import pandas as pd #Adjust the path to where you have saved the data df = pd.read_csv("./NFWBS_PUF_2016_data.csv") #Map values df = df.replace({"sample":{ 1: "General population", 2: "Age 62+ oversample", 3: "Race/ethnicity and poverty oversample" }, "fpl":{ 1: "<100% FPL", 2: "100%-199% FPL", 3: "200%+ FPL" }, "SWB_1":{ -4: "Response not written to database", -1: "Refused", 1: "1 Strongly disagree", 2: "2", 3: "3", 4: "4", 5: "5", 6: "6", 7: "7 Strongly agree" }, "SWB_2":{ -4: "Response not written to database", -1: "Refused", 1: "1 Strongly disagree", 2: "2", 3: "3", 4: "4", 5: "5", 6: "6", 7: "7 Strongly agree" }, "SWB_3":{ -4: "Response not written to database", -1: "Refused", 1: "1 Strongly disagree", 2: "2", 3: "3", 4: "4", 5: "5", 6: "6", 7: "7 Strongly agree" }, "FWBscore":{ -4: "Response not written to database", -1: "Refused" }, "FWB1_1":{ -4: "Response not written to database", -1: "Refused", 1: "Not at all", 2: "Very little", 3: "Somewhat", 4: "Very well", 5: "Completely" }, "FWB1_2":{ -4: "Response not written to database", -1: "Refused", 1: "Not at all", 2: "Very little", 3: "Somewhat", 4: "Very well", 5: "Completely" }, "FWB1_3":{ -4: "Response not written to database", -1: "Refused", 1: "Not at all", 2: "Very little", 3: "Somewhat", 4: "Very well", 5: "Completely" }, "FWB1_4":{ -4: "Response not written to database", -1: "Refused", 1: "Not at all", 2: "Very little", 3: "Somewhat", 4: "Very well", 5: "Completely" }, "FWB1_5":{ -4: "Response not written to database", -1: "Refused", 1: "Not at all", 2: "Very little", 3: "Somewhat", 4: "Very well", 5: "Completely" }, "FWB1_6":{ -4: "Response not written to database", -1: "Refused", 1: "Not at all", 2: "Very little", 3: "Somewhat", 4: "Very well", 5: "Completely" }, "FWB2_1":{ -4: "Response not written to database", -1: "Refused", 1: "Never", 2: "Rarely", 3: "Sometimes", 4: "Often", 5: "Always" }, "FWB2_2":{ -4: "Response not written to database", -1: "Refused", 1: "Never", 2: "Rarely", 3: "Sometimes", 4: "Often", 5: "Always" }, "FWB2_3":{ -4: "Response not written to database", -1: "Refused", 1: "Never", 2: "Rarely", 3: "Sometimes", 4: "Often", 5: "Always" }, "FWB2_4":{ -4: "Response not written to database", -1: "Refused", 1: "Never", 2: "Rarely", 3: "Sometimes", 4: "Often", 5: "Always" }, "FSscore":{ -1: "Refused" }, "FS1_1":{ -1: "Refused", 1: "Not at all", 2: "Very little", 3: "Somewhat", 4: "Very well", 5: "Completely" }, "FS1_2":{ -1: "Refused", 1: "Not at all", 2: "Very little", 3: "Somewhat", 4: "Very well", 5: "Completely" }, "FS1_3":{ -1: "Refused", 1: "Not at all", 2: "Very little", 3: "Somewhat", 4: "Very well", 5: "Completely" }, "FS1_4":{ -1: "Refused", 1: "Not at all", 2: "Very little", 3: "Somewhat", 4: "Very well", 5: "Completely" }, "FS1_5":{ -1: "Refused", 1: "Not at all", 2: "Very little", 3: "Somewhat", 4: "Very well", 5: "Completely" }, "FS1_6":{ -1: "Refused", 1: "Not at all", 2: "Very little", 3: "Somewhat", 4: "Very well", 5: "Completely" }, "FS1_7":{ -1: "Refused", 1: "Not at all", 2: "Very little", 3: "Somewhat", 4: "Very well", 5: "Completely" }, "FS2_1":{ -1: "Refused", 1: "Never", 2: "Rarely", 3: "Sometimes", 4: "Often", 5: "Always" }, "FS2_2":{ -1: "Refused", 1: "Never", 2: "Rarely", 3: "Sometimes", 4: "Often", 5: "Always" }, "FS2_3":{ -1: "Refused", 1: "Never", 2: "Rarely", 3: "Sometimes", 4: "Often", 5: "Always" }, "SUBKNOWL1":{ -1: "Refused", 1: "1 - Very low", 2: "2", 3: "3", 4: "4", 5: "5", 6: "6", 7: "7 - Very high" }, "ACT1_1":{ -1: "Refused", 1: "Not at all", 2: "Very little", 3: "Somewhat", 4: "Very well", 5: "Completely" }, "ACT1_2":{ -1: "Refused", 1: "Not at all", 2: "Very little", 3: "Somewhat", 4: "Very well", 5: "Completely" }, "FINGOALS":{ -1: "Refused", 0: "No", 1: "Yes" }, "PROPPLAN_1":{ -1: "Refused", 1: "Strongly disagree", 2: "Disagree", 3: "Neither agree nor disagree", 4: "Agree", 5: "Strongly agree" }, "PROPPLAN_2":{ -1: "Refused", 1: "Strongly disagree", 2: "Disagree", 3: "Neither agree nor disagree", 4: "Agree", 5: "Strongly agree" }, "PROPPLAN_3":{ -1: "Refused", 1: "Strongly disagree", 2: "Disagree", 3: "Neither agree nor disagree", 4: "Agree", 5: "Strongly agree" }, "PROPPLAN_4":{ -1: "Refused", 1: "Strongly disagree", 2: "Disagree", 3: "Neither agree nor disagree", 4: "Agree", 5: "Strongly agree" }, "MANAGE1_1":{ -1: "Refused", 1: "Not applicable or never", 2: "Seldom", 3: "Sometimes", 4: "Often", 5: "Always" }, "MANAGE1_2":{ -1: "Refused", 1: "Not applicable or never", 2: "Seldom", 3: "Sometimes", 4: "Often", 5: "Always" }, "MANAGE1_3":{ -1: "Refused", 1: "Not applicable or never", 2: "Seldom", 3: "Sometimes", 4: "Often", 5: "Always" }, "MANAGE1_4":{ -1: "Refused", 1: "Not applicable or never", 2: "Seldom", 3: "Sometimes", 4: "Often", 5: "Always" }, "SAVEHABIT":{ -1: "Refused", 1: "Strongly disagree", 2: "Disagree", 3: "Disagree slightly", 4: "Agree slightly", 5: "Agree", 6: "Strongly agree" }, "FRUGALITY":{ -1: "Refused", 1: "Strongly disagree", 2: "Disagree", 3: "Disagree slightly", 4: "Agree slightly", 5: "Agree", 6: "Strongly agree" }, "AUTOMATED_1":{ -1: "Refused", 0: "No", 1: "Yes", 7: "I do not have this type of account" }, "AUTOMATED_2":{ -1: "Refused", 0: "No", 1: "Yes", 7: "I do not have this type of account" }, "ASK1_1":{ -1: "Refused", 1: "Never", 2: "Seldom", 3: "Sometimes", 4: "Often", 5: "Always" }, "ASK1_2":{ -1: "Refused", 1: "Never", 2: "Seldom", 3: "Sometimes", 4: "Often", 5: "Always" }, "SUBNUMERACY2":{ -1: "Refused", 1: "1 - Always prefer words", 2: "2", 3: "3", 4: "4", 5: "5", 6: "6 - Always prefer numbers" }, "SUBNUMERACY1":{ -1: "Refused", 1: "1 - Not good at all", 2: "2", 3: "3", 4: "4", 5: "5", 