emp-not-inc
0.5178023963379846 -0.29324741044761904 0.15276894502351246 0.7649035501199167 0.7303822961522474 0.11999261315975707 0.2976043395387302 -0.6652207918173814 0.8757949334065365 -0.6873788552389972 workclass=Self-emp-inc
0.5349952765006436 -0.1105833258429789 0.8270215258276844 0.6949621892075377 0.062380479693400465 -0.3446411812768212 -0.46944442795142793 0.6074428419838991 0.0142380698244668 0.51573407263917 workclass=Federal-gov
-0.21257479327208273 0.7951027671926761 0.42619745061978836 0.19010820531036357 0.4434794311582077 0.1775749248000242 0.6170391031894084 -0.6860975848331488 -0.6108095483209793 -0.28347633400275096 workclass=Local-gov
-0.1207081716225596 0.31245056788056386 0.3606824057305306 -0.5602904081846818 -0.44469224203931534 -0.5715730290557564 0.14073107947425056 0.44492554363352543 -0.3453254239219871 0.49163616459392145 workclass=State-gov
-0.7208910142666733 0.38575892780171933 -0.8533294117289365 0.05493048506549962 -0.686525404258497 0.9419140190911803 -0.4341193265073733 -0.19727464953391602 0.28732788820608096 -0.15004058425181818 workclass=Without-pay
0.5737404395811424 0.22116352611111015 -0.7201176448251382 0.40360100646237607 0.7437905677569688 -0.951160118576437 0.7781814391564188 -0.0869896939243551 -0.3192630876956264 0.8514528736571076 workclass=Never-worked
-0.3457186317526944 0.25654782688728434 0.20745081811070132 0.6677237635903317 0.8639159130003152 0.15971687633163995 -0.6484351132393298 0.19111288947264507 0.10957477779365389 -0.23822195165880608 fnlwgt
-0.2063599401771909 -0.30501385792749064 -0.1962909161838077 0.5781129078535568 0.2179881233558891 -0.82353425414174 0.49498654640705203 -0.3893933365069287 0.35677012936505237 0.23202187235715283 education=Bachelors
-0.7939782417327841 0.5367461894880738 0.3796055636890422 -0.9944996743764458 0.9448192142831989 0.3799544422400873 0.46385475524025194 -0.20599960819350374 -0.7148505644009975 -0.6454238340629248 education=Some-college
-0.31890665924876804 -0.8651569921405097 -0.8846298418936424 0.2849685906061563 -0.9473138555060283 0.6231407311165352 -0.43364407206201633 0.753695183908021 0.020314806869016634 0.4406784515488113 education=11th
-0.2140780965577816 -0.07235082423080279 -0.37250482923235745 -0.5504747928511443 0.1780622649451524 0.21803071236682894 0.5365362535563456 0.13780276205783598 -0.7393915750706153 -0.07925627419995968 education=HS-grad
1.0294030012285857 -0.3226693295736057 0.7519330985145418 -0.5446604535091827 -0.9160927567063145 -0.9369403799754931 -0.18809865540268572 -0.9134592199533962 0.009660811330812634 -0.9179838422307268 education=Prof-school
-0.22501999458221927 0.40677905448289237 0.9070373580699411 -0.35994119906766925 0.16230036623590496 0.4754745161306311 -0.698842402888488 -0.8755207138346269 0.848642706448236 -0.10226716169986215 education=Assoc-acdm
0.39626928753569407 0.9750637296610335 0.4761831294465906 -0.8466448620897643 -0.32397188021302076 -0.14647392034649503 0.5200989989694484 0.6597512761246961 -0.5116811408314327 0.24886794299569828 education=Assoc-voc
-0.24720747956243044 1.1026192221176216 0.5437307161993277 0.751491276035708 -0.7814942385910464 -0.5615945759148699 -0.2336219196825009 -0.9308322864102697 -0.05740645839225855 0.497164585208537 education=9th
