{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "81c3c12f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "49dade84",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('Most-Recent-Cohorts-Institution.csv', low_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4d1f7b90",
   "metadata": {},
   "outputs": [],
   "source": [
    "duplicate_rows = df.duplicated(keep = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0b3a5cfa",
   "metadata": {},
   "outputs": [],
   "source": [
    "count = duplicate_rows.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d58046fc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n"
     ]
    }
   ],
   "source": [
    "print(count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "644d4ede",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(['OPEID', 'OPEID6', 'ACCREDAGENCY', 'NPCURL', 'SCH_DEG', 'HCM2', 'NUMBRANCH', 'PREDDEG', 'LATITUDE', 'LONGITUDE', 'CIP01CERT1', 'CIP01CERT2', 'CIP01ASSOC', 'CIP01CERT4', 'CIP01BACHL', 'CIP03CERT1', 'CIP03CERT2', 'CIP03ASSOC', 'CIP03CERT4', 'CIP03BACHL', 'CIP04CERT1', 'CIP04CERT2', 'CIP04ASSOC', 'CIP04CERT4', 'CIP04BACHL', 'CIP05CERT1', 'CIP05CERT2', 'CIP05ASSOC', 'CIP05CERT4', 'CIP05BACHL', 'CIP09CERT1', 'CIP09CERT2', 'CIP09ASSOC', 'CIP09CERT4', 'CIP09BACHL', 'CIP10CERT1', 'CIP10CERT2', 'CIP10ASSOC', 'CIP10CERT4', 'CIP10BACHL', 'CIP11CERT1', 'CIP11CERT2', 'CIP11ASSOC', 'CIP11CERT4', 'CIP11BACHL', 'CIP12CERT1', 'CIP12CERT2', 'CIP12ASSOC', 'CIP12CERT4', 'CIP12BACHL', 'CIP13CERT1', 'CIP13CERT2', 'CIP13ASSOC', 'CIP13CERT4', 'CIP13BACHL', 'CIP14CERT1', 'CIP14CERT2', 'CIP14ASSOC', 'CIP14CERT4', 'CIP14BACHL', 'CIP15CERT1', 'CIP15CERT2', 'CIP15ASSOC', 'CIP15CERT4', 'CIP15BACHL', 'CIP16CERT1', 'CIP16CERT2', 'CIP16ASSOC', 'CIP16CERT4', 'CIP16BACHL', 'CIP19CERT1', 'CIP19CERT2', 'CIP19ASSOC', 'CIP19CERT4', 'CIP19BACHL', 'CIP22CERT1', 'CIP22CERT2', 'CIP22ASSOC', 'CIP22CERT4', 'CIP22BACHL', 'CIP23CERT1', 'CIP23CERT2', 'CIP23ASSOC', 'CIP23CERT4', 'CIP23BACHL', 'CIP24CERT1', 'CIP24CERT2', 'CIP24ASSOC', 'CIP24CERT4', 'CIP24BACHL', 'CIP25CERT1', 'CIP25CERT2', 'CIP25ASSOC', 'CIP25CERT4', 'CIP25BACHL', 'CIP26CERT1', 'CIP26CERT2', 'CIP26ASSOC', 'CIP26CERT4', 'CIP26BACHL', 'CIP27CERT1', 'CIP27CERT2', 'CIP27ASSOC', 'CIP27CERT4', 'CIP27BACHL', 'CIP29CERT1', 'CIP29CERT2', 'CIP29ASSOC', 'CIP29CERT4', 'CIP29BACHL', 'CIP30CERT1', 'CIP30CERT2', 'CIP30ASSOC', 'CIP30CERT4', 'CIP30BACHL', 'CIP31CERT1', 'CIP31CERT2', 'CIP31ASSOC', 'CIP31CERT4', 'CIP31BACHL', 'CIP38CERT1', 'CIP38CERT2', 'CIP38ASSOC', 'CIP38CERT4', 'CIP38BACHL', 'CIP39CERT1', 'CIP39CERT2', 'CIP39ASSOC', 'CIP39CERT4', 'CIP39BACHL', 'CIP40CERT1', 'CIP40CERT2', 'CIP40ASSOC', 'CIP40CERT4', 'CIP40BACHL', 'CIP41CERT1', 'CIP41CERT2', 'CIP41ASSOC', 'CIP41CERT4', 'CIP41BACHL', 'CIP42CERT1', 'CIP42CERT2', 'CIP42ASSOC', 'CIP42CERT4', 'CIP42BACHL', 'CIP43CERT1', 'CIP43CERT2', 'CIP43ASSOC', 'CIP43CERT4', 'CIP43BACHL', 'CIP44CERT1', 'CIP44CERT2', 'CIP44ASSOC', 'CIP44CERT4', 'CIP44BACHL', 'CIP45CERT1', 'CIP45CERT2', 'CIP45ASSOC', 'CIP45CERT4', 'CIP45BACHL', 'CIP46CERT1', 'CIP46CERT2', 'CIP46ASSOC', 'CIP46CERT4', 'CIP46BACHL', 'CIP47CERT1', 'CIP47CERT2', 'CIP47ASSOC', 'CIP47CERT4', 'CIP47BACHL', 'CIP48CERT1', 'CIP48CERT2', 'CIP48ASSOC', 'CIP48CERT4', 