countries_dict = { "United-States": 0, "Cambodia": 1, "England": 2, "Puerto-Rico": 3, "Canada": 4, "Germany": 5, "Outlying-US (Guam - USVI - etc.)": 6, "India": 7, "Japan": 8, "Greece": 9, "South": 10, "China": 11, "Cuba": 12, "Iran": 13, "Honduras": 14, "Philippines": 15, "Italy": 16, "Poland": 17, "Jamaica": 18, "Vietnam": 19, "Mexico": 20, "Portugal": 21, "Ireland": 22, "France": 23, "Dominican Republic": 24, "Laos": 25, "Ecuador": 26, "Taiwan": 27, "Haiti": 28, "Columbia": 29, "Hungary": 30, "Guatemala": 31, "Nicaragua": 32, "Scotland": 33, "Thailand": 34, "Yugoslavia": 35, "El Salvador": 36, "Trinadad & Tobago": 37, "Peru": 38, "Hong": 39, "Holland - Netherlands": 40, } relationship_dict = { "Unmarried": 5, "Wife": 0, "Husband": 2, "Single parent": 1, "Other dependant": 4, } occupation_dict = { "Prof Specialty": 5, "Tech Support": 0, "Craft Repair": 1, "Other Service": 2, "Sales": 3, "Executive Managerial": 4, "Handlers Cleaners": 6, "Machine Op Inspect": 7, "Adm Clerical": 8, "Farming Fishing": 9, "Transport Moving": 10, "Priv House Serv": 11, "Protective Serv": 12, "Armed Forces": 13, } education_dict = { "Associate Academic": 5, "Associate Vocational": 6, "Prof School": 4, "Doctorate": 13, "Masters": 10, "Bachelors": 0, "Some College": 1, "High School Graduate": 3, "12th Grade": 9, "11th Grade": 2, "10th Grade": 12, "9th Grade": 7, "7th-8th Grade": 8, "5th-6th Grade": 14, "1st-4th Grade": 11, "Preschool": 15, } type_of_work_dict = { "Private": 0, "Self Employed Not Incorporated": 1, "Self Employed Incorporated": 2, "Federal Government": 3, "Local Government": 4, "State Government": 5, "Without Pay": 6, "Never Worked": 7, } marital_status_dict = { "Single": 2, "Married": 0, "Divorced": 1, "Widowed": 4, }