bias_in_FL/census_datasets.py at main · privacytrustlab/bias_in_FL · GitHub

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import folktables
from folktables import adult_filter,public_coverage_filter
import numpy as np

ACSIncome_categories = {
    "COW": {
        1.0: (
            "Employee of a private for-profit company or"
            "business, or of an individual, for wages,"
            "salary, or commissions"
        ),
        2.0: (
            "Employee of a private not-for-profit, tax-exempt,"
            "or charitable organization"
        ),
        3.0: "Local government employee (city, county, etc.)",
        4.0: "State government employee",
        5.0: "Federal government employee",
        6.0: (
            "Self-employed in own not incorporated business,"
            "professional practice, or farm"
        ),
        7.0: (
            "Self-employed in own incorporated business,"
            "professional practice or farm"
        ),
        8.0: "Working without pay in family business or farm",
        9.0: "Unemployed and last worked 5 years ago or earlier or never worked",
    },
    "SCHL": {
        1.0: "No schooling completed",
        2.0: "Nursery school, preschool",
        3.0: "Kindergarten",
        4.0: "Grade 1",
        5.0: "Grade 2",
        6.0: "Grade 3",
        7.0: "Grade 4",
        8.0: "Grade 5",
        9.0: "Grade 6",
        10.0: "Grade 7",
        11.0: "Grade 8",
        12.0: "Grade 9",
        13.0: "Grade 10",
        14.0: "Grade 11",
        15.0: "12th grade - no diploma",
        16.0: "Regular high school diploma",
        17.0: "GED or alternative credential",
        18.0: "Some college, but less than 1 year",
        19.0: "1 or more years of college credit, no degree",
        20.0: "Associate's degree",
        21.0: "Bachelor's degree",
        22.0: "Master's degree",
        23.0: "Professional degree beyond a bachelor's degree",
        24.0: "Doctorate degree",
    },
    "MAR": {
        1.0: "Married",
        2.0: "Widowed",
        3.0: "Divorced",
        4.0: "Separated",
        5.0: "Never married or under 15 years old",
    },
    "SEX": {1.0: "Male", 2.0: "Female"},
    "RAC1P": {
        1.0: "White alone",
        2.0: "Black or African American alone",
        3.0: "American Indian alone",
        4.0: "Alaska Native alone",
        5.0: (
            "American Indian and Alaska Native tribes specified;"
            "or American Indian or Alaska Native,"
            "not specified and no other"
        ),
        6.0: "Asian alone",
        7.0: "Native Hawaiian and Other Pacific Islander alone",
        8.0: "Some Other Race alone",
        9.0: "Two or More Races",
    },
}


ACSEmployment_categories = {
    "COW": {
        1.0: (
            "Employee of a private for-profit company or"
            "business, or of an individual, for wages,"
            "salary, or commissions"
        ),
        2.0: (
            "Employee of a private not-for-profit, tax-exempt,"
            "or charitable organization"
        ),
        3.0: "Local government employee (city, county, etc.)",
        4.0: "State government employee",
        5.0: "Federal government employee",
        6.0: (
            "Self-employed in own not incorporated business,"
            "professional practice, or farm"
        ),
        7.0: (
            "Self-employed in own incorporated business,"
            "professional practice or farm"
        ),
        8.0: "Working without pay in family business or farm",
        9.0: "Unemployed and last worked 5 years ago or earlier or never worked",
    },
    "DIS": {
        1.0: "With a disability",
        2.0: "Without a disability"
    },
    "CIT":{
        1.0: "Born in the U.S.",
        2.0: "Born in Puerto Rico, Guam, the U.S. Virgin Islands, or the  .Northern Marianas",
        3.0: "Born abroad of American parent(s) ",
        4.0: "U.S. citizen by naturalization",
        5.0: "Not a citizen of the U.S. "
    },
    "SCHL": {
        1.0: "No schooling completed",
        2.0: "Nursery school, preschool",
        3.0: "Kindergarten",
        4.0: "Grade 1",
        5.0: "Grade 2",
        6.0: "Grade 3",
        7.0: "Grade 4",
        8.0: "Grade 5",
        9.0: "Grade 6",
        10.0: "Grade 7",
        11.0: "Grade 8",
        12.0: "Grade 9",
        13.0: "Grade 10",
        14.0: "Grade 11",
        15.0: "12th grade - no diploma",
        16.0: "Regular high school diploma",
        17.0: "GED or alternative credential",
        18.0: "Some college, but less than 1 year",
        19.0: "1 or more years of college credit, no degree",
        20.0: "Associate's degree",
        21.0: "Bachelor's degree",
        22.0: "Master's degree",
        23.0: "Professional degree beyond a bachelor's degree",
        24.0: "Doctorate degree",
    },
    "MAR": {
        1.0: "Married",
        2.0: "Widowed",
        3.0: "Divorced",
        4.0: "Separated",
        5.0: "Never married or under 15 years old",
    },
    "SEX": {1.0: "Male", 2.0: "Female"},
    "RAC1P": {
        1.0: "White alone",
        2.0: "Black or African American alone",
        3.0: "American Indian alone",
        4.0: "Alaska Native alone",
        5.0: (
            "American Indian and Alaska Native tribes specified;"
            "or American Indian or Alaska Native,"
            "not specified and no other"
        ),
        6.0: "Asian alone",
        7.0: "Native Hawaiian and Other Pacific Islander alone",
        8.0: "Some Other Race alone",
        9.0: "Two or More Races",
    },
}