-0.8779666931857144 0.4100501492253039 -0.2616348229894068 0.43073903359440807 0.38199981026313234 0.09883679818845369 0.5134890138530969 0.3815456448830318 0.5935249391018222 -0.7169299619665875 education=7th-8th
-0.10327167373058713 1.0569035950116235 0.14547664954878062 -0.4073948692230318 -0.5540819282078959 -0.24772948243868617 0.8649297680561603 0.06225679920712255 -0.0055374481739785065 0.4354925577256592 education=12th
-0.5941237943480323 -1.0949872338834377 0.4669145133810608 0.26909471588521566 0.4341960793012706 -0.11083043723471735 -0.009241363855691957 -0.16859667991991534 -0.8961630538561928 -0.8994566036501742 education=Masters
0.3697520477547624 0.12359835786364705 -0.24101359276528642 -0.5553488581606476 -0.8889783287142274 0.8154048431690015 -0.36597692751003624 -0.2082753466060226 0.2950448152513933 0.48413513364622196 education=1st-4th
-0.7410936108922237 0.14234461587858555 0.5283232076804034 -0.3907729492542122 0.06292836320674366 0.12390720537481895 0.7237024230041684 0.7348763968422779 0.28313254891894807 -0.7783787234131865 education=10th
0.3016265360534868 -0.45340420617079086 0.5667775606683284 0.08036633039606765 1.2113083778911022 -0.7141113168734381 0.06479657195572652 -0.14571727629494485 0.5128723981430383 -0.6612314485402331 education=Doctorate
0.8316550765204305 -0.22944827083098082 -0.09753003393989997 -0.11745443357051319 0.27506373880940754 -0.33606589796742203 -0.3685713288791167 0.11669023900238203 0.9135464426304389 -0.33340914766443774 education=5th-6th
-0.9012489925158553 -0.8546370620141737 -0.6079915614809308 -0.35140089785025463 -0.05759156582467196 -0.04659129667394667 0.4486132995138944 -0.91237409047259 -0.951589723916023 0.27558189408165423 education=Preschool
1.82391565875316 -1.5203924749388644 0.024583942459515593 -1.3248328494674044 1.096841643664542 0.20872367690040286 -0.28476739169153736 0.5505430681440613 0.08538618697201822 -0.6749866186317492 education-num
1.262073820513022 -1.1255338339143015 0.3006120221191449 0.04329923010201169 -0.3145511386685388 -0.5178209416691569 -0.7090439861426457 0.7471559691980657 0.7826776660763022 -0.7373857564327304 marital-status=Married-civ-spouse
-0.30286750894158715 0.7779545942600574 0.02074787143140014 0.48634781813720407 0.07342267668680458 -0.15174841146107224 0.7568030042574408 0.5467973081653923 -0.3778870247493937 0.43972778824575676 marital-status=Divorced
-0.9940184130504047 0.711440498374116 0.4457340482137081 0.7709686201811581 -1.0736583594124158 -0.5907470160959314 -0.07415353072796567 -0.5040252056282223 0.2029309163943542 -0.3724404998162322 marital-status=Never-married
-0.10259838775917011 0.9537669996411721 -0.8497469908453343 -0.16888385964293462 0.047155864098417016 0.8365121764911495 -0.6036836672458885 -0.29601157296492214 -0.8517228826263472 0.7800290268960756 marital-status=Separated
-0.7216044541288569 0.6714308591353885 0.12836050307479682 0.30940972017615787 0.8465905947983832 0.8461347505604204 -0.0012625681167216301 0.01653191964967385 0.7908921298385102 -0.4969596841086908 marital-status=Widowed
-0.9917957116783384 -0.7271458770424101 -0.6437730186887736 0.9334334489119746 0.06414105640032478 -0.17281443714785852 0.8786595724920263 -0.20402709929496032 0.5030233342782621 -0.7684208251136873 marital-status=Married-spouse-absent
-0.2744797336954927 -0.5634146682851825 0.5251605513454939 -0.9684581443118108 -0.46320065052379295 0.79417797698986 0.33805549996537504 0.7770062963975212 0.10632378702564882 0.7026440174473532 marital-status=Married-AF-spouse
