Options: -X 4 -W BackPropagation -P "E 0.0001 0.1 10" 

Cross-validated Parameter selection.
Classifier: BackPropagation
Cross-validation Parameter: '-E' ranged from 1.0E-4 to 0.1 with 10.0 steps
Classifier Options: -E 0.0112 -I 6000 -S 1725427674 -H 0 -M 0.01

Back Propagation Neural Network:
Numer Input Nodes: 104
Number Hidden Nodes: 2
Number Output Nodes: 2
	-I	6000
	-E	0.0112
	-S	1725427674
	-H	2
	-M	0.01
Input Weights:
	2.815863765159083	-0.9024562740153844	age
	-1.495765415519727	0.2218296561237108	workclass=Private
	2.7874654646514108	3.508652578751827	workclass=Self-emp-not-inc
	0.7075190490596508	-0.3059792654495509	workclass=Self-emp-inc
	3.520615909452529	-0.373403567481794	workclass=Federal-gov
	-2.8676356669148286	-0.6073674467826033	workclass=Local-gov
	-3.772646606465133	0.023274312919455465	workclass=State-gov
	-0.6433242962826999	-0.6566329186540525	workclass=Without-pay
	-0.5712086869202779	0.416245966475491	workclass=Never-worked
	-0.4867829635805859	-1.2955634431084952	fnlwgt
	1.422721621126842	1.2313255366838993	education=Bachelors
	0.11432910529571416	0.8275176428344336	education=Some-college
	-2.0268540393009737	2.535416524998652	education=11th
	-3.511562607496169	-0.29212050429875874	education=HS-grad
	1.246559392969534	-2.6419474531739615	education=Prof-school
	1.8319605701887707	1.1162777821884613	education=Assoc-acdm
	2.2362380811529836	0.619077686402446	education=Assoc-voc
	-1.4102312814613989	2.1975085236800087	education=9th
	0.4827068476926412	-0.42685399847877453	education=7th-8th
	-0.5877574968505023	-3.616115375457234	education=12th
	-2.6501215391789383	1.7864851073984687	education=Masters
	-1.0592380476936114	1.7168136719413953	education=1st-4th
	-1.5045350155136041	0.6612387933164169	education=10th
	1.1111911403678543	-1.679794290379987	education=Doctorate
	-1.2839863546549952	1.933403934844996	education=5th-6th
	0.7737500077781585	0.6827522758834746	education=Preschool
	1.9308691923183579	-2.7085511503330078	education-num
	1.5865139781536706	-1.6021672831768545	marital-status=Married-civ-spouse
	-1.4977848434867471	-0.22416055349083258	marital-status=Divorced
	-0.32408951428238914	0.7000631021474973	marital-status=Never-married
	-1.1042808770324997	-0.04796605783396505	marital-status=Separated
	-2.029909790916024	1.428137845079357	marital-status=Widowed
	-1.8007076098217345	1.0281915725735664	marital-status=Married-spouse-absent
	0.3197829808500073	-0.40518691693900505	marital-status=Married-AF-spouse
	1.5067530556703028	1.3449156076359887	occupation=Tech-support
	-3.6218615656065913	-0.9069502877597836	occupation=Craft-repair
	-0.31708926049436686	0.028814410486030038	occupation=Other-service
	2.286874699052247	1.9541836486085753	occupation=Sales
	3.185186612068879	0.2636847592519805	occupation=Exec-managerial
	3.2418292859696636	1.5493983380394085	occupation=Prof-specialty
	-1.8853044663714396	0.691010514742884	occupation=Handlers-cleaners
	-0.796801624225639	-0.29184876766837214	occupation=Machine-op-inspct
	-1.9708867323461616	0.20527828080275207	occupation=Adm-clerical
	-3.0625870997584848	-0.5457317458817281	occupation=Farming-fishing
	-2.450669300502929	1.2695986446764165	occupation=Transport-moving
	-0.9996784058834316	-0.5035514985935048	occupation=Priv-house-serv
	-2.097790579303515	-1.1403367702056542	occupation=Protective-serv
	0.4039875444454052	-0.3758517543601853	occupation=Armed-Forces
	-0.19561649198008146	-0.7121633826628972	relationship=Wife
	-2.828186746360412	0.7362078149067385	relationship=Own-child
	0.8666643050557291	-0.6140399571852857	relationship=Husband
	-1.559738970926563	-1.4372872608179055	relationship=Not-in-family
	0.7643831427495278	1.4002153583256813	relationship=Other-relative
	1.0782625593221198	1.0399979134107642	relationship=Unmarried
	-0.6668679607703034	-0.5518763962851936	race=White
	1.2644838439508843	-0.07043005519540506	race=Asian-Pac-Islander
	-0.8331111225436602	0.713886422455982	race=Amer-Indian-Eskimo
	-2.1025288387965406	1.4643059377610619	race=Other