6: "6 - Extremely good" }, "CHANGEABLE":{ -1: "Refused", 1: "Strongly disagree", 2: "Disagree", 3: "Somewhat disagree", 4: "Neither agree nor disagree", 5: "Somewhat agree", 6: "Agree", 7: "Strongly agree" }, "GOALCONF":{ -1: "Refused", 1: "Not at all confident", 2: "Not very confident", 3: "Somewhat confident", 4: "Very confident" }, "FINKNOWL1":{ -1: "Refused", 1: "More than $102", 2: "Exactly $102", 3: "Less than $102" }, "FINKNOWL2":{ -1: "Refused", 1: "More than today", 2: "Exactly the same", 3: "Less than today" }, "FINKNOWL3":{ -1: "Refused", 1: "True", 2: "False" }, "FK1correct":{ 0: "No", 1: "Yes" }, "FK2correct":{ 0: "No", 1: "Yes" }, "FK3correct":{ 0: "No", 1: "Yes" }, "KHKNOWL1":{ -1: "Refused", 1: "Savings accounts", 2: "Bonds", 3: "Stocks" }, "KHKNOWL2":{ -1: "Refused", 1: "Savings accounts", 2: "Bonds", 3: "Stocks" }, "KHKNOWL3":{ -1: "Refused", 1: "Increase", 2: "Decrease", 3: "Stay the same" }, "KHKNOWL4":{ -1: "Refused", 1: "True", 2: "False" }, "KHKNOWL5":{ -1: "Refused", 1: "True", 2: "False" }, "KHKNOWL6":{ -1: "Refused", 1: "True", 2: "False" }, "KHKNOWL7":{ -1: "Refused", 1: "Less than 5 years", 2: "Between 5 and 10 years", 3: "Between 10 and 15 years", 4: "Never, you will continue to be in debt" }, "KHKNOWL8":{ -1: "Refused", 1: "They will rise", 2: "They will fall", 3: "They will stay the same", 4: "There is no relationship between bond prices and the interest rate" }, "KHKNOWL9":{ -1: "Refused", 1: "True", 2: "False" }, "KH1correct":{ 0: "No", 1: "Yes" }, "KH2correct":{ 0: "No", 1: "Yes" }, "KH3correct":{ 0: "No", 1: "Yes" }, "KH4correct":{ 0: "No", 1: "Yes" }, "KH5correct":{ 0: "No", 1: "Yes" }, "KH6correct":{ 0: "No", 1: "Yes" }, "KH7correct":{ 0: "No", 1: "Yes" }, "KH8correct":{ 0: "No", 1: "Yes" }, "KH9correct":{ 0: "No", 1: "Yes" }, "ENDSMEET":{ -1: "Refused", 1: "Not at all difficult", 2: "Somewhat difficult", 3: "Very difficult" }, "HOUSING":{ -1: "Refused", 1: "I own my home", 2: "I rent", 3: "I do not currently own or rent" }, "LIVINGARRANGEMENT":{ -1: "Refused", 1: "I am the only adult in the household", 2: "I live with my spouse/partner/significant other", 3: "I live in my parents home", 4: "I live with other family, friends, or roommates", 5: "Some other arrangement" }, "HOUSERANGES":{ -1: "Refused", 1: "Less than $300", 2: "$300-499", 3: "$500-749", 4: "$750-999", 5: "$1,000-1,499", 6: "$1,500-1,999", 7: "$2,000 or more", 98: "I dont know", 99: "Prefer not to say" }, "IMPUTATION_FLAG":{ 0: "Not imputed", 1: "Imputed" }, "VALUERANGES":{ -2: "Question not asked because respondent not in item base", -1: "Refused", 1: "Less than $150,000", 2: "$150,000-249,999", 3: "$250,000-399,999", 4: "$400,000 or more", 98: "I dont know", 99: "Prefer not to say" }, "MORTGAGE":{ -2: "Question not asked because respondent not in item base", -1: "Refused", 