-0.01683458514683317 -0.6140388540082488 -0.7129182725273949 0.3859394000671698 0.90018127484428 -6.693377983429551E-4 -0.7266462820262248 -0.33720368830116293 -0.4466033201725192 0.5595869523653121 occupation=Tech-support
-0.24111551951269625 -0.4374805282638617 0.07668283494929623 0.3381193867149552 0.6049574651166388 0.41942969482823406 -0.010072970798893825 -0.5279343084989846 1.0132202882854104 0.40040600554731637 occupation=Craft-repair
-0.4015138087839035 0.7379496799803795 0.6479416437703257 -0.4122397545125136 0.07999633620961734 -0.3735932282124685 0.4477959990383047 0.03528599537489952 -0.986256128940271 -0.8067144899844536 occupation=Other-service
0.4106054127938186 -0.8265597775861951 0.6301608247671905 0.7247313557255344 -0.3178162920099269 0.24462105763958283 0.335471090132184 0.41580428812621606 0.8136715755915754 0.024345083294742567 occupation=Sales
1.0240897605185113 0.3470478125722964 0.6086595946434004 -0.861676852302599 0.04152311696273166 0.47536444715194714 -0.6514016609486751 -0.11107374926277336 -0.2230919813155715 0.4957994402990338 occupation=Exec-managerial
0.283854383423211 -0.3900972947021077 0.9560302248858925 -1.0010573943471286 -0.31873886525123846 0.45731327067571087 0.36631686301956357 0.3308907957606701 0.2832995671170478 -0.9472656428615874 occupation=Prof-specialty
0.306567151127134 1.0033226248820188 -0.6014413390385486 -0.4502579876855277 -0.5132470678623857 0.021155530301547067 -0.1728761830043209 0.4600225784927159 0.035637228335826325 0.6614103193630977 occupation=Handlers-cleaners
0.1722183064748848 -0.5826248339895675 -0.6453866089598469 0.09896710364909954 -0.034794432658594436 0.9259648028576117 0.8631472847634181 0.7397933017209861 0.7704455844766689 -0.5913878719699409 occupation=Machine-op-inspct
0.10206700354874658 0.1973977325519801 -0.452483404028485 0.8480836477868037 -0.22223756181493695 0.09228573393027492 0.1743799373518215 -0.5451209363271767 -0.8985970816216856 -0.9158458572479201 occupation=Adm-clerical
-1.4578696772430593 0.5926815257826527 0.40452403131750797 -0.31102318207090907 -0.6832545483613245 -0.6309041664295477 -0.5316403887192638 0.53696238410279 0.797735253354601 -0.2816273850451334 occupation=Farming-fishing
-0.2056119372171634 0.011330601520151359 -0.2888204485649622 -0.777879875082196 0.7075292874894844 0.6634231723834342 0.6910571313105791 0.48498775851821024 0.6205735142917664 0.8579592658222545 occupation=Transport-moving
-0.9541826693410032 0.6488196192078858 0.1415755347808865 -0.4240655482752465 -0.0817748281233919 0.7540742832051904 -0.7393280858780794 -0.6378517858817575 0.38740262355199334 -0.49691233985425187 occupation=Priv-house-serv
0.03622702926873608 -0.839326213128219 -0.8019730500929036 -0.45276836140814264 0.7759300920788389 0.9767655108124498 -0.08614799390275633 -0.6976514425107073 -0.08609321857592704 -0.19679727423449322 occupation=Protective-serv
0.07871995143897174 0.8500598124512166 0.6839760626229686 -0.9254570301242283 -0.7426391440362263 0.0721499607795805 0.7980914930215652 -0.03692805818457516 0.6715961695364154 0.02162344010915561 occupation=Armed-Forces
0.25937732382776524 -0.33120289677957576 0.4198336215752615 0.7096521578376589 -0.039025193698068686 -0.6287071037137986 -0.6136978920249879 0.5738942105874989 0.7685824148450084 -0.6992692376019104 relationship=Wife