	-0.98599242022167	-0.3753472591889246	race=Black
	1.4544211926535053	0.9322093119851735	sex
	-1.0252217507908021	0.025416412228345637	capital-gain
	1.2790097056819094	-3.2634680031537147	capital-loss
	-0.17756554828416268	-0.45952724365458114	hours-per-week
	2.030016026009347	1.3619737351284789	native-country=United-States
	1.7064449814243294	-2.7893536996681987	native-country=Cambodia
	-0.9935315708562686	0.9563158125819393	native-country=England
	-2.40369491602999	1.9251840471269732	native-country=Puerto-Rico
	0.11202673606651278	-1.505141555873757	native-country=Canada
	-0.7618446617244471	-0.19374946638401586	native-country=Germany
	0.18002088941150937	-0.44138757464959416	native-country=Outlying-US(Guam-USVI-etc)
	1.0412866090613646	-1.2443115331437244	native-country=India
	0.03905959161324724	-0.9196093514157453	native-country=Japan
	-0.23557247119011113	0.9314935445638493	native-country=Greece
	1.1015131256635469	-0.9195250211952161	native-country=South
	0.06590141332517538	0.7286043845776047	native-country=China
	-1.8930794905125723	2.9570133721925593	native-country=Cuba
	-0.8163511820510425	-0.7844474649310809	native-country=Iran
	0.8515771742303351	0.014475874566118931	native-country=Honduras
	-1.3592187010683368	0.9288488901150868	native-country=Philippines
	0.0033906539715938514	0.7690938681958295	native-country=Italy
	-2.585709982824785	1.8576147807499062	native-country=Poland
	-0.033281193516158596	0.8460672936181589	native-country=Jamaica
	-0.3873081566974058	0.18960159432618223	native-country=Vietnam
	1.2888913639771777	-0.9045446537129237	native-country=Mexico
	-1.1075724668555296	1.8834162119400024	native-country=Portugal
	-0.7349586751604802	0.39802804272966946	native-country=Ireland
	-0.05943037377547385	0.4887712758307429	native-country=France
	-0.045156528104056265	0.31877423745466416	native-country=Dominican-Republic
	-1.32295963696666	1.046138255966501	native-country=Laos
	-0.12125561600920412	2.0064894148192014	native-country=Ecuador
	0.1290613570532091	-1.0922101806328315	native-country=Taiwan
	-0.13563190957847088	0.480231646319433	native-country=Haiti
	0.8340387498186855	0.6225844259773887	native-country=Columbia
	-0.43156693597898144	-0.8551905664478219	native-country=Hungary
	-0.05784628445583357	-0.7262037178699663	native-country=Guatemala
	0.767531153770483	0.024524190213514676	native-country=Nicaragua
	0.7637253395627452	0.8218053912217562	native-country=Scotland
	0.7105180151242318	0.5588701888398768	native-country=Thailand
	-0.16360389551230456	-0.6603801348680638	native-country=Yugoslavia
	-0.2866874150520674	-0.3814152828985867	native-country=El-Salvador
	-0.5143041872364091	-0.2911754830553059	native-country=Trinadad&Tobago
	0.634586636308679	-0.22187901300023455	native-country=Peru
	-0.6116401871820389	-0.3599469598581337	native-country=Hong
	-0.21210489112393952	-0.24933673715964488	native-country=Holand-Netherlands
Hidden Weights:
	3.832484167298066	-3.832482788627325
	-5.986917245978411	5.9869146441868155
		>50K		<=50K



=== Error on training data ===

Correctly Classified Instances         464               90.0971 %
Incorrectly Classified Instances        51                9.9029 %
Mean absolute error                      0.099 
Root mean squared error                  0.3147
Relative absolute error                 28.6776 %
Root relative squared error             75.7989 %
Total Number of Instances              515     


=== Confusion Matrix ===

   a   b   <-- classified as
  82  32 |   a = >50K
  19 382 |   b = <=50K


=== Error on test data ===

Correctly Classified Instances       13103               80.4803 %
Incorrectly Classified Instances      3178               19.5197 %
Mean absolute error                      0.1952
Root mean squared error                  0.4418
Relative absolute error                 55.207  %
Root relative squared error            103.9588 %
Total Number of Instances            16281     


=== Confusion Matrix ===

     a     b   <-- classified as
  2001  1845 |     a = >50K
  1333 11102 |     b = <=50K