Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 3 Number Output Nodes: 2 -I 15000 -E 0.0010 -S 1812074355 -H 3 -M 0.0445 Input Weights: 0.51624753638428 0.1965555555439742 0.9902988137057491 age -0.22869904017623788 0.8840029046525688 0.553938702991732 workclass=Private 0.9388874766044337 -0.33873740365263183 0.45513085549174104 workclass=Self-emp-not-inc 0.10454765844662672 0.9763046269371396 -0.13677770757991192 workclass=Self-emp-inc -0.6677887915946696 0.6488378748958894 0.9395812647995245 workclass=Federal-gov -0.43793468567898985 0.564740720819022 0.37154839963219066 workclass=Local-gov 0.23794014887735004 -0.46674761986704727 0.6612039064986797 workclass=State-gov -0.6069679003575357 -0.3856426051249757 -0.5192205949124269 workclass=Without-pay -0.8330739342110876 0.8585640855961523 0.05693352775478466 workclass=Never-worked 0.2835194637809295 0.84854182112051 0.5090016715890975 fnlwgt 0.8885894619524 0.6918480108147893 -0.6582805903939002 education=Bachelors 0.3273880892965011 0.18624182402320133 -0.11918800833519305 education=Some-college 0.9367882962508585 -0.23615387451668268 0.3402304000237848 education=11th 0.7331455333943746 -0.48231360540413903 0.4227070194627722 education=HS-grad 0.9961804112971762 0.12389918208856798 -0.11930604476806606 education=Prof-school -0.8191718463444213 0.7951698044244315 -0.6973627552230959 education=Assoc-acdm -0.6668591304215115 -0.4642763271948589 0.5399313168748148 education=Assoc-voc -0.757029718041448 0.9154616847062726 -0.3472111077860509 education=9th -0.06470194020417486 0.3405956536101178 -0.9713487121051765 education=7th-8th 0.7837225748759189 -0.6295945869786024 -0.5853443243513345 education=12th 0.5237503563970349 0.014504527123349265 -0.9939342967159825 education=Masters 0.7501824299557167 -0.8577321565363973 -0.5545368497725338 education=1st-4th 0.10202556978643651 -0.8541610407418445 -0.38711170138648043 education=10th 0.2699986792934903 -0.17959791789553914 -0.5749920354034423 education=Doctorate -0.794153286354911 -0.9398325003519548 -0.48821991259518205 education=5th-6th 0.4693132560894093 0.41578650732984723 0.6019749791322759 education=Preschool 0.5177651794557157 -0.18132351673435698 0.7243035611948583 education-num -0.07489785009504324 -0.1499976222281041 0.9187940313090106 marital-status=Married-civ-spouse 0.0107252469975323 -0.18317235091101547 -0.946551996204908 marital-status=Divorced -0.8340212215529841 -0.4047882180365767 0.5540995076975119 marital-status=Never-married -0.7153786661706043 0.709797948923238 0.3807886955323754 marital-status=Separated 0.13552091440216874 -0.5582998947194573 0.4218549060603227 marital-status=Widowed 0.25991109296265624 -0.10873582405189453 0.6273424330823276 marital-status=Married-spouse-absent -0.9678146468685187 -0.1304564982981964 0.6662047274732663 marital-status=Married-AF-spouse -0.10765329948471036 -0.7479053374184526 -0.33281826164830375 occupation=Tech-support -0.5601284657456078 -0.9990347073701602 0.6911168803175316 occupation=Craft-repair -0.9271135558291115 -0.5544892184617867 -0.017129475252956716 occupation=Other-service -0.8368028444574314 0.6099433449257887 0.7638770271004549 occupation=Sales 0.3768502208327915 -0.6147191277977528 -0.6482166590334388 occupation=Exec-managerial 0.6815482885533715 0.16563090498982436 -0.2685016311260773 occupation=Prof-specialty -0.17362012289480377 -0.7964915827779802 -0.6476288754348971 occupation=Handlers-cleaners -0.364033665930787 0.3861532241601331 -0.11089103123925126 occupation=Machine-op-inspct 0.33026819470662927 -0.6054219995827057 -0.02056457848353621 occupation=Adm-clerical 0.2629344310805837 0.27934303340896194 0.5393789619685392 occupation=Farming-fishing 0.9652185422323858 -0.6281793824133726 -0.8425255638433251 occupation=Transport-moving -0.8108742383128429 0.14697641284652008 0.2820501859350746 occupation=Priv-house-serv 0.7625973115400999 -0.8365387098397667 0.4411622567847342 occupation=Protective-serv -0.4988237386533836 -0.47092712602940967 0.5726312783392951 occupation=Armed-Forces 