1: "Less than $50,000", 2: "$50,000-199,999", 3: "$200,000 or more", 98: "I dont know", 99: "Prefer not to say" }, "SAVINGSRANGES":{ -1: "Refused", 1: "0", 2: "$1-99", 3: "$100-999", 4: "$1,000-4,999", 5: "$5,000-19,999", 6: "$20,000-74,999", 7: "$75,000 or more", 98: "I dont know", 99: "Prefer not to say" }, "PRODHAVE_1":{ 0: "No", 1: "Yes" }, "PRODHAVE_2":{ 0: "No", 1: "Yes" }, "PRODHAVE_3":{ 0: "No", 1: "Yes" }, "PRODHAVE_4":{ 0: "No", 1: "Yes" }, "PRODHAVE_5":{ 0: "No", 1: "Yes" }, "PRODHAVE_6":{ 0: "No", 1: "Yes" }, "PRODHAVE_7":{ 0: "No", 1: "Yes" }, "PRODHAVE_8":{ 0: "No", 1: "Yes" }, "PRODHAVE_9":{ 0: "No", 1: "Yes" }, "PRODUSE_1":{ 0: "No", 1: "Yes" }, "PRODUSE_2":{ 0: "No", 1: "Yes" }, "PRODUSE_3":{ 0: "No", 1: "Yes" }, "PRODUSE_4":{ 0: "No", 1: "Yes" }, "PRODUSE_5":{ 0: "No", 1: "Yes" }, "PRODUSE_6":{ 0: "No", 1: "Yes" }, "CONSPROTECT1":{ -1: "Refused", 1: "Never", 2: "Rarely", 3: "Sometimes", 4: "Often" }, "CONSPROTECT2":{ -1: "Refused", 1: "Not at all familiar", 2: "Somewhat familiar", 3: "Very familiar" }, "CONSPROTECT3":{ -1: "Refused", 0: "No", 1: "Yes" }, "EARNERS":{ -1: "Refused", 1: "One", 2: "Two", 3: "More than two" }, "VOLATILITY":{ -1: "Refused", 1: "Roughly the same each month", 2: "Roughly the same most months, but some unusually high or low months during the year", 3: "Often varies quite a bit from one month to the next" }, "SNAP":{ -1: "Refused", 0: "No", 1: "Yes", 8: "Not sure" }, "MATHARDSHIP_1":{ -1: "Refused", 1: "Never", 2: "Sometimes", 3: "Often" }, "MATHARDSHIP_2":{ -1: "Refused", 1: "Never", 2: "Sometimes", 3: "Often" }, "MATHARDSHIP_3":{ -1: "Refused", 1: "Never", 2: "Sometimes", 3: "Often" }, "MATHARDSHIP_4":{ -1: "Refused", 1: "Never", 2: "Sometimes", 3: "Often" }, "MATHARDSHIP_5":{ -1: "Refused", 1: "Never", 2: "Sometimes", 3: "Often" }, "MATHARDSHIP_6":{ -1: "Refused", 1: "Never", 2: "Sometimes", 3: "Often" }, "COLLECT":{ -1: "Refused", 0: "No", 1: "Yes", 8: "Not sure" }, "REJECTED_1":{ -1: "Refused", 0: "No", 1: "Yes" }, "REJECTED_2":{ -1: "Refused", 0: "No", 1: "Yes" }, "ABSORBSHOCK":{ -1: "Refused", 1: "I am certain I could not come up with $2,000", 2: "I could probably not come up with $2,000", 3: "I could probably come up with $2,000", 4: "I am certain I could come up with the full $2,000", 8: "I dont know" }, "BENEFITS_1":{ -1: "Refused", 0: "No", 1: "Yes" }, "BENEFITS_2":{ -1: "Refused", 0: "No", 1: "Yes" }, "BENEFITS_3":{ -1: "Refused", 0: "No", 1: "Yes" }, "BENEFITS_4":{ -1: "Refused", 0: "No", 1: "Yes" }, "BENEFITS_5":{ -1: "Refused", 0: "No", 1: "Yes" }, "FRAUD2":{ -1: "Refused", 0: "No", 1: "Yes", 8: "Not sure" }, "COVERCOSTS":{ -1: "Refused", 1: "Use savings or sell something you own", 2: "Cut back or do without", 3: "Earn more money", 4: "Borrow money" }, "BORROW_1":{ -1: "Refused", 0: "No", 1: "Yes" }, "BORROW_2":{ -1: "Refused", 0: "No", 1: "Yes" }, "SHOCKS_1":{ 0: "No", 1: "Yes" }, "SHOCKS_2":{ 0: "No", 1: "Yes" }, "SHOCKS_3":{ 0: "No", 1: "Yes" }, "SHOCKS_4":{ 0: "No", 1: "Yes" }, "SHOCKS_5":{ 0: "No", 1: "Yes" }, "SHOCKS_6":{ 0: "No", 1: "Yes" }, "SHOCKS_7":{ 0: "No", 1: "Yes" }, "SHOCKS_8":{ 0: "No", 1: "Yes" }, "SHOCKS_9":{ 0: "No", 1: "Yes" }, "SHOCKS_10":{ 0: "No", 1: "Yes" }, "SHOCKS_11":{ 0: "No", 1: "Yes" }, "SHOCKS_12":{ 0: "No", 1: "Yes" }, "MANAGE2":{ -1: "Refused", 1: "Someone else takes care of all or most money matters in my household.", 2: "Someone else and I take care of money matters in my household about the same.", 3: "I take care of all or most money matters in my household." }, "PAIDHELP":{ -2: "Question not asked because respondent not in item base", -1: "Refused", 0: "No", 1: "Yes" }, "HSLOC":{ -1: "Refused", 1: "U.S. and territories", 2: "Outside the U.S.", 8: "I cant recall" }, "PAREDUC":{ -1: "Refused", 1: "Less than high school", 2: "High school degree/GED", 3: "Some college/Associate", 4: "Bachelors degree", 5: "Graduate/professional degree" }, "FINSOC2_1":{ -1: "Refused", 0: "No", 1: "Yes" }, "FINSOC2_2":{ -1: "Refused", 0: "No", 1: "Yes" }, "FINSOC2_3":{ -1: "Refused", 0: "No", 1: "Yes" }, "FINSOC2_4":{ -1: "Refused", 0: "No", 1: "Yes" }, "FINSOC2_5":{ -1: "Refused", 0: "No", 1: "Yes" }, "FINSOC2_6":{ -1: "Refused", 0: "No", 1: "Yes" }, "FINSOC2_7":{ -1: "Refused", 0: "No", 1: "Yes" }, "OBJNUMERACY1":{ -1: "Refused", 1: "1%", 2: "10%", 3: "5%" }, "ON2correct":{ 0: "No", 1: "Yes" }, "ON1correct":{ 0: "No", 1: "Yes" }, "MATERIALISM_1":{ -1: "Refused", 1: "Strongly disagree", 2: "Disagree", 3: "Neither agree nor disagree", 4: "Agree", 5: "Strongly agree" }, "MATERIALISM_2":{ -1: "Refused", 1: "Strongly disagree", 2: "Disagree", 3: "Neither agree nor disagree", 4: "Agree", 5: "Strongly agree" }, "MATERIALISM_3":{ -1: "Refused", 1: "Strongly disagree", 2: "Disagree", 3: "Neither agree nor disagree", 4: "Agree", 5: "Strongly agree" }, "CONNECT":{ -1: "Refused" }, "HEALTH":{ -1: "Refused", 1: "Poor", 2: "Fair", 3: "Good", 4: "Very good", 5: "Excellent" }, "SCFHORIZON":{ -1: "Refused", 1: "The next few months", 2: "The next year", 3: "The next few years", 4: "The next 5 to 10 years", 5: "Longer than 10 years" }, "DISCOUNT":{ -1: "Refused", 1: "$816 now", 2: "$860 in three months" }, "MEMLOSS":{ -1: "Refused", 0: "No", 1: "Yes" }, "DISTRESS":{ -1: "Refused", 1: "Strongly disagree", 2: "Disagree", 3: "Neither agree nor disagree", 4: "Agree", 5: "Strongly agree" }, "SELFCONTROL_1":{ -1: "Refused", 1: "Not at all", 2: "Not very well", 3: "Very well", 4: "Completely well" }, "SELFCONTROL_2":{ -1: "Refused", 1: "Not at all", 2: "Not very well", 3: "Very well", 4: "Completely well" }, "SELFCONTROL_3":{ -1: "Refused", 1: "Not at all", 2: "Not very well", 3: "Very well", 4: "Completely well" }, "OUTLOOK_1":{ -1: "Refused", 1: "Strongly disagree", 2: "Somewhat disagree", 3: "Neither agree nor disagree", 4: "Somewhat agree", 5: "Strongly agree" }, "OUTLOOK_2":{ -1: "Refused", 1: "Strongly disagree", 2: "Somewhat disagree", 3: "Neither agree nor disagree", 4: "Somewhat agree", 5: "Strongly agree" }, "INTERCONNECTIONS_1":{ 0: "No", 1: "Yes" }, "INTERCONNECTIONS_2":{ 0: "No", 1: "Yes" }, "INTERCONNECTIONS_3":{ 0: "No", 1: "Yes" }, "INTERCONNECTIONS_4":{ 0: "No", 1: "Yes" }, "INTERCONNECTIONS_5":{ 0: "No", 1: "Yes" }, "INTERCONNECTIONS_6":{ 0: "No", 1: "Yes" }, "INTERCONNECTIONS_7":{ 0: "No", 1: "Yes" }, "INTERCONNECTIONS_8":{ 0: "No", 1: "Yes" }, "INTERCONNECTIONS_9":{ 0: "No", 1: "Yes" }, "INTERCONNECTIONS_10":{ 0: "No", 1: "Yes" }, "PEM":{ -1: "Refused", 1: "Strongly disagree", 2: "Disagree", 3: "Somewhat disagree", 4: "Neither agree nor disagree", 5: "Somewhat agree", 6: "Agree", 7: "Strongly agree" }, "HOUSESAT":{ -1: "Refused", 1: "Not at all satisfied", 2: "Not very satisfied", 3: "Somewhat satisfied", 4: "Very satisfied" }, "SOCSEC1":{ -2: "Question not asked because respondent not in item base", -1: "Refused", 0: "No", 1: "Yes" }, "SOCSEC2":{ -3: "Invalid Response", -2: "Question not asked because respondent not in item base", -1: "Refused", 62: "62", 63: "63", 64: "64", 65: "65", 66: "66", 67: "67", 68: "68", 69: "69", 70: "70 and above" }, "SOCSEC3":{ -3: "Invalid Response", -2: "Question not asked because respondent not in item base", -1: "Refused", 61: "61 and below", 62: "62", 63: "63", 64: "64", 65: "65", 66: "66", 67: "67", 68: "68", 69: "69", 70: "70", 71: "71 and above" }, "LIFEEXPECT":{ -2: "Question not asked because respondent not in item base", -1: "Refused", 0: "0", 1: "1", 2: "2", 3: "3", 4: "4", 5: "5", 6: "6", 7: "7", 8: "8", 9: "9", 10: "10", 11: "11", 12: "12", 15: "15", 20: "20", 22: "22", 24: "24", 25: "25", 26: "26", 28: "28", 29: "29", 30: "30", 33: "33", 35: "35", 36: "36", 37: "37", 40: "40", 41: "41", 42: "42", 43: "43", 44: "44", 45: "45", 47: "47", 50: "50", 52: "52", 54: "54", 55: "55", 56: "56", 57: "57", 59: "59", 60: "60", 62: "62", 63: "63", 64: "64", 65: "65", 66: "66", 67: "67", 68: "68", 69: "69", 70: "70", 71: "71", 72: "72", 73: "73", 75: "75", 76: "76", 77: "77", 78: "78", 79: "79", 80: "80", 81: "81", 82: "82", 83: "83", 84: "84", 85: "85", 86: "86", 87: "87", 88: "88", 89: "89", 90: "90", 91: "91", 92: "92", 93: "93", 94: "94", 95: "95", 96: "96", 97: "97", 98: "98", 99: "99", 100: "100" }, "HHEDUC":{ -1: "Refused", 1: "Less than high school", 2: "High school degree/GED", 3: "Some college/Associate", 4: "Bachelors degree", 5: "Graduate/professional degree" }, "KIDS_NoChildren":{ -1: "Refused", 0: "Respondent financially supports children", 1: "I have no children that I financially support" }, "KIDS_1":{ -1: "Refused", 0: "0", 1: "1", 2: "2+" }, "KIDS_2":{ -3: "Invalid Response", -1: "Refused", 0: "0", 1: "1", 2: "2+" }, "KIDS_3":{ -1: "Refused", 0: "0", 1: "1", 2: "2+" }, "KIDS_4":{ -1: "Refused", 0: "0", 1: "1", 2: "2+" }, "EMPLOY":{ 1: "Self-employed", 2: "Work full-time for an employer or the military", 3: "Work part-time for an employer or the military", 4: "Homemaker", 5: "Full-time student", 6: "Permanently sick, disabled or unable to work", 7: "Unemployed or temporarily laid off", 8: "Retired", 99: "Refused" }, "EMPLOY1_1":{ 0: "No", 1: "Yes" }, "EMPLOY1_2":{ 0: "No", 1: "Yes" }, "EMPLOY1_3":{ 0: "No", 1: "Yes" }, "EMPLOY1_4":{ 0: "No", 1: "Yes" }, "EMPLOY1_5":{ 0: "No", 1: "Yes" }, "EMPLOY1_6":{ 0: "No", 1: "Yes" }, "EMPLOY1_7":{ 0: "No", 1: "Yes" }, "EMPLOY1_8":{ 0: "No", 1: "Yes" }, "EMPLOY1_9":{ 0: "No", 1: "Yes" }, "RETIRE":{ -2: "Question not asked because respondent not in item base", -1: "Refused", 1: "Earlier than planned", 2: "About when planned", 3: "Later than planned" }, "MILITARY":{ -1: "Refused", 0: "No", 1: "Yes" }, "Military_Status":{ -1: "Refused", 1: "Active military (active, reserve, natl guard)", 2: "Veteran (veteran or retired)", 3: "Spouse/dependent Active", 4: "Spouse/dependent Veteran", 5: "Neither Active nor Veteran" }, "agecat":{ 1: "18-24", 2: "25-34", 3: "35-44", 4: "45-54", 5: "55-61", 6: "62-69", 7: "70-74", 8: "75+" }, "generation":{ 1: "Pre-Boomer", 2: "Boomer", 3: "Gen X", 4: "Millennial" }, "PPEDUC":{ 1: "Less than high school", 2: "High school degree/GED", 3: "Some college/Associate", 4: "Bachelors degree", 5: "Graduate/professional degree" }, "PPETHM":{ 1: "White, Non-Hispanic", 2: "Black, Non-Hispanic", 3: "Other, Non-Hispanic", 4: "Hispanic" }, "PPGENDER":{ 1: "Male", 2: "Female" }, "PPHHSIZE":{ 1: "1", 2: "2", 3: "3", 4: "4", 5: "5+" }, "PPINCIMP":{ 1: "Less than $20,000", 2: "$20,000 to $29,999", 3: "$30,000 to $39,999", 4: "$40,000 to $49,999", 5: "$50,000 to $59,999", 6: "$60,000 to $74,999", 7: "$75,000 to $99,999", 8: "$100,000 to $149,999", 9: "$150,000 or more" }, "PPMARIT":{ 1: "Married", 2: "Widowed", 3: "Divorced/Separated", 4: "Never married", 5: "Living with partner" }, "PPMSACAT":{ 0: "Non-Metro", 1: "Metro" }, "PPREG4":{ 1: "Northeast", 2: "Midwest", 3: "South", 4: "West" }, "PPREG9":{ 1: "New England", 2: "Mid-Atlantic", 3: "East-North Central", 4: "West-North Central", 5: "South Atlantic", 6: "East-South Central", 7: "West-South Central", 8: "Mountain", 9: "Pacific" }, "PPT01":{ 0: "0", 1: "1+" }, "PPT25":{ 0: "0", 1: "1+" }, "PPT612":{ 0: "0", 1: "1+" }, "PPT1317":{ 0: "0", 1: "1+" }, "PPT18OV":{ 1: "1", 2: "2", 3: "3", 4: "4+" }, "PCTLT200FPL":{ -5: "County is not known", 0: "Less than 40% of county population below 200% of poverty level", 1: "40% or more of county population below 200% of poverty level" }})