'CIP48BACHL', 'CIP49CERT1', 'CIP49CERT2', 'CIP49ASSOC', 'CIP49CERT4', 'CIP49BACHL', 'CIP50CERT1', 'CIP50CERT2', 'CIP50ASSOC', 'CIP50CERT4', 'CIP50BACHL', 'CIP51CERT1', 'CIP51CERT2', 'CIP51ASSOC', 'CIP51CERT4', 'CIP51BACHL', 'CIP52CERT1', 'CIP52CERT2', 'CIP52ASSOC', 'CIP52CERT4', 'CIP52BACHL', 'CIP54CERT1', 'CIP54CERT2', 'CIP54ASSOC', 'CIP54CERT4', 'CIP54BACHL', 'DISTANCEONLY', 'PPTUG_EF', 'PPTUG_EF2', 'CURROPER', 'NUM41_PUB', 'NUM42_PUB', 'NUM43_PUB', 'NUM44_PUB', 'NUM45_PUB', 'NUM41_PRIV', 'NUM42_PRIV', 'NUM43_PRIV', 'NUM44_PRIV', 'NUM45_PRIV', 'NUM41_PROG', 'NUM42_PROG', 'NUM43_PROG', 'NUM44_PROG', 'NUM45_PROG', 'NUM41_OTHER', 'NUM42_OTHER', 'NUM43_OTHER', 'NUM44_OTHER', 'NUM45_OTHER', 'TUITFTE', 'INEXPFTE', 'AVGFACSAL', 'PFTFAC', 'C150_4_POOLED', 'C150_L4_POOLED', 'POOLYRS', 'PFTFTUG1_EF', 'D150_4', 'D150_L4', 'D150_4_POOLED', 'D150_L4_POOLED', 'C150_4_WHITE', 'C150_4_BLACK', 'C150_4_HISP', 'C150_4_ASIAN', 'C150_4_AIAN', 'C150_4_NHPI', 'C150_4_2MOR', 'C150_4_NRA', 'C150_4_UNKN', 'C150_4_WHITENH', 'C150_4_BLACKNH', 'C150_4_API', 'C150_4_AIANOLD', 'C150_4_HISPOLD', 'C150_L4_WHITE', 'C150_L4_BLACK', 'C150_L4_HISP', 'C150_L4_ASIAN', 'C150_L4_AIAN', 'C150_L4_NHPI', 'C150_L4_2MOR', 'C150_L4_NRA', 'C150_L4_UNKN', 'C150_L4_WHITENH', 'C150_L4_BLACKNH', 'C150_L4_API', 'C150_L4_AIANOLD', 'C150_L4_HISPOLD', 'C200_4', 'C200_L4', 'D200_4', 'D200_L4', 'RET_FT4', 'RET_FTL4', 'RET_PT4', 'RET_PTL4', 'C200_4_POOLED', 'C200_L4_POOLED', 'POOLYRS200', 'D200_4_POOLED', 'D200_L4_POOLED', 'UG25ABV', 'CDR2', 'CDR3', 'DEATH_YR2_RT', 'COMP_ORIG_YR2_RT', 'COMP_4YR_TRANS_YR2_RT', 'COMP_2YR_TRANS_YR2_RT', 'WDRAW_ORIG_YR2_RT', 'WDRAW_4YR_TRANS_YR2_RT', 'WDRAW_2YR_TRANS_YR2_RT', 'ENRL_ORIG_YR2_RT', 'ENRL_4YR_TRANS_YR2_RT', 'ENRL_2YR_TRANS_YR2_RT', 'UNKN_ORIG_YR2_RT', 'UNKN_4YR_TRANS_YR2_RT', 'UNKN_2YR_TRANS_YR2_RT', 'LO_INC_DEATH_YR2_RT', 'LO_INC_COMP_ORIG_YR2_RT', 'LO_INC_COMP_4YR_TRANS_YR2_RT', 'LO_INC_COMP_2YR_TRANS_YR2_RT', 'LO_INC_WDRAW_ORIG_YR2_RT', 'LO_INC_WDRAW_4YR_TRANS_YR2_RT', 'LO_INC_WDRAW_2YR_TRANS_YR2_RT', 'LO_INC_ENRL_ORIG_YR2_RT', 'LO_INC_ENRL_4YR_TRANS_YR2_RT', 'LO_INC_ENRL_2YR_TRANS_YR2_RT', 'LO_INC_UNKN_ORIG_YR2_RT', 'LO_INC_UNKN_4YR_TRANS_YR2_RT', 'LO_INC_UNKN_2YR_TRANS_YR2_RT', 'MD_INC_DEATH_YR2_RT', 'MD_INC_COMP_ORIG_YR2_RT', 'MD_INC_COMP_4YR_TRANS_YR2_RT', 'MD_INC_COMP_2YR_TRANS_YR2_RT', 'MD_INC_WDRAW_ORIG_YR2_RT', 'MD_INC_WDRAW_4YR_TRANS_YR2_RT', 'MD_INC_WDRAW_2YR_TRANS_YR2_RT', 'MD_INC_ENRL_ORIG_YR2_RT', 'MD_INC_ENRL_4YR_TRANS_YR2_RT', 'MD_INC_ENRL_2YR_TRANS_YR2_RT', 'MD_INC_UNKN_ORIG_YR2_RT', 'MD_INC_UNKN_4YR_TRANS_YR2_RT', 'MD_INC_UNKN_2YR_TRANS_YR2_RT', 'HI_INC_DEATH_YR2_RT', 'HI_INC_COMP_ORIG_YR2_RT', 'HI_INC_COMP_4YR_TRANS_YR2_RT', 'HI_INC_COMP_2YR_TRANS_YR2_RT', 'HI_INC_WDRAW_ORIG_YR2_RT', 'HI_INC_WDRAW_4YR_TRANS_YR2_RT', 'HI_INC_WDRAW_2YR_TRANS_YR2_RT', 'HI_INC_ENRL_ORIG_YR2_RT', 'HI_INC_ENRL_4YR_TRANS_YR2_RT', 'HI_INC_ENRL_2YR_TRANS_YR2_RT', 'HI_INC_UNKN_ORIG_YR2_RT', 'HI_INC_UNKN_4YR_TRANS_YR2_RT', 'HI_INC_UNKN_2YR_TRANS_YR2_RT', 'DEP_DEATH_YR2_RT', 'DEP_COMP_ORIG_YR2_RT', 'DEP_COMP_4YR_TRANS_YR2_RT', 'DEP_COMP_2YR_TRANS_YR2_RT', 'DEP_WDRAW_ORIG_YR2_RT', 'DEP_WDRAW_4YR_TRANS_YR2_RT', 'DEP_WDRAW_2YR_TRANS_YR2_RT', 'DEP_ENRL_ORIG_YR2_RT', 