Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 3 Number Output Nodes: 2 -I 25000 -E 0.0010 -S -786870964 -H 3 -M 0.0445 Input Weights: -0.6930338520410932 0.7549298220658625 -0.6346436414018128 age -0.5295710864586993 0.7321004253787913 0.6498578089304512 workclass=Private 0.3711249511579504 0.33132119572627405 0.8504078045421009 workclass=Self-emp-not-inc -0.8220016102503609 0.1953341573290337 -0.49355729649792646 workclass=Self-emp-inc -0.8074434560360662 0.1656733409652671 0.325069052305784 workclass=Federal-gov -0.4452994832716164 -0.3036965545660846 0.9030692635174931 workclass=Local-gov -0.627720969765305 -0.510357783084066 0.10093291577854546 workclass=State-gov 0.6884890612182193 -0.005812887927927557 -0.406611907718502 workclass=Without-pay 0.43757495548556813 -0.2825789276924291 -0.8615134507437692 workclass=Never-worked 0.33810549489447306 -0.8153749276287927 0.1873733901723278 fnlwgt -0.46556268206441564 0.8136772017917082 -0.4005485597682399 education=Bachelors -0.2791996189102215 0.9778727900534299 0.4327273644938434 education=Some-college 0.46876986187593483 0.09325192284111816 0.046705579616766135 education=11th -0.4722835766413358 -0.30612549527864497 -0.9147261343410487 education=HS-grad 0.9791555276435664 0.1479355846251671 0.29960191650785806 education=Prof-school -0.7002554047993717 0.9195679248821338 -0.37384578684632896 education=Assoc-acdm -0.3759960701011915 -0.904369976238085 -0.5475058873799237 education=Assoc-voc -0.20333307652393673 -0.7262668817405078 -0.4163634271435803 education=9th 0.1658919918096422 0.8472117237629684 -0.9357167584349406 education=7th-8th 0.4923975087443686 -0.7753024960705961 -0.28264721206494015 education=12th -0.1640911696410745 -0.4135928158993474 0.026797446474295494 education=Masters 0.8291347739133281 -0.593789919839171 -0.17722596020255432 education=1st-4th 0.36081858824351065 -0.8420063783969367 0.11981702395324367 education=10th 0.36323755260921065 -0.6232031329970509 0.41373836214950055 education=Doctorate -0.8641474689010109 0.5596377171006153 -0.23944253059266507 education=5th-6th -0.564362959918806 0.2679103845759425 0.040842532025975986 education=Preschool 0.42594423962944816 -0.7673160643945973 -0.044576973768551076 education-num 0.49959753097395776 -0.7338142727479768 0.5035104518770923 marital-status=Married-civ-spouse 0.978219051463201 0.34720613132479095 0.9618435272236163 marital-status=Divorced 0.7386382797064261 0.37511529472456084 0.7135512767331045 marital-status=Never-married 0.9285511799825239 0.7766339210870679 0.6680064001622863 marital-status=Separated -0.8925712627617435 0.4014552616926488 0.4680186703731042 marital-status=Widowed -0.6149992174645493 0.9572669861376097 0.19829673021603877 marital-status=Married-spouse-absent -0.5715293824508576 -0.3883243465561568 -0.11081524255552333 marital-status=Married-AF-spouse 0.5709431982836028 0.32798945643564625 0.7522580706889475 occupation=Tech-support -0.3226223978001086 -0.996232697222466 0.7894408260115839 occupation=Craft-repair 0.9107032688440333 0.5454971350787265 0.18488598579963944 occupation=Other-service 0.08956704527117787 0.6397172724296092 0.7189369616720991 occupation=Sales -0.05949314232906078 -0.8296502681138695 0.3360672405146754 occupation=Exec-managerial -0.7788251404220361 -0.016033877250998696 0.9537738151089756 occupation=Prof-specialty 0.4275624366317341 -0.9808390915281866 0.616976963861005 occupation=Handlers-cleaners -0.4029934691548267 -0.3068410186841941 0.18255837129209262 occupation=Machine-op-inspct -0.41991506977086024 0.8782385571578646 -0.13875361218626736 occupation=Adm-clerical -0.9216628456238527 0.8025028554784099 0.14913663907549446 occupation=Farming-fishing -0.26892550779130153 -0.22601249488853647 0.9487134434804707 occupation=Transport-moving 0.5833720550914805 -0.24595667830895085 