-1.0657543429472702 0.9502625567938906 0.7314493462007188 -0.8763753473544548 0.7255734236601205 -0.1431852252549853 0.5289238439953088 0.4535938640603158 -0.21233331315953607 -0.5692645045810516 relationship=Own-child
-0.7475231425010539 0.19303931919314807 0.7724110380700914 -0.052795229479097525 -0.6709309877961382 0.2561631382053414 -0.7727825401172684 0.06726815550807602 -0.04058590599346683 -0.8253707114627401 relationship=Husband
-0.6324578612159042 -0.8447698853644304 -0.7253397396615756 0.5803072165252856 0.6777325222272459 0.31089954158741473 0.5251863581363293 -0.6959307069603757 -0.6981336505376704 -0.6403102883038989 relationship=Not-in-family
-0.026567848562511844 -0.4006638880300015 0.12595133759685112 0.30981343445958204 -0.38026411024429513 1.000038453632367 0.22230917147794468 0.5846977469281175 0.5939395197172364 -0.9988364694408424 relationship=Other-relative
-1.225327809440881 -0.3090999127714559 0.8910725394755621 -0.5364530456834267 0.3378084999945303 -0.3220086304870037 0.3127125850751664 0.2956165313853948 -0.12198390010094437 0.3190730564876596 relationship=Unmarried
0.0963096048062248 -0.4909660801342914 0.04815089780194892 0.3780611894439653 -1.1094908894570294 0.00165039056401519 -0.6035253158920186 0.07553899721679483 0.23155104517355585 0.5802017053111782 race=White
-0.9967926156505084 -0.3075646840556526 0.35213885640346104 -0.755515624698145 -0.5022088789452267 -0.628005618799485 -0.232908369627342 -0.5886179306013425 0.5169130809768092 -0.6061611513115144 race=Asian-Pac-Islander
-0.46842360829158136 0.24974166778978693 0.4118532715621509 0.0689183944120709 -0.17241599748367864 1.0046345253128044 0.48132724304685853 -0.7551344319807671 -0.8041666480036778 -0.627438205360489 race=Amer-Indian-Eskimo
-0.9514516859470784 -0.41513205675245407 -0.22683967386314202 -0.13623405612887696 -0.8139120043694408 0.9747865082282963 -0.6640320158463316 0.3372796008341844 -0.7913093108808239 -0.6191168426841386 race=Other
-0.28936950761928215 -0.6477048639858638 -0.2665002838153656 0.15191448734270893 -0.2692858117070592 0.05483567405182464 -0.18412919539047543 0.8467113658177793 0.6264965163621552 -0.8260493146598284 race=Black
0.04906096718965974 -0.05657400327043409 -0.4397812708691914 0.418837385963343 -0.38893580716281156 -0.6182773315012453 -0.7739679233349478 -0.7575768357919195 0.1304395865897723 0.6348458112991961 sex
1.1554237964310154 -1.3800454544086682 0.3912217747133113 0.25363188125131486 0.10244873671561279 -1.1271560459034293 0.47279317388658665 -0.005275915176907664 0.37933239430652016 -0.6890685005134983 capital-gain
1.7683351015499706 -0.6833650891775279 0.48297551255021093 0.4436469094467142 0.5118246139300743 0.3288730441305758 -1.1219222035165148 -0.40966742705639647 -0.09807745743323158 -0.030501596327264714 capital-loss
2.2435199479855523 0.01873112118884504 1.1315994155537163 -1.1080394862603817 1.3808556426054879 -0.8475666013578629 -0.0697785503310594 -0.14838769180234967 -0.8415645983095507 -0.35265860418234324 hours-per-week
-0.12848992735588563 0.5745497610496293 0.33823634759016447 0.5113243545824303 0.8434685419988116 0.6052500613212418 -0.4481553485585422 -0.6556735106472814 -0.6130167015633731 -0.7811863533757545 native-country=United-States