'DEP_ENRL_4YR_TRANS_YR2_RT', 'DEP_ENRL_2YR_TRANS_YR2_RT', 'DEP_UNKN_ORIG_YR2_RT', 'DEP_UNKN_4YR_TRANS_YR2_RT', 'DEP_UNKN_2YR_TRANS_YR2_RT', 'IND_DEATH_YR2_RT', 'IND_COMP_ORIG_YR2_RT', 'IND_COMP_4YR_TRANS_YR2_RT', 'IND_COMP_2YR_TRANS_YR2_RT', 'IND_WDRAW_ORIG_YR2_RT', 'IND_WDRAW_4YR_TRANS_YR2_RT', 'IND_WDRAW_2YR_TRANS_YR2_RT', 'IND_ENRL_ORIG_YR2_RT', 'IND_ENRL_4YR_TRANS_YR2_RT', 'IND_ENRL_2YR_TRANS_YR2_RT', 'IND_UNKN_ORIG_YR2_RT', 'IND_UNKN_4YR_TRANS_YR2_RT', 'IND_UNKN_2YR_TRANS_YR2_RT', 'FEMALE_DEATH_YR2_RT', 'FEMALE_COMP_ORIG_YR2_RT', 'FEMALE_COMP_4YR_TRANS_YR2_RT', 'FEMALE_COMP_2YR_TRANS_YR2_RT', 'FEMALE_WDRAW_ORIG_YR2_RT', 'FEMALE_WDRAW_4YR_TRANS_YR2_RT', 'FEMALE_WDRAW_2YR_TRANS_YR2_RT', 'FEMALE_ENRL_ORIG_YR2_RT', 'FEMALE_ENRL_4YR_TRANS_YR2_RT', 'FEMALE_ENRL_2YR_TRANS_YR2_RT', 'FEMALE_UNKN_ORIG_YR2_RT', 'FEMALE_UNKN_4YR_TRANS_YR2_RT', 'FEMALE_UNKN_2YR_TRANS_YR2_RT', 'MALE_DEATH_YR2_RT', 'MALE_COMP_ORIG_YR2_RT', 'MALE_COMP_4YR_TRANS_YR2_RT', 'MALE_COMP_2YR_TRANS_YR2_RT', 'MALE_WDRAW_ORIG_YR2_RT', 'MALE_WDRAW_4YR_TRANS_YR2_RT', 'MALE_WDRAW_2YR_TRANS_YR2_RT', 'MALE_ENRL_ORIG_YR2_RT', 'MALE_ENRL_4YR_TRANS_YR2_RT', 'MALE_ENRL_2YR_TRANS_YR2_RT', 'MALE_UNKN_ORIG_YR2_RT', 'MALE_UNKN_4YR_TRANS_YR2_RT', 'MALE_UNKN_2YR_TRANS_YR2_RT', 'PELL_DEATH_YR2_RT', 'PELL_COMP_ORIG_YR2_RT', 'PELL_COMP_4YR_TRANS_YR2_RT', 'PELL_COMP_2YR_TRANS_YR2_RT', 'PELL_WDRAW_ORIG_YR2_RT', 'PELL_WDRAW_4YR_TRANS_YR2_RT', 'PELL_WDRAW_2YR_TRANS_YR2_RT', 'PELL_ENRL_ORIG_YR2_RT', 'PELL_ENRL_4YR_TRANS_YR2_RT', 'PELL_ENRL_2YR_TRANS_YR2_RT', 'PELL_UNKN_ORIG_YR2_RT', 'PELL_UNKN_4YR_TRANS_YR2_RT', 'PELL_UNKN_2YR_TRANS_YR2_RT', 'NOPELL_DEATH_YR2_RT', 'NOPELL_COMP_ORIG_YR2_RT', 'NOPELL_COMP_4YR_TRANS_YR2_RT', 'NOPELL_COMP_2YR_TRANS_YR2_RT', 'NOPELL_WDRAW_ORIG_YR2_RT', 'NOPELL_WDRAW_4YR_TRANS_YR2_RT', 'NOPELL_WDRAW_2YR_TRANS_YR2_RT', 'NOPELL_ENRL_ORIG_YR2_RT', 'NOPELL_ENRL_4YR_TRANS_YR2_RT', 'NOPELL_ENRL_2YR_TRANS_YR2_RT', 'NOPELL_UNKN_ORIG_YR2_RT', 'NOPELL_UNKN_4YR_TRANS_YR2_RT', 'NOPELL_UNKN_2YR_TRANS_YR2_RT', 'LOAN_DEATH_YR2_RT', 'LOAN_COMP_ORIG_YR2_RT', 'LOAN_COMP_4YR_TRANS_YR2_RT', 'LOAN_COMP_2YR_TRANS_YR2_RT', 'LOAN_WDRAW_ORIG_YR2_RT', 'LOAN_WDRAW_4YR_TRANS_YR2_RT', 'LOAN_WDRAW_2YR_TRANS_YR2_RT', 'LOAN_ENRL_ORIG_YR2_RT', 'LOAN_ENRL_4YR_TRANS_YR2_RT', 'LOAN_ENRL_2YR_TRANS_YR2_RT', 'LOAN_UNKN_ORIG_YR2_RT', 'LOAN_UNKN_4YR_TRANS_YR2_RT', 'LOAN_UNKN_2YR_TRANS_YR2_RT', 'NOLOAN_DEATH_YR2_RT', 'NOLOAN_COMP_ORIG_YR2_RT', 'NOLOAN_COMP_4YR_TRANS_YR2_RT', 'NOLOAN_COMP_2YR_TRANS_YR2_RT', 'NOLOAN_WDRAW_ORIG_YR2_RT', 'NOLOAN_WDRAW_4YR_TRANS_YR2_RT', 'NOLOAN_WDRAW_2YR_TRANS_YR2_RT', 'NOLOAN_ENRL_ORIG_YR2_RT', 'NOLOAN_ENRL_4YR_TRANS_YR2_RT', 'NOLOAN_ENRL_2YR_TRANS_YR2_RT', 'NOLOAN_UNKN_ORIG_YR2_RT', 'NOLOAN_UNKN_4YR_TRANS_YR2_RT', 'NOLOAN_UNKN_2YR_TRANS_YR2_RT', 'FIRSTGEN_DEATH_YR2_RT', 'FIRSTGEN_COMP_ORIG_YR2_RT', 'FIRSTGEN_COMP_4YR_TRANS_YR2_RT', 'FIRSTGEN_COMP_2YR_TRANS_YR2_RT', 'FIRSTGEN_WDRAW_ORIG_YR2_RT', 'FIRSTGEN_WDRAW_4YR_TRANS_YR2_RT', 'FIRSTGEN_WDRAW_2YR_TRANS_YR2_RT', 'FIRSTGEN_ENRL_ORIG_YR2_RT', 'FIRSTGEN_ENRL_4YR_TRANS_YR2_RT', 'FIRSTGEN_ENRL_2YR_TRANS_YR2_RT', 'FIRSTGEN_UNKN_ORIG_YR2_RT', 'FIRSTGEN_UNKN_4YR_TRANS_YR2_RT', 'FIRSTGEN_UNKN_2YR_TRANS_YR2_RT', 'NOT1STGEN_DEATH_YR2_RT', 'NOT1STGEN_COMP_ORIG_YR2_RT', 