0.00931553173562083 occupation=Priv-house-serv -0.6213374310838655 -0.5046120845774995 -0.7904310194087176 occupation=Protective-serv -0.7068186227919189 0.21217221306536804 0.6593863654581238 occupation=Armed-Forces -0.03416191194326412 0.5638608463479444 0.1167110559282678 relationship=Wife 0.9759209047906305 -0.8883204268721434 0.7942629168709257 relationship=Own-child 0.28236569508751996 -0.6541656850540654 0.27411956496547685 relationship=Husband -0.4378488565603802 0.8836618101211151 0.9530460941020784 relationship=Not-in-family 0.8717091888187294 0.5033220862848988 0.20906394547526075 relationship=Other-relative 0.6040678035166482 0.3045991857303767 0.30982758131479615 relationship=Unmarried -0.6742279364457342 -0.5221726427410638 -0.024043668320119727 race=White -0.24854400170677948 0.9139141106372397 -0.5324541625984318 race=Asian-Pac-Islander -0.1497317353558758 0.20288452477025243 -0.9203369185804271 race=Amer-Indian-Eskimo -0.12281982016335746 0.4453240513342902 -0.9872941597857572 race=Other 0.9835349008656595 -0.2594491652191502 0.7260862055497104 race=Black 0.9850231541993739 -0.7826995241009103 0.08877576329689729 sex -0.14839978577815316 0.03716099768613268 0.9078282329858613 capital-gain -0.4673140247919825 -0.07205305719337307 -0.25392696551917293 capital-loss -0.1576812259092184 -0.5063432993769164 -0.6672475570592635 hours-per-week 0.30276153687766305 -0.20039162857368154 0.3259518159190593 native-country=United-States -0.9186134444353451 -0.4541959723401374 -0.2967487323850637 native-country=Cambodia 0.45449424489305246 0.5185246429861434 0.6371052638905543 native-country=England -0.4069516393492367 -0.050388938793807014 -0.645965218015681 native-country=Puerto-Rico -0.11086145752119991 -0.08515974227439083 -0.8182060029961067 native-country=Canada -0.4716898025306919 0.9672580348414546 0.7562528439051255 native-country=Germany 0.561728060152525 -0.171716639067093 0.18981414603177593 native-country=Outlying-US(Guam-USVI-etc) -0.6565308493736486 -0.851147167559509 -0.10423795877953856 native-country=India -0.12793089654371226 -0.895174270522495 -0.28198291544162 native-country=Japan -0.6882272232486071 -0.09467569189782221 -0.9666488269979563 native-country=Greece -0.23223033298510343 -0.8303629237629808 -0.42680654628831305 native-country=South 0.25102134813948074 0.5677651935806374 -0.14526296744157663 native-country=China -0.30788253450093794 0.12164563655864091 -0.6838661963197585 native-country=Cuba -0.15007554305332205 0.12853857274142833 -0.481856779034209 native-country=Iran 0.009618780789572012 -0.20498215718900203 -0.8953211919868431 native-country=Honduras -0.5239744139991382 0.35945887017872713 0.6072744591071502 native-country=Philippines -0.9579887268062408 0.7328690958702095 0.6335706730482609 native-country=Italy 0.8480061139731909 -0.4976391284201629 0.49749881405158325 native-country=Poland -0.6524373396814389 0.5185189909389776 -0.07108039256197674 native-country=Jamaica 0.4551817500246107 0.2273687213508382 0.14305076969539332 native-country=Vietnam -0.6235318120659734 -0.5903974553935234 0.255096154554294 native-country=Mexico 0.10700425148072523 0.05417792335139282 0.7930668273399426 native-country=Portugal -0.8648408310393991 -0.27964932376024065 -0.10813652374108429 native-country=Ireland 0.49537979542282895 0.9316621859444008 -0.3557330911453176 native-country=France 0.9923351721873306 -0.10264822626350223 0.03956124018742124 native-country=Dominican-Republic -0.8473818756528642 -0.8288817882856865 -0.061906081347549824 native-country=Laos -0.7404677290352233 0.7341078500495215 0.610153306585413 native-country=Ecuador 0.687823315239354 -0.5715394438181305 -0.4898767082871116 native-country=Taiwan 0.6790400675902266 -0.3303037586555382 0.16195290830391618 native-country=Haiti -0.31546025912632336 0.9306792833400321 