-0.2581086189047271 0.7915245030033657 -0.3664551895357641 0.14401574881070567 0.12757994667430264 -0.6216077300842369 0.9517272048346636 -0.6279603838876184 -0.8026067966271929 -0.00464673515984566 native-country=Cambodia
-0.6358047476898427 0.3853674926346174 0.3046370601594554 0.7171026551936472 -0.9674059692496854 0.8680007164320793 -0.011358836843955946 0.24345209762646097 -0.07271232959168768 -0.7033958019182199 native-country=England
-0.9216775732506811 0.1746191346195894 0.3962263355210824 0.8880664578156766 0.010539094307687746 0.41622859141056456 0.029536030595271805 -0.5155073531031272 -0.1392857297604946 0.747663923491326 native-country=Puerto-Rico
0.17947664660415605 -0.6987055117236958 -0.49151022790386195 -0.4130212178825282 -0.5310030764577779 -0.838381563150618 -0.5525284785083059 -0.22740175051376676 -0.1647646671307384 -0.904177801923424 native-country=Canada
-0.18246223267112346 0.334893340851729 -0.4349974471767815 0.5762869843000972 1.0304283185002023 0.9307126941807058 -0.23602504892664294 0.13087703461539524 -0.8075553047958604 0.06589939518223094 native-country=Germany
-0.034703973822359874 0.992205140059739 0.1517830337198259 -0.18819129930607262 -0.3624926213723221 -0.42083831169940566 0.8535458656822691 -0.421809338698849 0.22073365800850106 0.48988008358361873 native-country=Outlying-US(Guam-USVI-etc)
-0.439099445729858 -0.20916549118736016 0.686939151604227 -0.36400624258036796 0.6025332991922037 -0.6742988509725548 0.1378728076553651 0.34977558161400624 -0.5944546550903668 -0.8991065786850156 native-country=India
0.21938942583821622 0.8543669847391617 0.5732558418712819 0.5499216881862495 -0.4973737239944891 -0.5720833029475872 0.21843863313535428 0.874159283398558 0.16637140948844215 -0.3224588405274751 native-country=Japan
0.276666540942978 0.7709484890750663 -0.8069951138979085 -0.1683001109205579 -0.35055957985547986 -0.8401054909023351 1.049750077529627 -0.8943159705455057 0.8126218648329764 -0.22269938501844405 native-country=Greece
-0.4925625724939549 -0.5342484108462675 0.17052024919097772 -0.5823745537965475 0.46138352391628795 -0.5529687893747962 -0.30280366451802093 0.892896580174162 -0.3420225756561454 -0.14586758860345037 native-country=South
0.18814532780773446 -0.6827670750840227 -1.003269902467638 0.48165794340884527 -0.23742518566612025 0.42778429266662127 0.23578917881293962 0.8843313766682208 0.5692584265982428 0.6245179903380585 native-country=China
-0.3949661140933503 0.359451162686058 0.8328287882747739 0.9510801374083209 -0.913766876066985 0.9186219984939935 -0.7266560662626348 0.883721203255464 -0.7814057242987604 -0.6502267733838271 native-country=Cuba
1.093948400477417 -0.2869062703501224 -0.3206910986557196 -0.8884773234915252 0.15966491578630573 0.24927679909130085 -0.15362121075283036 -0.3687250826614497 0.21866889166386183 -0.9720342907617655 native-country=Iran
0.22173270086286517 -0.0788559363877667 0.0960984909419656 -0.6383198713701805 0.1298975742337296 -0.7394485644891431 -0.8796213498598531 0.22298993944131493 -0.16267884073140151 0.5952111193015815 native-country=Honduras
0.813080678054954 -0.11527034098300017 0.7946166331371937 -0.30169079519613173 -0.04806221702847937 0.46089488703670767 -0.11528820502680366 -0.160229415053279 0.3451030170285436 -0.9862536691763606 native-country=Philippines