0.16474266519233494 0.4744114622569442 0.692024695810344 relationship=Wife -0.4954557784508966 -0.4351792915656916 -0.41068007274426765 relationship=Own-child -0.18510937455441034 -0.15953133084550353 0.020373998695911055 relationship=Husband -0.9144805715426199 -0.2533086234335151 -0.052784723517009136 relationship=Not-in-family 0.8447826719695428 -0.8985142359833211 0.7815646237860003 relationship=Other-relative -0.9095560181361069 -0.4556953996354671 0.2988829302833409 relationship=Unmarried -0.6759842255222002 0.9200725336132827 0.9156329582191074 race=White -0.3637921298614879 -0.12539324299735344 -0.6396651695928688 race=Asian-Pac-Islander 0.03519868472725851 -0.42760802502476913 -0.5806168130838971 race=Amer-Indian-Eskimo -0.23391892701090122 -0.10507431701206982 -0.5985129692156348 race=Other -0.7610241537989666 -0.26238624920356846 0.23998210533440512 race=Black -0.6350545981808722 -0.9045363345567503 0.7401570616118667 sex 0.5929825224146357 0.5125874680537739 -0.6208748325119573 capital-gain 0.7479879538126473 -0.8322084332632596 -0.7213359278688498 capital-loss 0.8887925468638325 0.3782981635463567 0.49683621719595616 hours-per-week -0.163080655172686 0.6259060526518376 -0.3779059452269711 native-country=United-States 0.7709223104550451 -0.6553335528897322 0.803963715599338 native-country=Cambodia -0.6622214176753682 -0.34358657833927553 0.8172924905978924 native-country=England 0.10195222552393357 -0.9997441200748935 -0.4675645490256304 native-country=Puerto-Rico 0.834387311284452 -0.8255986650571878 0.2516470912367106 native-country=Canada 0.137829595207416 -0.3065498272209839 -0.2276649643805304 native-country=Germany -0.7884837668939784 0.5615618404030203 -0.2492769184301713 native-country=Outlying-US(Guam-USVI-etc) -0.822586006835683 0.5716625879933217 0.9648615648958028 native-country=India -0.6781742103072961 -0.9368721305000216 0.4138134450288711 native-country=Japan 0.8503287396831862 0.7051399063561228 -0.15976400348009268 native-country=Greece -0.6893563405970813 0.3201853633425418 -0.773533081514481 native-country=South 0.7071804583409933 0.021923894108900388 0.08961635534408408 native-country=China -0.48735820218563997 0.013924562870409662 0.9890555476648779 native-country=Cuba -0.7237909077428175 -0.7194678306005067 -0.4399162428985135 native-country=Iran 0.3344755252805509 -0.9016085874168198 -0.3995543221680351 native-country=Honduras 0.2504313028799465 0.8069217161698841 0.2617628911711505 native-country=Philippines -0.9625533061277813 -0.40169683602340167 -0.7641672249212828 native-country=Italy 0.9693394962387565 0.22229660216544467 0.97613825548533 native-country=Poland -0.1657459831721606 0.44848964969097005 0.4578048619308843 native-country=Jamaica 0.8592189078616863 -0.11167653804153188 0.7546292322914177 native-country=Vietnam 0.21389269741395922 -0.6484770712774928 0.7996955437474944 native-country=Mexico -0.0038546063770839023 -0.7036837132285281 0.09648698172202241 native-country=Portugal 0.9087660975929355 -0.8699018106871059 -0.13971075103611597 native-country=Ireland 0.4557265514340567 0.12695364985942814 -0.9049257101666253 native-country=France -0.5819283420954864 -0.44927220969603 -0.5510576730411698 native-country=Dominican-Republic -0.3863517601006121 0.20709057978865686 0.34159243585039434 native-country=Laos -0.49847605693067143 0.09531175970649408 -0.1798192658506903 native-country=Ecuador -0.9389105682269632 -0.9097722217621338 0.8753165580053004 native-country=Taiwan -0.44252325840131124 -0.34285386046842814 -0.4631613773543253 native-country=Haiti -0.7009322783420662 0.4872003797579114 -0.030597952111504734 native-country=Columbia -0.7004924441452736 -0.3620671318372679 -0.9992011250048471 native-country=Hungary 0.8757778446392817 -0.7263508561691465 0.04132531534375006 native-country=Guatemala 0.6455260383162409 -0.5776470977583752 0.19039893077098702 native-country=Nicaragua -0.8690138041553683 -0.699163827643237 0.47702027663469315 native-country=Scotland -0.766530214999873 -0.29323481843944044 -0.3564359934824335 