0.2995561504797657 native-country=Columbia 0.45197968011157297 -0.38314897624678546 0.7358365216155041 native-country=Hungary -0.8575343626947332 0.6418726764493399 -0.17339247466097518 native-country=Guatemala 0.9393556605871922 -0.7352243788748238 0.8507597489284549 native-country=Nicaragua -0.1539540162798425 0.5641678064232558 0.14560271016037163 native-country=Scotland 0.6688935695921943 0.30199912671006945 0.416387349833897 native-country=Thailand 0.5427584050126653 0.8688411119335999 0.28159435499864394 native-country=Yugoslavia -0.21952339185795045 -0.4954105049944697 -0.17934983958208472 native-country=El-Salvador -0.6860965692747891 -0.9470480723228976 0.6583121604437165 native-country=Trinadad&Tobago 0.542993225539061 0.13503521773243898 -0.04995888822062411 native-country=Peru -0.9792875220060611 -0.18319913838658253 0.5252584462674352 native-country=Hong 0.07540834435346744 -0.4028910469044471 0.4004631323889334 native-country=Holand-Netherlands Hidden Weights: 0.782545382822605 0.9048707021899285 -0.36355883986886495 0.22161292893657913 0.2741504814946145 -0.024200697351548728 >50K <=50K Error sum for iteration 100 = 5260.1661718510995 Error sum for iteration 200 = 5464.975095899271 Error sum for iteration 300 = 5502.380175858088 Error sum for iteration 400 = 5549.947210753782 Error sum for iteration 500 = 5608.9226776648 Error sum for iteration 600 = 5665.7561335654345 Error sum for iteration 700 = 5709.551025994014 Error sum for iteration 800 = 5736.808740439914 Error sum for iteration 900 = 5751.370875150728 Error sum for iteration 1000 = 5759.977728460648 Error sum for iteration 1100 = 5768.742180296194 Error sum for iteration 1200 = 5781.8612775198935 Error sum for iteration 1300 = 5800.85409751037 Error sum for iteration 1400 = 5823.914125249043 Error sum for iteration 1500 = 5846.625618963148 Error sum for iteration 1600 = 5864.45762562981 Error sum for iteration 1700 = 5874.594037067515 Error sum for iteration 1800 = 5876.16912622449 Error sum for iteration 1900 = 5869.715706119115 Error sum for iteration 2000 = 5856.608959228542 Error sum for iteration 2100 = 5838.591281012539 Error sum for iteration 2200 = 5817.347295036231 Error sum for iteration 2300 = 5794.311579596336 Error sum for iteration 2400 = 5770.64916979462 Error sum for iteration 2500 = 5747.191456361672 Error sum for iteration 2600 = 5724.478884201763 Error sum for iteration 2700 = 5702.842682023556 Error sum for iteration 2800 = 5682.443407356097 Error sum for iteration 2900 = 5663.337503852937 Error sum for iteration 3000 = 5645.499045144713 Error sum for iteration 3100 = 5628.840552450963 Error sum for iteration 3200 = 5613.269757731352 Error sum for iteration 3300 = 5598.680902797463 Error sum for iteration 3400 = 5584.96772630631 Error sum for iteration 3500 = 5572.019131675834 Error sum for iteration 3600 = 5559.744699704049 Error sum for iteration 3700 = 5548.059502532957 Error sum for iteration 3800 = 5536.888533758516 Error sum for iteration 3900 = 5526.171313211388 Error sum for iteration 4000 = 5515.856051235678 Error sum for iteration 4100 = 5505.894653279956 Error sum for iteration 4200 = 5496.246531159724 Error sum for iteration 4300 = 5486.882367097155 Error sum for iteration 4400 = 5477.773544351323 Error sum for iteration 4500 = 5468.893032006868 Error sum for iteration 4600 = 5460.222002241419 Error sum for iteration 4700 = 5451.74287611201 Error sum for iteration 4800 = 5443.4415810432165 Error sum for iteration 4900 = 5435.304189787988 Error sum for iteration 5000 = 5427.320482613723 Error sum for iteration 5100 = 5419.481528554414 Error sum for iteration 5200 = 5411.781265151827 Error sum for iteration 5300 = 5404.210057340163 Error sum for iteration 5400 = 5396.760279887374 Error sum for iteration 5500 = 5389.426360963125 Error sum for iteration 5600 = 