'NOT1STGEN_COMP_4YR_TRANS_YR2_RT', 'NOT1STGEN_COMP_2YR_TRANS_YR2_RT', 'NOT1STGEN_WDRAW_ORIG_YR2_RT', 'NOT1STGEN_WDRAW_4YR_TRANS_YR2_RT', 'NOT1STGEN_WDRAW_2YR_TRANS_YR2_RT', 'NOT1STGEN_ENRL_ORIG_YR2_RT', 'NOT1STGEN_ENRL_4YR_TRANS_YR2_RT', 'NOT1STGEN_ENRL_2YR_TRANS_YR2_RT', 'NOT1STGEN_UNKN_ORIG_YR2_RT', 'NOT1STGEN_UNKN_4YR_TRANS_YR2_RT', 'NOT1STGEN_UNKN_2YR_TRANS_YR2_RT', 'DEATH_YR3_RT', 'COMP_ORIG_YR3_RT', 'COMP_4YR_TRANS_YR3_RT', 'COMP_2YR_TRANS_YR3_RT', 'WDRAW_ORIG_YR3_RT', 'WDRAW_4YR_TRANS_YR3_RT', 'WDRAW_2YR_TRANS_YR3_RT', 'ENRL_ORIG_YR3_RT', 'ENRL_4YR_TRANS_YR3_RT', 'ENRL_2YR_TRANS_YR3_RT', 'UNKN_ORIG_YR3_RT', 'UNKN_4YR_TRANS_YR3_RT', 'UNKN_2YR_TRANS_YR3_RT', 'LO_INC_DEATH_YR3_RT', 'LO_INC_COMP_ORIG_YR3_RT', 'LO_INC_COMP_4YR_TRANS_YR3_RT', 'LO_INC_COMP_2YR_TRANS_YR3_RT', 'LO_INC_WDRAW_ORIG_YR3_RT', 'LO_INC_WDRAW_4YR_TRANS_YR3_RT', 'LO_INC_WDRAW_2YR_TRANS_YR3_RT', 'LO_INC_ENRL_ORIG_YR3_RT', 'LO_INC_ENRL_4YR_TRANS_YR3_RT', 'LO_INC_ENRL_2YR_TRANS_YR3_RT', 'LO_INC_UNKN_ORIG_YR3_RT', 'LO_INC_UNKN_4YR_TRANS_YR3_RT', 'LO_INC_UNKN_2YR_TRANS_YR3_RT', 'MD_INC_DEATH_YR3_RT', 'MD_INC_COMP_ORIG_YR3_RT', 'MD_INC_COMP_4YR_TRANS_YR3_RT', 'MD_INC_COMP_2YR_TRANS_YR3_RT', 'MD_INC_WDRAW_ORIG_YR3_RT', 'MD_INC_WDRAW_4YR_TRANS_YR3_RT', 'MD_INC_WDRAW_2YR_TRANS_YR3_RT', 'MD_INC_ENRL_ORIG_YR3_RT', 'MD_INC_ENRL_4YR_TRANS_YR3_RT', 'MD_INC_ENRL_2YR_TRANS_YR3_RT', 'MD_INC_UNKN_ORIG_YR3_RT', 'MD_INC_UNKN_4YR_TRANS_YR3_RT', 'MD_INC_UNKN_2YR_TRANS_YR3_RT', 'HI_INC_DEATH_YR3_RT', 'HI_INC_COMP_ORIG_YR3_RT', 'HI_INC_COMP_4YR_TRANS_YR3_RT', 'HI_INC_COMP_2YR_TRANS_YR3_RT', 'HI_INC_WDRAW_ORIG_YR3_RT', 'HI_INC_WDRAW_4YR_TRANS_YR3_RT', 'HI_INC_WDRAW_2YR_TRANS_YR3_RT', 'HI_INC_ENRL_ORIG_YR3_RT', 'HI_INC_ENRL_4YR_TRANS_YR3_RT', 'HI_INC_ENRL_2YR_TRANS_YR3_RT', 'HI_INC_UNKN_ORIG_YR3_RT', 'HI_INC_UNKN_4YR_TRANS_YR3_RT', 'HI_INC_UNKN_2YR_TRANS_YR3_RT', 'DEP_DEATH_YR3_RT', 'DEP_COMP_ORIG_YR3_RT', 'DEP_COMP_4YR_TRANS_YR3_RT', 'DEP_COMP_2YR_TRANS_YR3_RT', 'DEP_WDRAW_ORIG_YR3_RT', 'DEP_WDRAW_4YR_TRANS_YR3_RT', 'DEP_WDRAW_2YR_TRANS_YR3_RT', 'DEP_ENRL_ORIG_YR3_RT', 'DEP_ENRL_4YR_TRANS_YR3_RT', 'DEP_ENRL_2YR_TRANS_YR3_RT', 'DEP_UNKN_ORIG_YR3_RT', 'DEP_UNKN_4YR_TRANS_YR3_RT', 'DEP_UNKN_2YR_TRANS_YR3_RT', 'IND_DEATH_YR3_RT', 'IND_COMP_ORIG_YR3_RT', 'IND_COMP_4YR_TRANS_YR3_RT', 'IND_COMP_2YR_TRANS_YR3_RT', 'IND_WDRAW_ORIG_YR3_RT', 'IND_WDRAW_4YR_TRANS_YR3_RT', 'IND_WDRAW_2YR_TRANS_YR3_RT', 'IND_ENRL_ORIG_YR3_RT', 'IND_ENRL_4YR_TRANS_YR3_RT', 'IND_ENRL_2YR_TRANS_YR3_RT', 'IND_UNKN_ORIG_YR3_RT', 'IND_UNKN_4YR_TRANS_YR3_RT', 'IND_UNKN_2YR_TRANS_YR3_RT', 'FEMALE_DEATH_YR3_RT', 'FEMALE_COMP_ORIG_YR3_RT', 'FEMALE_COMP_4YR_TRANS_YR3_RT', 'FEMALE_COMP_2YR_TRANS_YR3_RT', 'FEMALE_WDRAW_ORIG_YR3_RT', 'FEMALE_WDRAW_4YR_TRANS_YR3_RT', 'FEMALE_WDRAW_2YR_TRANS_YR3_RT', 'FEMALE_ENRL_ORIG_YR3_RT', 'FEMALE_ENRL_4YR_TRANS_YR3_RT', 'FEMALE_ENRL_2YR_TRANS_YR3_RT', 'FEMALE_UNKN_ORIG_YR3_RT', 'FEMALE_UNKN_4YR_TRANS_YR3_RT', 'FEMALE_UNKN_2YR_TRANS_YR3_RT', 'MALE_DEATH_YR3_RT', 'MALE_COMP_ORIG_YR3_RT', 'MALE_COMP_4YR_TRANS_YR3_RT', 'MALE_COMP_2YR_TRANS_YR3_RT', 'MALE_WDRAW_ORIG_YR3_RT', 'MALE_WDRAW_4YR_TRANS_YR3_RT', 'MALE_WDRAW_2YR_TRANS_YR3_RT', 'MALE_ENRL_ORIG_YR3_RT', 'MALE_ENRL_4YR_TRANS_YR3_RT', 'MALE_ENRL_2YR_TRANS_YR3_RT', 