/50K-Salary-prediction

Prediction of adult salaries over 50K using features like country, sex, profession and age

Primary LanguageJupyter Notebook

50K-Salary-prediction

Dataset description:

Dataset website: https://archive.ics.uci.edu/ml/datasets/adult

  • This data was extracted from the census bureau database found at: http://www.census.gov/ftp/pub/DES/www/welcome.html | Donor: Ronny Kohavi and Barry Becker, | Data Mining and Visualization | Silicon Graphics.

  • Labels: <50K, <=50K

  • Features:

    • 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