0.06716698186151283 -0.42551461262466767 -0.23221340681644917 -0.6482633034264708 -0.6109167175976765 0.8076678614809502 -0.7570393441973798 0.18719577909318202 0.29625006522509234 0.8898819271527796 native-country=Italy
-0.5540411937597094 0.7037690420838318 -0.5656953710315648 0.08298480399303132 0.8658835601901711 0.9710702509424444 -0.9127066777862901 0.664791764386087 0.7814238143676311 0.7005264022748795 native-country=Poland
-0.7707884444770016 -0.8421758298146104 0.552159949124485 -0.5304468168268697 -0.8382081344119815 -0.30766237352733594 -1.056317687907955 0.20989652577133078 -0.7114668072011677 0.9206316729361185 native-country=Jamaica
0.7592002623016969 -0.477333475084091 0.5280687402776595 0.8197549868948395 -0.8412898775140928 -0.21231682581724817 0.6400176664813962 -0.4563852563240197 0.5146219274684551 -0.49762002847363174 native-country=Vietnam
-0.4839556958656096 1.1893426774553648 -1.0788675834661012 -0.09431908463513189 -0.01462417924049191 0.5180762717336078 -0.03137789512101183 0.26059592510313584 0.6509486203911836 -0.954304893267206 native-country=Mexico
-0.1520722058129784 0.7055181973961343 0.18040572577920425 -0.4066009473532776 -0.1967195410693285 -0.18410768109999273 0.26975806826939247 -0.6449584797697328 -0.21187394298273532 0.043326217769729766 native-country=Portugal
0.37914615382063477 0.6953470210486679 -0.06120706642073886 -0.8075780021956949 0.6852070047678444 0.10574057304038927 0.9061478923444591 -0.367878255592782 0.7652173286357214 0.2369659915406185 native-country=Ireland
-0.050246619497268066 0.12810316218804627 -0.7727849429671007 0.956454852012815 0.03303010474194961 -0.5683285867463539 -0.11228068113788843 0.8314492399733827 0.607171937374078 0.07606821627357573 native-country=France
-0.8500985856669631 -0.8752556551734544 0.34811035333329676 -0.10896657688521728 -0.7490019230691545 -0.394721392615074 0.012453862437089982 0.5634314592534383 -0.3390425157960488 -0.847082913858502 native-country=Dominican-Republic
-0.3114525309056634 0.09520634880344575 0.8079868558782459 -0.9181325792831041 -0.5614272049009686 -0.20824039070269496 0.6030634517113257 -0.8274627774157826 0.4960284470506104 0.13789273569628593 native-country=Laos
0.5577174390198889 -0.6322802193801016 -1.0122532620831481 0.31544067531045317 -0.23418787469932534 0.04053183340723298 0.19399296954826376 0.504708793323196 -0.14408223631685016 0.0017070991479142933 native-country=Ecuador
0.8230255900500315 0.705704448365002 0.8336160185409922 0.7783881908619702 -0.6226942299452582 -0.39966334377655277 0.5232266454114137 -0.06479844993430696 0.004399587669926925 -0.1136454176186256 native-country=Taiwan
-0.7345614242408229 0.07232192618374045 0.37004126905204027 0.614367164515773 0.6511445314574955 1.0226976107555228 0.5740180880246616 0.32424622288073873 0.5073590712159305 0.35615374397972754 native-country=Haiti
-0.673712643571191 -0.6061149170009542 0.8963864603549714 0.8007721145067723 -0.08951560388793103 1.0075573484871418 0.8250968294444293 -0.43373612865949174 -0.3661542162159744 -0.17503974285031496 native-country=Columbia
-0.4595442712384492 -0.17194153628014916 0.1037089414141566 0.8611666194242953 0.008614859194201185 0.6977908359339388 0.46536583032619 0.7250087496238621 0.7997111184696472 -0.7389867676954418 native-country=Hungary