'MALE_UNKN_ORIG_YR3_RT', 'MALE_UNKN_4YR_TRANS_YR3_RT', 'MALE_UNKN_2YR_TRANS_YR3_RT', 'PELL_DEATH_YR3_RT', 'PELL_COMP_ORIG_YR3_RT', 'PELL_COMP_4YR_TRANS_YR3_RT', 'PELL_COMP_2YR_TRANS_YR3_RT', 'PELL_WDRAW_ORIG_YR3_RT', 'PELL_WDRAW_4YR_TRANS_YR3_RT', 'PELL_WDRAW_2YR_TRANS_YR3_RT', 'PELL_ENRL_ORIG_YR3_RT', 'PELL_ENRL_4YR_TRANS_YR3_RT', 'PELL_ENRL_2YR_TRANS_YR3_RT', 'PELL_UNKN_ORIG_YR3_RT', 'PELL_UNKN_4YR_TRANS_YR3_RT', 'PELL_UNKN_2YR_TRANS_YR3_RT', 'NOPELL_DEATH_YR3_RT', 'NOPELL_COMP_ORIG_YR3_RT', 'NOPELL_COMP_4YR_TRANS_YR3_RT', 'NOPELL_COMP_2YR_TRANS_YR3_RT', 'NOPELL_WDRAW_ORIG_YR3_RT', 'NOPELL_WDRAW_4YR_TRANS_YR3_RT', 'NOPELL_WDRAW_2YR_TRANS_YR3_RT', 'NOPELL_ENRL_ORIG_YR3_RT', 'NOPELL_ENRL_4YR_TRANS_YR3_RT', 'NOPELL_ENRL_2YR_TRANS_YR3_RT', 'NOPELL_UNKN_ORIG_YR3_RT', 'NOPELL_UNKN_4YR_TRANS_YR3_RT', 'NOPELL_UNKN_2YR_TRANS_YR3_RT', 'LOAN_DEATH_YR3_RT', 'LOAN_COMP_ORIG_YR3_RT', 'LOAN_COMP_4YR_TRANS_YR3_RT', 'LOAN_COMP_2YR_TRANS_YR3_RT', 'LOAN_WDRAW_ORIG_YR3_RT', 'LOAN_WDRAW_4YR_TRANS_YR3_RT', 'LOAN_WDRAW_2YR_TRANS_YR3_RT', 'LOAN_ENRL_ORIG_YR3_RT', 'LOAN_ENRL_4YR_TRANS_YR3_RT', 'LOAN_ENRL_2YR_TRANS_YR3_RT', 'LOAN_UNKN_ORIG_YR3_RT', 'LOAN_UNKN_4YR_TRANS_YR3_RT', 'LOAN_UNKN_2YR_TRANS_YR3_RT', 'NOLOAN_DEATH_YR3_RT', 'NOLOAN_COMP_ORIG_YR3_RT', 'NOLOAN_COMP_4YR_TRANS_YR3_RT', 'NOLOAN_COMP_2YR_TRANS_YR3_RT', 'NOLOAN_WDRAW_ORIG_YR3_RT', 'NOLOAN_WDRAW_4YR_TRANS_YR3_RT', 'NOLOAN_WDRAW_2YR_TRANS_YR3_RT', 'NOLOAN_ENRL_ORIG_YR3_RT', 'NOLOAN_ENRL_4YR_TRANS_YR3_RT', 'NOLOAN_ENRL_2YR_TRANS_YR3_RT', 'NOLOAN_UNKN_ORIG_YR3_RT', 'NOLOAN_UNKN_4YR_TRANS_YR3_RT', 'NOLOAN_UNKN_2YR_TRANS_YR3_RT', 'FIRSTGEN_DEATH_YR3_RT', 'FIRSTGEN_COMP_ORIG_YR3_RT', 'FIRSTGEN_COMP_4YR_TRANS_YR3_RT', 'FIRSTGEN_COMP_2YR_TRANS_YR3_RT', 'FIRSTGEN_WDRAW_ORIG_YR3_RT', 'FIRSTGEN_WDRAW_4YR_TRANS_YR3_RT', 'FIRSTGEN_WDRAW_2YR_TRANS_YR3_RT', 'FIRSTGEN_ENRL_ORIG_YR3_RT', 'FIRSTGEN_ENRL_4YR_TRANS_YR3_RT', 'FIRSTGEN_ENRL_2YR_TRANS_YR3_RT', 'FIRSTGEN_UNKN_ORIG_YR3_RT', 'FIRSTGEN_UNKN_4YR_TRANS_YR3_RT', 'FIRSTGEN_UNKN_2YR_TRANS_YR3_RT', 'NOT1STGEN_DEATH_YR3_RT', 'NOT1STGEN_COMP_ORIG_YR3_RT', 'NOT1STGEN_COMP_4YR_TRANS_YR3_RT', 'NOT1STGEN_COMP_2YR_TRANS_YR3_RT', 'NOT1STGEN_WDRAW_ORIG_YR3_RT', 'NOT1STGEN_WDRAW_4YR_TRANS_YR3_RT', 'NOT1STGEN_WDRAW_2YR_TRANS_YR3_RT', 'NOT1STGEN_ENRL_ORIG_YR3_RT', 'NOT1STGEN_ENRL_4YR_TRANS_YR3_RT', 'NOT1STGEN_ENRL_2YR_TRANS_YR3_RT', 'NOT1STGEN_UNKN_ORIG_YR3_RT', 'NOT1STGEN_UNKN_4YR_TRANS_YR3_RT', 'NOT1STGEN_UNKN_2YR_TRANS_YR3_RT', 'DEATH_YR4_RT', 'COMP_ORIG_YR4_RT', 'COMP_4YR_TRANS_YR4_RT', 'COMP_2YR_TRANS_YR4_RT', 'WDRAW_ORIG_YR4_RT', 'WDRAW_4YR_TRANS_YR4_RT', 'WDRAW_2YR_TRANS_YR4_RT', 'ENRL_ORIG_YR4_RT', 'ENRL_4YR_TRANS_YR4_RT', 'ENRL_2YR_TRANS_YR4_RT', 'UNKN_ORIG_YR4_RT', 'UNKN_4YR_TRANS_YR4_RT', 'UNKN_2YR_TRANS_YR4_RT', 'LO_INC_DEATH_YR4_RT', 'LO_INC_COMP_ORIG_YR4_RT', 'LO_INC_COMP_4YR_TRANS_YR4_RT', 'LO_INC_COMP_2YR_TRANS_YR4_RT', 'LO_INC_WDRAW_ORIG_YR4_RT', 'LO_INC_WDRAW_4YR_TRANS_YR4_RT', 'LO_INC_WDRAW_2YR_TRANS_YR4_RT', 'LO_INC_ENRL_ORIG_YR4_RT', 'LO_INC_ENRL_4YR_TRANS_YR4_RT', 'LO_INC_ENRL_2YR_TRANS_YR4_RT', 'LO_INC_UNKN_ORIG_YR4_RT', 'LO_INC_UNKN_4YR_TRANS_YR4_RT', 'LO_INC_UNKN_2YR_TRANS_YR4_RT', 'MD_INC_DEATH_YR4_RT', 'MD_INC_COMP_ORIG_YR4_RT', 'MD_INC_COMP_4YR_TRANS_YR4_RT', 