native-country=Thailand 0.2115430072687241 0.7363679087983932 0.6577741016297183 native-country=Yugoslavia -0.5223507644911887 -0.3414055944664447 0.22573068227983262 native-country=El-Salvador 0.5220757828027971 0.16138806345514034 0.9789437664474139 native-country=Trinadad&Tobago 0.5798043902990093 0.38296949458222396 -0.27837744610403936 native-country=Peru 0.27492533488213833 -0.8491975090604909 -0.8504430675915289 native-country=Hong -0.5910635791544268 -0.3268244589046141 0.789941296810633 native-country=Holand-Netherlands Hidden Weights: 0.3991696267709346 0.6639757061040126 -0.6799648464877162 0.4973729301176979 0.26632379861410294 0.019866848781701085 >50K <=50K Error sum for iteration 100 = 5064.299517721111 Error sum for iteration 200 = 5190.095784267819 Error sum for iteration 300 = 5164.536870180832 Error sum for iteration 400 = 5130.01332148981 Error sum for iteration 500 = 5097.625500065391 Error sum for iteration 600 = 5067.783750425453 Error sum for iteration 700 = 5040.009961251875 Error sum for iteration 800 = 5014.007444880071 Error sum for iteration 900 = 4989.7165684479305 Error sum for iteration 1000 = 4967.253913349562 Error sum for iteration 1100 = 4946.864525429263 Error sum for iteration 1200 = 4928.9051699370875 Error sum for iteration 1300 = 4913.835394048944 Error sum for iteration 1400 = 4902.194329534428 Error sum for iteration 1500 = 4894.532165763824 Error sum for iteration 1600 = 4891.315717039188 Error sum for iteration 1700 = 4892.876303225797 Error sum for iteration 1800 = 4899.404617485636 Error sum for iteration 1900 = 4910.847075668309 Error sum for iteration 2000 = 4926.80412089308 Error sum for iteration 2100 = 4946.389775540871 Error sum for iteration 2200 = 4968.287940194197 Error sum for iteration 2300 = 4991.013154999717 Error sum for iteration 2400 = 5013.336176397261 Error sum for iteration 2500 = 5034.371741437313 Error sum for iteration 2600 = 5053.533110829818 Error sum for iteration 2700 = 5070.633928912123 Error sum for iteration 2800 = 5085.818129838344 Error sum for iteration 2900 = 5099.446436568586 Error sum for iteration 3000 = 5111.928365028308 Error sum for iteration 3100 = 5123.625775864673 Error sum for iteration 3200 = 5134.857163618539 Error sum for iteration 3300 = 5145.892484362564 Error sum for iteration 3400 = 5156.937058872333 Error sum for iteration 3500 = 5168.168929945107 Error sum for iteration 3600 = 5179.690385077804 Error sum for iteration 3700 = 5191.583271896281 Error sum for iteration 3800 = 5203.894224860046 Error sum for iteration 3900 = 5216.637955003652 Error sum for iteration 4000 = 5229.816244132665 Error sum for iteration 4100 = 5243.412374470942 Error sum for iteration 4200 = 5257.401156086892 Error sum for iteration 4300 = 5271.744614110882 Error sum for iteration 4400 = 5286.396124438307 Error sum for iteration 4500 = 5301.3126614689 Error sum for iteration 4600 = 5316.445382772333 Error sum for iteration 4700 = 5331.735662576796 Error sum for iteration 4800 = 5347.136095593932 Error sum for iteration 4900 = 5362.596358536534 Error sum for iteration 5000 = 5378.071501159854 Error sum for iteration 5100 = 5393.513860024927 Error sum for iteration 5200 = 5408.8843946799025 Error sum for iteration 5300 = 5424.149773520905 Error sum for iteration 5400 = 5439.28231436522 Error sum for iteration 5500 = 5454.2601994152665 Error sum for iteration 5600 = 5469.067746945256 Error sum for iteration 5700 = 5483.690399468061 Error sum for iteration 5800 = 5498.123635805942 Error sum for iteration 5900 = 5512.362358343766 Error sum for iteration 6000 = 5526.408422595639 Error sum for iteration 6100 = 5540.2569289970625 Error sum for iteration 6200 = 5553.910772782459 Error sum for iteration 6300 = 5567.366819895198 Error sum for iteration 6400 = 5580.629398867194 Error sum for iteration 6500 = 5593.6887079400985 Error sum for iteration 6600 = 5606.534454602494 Error sum for iteration 6700 = 5619.162021994999 Error sum for iteration 6800 = 5631.5419534385965 Error sum for iteration 6900 = 