0.33519656433916367 -0.38939914057675623 -0.9944790944219788 0.27164684204487594 -0.015272541528347179 0.23793009709119342 -0.5661247472673574 -0.8238252435471789 -0.4793019742573 -0.3579068208948575 native-country=Guatemala
0.2675571992746102 0.8022027600321217 -0.3312219920631564 0.4516282689538048 0.8523848592944647 -0.7404007659288077 0.7137007315868509 -0.29955913730450995 -0.30516117231029416 0.4350868472206469 native-country=Nicaragua
-0.115562288494592 -0.009196460755934832 0.23230637839603202 0.9351879889862015 0.7291116023701902 0.6295864318166234 0.7051364236116036 -0.9765381178476668 -0.0941252710118043 0.529875549520306 native-country=Scotland
-0.5312605586383834 0.5535317196260231 0.16473843528927365 -0.22683772861078166 0.32768230247790403 -0.5006209012889472 0.8127875016402248 0.34218449004283896 -0.7246184679635455 -0.2905837994645527 native-country=Thailand
0.25080843050007634 0.030706837187806937 -0.366211307165361 0.09000471005806394 -0.6127415888256236 -0.30409085439449196 0.027595454952937307 0.7240581483239065 0.2089402027550229 -0.9577395066683364 native-country=Yugoslavia
-0.9797480456149313 0.6827322387279485 0.8035875560608042 0.9712676040299062 0.28141084937932304 0.48883258428213955 0.5581266446069862 -0.673599005825059 0.7127856282747317 -0.44425878298331123 native-country=El-Salvador
0.48988082710600217 0.8018591344371598 0.6859882868640629 0.5354388630369807 0.7296110953329568 -0.7695157482113204 -0.26437674555708396 0.31428658187655173 0.6187901602697649 -0.421053427141015 native-country=Trinadad&Tobago
-0.3660686635652529 -0.7179485214513703 -0.7248069336064532 -0.59568028020895 0.22812189437111116 -0.4388874785407468 0.5199257665981994 0.1948776192854625 0.5589957378304484 0.5169927398794653 native-country=Peru
-0.7653448704603047 0.11227893363130166 0.6478596624445029 0.017440038338796066 0.7078753581570688 -0.9309415690009887 0.09500463223735595 -0.7643570662297468 0.22683466162464902 0.25121809163663567 native-country=Hong
-0.9854640374513642 0.25864787239460235 -0.006291824753370097 -0.7938893082428804 -0.5843568152058308 -0.8678941995886275 -0.18935784149122845 -0.029576625327091488 0.13242454623293548 -0.708677791349277 native-country=Holand-Netherlands
Hidden Weights:
2.8272146062634564 -2.8242548014744906
-1.5471955252761345 1.5355769327470072
0.49646583941869776 -0.4751240074356623
-0.5451661853336155 0.5384553943338412
1.3764791543941555 -1.3943281482894652
-0.8964399564799908 0.9162569113397925
-1.1650345539299845 1.199092468173507
-0.4668274240302765 0.44335482767579476
-0.057267600751768094 0.07835462541324939
0.1771968383733325 -0.35171034320917677
>50K <=50K
=== Error on training data ===
Correctly Classified Instances 4217 84.0877 %
Incorrectly Classified Instances 798 15.9123 %
Mean absolute error 0.272
Root mean squared error 0.3382
Relative absolute error 73.6646 %
Root relative squared error 78.7083 %
Total Number of Instances 5015
=== Confusion Matrix ===
a b <-- classified as
709 516 | a = >50K
282 3508 | b = <=50K
=== Error on test data ===
Correctly Classified Instances 13579 83.404 %
Incorrectly Classified Instances 2702 16.596 %
Mean absolute error 0.2761
Root mean squared error 0.3435
Relative absolute error 75.6175 %
Root relative squared error 80.8518 %
Total Number of Instances 16281
=== Confusion Matrix ===
a b <-- classified as
2167 1679 | a = >50K
1023 11412 | b = <=50K
|
|
|