5382.204601136561 Error sum for iteration 5700 = 5375.08963375668 Error sum for iteration 5800 = 5368.078210557911 Error sum for iteration 5900 = 5361.167807578549 Error sum for iteration 6000 = 5354.35482865718 Error sum for iteration 6100 = 5347.636812006246 Error sum for iteration 6200 = 5341.011229277737 Error sum for iteration 6300 = 5334.4759035657335 Error sum for iteration 6400 = 5328.028631162891 Error sum for iteration 6500 = 5321.666945782945 Error sum for iteration 6600 = 5315.389453911858 Error sum for iteration 6700 = 5309.19378013535 Error sum for iteration 6800 = 5303.078009119955 Error sum for iteration 6900 = 5297.040738011954 Error sum for iteration 7000 = 5291.080955931644 Error sum for iteration 7100 = 5285.1974744298905 Error sum for iteration 7200 = 5279.388617089072 Error sum for iteration 7300 = 5273.653506141556 Error sum for iteration 7400 = 5267.9903096732305 Error sum for iteration 7500 = 5262.3981919088 Error sum for iteration 7600 = 5256.875961132351 Error sum for iteration 7700 = 5251.421995640404 Error sum for iteration 7800 = 5246.035229738546 Error sum for iteration 7900 = 5240.714956580982 Error sum for iteration 8000 = 5235.4600973812985 Error sum for iteration 8100 = 5230.269239951036 Error sum for iteration 8200 = 5225.141914196996 Error sum for iteration 8300 = 5220.076943439466 Error sum for iteration 8400 = 5215.0733035041485 Error sum for iteration 8500 = 5210.129889352188 Error sum for iteration 8600 = 5205.245980984976 Error sum for iteration 8700 = 5200.420878873233 Error sum for iteration 8800 = 5195.65363887698 Error sum for iteration 8900 = 5190.943290990387 Error sum for iteration 9000 = 5186.289100848094 Error sum for iteration 9100 = 5181.690141589735 Error sum for iteration 9200 = 5177.146006304952 Error sum for iteration 9300 = 5172.655909210478 Error sum for iteration 9400 = 5168.218870120275 Error sum for iteration 9500 = 5163.8340685478015 Error sum for iteration 9600 = 5159.500633475262 Error sum for iteration 9700 = 5155.217990451143 Error sum for iteration 9800 = 5150.985516762691 Error sum for iteration 9900 = 5146.802695156482 Error sum for iteration 10000 = 5142.669126241033 Error sum for iteration 10100 = 5138.583739271493 Error sum for iteration 10200 = 5134.546121947941 Error sum for iteration 10300 = 5130.555762017144 Error sum for iteration 10400 = 5126.6116397167125 Error sum for iteration 10500 = 5122.71336520888 Error sum for iteration 10600 = 5118.8606658983135 Error sum for iteration 10700 = 5115.052603934375 Error sum for iteration 10800 = 5111.288767532745 Error sum for iteration 10900 = 5107.568542464728 Error sum for iteration 11000 = 5103.891196457761 Error sum for iteration 11100 = 5100.256424515111 Error sum for iteration 11200 = 5096.664113536125 Error sum for iteration 11300 = 5093.11360103174 Error sum for iteration 11400 = 5089.6042325833405 Error sum for iteration 11500 = 5086.135517219736 Error sum for iteration 11600 = 5082.706700829877 Error sum for iteration 11700 = 5079.317644896235 Error sum for iteration 11800 = 5075.967773765574 Error sum for iteration 11900 = 5072.656445509448 Error sum for iteration 12000 = 5069.383270410844 Error sum for iteration 12100 = 5066.148032279187 Error sum for iteration 12200 = 5062.950163553653 Error sum for iteration 12300 = 5059.788996858208 Error sum for iteration 12400 = 5056.66430342132 Error sum for iteration 12500 = 5053.575520991685 Error sum for iteration 12600 = 5050.522535445207 Error sum for iteration 12700 = 5047.504668004656 Error sum for iteration 12800 = 5044.52156022148 Error sum for iteration 12900 = 5041.572944939766 Error sum for iteration 13000 = 5038.6583406842265 Error sum for iteration 13100 = 5035.77717420677 Error sum for iteration 13200 = 5032.92915405647 Error sum for iteration 13300 = 5030.114139556175 Error sum for