5643.635835810361 Error sum for iteration 7000 = 5655.406441299733 Error sum for iteration 7100 = 5666.809984430505 Error sum for iteration 7200 = 5677.809710300616 Error sum for iteration 7300 = 5688.3642837482985 Error sum for iteration 7400 = 5698.438009297339 Error sum for iteration 7500 = 5708.00173810166 Error sum for iteration 7600 = 5717.044633944335 Error sum for iteration 7700 = 5725.563324142087 Error sum for iteration 7800 = 5733.560456514827 Error sum for iteration 7900 = 5741.048196602476 Error sum for iteration 8000 = 5748.051501324205 Error sum for iteration 8100 = 5754.595965422362 Error sum for iteration 8200 = 5760.710406658622 Error sum for iteration 8300 = 5766.418463262479 Error sum for iteration 8400 = 5771.743780175691 Error sum for iteration 8500 = 5776.696951142977 Error sum for iteration 8600 = 5781.270747136457 Error sum for iteration 8700 = 5785.436443149733 Error sum for iteration 8800 = 5789.151997224901 Error sum for iteration 8900 = 5792.374375741538 Error sum for iteration 9000 = 5795.051731871187 Error sum for iteration 9100 = 5797.144576742716 Error sum for iteration 9200 = 5798.626014039903 Error sum for iteration 9300 = 5799.485135916207 Error sum for iteration 9400 = 5799.7233900230995 Error sum for iteration 9500 = 5799.353670657034 Error sum for iteration 9600 = 5798.4033273569285 Error sum for iteration 9700 = 5796.903834534152 Error sum for iteration 9800 = 5794.89003304936 Error sum for iteration 9900 = 5792.392152585833 Error sum for iteration 10000 = 5789.44311019917 Error sum for iteration 10100 = 5786.074658158234 Error sum for iteration 10200 = 5782.317803046855 Error sum for iteration 10300 = 5778.2038358778855 Error sum for iteration 10400 = 5773.762038787712 Error sum for iteration 10500 = 5769.019231674695 Error sum for iteration 10600 = 5764.0007297382235 Error sum for iteration 10700 = 5758.732547509641 Error sum for iteration 10800 = 5753.24093354439 Error sum for iteration 10900 = 5747.548103330455 Error sum for iteration 11000 = 5741.679743071456 Error sum for iteration 11100 = 5735.654718843883 Error sum for iteration 11200 = 5729.4870658720665 Error sum for iteration 11300 = 5723.196274720956 Error sum for iteration 11400 = 5716.795680922006 Error sum for iteration 11500 = 5710.3020905084295 Error sum for iteration 11600 = 5703.726577959656 Error sum for iteration 11700 = 5697.080720654556 Error sum for iteration 11800 = 5690.377083798637 Error sum for iteration 11900 = 5683.628889318787 Error sum for iteration 12000 = 5676.846957278123 Error sum for iteration 12100 = 5670.043027500665 Error sum for iteration 12200 = 5663.233210070036 Error sum for iteration 12300 = 5656.437568671459 Error sum for iteration 12400 = 5649.668818686751 Error sum for iteration 12500 = 5642.943547785635 Error sum for iteration 12600 = 5636.285138409908 Error sum for iteration 12700 = 5629.712853437933 Error sum for iteration 12800 = 5623.2583213444395 Error sum for iteration 12900 = 5616.937226697231 Error sum for iteration 13000 = 5610.776286716956 Error sum for iteration 13100 = 5604.798767157536 Error sum for iteration 13200 = 5599.026628784255 Error sum for iteration 13300 = 5593.479378174853 Error sum for iteration 13400 = 5588.1781225554105 Error sum for iteration 13500 = 5583.144024992236 Error sum for iteration 13600 = 5578.394389875794 Error sum for iteration 13700 = 5573.934457861011 Error sum for iteration 13800 = 5569.772939427366 Error sum for iteration 13900 = 5565.918544012185 Error sum for iteration 14000 = 5562.3738110759095 Error sum for iteration 14100 = 5559.136190191387 Error sum for iteration 14200 = 5556.196692319082 Error sum for iteration 14300 = 5553.547735956398 Error sum for iteration 14400 = 5551.178289169856 Error sum for iteration 14500 = 5549.07550766559 Error sum for iteration 14600 = 5547.230161378399 Error sum for iteration 14700 = 5545.621629956407 Error sum for iteration 14800 = 5544.229521328962 Error sum for iteration 14900 = 5543.037185869009 Error sum for iteration 15000 = 5542.027027028421