'MD_INC_COMP_2YR_TRANS_YR4_RT', 'MD_INC_WDRAW_ORIG_YR4_RT', 'MD_INC_WDRAW_4YR_TRANS_YR4_RT', 'MD_INC_WDRAW_2YR_TRANS_YR4_RT', 'MD_INC_ENRL_ORIG_YR4_RT', 'MD_INC_ENRL_4YR_TRANS_YR4_RT', 'MD_INC_ENRL_2YR_TRANS_YR4_RT', 'MD_INC_UNKN_ORIG_YR4_RT', 'MD_INC_UNKN_4YR_TRANS_YR4_RT', 'MD_INC_UNKN_2YR_TRANS_YR4_RT', 'HI_INC_DEATH_YR4_RT', 'HI_INC_COMP_ORIG_YR4_RT', 'HI_INC_COMP_4YR_TRANS_YR4_RT', 'HI_INC_COMP_2YR_TRANS_YR4_RT', 'HI_INC_WDRAW_ORIG_YR4_RT', 'HI_INC_WDRAW_4YR_TRANS_YR4_RT', 'HI_INC_WDRAW_2YR_TRANS_YR4_RT', 'HI_INC_ENRL_ORIG_YR4_RT', 'HI_INC_ENRL_4YR_TRANS_YR4_RT', 'HI_INC_ENRL_2YR_TRANS_YR4_RT', 'HI_INC_UNKN_ORIG_YR4_RT', 'HI_INC_UNKN_4YR_TRANS_YR4_RT', 'HI_INC_UNKN_2YR_TRANS_YR4_RT', 'DEP_DEATH_YR4_RT', 'DEP_COMP_ORIG_YR4_RT', 'DEP_COMP_4YR_TRANS_YR4_RT', 'DEP_COMP_2YR_TRANS_YR4_RT', 'DEP_WDRAW_ORIG_YR4_RT', 'DEP_WDRAW_4YR_TRANS_YR4_RT', 'DEP_WDRAW_2YR_TRANS_YR4_RT', 'DEP_ENRL_ORIG_YR4_RT', 'DEP_ENRL_4YR_TRANS_YR4_RT', 'DEP_ENRL_2YR_TRANS_YR4_RT', 'DEP_UNKN_ORIG_YR4_RT', 'DEP_UNKN_4YR_TRANS_YR4_RT', 'DEP_UNKN_2YR_TRANS_YR4_RT', 'IND_DEATH_YR4_RT', 'IND_COMP_ORIG_YR4_RT', 'IND_COMP_4YR_TRANS_YR4_RT', 'IND_COMP_2YR_TRANS_YR4_RT', 'IND_WDRAW_ORIG_YR4_RT', 'IND_WDRAW_4YR_TRANS_YR4_RT', 'IND_WDRAW_2YR_TRANS_YR4_RT', 'IND_ENRL_ORIG_YR4_RT', 'IND_ENRL_4YR_TRANS_YR4_RT', 'IND_ENRL_2YR_TRANS_YR4_RT', 'IND_UNKN_ORIG_YR4_RT', 'IND_UNKN_4YR_TRANS_YR4_RT', 'IND_UNKN_2YR_TRANS_YR4_RT', 'FEMALE_DEATH_YR4_RT', 'FEMALE_COMP_ORIG_YR4_RT', 'FEMALE_COMP_4YR_TRANS_YR4_RT', 'FEMALE_COMP_2YR_TRANS_YR4_RT', 'FEMALE_WDRAW_ORIG_YR4_RT', 'FEMALE_WDRAW_4YR_TRANS_YR4_RT', 'FEMALE_WDRAW_2YR_TRANS_YR4_RT', 'FEMALE_ENRL_ORIG_YR4_RT', 'FEMALE_ENRL_4YR_TRANS_YR4_RT', 'FEMALE_ENRL_2YR_TRANS_YR4_RT', 'FEMALE_UNKN_ORIG_YR4_RT', 'FEMALE_UNKN_4YR_TRANS_YR4_RT', 'FEMALE_UNKN_2YR_TRANS_YR4_RT', 'MALE_DEATH_YR4_RT', 'MALE_COMP_ORIG_YR4_RT', 'MALE_COMP_4YR_TRANS_YR4_RT', 'MALE_COMP_2YR_TRANS_YR4_RT', 'MALE_WDRAW_ORIG_YR4_RT', 'MALE_WDRAW_4YR_TRANS_YR4_RT', 'MALE_WDRAW_2YR_TRANS_YR4_RT', 'MALE_ENRL_ORIG_YR4_RT', 'MALE_ENRL_4YR_TRANS_YR4_RT', 'MALE_ENRL_2YR_TRANS_YR4_RT', 'MALE_UNKN_ORIG_YR4_RT', 'MALE_UNKN_4YR_TRANS_YR4_RT', 'MALE_UNKN_2YR_TRANS_YR4_RT', 'PELL_DEATH_YR4_RT', 'PELL_COMP_ORIG_YR4_RT', 'PELL_COMP_4YR_TRANS_YR4_RT', 'PELL_COMP_2YR_TRANS_YR4_RT', 'PELL_WDRAW_ORIG_YR4_RT', 'PELL_WDRAW_4YR_TRANS_YR4_RT', 'PELL_WDRAW_2YR_TRANS_YR4_RT', 'PELL_ENRL_ORIG_YR4_RT', 'PELL_ENRL_4YR_TRANS_YR4_RT', 'PELL_ENRL_2YR_TRANS_YR4_RT', 'PELL_UNKN_ORIG_YR4_RT', 'PELL_UNKN_4YR_TRANS_YR4_RT', 'PELL_UNKN_2YR_TRANS_YR4_RT', 'NOPELL_DEATH_YR4_RT', 'NOPELL_COMP_ORIG_YR4_RT', 'NOPELL_COMP_4YR_TRANS_YR4_RT', 'NOPELL_COMP_2YR_TRANS_YR4_RT', 'NOPELL_WDRAW_ORIG_YR4_RT', 'NOPELL_WDRAW_4YR_TRANS_YR4_RT', 'NOPELL_WDRAW_2YR_TRANS_YR4_RT', 'NOPELL_ENRL_ORIG_YR4_RT', 'NOPELL_ENRL_4YR_TRANS_YR4_RT', 'NOPELL_ENRL_2YR_TRANS_YR4_RT', 'NOPELL_UNKN_ORIG_YR4_RT', 'NOPELL_UNKN_4YR_TRANS_YR4_RT', 'NOPELL_UNKN_2YR_TRANS_YR4_RT', 'LOAN_DEATH_YR4_RT', 'LOAN_COMP_ORIG_YR4_RT', 'LOAN_COMP_4YR_TRANS_YR4_RT', 'LOAN_COMP_2YR_TRANS_YR4_RT', 'LOAN_WDRAW_ORIG_YR4_RT', 'LOAN_WDRAW_4YR_TRANS_YR4_RT', 'LOAN_WDRAW_2YR_TRANS_YR4_RT', 'LOAN_ENRL_ORIG_YR4_RT', 'LOAN_ENRL_4YR_TRANS_YR4_RT', 'LOAN_ENRL_2YR_TRANS_YR4_RT', 'LOAN_UNKN_ORIG_YR4_RT', 