iteration 13400 = 5027.3316066116695 Error sum for iteration 13500 = 5024.5814362688925 Error sum for iteration 13600 = 5021.862870832788 Error sum for iteration 13700 = 5019.1755908568175 Error sum for iteration 13800 = 5016.519113217599 Error sum for iteration 13900 = 5013.893057452225 Error sum for iteration 14000 = 5011.297089346049 Error sum for iteration 14100 = 5008.73087864869 Error sum for iteration 14200 = 5006.193984002037 Error sum for iteration 14300 = 5003.686170445444 Error sum for iteration 14400 = 5001.20727319431 Error sum for iteration 14500 = 4998.756789603991 Error sum for iteration 14600 = 4996.334230879747 Error sum for iteration 14700 = 4993.939268558896 Error sum for iteration 14800 = 4991.571537199549 Error sum for iteration 14900 = 4989.2307525109345 Error sum for iteration 15000 = 4986.916925240333 Error sum for iteration 15100 = 4984.629407071768 Error sum for iteration 15200 = 4982.367931521819 Error sum for iteration 15300 = 4980.131969499944 Error sum for iteration 15400 = 4977.921224422988 Error sum for iteration 15500 = 4975.735364870757 Error sum for iteration 15600 = 4973.574071531587 Error sum for iteration 15700 = 4971.437086514096 Error sum for iteration 15800 = 4969.323951764739 Error sum for iteration 15900 = 4967.234454609469 Error sum for iteration 16000 = 4965.168186269727 Error sum for iteration 16100 = 4963.124809991283 Error sum for iteration 16200 = 4961.104067090084 Error sum for iteration 16300 = 4959.105744545982 Error sum for iteration 16400 = 4957.1294075563355 Error sum for iteration 16500 = 4955.174826738575 Error sum for iteration 16600 = 4953.241656942745 Error sum for iteration 16700 = 4951.329541895748 Error sum for iteration 16800 = 4949.438199336648 Error sum for iteration 16900 = 4947.567335218642 Error sum for iteration 17000 = 4945.716792929565 Error sum for iteration 17100 = 4943.886202444049 Error sum for iteration 17200 = 4942.075247978061 Error sum for iteration 17300 = 4940.2836596948855 Error sum for iteration 17400 = 4938.511106104104 Error sum for iteration 17500 = 4936.757486130772 Error sum for iteration 17600 = 4935.022514362211 Error sum for iteration 17700 = 4933.30584597492 Error sum for iteration 17800 = 4931.607135088507 Error sum for iteration 17900 = 4929.926093056869 Error sum for iteration 18000 = 4928.262463648611 Error sum for iteration 18100 = 4926.616013345602 Error sum for iteration 18200 = 4924.9865500480855 Error sum for iteration 18300 = 4923.373774784601 Error sum for iteration 18400 = 4921.777471971042 Error sum for iteration 18500 = 4920.197397892346 Error sum for iteration 18600 = 4918.633372967296 Error sum for iteration 18700 = 4917.085171800999 Error sum for iteration 18800 = 4915.552456743863 Error sum for iteration 18900 = 4914.035018969198 Error sum for iteration 19000 = 4912.532595095793 Error sum for iteration 19100 = 4911.045009981833 Error sum for iteration 19200 = 4909.571972348467 Error sum for iteration 19300 = 4908.113298023299 Error sum for iteration 19400 = 4906.668792206067 Error sum for iteration 19500 = 4905.238250540551 Error sum for iteration 19600 = 4903.821487542746 Error sum for iteration 19700 = 4902.4182378298365 Error sum for iteration 19800 = 4901.0283091699675 Error sum for iteration 19900 = 4899.651569998116 Error sum for iteration 20000 = 4898.287866201613 Error sum for iteration 20100 = 4896.93697383149 Error sum for iteration 20200 = 4895.59867074725 Error sum for iteration 20300 = 4894.27283572174 Error sum for iteration 20400 = 4892.9592336525475 Error sum for iteration 20500 = 4891.657693045231 Error sum for iteration 20600 = 4890.368043714432 Error sum for iteration 20700 = 4889.090204893284 Error sum for iteration 20800 = 4887.823935059656 Error sum for iteration 20900 = 4886.569383139997 Error sum for iteration 21000 = 4885.326140687212 