You are provided with a training set comprised of 27,500 records. There are 15 columns in this training set. The rightmost column contains the outcome for income, which is either "<=50K" or ">50K".  The test set consists of 5,000 records and 14 columns. The outcome column is not provided for the test set. Note that both files include a header row.

<b>Attribute Info:</b>

age: continuous. 

workclass: Private, Self-emp-not-inc, Self-emp-inc, Federal-gov, Local-gov, State-gov, Without-pay, Never-worked. 

fnlwgt: continuous. 

education: Bachelors, Some-college, 11th, HS-grad, Prof-school, Assoc-acdm, Assoc-voc, 9th, 7th-8th, 12th, Masters, 1st-4th, 10th, Doctorate, 5th-6th, Preschool. 

education-num: continuous. 

marital-status: Married-civ-spouse, Divorced, Never-married, Separated, Widowed, Married-spouse-absent, Married-AF-spouse. 

occupation: Tech-support, Craft-repair, Other-service, Sales, Exec-managerial, Prof-specialty, Handlers-cleaners, Machine-op-inspct, Adm-clerical, Farming-fishing, Transport-moving, Priv-house-serv, Protective-serv, Armed-Forces. 

relationship: Wife, Own-child, Husband, Not-in-family, Other-relative, Unmarried. 

race: White, Asian-Pac-Islander, Amer-Indian-Eskimo, Other, Black. 

sex: Female, Male. 

capital-gain: continuous. 

capital-loss: continuous. 

hours-per-week: continuous. 

native-country: United-States, Cambodia, England, Puerto-Rico, Canada, Germany, Outlying-US(Guam-USVI-etc), India, Japan, Greece, South, China, Cuba, Iran, Honduras, Philippines, Italy, Poland, Jamaica, Vietnam, Mexico, Portugal, Ireland, France, Dominican-Republic, Laos, Ecuador, Taiwan, Haiti, Columbia, Hungary, Guatemala, Nicaragua, Scotland, Thailand, Yugoslavia, El-Salvador, Trinadad&Tobago, Peru, Hong, Holand-Netherlands.