'LOAN_UNKN_4YR_TRANS_YR4_RT', 'LOAN_UNKN_2YR_TRANS_YR4_RT', 'NOLOAN_DEATH_YR4_RT', 'NOLOAN_COMP_ORIG_YR4_RT', 'NOLOAN_COMP_4YR_TRANS_YR4_RT', 'NOLOAN_COMP_2YR_TRANS_YR4_RT', 'NOLOAN_WDRAW_ORIG_YR4_RT', 'NOLOAN_WDRAW_4YR_TRANS_YR4_RT', 'NOLOAN_WDRAW_2YR_TRANS_YR4_RT', 'NOLOAN_ENRL_ORIG_YR4_RT', 'NOLOAN_ENRL_4YR_TRANS_YR4_RT', 'NOLOAN_ENRL_2YR_TRANS_YR4_RT', 'NOLOAN_UNKN_ORIG_YR4_RT', 'NOLOAN_UNKN_4YR_TRANS_YR4_RT', 'NOLOAN_UNKN_2YR_TRANS_YR4_RT', 'FIRSTGEN_DEATH_YR4_RT', 'FIRSTGEN_COMP_ORIG_YR4_RT', 'FIRSTGEN_COMP_4YR_TRANS_YR4_RT', 'FIRSTGEN_COMP_2YR_TRANS_YR4_RT', 'FIRSTGEN_WDRAW_ORIG_YR4_RT', 'FIRSTGEN_WDRAW_4YR_TRANS_YR4_RT', 'FIRSTGEN_WDRAW_2YR_TRANS_YR4_RT', 'FIRSTGEN_ENRL_ORIG_YR4_RT', 'FIRSTGEN_ENRL_4YR_TRANS_YR4_RT', 'FIRSTGEN_ENRL_2YR_TRANS_YR4_RT', 'FIRSTGEN_UNKN_ORIG_YR4_RT', 'FIRSTGEN_UNKN_4YR_TRANS_YR4_RT', 'FIRSTGEN_UNKN_2YR_TRANS_YR4_RT', 'NOT1STGEN_DEATH_YR4_RT', 'NOT1STGEN_COMP_ORIG_YR4_RT', 'NOT1STGEN_COMP_4YR_TRANS_YR4_RT', 'NOT1STGEN_COMP_2YR_TRANS_YR4_RT', 'NOT1STGEN_WDRAW_ORIG_YR4_RT', 'NOT1STGEN_WDRAW_4YR_TRANS_YR4_RT', 'NOT1STGEN_WDRAW_2YR_TRANS_YR4_RT', 'NOT1STGEN_ENRL_ORIG_YR4_RT', 'NOT1STGEN_ENRL_4YR_TRANS_YR4_RT', 'NOT1STGEN_ENRL_2YR_TRANS_YR4_RT', 'NOT1STGEN_UNKN_ORIG_YR4_RT', 'NOT1STGEN_UNKN_4YR_TRANS_YR4_RT', 'NOT1STGEN_UNKN_2YR_TRANS_YR4_RT', 'DEATH_YR6_RT', 'COMP_ORIG_YR6_RT', 'COMP_4YR_TRANS_YR6_RT', 'COMP_2YR_TRANS_YR6_RT', 'WDRAW_ORIG_YR6_RT', 'WDRAW_4YR_TRANS_YR6_RT', 'WDRAW_2YR_TRANS_YR6_RT', 'ENRL_ORIG_YR6_RT', 'ENRL_4YR_TRANS_YR6_RT', 'ENRL_2YR_TRANS_YR6_RT', 'UNKN_ORIG_YR6_RT', 'UNKN_4YR_TRANS_YR6_RT', 'UNKN_2YR_TRANS_YR6_RT', 'LO_INC_DEATH_YR6_RT', 'LO_INC_COMP_ORIG_YR6_RT', 'LO_INC_COMP_4YR_TRANS_YR6_RT', 'LO_INC_COMP_2YR_TRANS_YR6_RT', 'LO_INC_WDRAW_ORIG_YR6_RT', 'LO_INC_WDRAW_4YR_TRANS_YR6_RT', 'LO_INC_WDRAW_2YR_TRANS_YR6_RT', 'LO_INC_ENRL_ORIG_YR6_RT', 'LO_INC_ENRL_4YR_TRANS_YR6_RT', 'LO_INC_ENRL_2YR_TRANS_YR6_RT', 'LO_INC_UNKN_ORIG_YR6_RT', 'LO_INC_UNKN_4YR_TRANS_YR6_RT', 'LO_INC_UNKN_2YR_TRANS_YR6_RT', 'MD_INC_DEATH_YR6_RT', 'MD_INC_COMP_ORIG_YR6_RT', 'MD_INC_COMP_4YR_TRANS_YR6_RT', 'MD_INC_COMP_2YR_TRANS_YR6_RT', 'MD_INC_WDRAW_ORIG_YR6_RT', 'MD_INC_WDRAW_4YR_TRANS_YR6_RT', 'MD_INC_WDRAW_2YR_TRANS_YR6_RT', 'MD_INC_ENRL_ORIG_YR6_RT', 'MD_INC_ENRL_4YR_TRANS_YR6_RT', 'MD_INC_ENRL_2YR_TRANS_YR6_RT', 'MD_INC_UNKN_ORIG_YR6_RT', 'MD_INC_UNKN_4YR_TRANS_YR6_RT', 'MD_INC_UNKN_2YR_TRANS_YR6_RT', 'HI_INC_DEATH_YR6_RT', 'HI_INC_COMP_ORIG_YR6_RT', 'HI_INC_COMP_4YR_TRANS_YR6_RT', 'HI_INC_COMP_2YR_TRANS_YR6_RT', 'HI_INC_WDRAW_ORIG_YR6_RT', 'HI_INC_WDRAW_4YR_TRANS_YR6_RT', 'HI_INC_WDRAW_2YR_TRANS_YR6_RT', 'HI_INC_ENRL_ORIG_YR6_RT', 'HI_INC_ENRL_4YR_TRANS_YR6_RT', 'HI_INC_ENRL_2YR_TRANS_YR6_RT', 'HI_INC_UNKN_ORIG_YR6_RT', 'HI_INC_UNKN_4YR_TRANS_YR6_RT', 'HI_INC_UNKN_2YR_TRANS_YR6_RT', 'DEP_DEATH_YR6_RT', 'DEP_COMP_ORIG_YR6_RT', 'DEP_COMP_4YR_TRANS_YR6_RT', 'DEP_COMP_2YR_TRANS_YR6_RT', 'DEP_WDRAW_ORIG_YR6_RT', 'DEP_WDRAW_4YR_TRANS_YR6_RT', 'DEP_WDRAW_2YR_TRANS_YR6_RT', 'DEP_ENRL_ORIG_YR6_RT', 'DEP_ENRL_4YR_TRANS_YR6_RT', 'DEP_ENRL_2YR_TRANS_YR6_RT', 'DEP_UNKN_ORIG_YR6_RT', 'DEP_UNKN_4YR_TRANS_YR6_RT', 'DEP_UNKN_2YR_TRANS_YR6_RT', 'IND_DEATH_YR6_RT', 'IND_COMP_ORIG_YR6_RT', 'IND_COMP_4YR_TRANS_YR6_RT', 'IND_COMP_2YR_TRANS_YR6_RT', 'IND_WDRAW_ORIG_YR6_RT', 