Error sum for iteration 21100 = 4884.094044727728 Error sum for iteration 21200 = 4882.872954850423 Error sum for iteration 21300 = 4881.662810173525 Error sum for iteration 21400 = 4880.463313199614 Error sum for iteration 21500 = 4879.274330219078 Error sum for iteration 21600 = 4878.095754200303 Error sum for iteration 21700 = 4876.927500814228 Error sum for iteration 21800 = 4875.769365273398 Error sum for iteration 21900 = 4874.621198588908 Error sum for iteration 22000 = 4873.482902276383 Error sum for iteration 22100 = 4872.354378876498 Error sum for iteration 22200 = 4871.235520649015 Error sum for iteration 22300 = 4870.126178278085 Error sum for iteration 22400 = 4869.026196130529 Error sum for iteration 22500 = 4867.935481740734 Error sum for iteration 22600 = 4866.8538970080635 Error sum for iteration 22700 = 4865.781363606516 Error sum for iteration 22800 = 4864.717889584212 Error sum for iteration 22900 = 4863.663289650485 Error sum for iteration 23000 = 4862.617397302183 Error sum for iteration 23100 = 4861.580115359045 Error sum for iteration 23200 = 4860.551386210974 Error sum for iteration 23300 = 4859.5310781381295 Error sum for iteration 23400 = 4858.519081215244 Error sum for iteration 23500 = 4857.515339757268 Error sum for iteration 23600 = 4856.519800490438 Error sum for iteration 23700 = 4855.532392231107 Error sum for iteration 23800 = 4854.552993655054 Error sum for iteration 23900 = 4853.581462927512 Error sum for iteration 24000 = 4852.617682948232 Error sum for iteration 24100 = 4851.661582126798 Error sum for iteration 24200 = 4850.713042267934 Error sum for iteration 24300 = 4849.772025541497 Error sum for iteration 24400 = 4848.838428769578 Error sum for iteration 24500 = 4847.912193749683 Error sum for iteration 24600 = 4846.993269976998 Error sum for iteration 24700 = 4846.081567270819 Error sum for iteration 24800 = 4845.176956621478 Error sum for iteration 24900 = 4844.279373688546 Error sum for iteration 25000 = 4843.38874135574 Options: -I 25000 -H 3 -E 0.001 -M 0.0445 Back Propagation Neural Network: Numer Input Nodes: 104 Number Hidden Nodes: 3 Number Output Nodes: 2 -I 25000 -E 0.0010 -S -786870964 -H 3 -M 0.0445 Input Weights: -12.244831567483516 -2.6962760937436014 -8.866295107426296 age 0.17101368572192188 0.004629756027068845 0.15889214086333153 workclass=Private -1.33935075878116 1.3563921030284896 1.4658310118521536 workclass=Self-emp-not-inc -1.5124122799191018 0.42705642365218016 1.9489908859602136 workclass=Self-emp-inc 1.2615133294541219 -0.5914675550337328 0.6496860870430428 workclass=Federal-gov 0.2641670557814584 0.16808725191280663 0.14016499474181068 workclass=Local-gov 2.0173900744994873 0.20544697273746498 0.5718275397452175 workclass=State-gov 1.3894939103336879 1.126953968972075 -0.9553005593934039 workclass=Without-pay 1.279629226982964 0.7028544306898077 -0.9903303470677962 workclass=Never-worked 1.4320184389207167 -2.2448992989527894 -2.104932187520922 fnlwgt -0.7345475020859823 0.07121685960900391 -0.04663501360762836 education=Bachelors 0.2625096513761962 -0.050468020439808754 -0.18652802057708623 education=Some-college -1.1832427534644447 1.9089335330268526 0.38933849801378995 education=11th -0.08699842394095299 0.22504737103162273 -0.15036146732714234 education=HS-grad 0.8599805000745557 -1.5746599915028434 -1.3497986479542792 education=Prof-school 0.20216130565302978 0.5029361282277224 0.38608558073769433 education=Assoc-acdm 1.9660565343670993 -0.6358171897309526 -0.8040043263857731 education=Assoc-voc 0.9021969149051012 1.338601226224084 0.5946344050468944 education=9th 1.933265590419689 1.2105965327135915 0.7564450788490755 education=7th-8th 5.421880651178583 -0.9494251123142647 -0.1242446629761017 education=12th -0.2847863657312696 -0.19626806791272683 -0.05161012519010877 education=Masters 0.907143157501116 -0.06519048931915122 -0.02384277794852616 education=1st-4th -0.1436149021743652 0.5960369394986254 0.04661001478841952 education=10th -3.7803145825707647 -0.3007339213037754 1.233694777615614 education=Doctorate 0.5037204380280977 0.8340936111294063 0.22191728898275762 education=5th-6th 0.7242013867850242 1.1444643230247025 -0.9163312881779959 education=Preschool -1.5784451234786758 -3.0362960077757335 -0.48749834966547706 education-num -3.282848251365396 -0.5973798142627136 -1.2731379519945951 marital-status=Married-civ-spouse 1.5902008979467097 1.4290685136731123 0.9551229790402271 marital-status=Divorced 0.7958098422682438 1.6658895048149527 0.895949292208269 marital-status=Never-married 3.260654746254441 0.8604690895384608 0.8821562693532347 marital-status=Separated 4.163728959569123 0.9382087763378304 2.2497327763126256 marital-status=Widowed 0.6825961039920286 1.9775400626472837 1.5072096637450652 marital-status=Married-spouse-absent -1.2070874798529265 -1.6526599203423142 -0.012645373731973534 marital-status=Married-AF-spouse -0.004379300570604145 -0.3816572284985093 1.5101050702432486 occupation=Tech-support 0.5149882711616105 0.0613358191359685 0.7073393480194152 occupation=Craft-repair 0.3671996261936624 1.1563707955057836 0.2732837747149242 occupation=Other-service -0.06763357223074051 -0.37199717434266993 0.1734682672932323 occupation=Sales 0.176478606278452 -0.7471568462015759 0.8273298341975531 occupation=Exec-managerial -0.8134403658536148 0.009621894891944517 0.7860786709523973 occupation=Prof-specialty 1.2323942901449652 1.0382130849543054 1.6690972058473037 occupation=Handlers-cleaners 0.3431284882933915 0.2518991283807926 0.03693705119929327 occupation=Machine-op-inspct 0.8074985324909605 -0.42042349986288186 -0.06328473444594288 occupation=Adm-clerical 2.0064570697459256 0.7354800017384806 -0.005316084764507936 occupation=Farming-fishing 0.862734191806028 0.4537044524887952 1.2601323136935167 occupation=Transport-moving 1.0417661265244078 0.7516002788198411 -0.3695404472597683 occupation=Priv-house-serv -1.3745215418514953 -0.23407970236990047 0.5007760759283091 occupation=Protective-serv 0.22803529296575464 1.2292375549864352 0.7087571374717139 occupation=Armed-Forces -0.3830889591745212 -0.08409243724230132 1.752666696110438 relationship=Wife 1.940027936279513 1.4024327907708012 2.1058851627550763 relationship=Own-child 2.732891443118083 0.6650544982021175 1.6064091220501964 relationship=Husband 0.44460081484357905 0.08712190061691338 -0.7140032742265893 relationship=Not-in-family 0.943021714988816 1.3116867323299963 0.2745737846104949 relationship=Other-relative 1.1926052704015826 0.02397841950738035 -0.6866562144636636 relationship=Unmarried 1.2409320106069475 0.13094985476377574 -0.4412056620557992 race=White 0.06770631859029863 0.8345871814828667 0.833611485987824 race=Asian-Pac-Islander 0.6146297455940168 1.0672987762419317 -1.1190189862253892 race=Amer-Indian-Eskimo 1.4325204553398332 0.7209902880810621 0.8679448011562467 race=Other 0.7112850311879844 0.5275257167237802 -0.31766194715131446 race=Black -0.5962202237945592 -0.6941665933449407 0.12494459517424271 sex -0.6995437900482361 -7.931033175441061 3.0695676600069435 capital-gain 0.3334912605918927 -2.658763903161373 -0.22786770825647007 capital-loss -9.27845274011777 0.3020153427786809 3.4959116754044386 hours-per-week -0.6508992715478229 -0.03508048702339561 -0.07570274625598462 native-country=United-States -0.9505055072598354 -1.704046979782436 0.14279230318358993 native-country=Cambodia -1.3569406401884303 0.4752266315362957 1.9497551419302788 native-country=England -0.6167705473906541 1.3537163035552433 0.9998739255651711 native-country=Puerto-Rico -0.5671462533308937 -0.4305680100867688 -0.4330283970225159 native-country=Canada 0.3748828583827367 -0.1967808259306057 2.666381867873569 native-country=Germany 1.6956326163239201 1.3871144986624389 -0.09768552437527904 native-country=Outlying-US(Guam-USVI-etc) -2.8267890454371343 0.0754345399843465 -2.2438672541954103 native-country=India -0.9427749311983442 0.12598570247222 1.6297976935043685 native-country=Japan -0.5512576734460218 1.1474739797966904 -1.0392160977000724 native-country=Greece -0.2502673483599444 1.326310704800013 -0.21954457043517284 native-country=South 1.343326962875476 -0.25170678693326226 -2.204751917609622 native-country=China -2.402776147366564 -0.830208796206552 -2.0353830999149283 native-country=Cuba -0.8612372877657608 -0.21318921008681863 -2.1075388681762015 native-country=Iran 0.5543726733298375 0.4312304591671342 -0.6570491378206886 native-country=Honduras -0.04920762989461769 -1.235792867808975 -2.0189341956128453 native-country=Philippines 1.5427221740649326 -0.33455914842752454 2.5520086719242676 native-country=Italy 1.989846138475288 0.4459651903022371 2.858892977453479 native-country=Poland -2.077070906341123 0.6830415376171197 -0.2126107461686611 native-country=Jamaica 1.4169686985573169 1.6867740055577654 -0.743992645399235 native-country=Vietnam 0.09998116700619028 0.9930781901573463 -0.1336028665238721 native-country=Mexico 1.715227739901905 -0.44941490643186527 0.036632743880869956 native-country=Portugal -0.46131256426981077 -0.7088261950597582 1.1860204193073425 native-country=Ireland -0.8567339825077709 -1.060856613871413 -0.020993069745779396 native-country=France 2.572224377880409 1.0611884709786432 -0.5964078775207171 native-country=Dominican-Republic 0.1074904179377386 1.5675792984089258 -0.09983030160522659 native-country=Laos 0.07348081893225641 0.8254383870229138 3.250070753190992 native-country=Ecuador 0.22511289045782376 -0.31420695825067574 0.38766056651056574 native-country=Taiwan 1.976671839234566 -0.18906647997045617 0.9053458924412238 native-country=Haiti 2.5947076526032222 1.8452557828140854 0.27946483491124446 native-country=Columbia 1.4180406214263772 0.16127050503178267 1.3430837838394 native-country=Hungary -0.4617697357482371 0.4385296439932193 -0.8756712575542139 native-country=Guatemala 3.155631353572433 0.2170926067037177 -0.8976055602938534 native-country=Nicaragua 2.0609857940580456 -0.2776839966717927 2.1656575352045304 native-country=Scotland 1.6143568306900178 -0.6560838579988697 -0.0015476033614661743 native-country=Thailand -1.2353849789450526 0.19919104731695259 2.419318504599017 native-country=Yugoslavia 1.417321499200621 0.17203578478397458 0.9785869558642136 native-country=El-Salvador 1.6194810035904503 1.0163028196428094 0.8446358661840712 native-country=Trinadad&Tobago 0.5076629305313022 0.3286010103938435 -1.3317773883741177 native-country=Peru -0.6712970774952921 -0.3295136824322451 -0.4519474956988158 native-country=Hong 0.41434210697803325 -0.20165242434819636 0.5169450600985448 native-country=Holand-Netherlands Hidden Weights: -1.367972310123805 1.3679723101238057 -3.5869126597653325 3.58691265976533 2.9808267187854987 -2.980826718785493 >50K <=50K === Error on training data === Correctly Classified Instances 27633 84.8653 % Incorrectly Classified Instances 4928 15.1347 % Mean absolute error 0.2674 Root mean squared error 0.333 Relative absolute error 73.129 % Root relative squared error 77.879 % Total Number of Instances 32561 === Confusion Matrix === a b <-- classified as 4728 3113 | a = >50K 1815 22905 | b = <=50K === Error on test data === Correctly Classified Instances 13710 84.2086 % Incorrectly Classified Instances 2571 15.7914 % Mean absolute error 0.2697 Root mean squared error 0.3371 Relative absolute error 74.2428 % Root relative squared error 79.3492 % Total Number of Instances 16281 === Confusion Matrix === a b <-- classified as 2244 1602 | a = >50K 969 11466 | b = <=50K