'IND_WDRAW_4YR_TRANS_YR6_RT', 'IND_WDRAW_2YR_TRANS_YR6_RT', 'IND_ENRL_ORIG_YR6_RT', 'IND_ENRL_4YR_TRANS_YR6_RT', 'IND_ENRL_2YR_TRANS_YR6_RT', 'IND_UNKN_ORIG_YR6_RT', 'IND_UNKN_4YR_TRANS_YR6_RT', 'IND_UNKN_2YR_TRANS_YR6_RT', 'FEMALE_DEATH_YR6_RT', 'FEMALE_COMP_ORIG_YR6_RT', 'FEMALE_COMP_4YR_TRANS_YR6_RT', 'FEMALE_COMP_2YR_TRANS_YR6_RT', 'FEMALE_WDRAW_ORIG_YR6_RT', 'FEMALE_WDRAW_4YR_TRANS_YR6_RT', 'FEMALE_WDRAW_2YR_TRANS_YR6_RT', 'FEMALE_ENRL_ORIG_YR6_RT', 'FEMALE_ENRL_4YR_TRANS_YR6_RT', 'FEMALE_ENRL_2YR_TRANS_YR6_RT', 'FEMALE_UNKN_ORIG_YR6_RT', 'FEMALE_UNKN_4YR_TRANS_YR6_RT', 'FEMALE_UNKN_2YR_TRANS_YR6_RT', 'MALE_DEATH_YR6_RT', 'MALE_COMP_ORIG_YR6_RT', 'MALE_COMP_4YR_TRANS_YR6_RT', 'MALE_COMP_2YR_TRANS_YR6_RT', 'MALE_WDRAW_ORIG_YR6_RT', 'MALE_WDRAW_4YR_TRANS_YR6_RT', 'MALE_WDRAW_2YR_TRANS_YR6_RT', 'MALE_ENRL_ORIG_YR6_RT', 'MALE_ENRL_4YR_TRANS_YR6_RT', 'MALE_ENRL_2YR_TRANS_YR6_RT', 'MALE_UNKN_ORIG_YR6_RT', 'MALE_UNKN_4YR_TRANS_YR6_RT', 'MALE_UNKN_2YR_TRANS_YR6_RT', 'PELL_DEATH_YR6_RT', 'PELL_COMP_ORIG_YR6_RT', 'PELL_COMP_4YR_TRANS_YR6_RT', 'PELL_COMP_2YR_TRANS_YR6_RT', 'PELL_WDRAW_ORIG_YR6_RT', 'PELL_WDRAW_4YR_TRANS_YR6_RT', 'PELL_WDRAW_2YR_TRANS_YR6_RT', 'PELL_ENRL_ORIG_YR6_RT', 'PELL_ENRL_4YR_TRANS_YR6_RT', 'PELL_ENRL_2YR_TRANS_YR6_RT', 'PELL_UNKN_ORIG_YR6_RT', 'PELL_UNKN_4YR_TRANS_YR6_RT', 'PELL_UNKN_2YR_TRANS_YR6_RT', 'NOPELL_DEATH_YR6_RT', 'NOPELL_COMP_ORIG_YR6_RT', 'NOPELL_COMP_4YR_TRANS_YR6_RT', 'NOPELL_COMP_2YR_TRANS_YR6_RT', 'NOPELL_WDRAW_ORIG_YR6_RT', 'NOPELL_WDRAW_4YR_TRANS_YR6_RT', 'NOPELL_WDRAW_2YR_TRANS_YR6_RT', 'NOPELL_ENRL_ORIG_YR6_RT', 'NOPELL_ENRL_4YR_TRANS_YR6_RT', 'NOPELL_ENRL_2YR_TRANS_YR6_RT', 'NOPELL_UNKN_ORIG_YR6_RT', 'NOPELL_UNKN_4YR_TRANS_YR6_RT', 'NOPELL_UNKN_2YR_TRANS_YR6_RT', 'LOAN_DEATH_YR6_RT', 'LOAN_COMP_ORIG_YR6_RT', 'LOAN_COMP_4YR_TRANS_YR6_RT', 'LOAN_COMP_2YR_TRANS_YR6_RT', 'LOAN_WDRAW_ORIG_YR6_RT', 'LOAN_WDRAW_4YR_TRANS_YR6_RT', 'LOAN_WDRAW_2YR_TRANS_YR6_RT', 'LOAN_ENRL_ORIG_YR6_RT', 'LOAN_ENRL_4YR_TRANS_YR6_RT', 'LOAN_ENRL_2YR_TRANS_YR6_RT', 'LOAN_UNKN_ORIG_YR6_RT', 'LOAN_UNKN_4YR_TRANS_YR6_RT', 'LOAN_UNKN_2YR_TRANS_YR6_RT', 'NOLOAN_DEATH_YR6_RT', 'NOLOAN_COMP_ORIG_YR6_RT', 'NOLOAN_COMP_4YR_TRANS_YR6_RT', 'NOLOAN_COMP_2YR_TRANS_YR6_RT', 'NOLOAN_WDRAW_ORIG_YR6_RT', 'NOLOAN_WDRAW_4YR_TRANS_YR6_RT', 'NOLOAN_WDRAW_2YR_TRANS_YR6_RT', 'NOLOAN_ENRL_ORIG_YR6_RT', 'NOLOAN_ENRL_4YR_TRANS_YR6_RT', 'NOLOAN_ENRL_2YR_TRANS_YR6_RT', 'NOLOAN_UNKN_ORIG_YR6_RT', 'NOLOAN_UNKN_4YR_TRANS_YR6_RT', 'NOLOAN_UNKN_2YR_TRANS_YR6_RT', 'FIRSTGEN_DEATH_YR6_RT', 'FIRSTGEN_COMP_ORIG_YR6_RT', 'FIRSTGEN_COMP_4YR_TRANS_YR6_RT', 'FIRSTGEN_COMP_2YR_TRANS_YR6_RT', 'FIRSTGEN_WDRAW_ORIG_YR6_RT', 'FIRSTGEN_WDRAW_4YR_TRANS_YR6_RT', 'FIRSTGEN_WDRAW_2YR_TRANS_YR6_RT', 'FIRSTGEN_ENRL_ORIG_YR6_RT', 'FIRSTGEN_ENRL_4YR_TRANS_YR6_RT', 'FIRSTGEN_ENRL_2YR_TRANS_YR6_RT', 'FIRSTGEN_UNKN_ORIG_YR6_RT', 'FIRSTGEN_UNKN_4YR_TRANS_YR6_RT', 'FIRSTGEN_UNKN_2YR_TRANS_YR6_RT', 'NOT1STGEN_DEATH_YR6_RT', 'NOT1STGEN_COMP_ORIG_YR6_RT', 'NOT1STGEN_COMP_4YR_TRANS_YR6_RT', 'NOT1STGEN_COMP_2YR_TRANS_YR6_RT', 'NOT1STGEN_WDRAW_ORIG_YR6_RT', 'NOT1STGEN_WDRAW_4YR_TRANS_YR6_RT', 'NOT1STGEN_WDRAW_2YR_TRANS_YR6_RT', 'NOT1STGEN_ENRL_ORIG_YR6_RT', 'NOT1STGEN_ENRL_4YR_TRANS_YR6_RT', 'NOT1STGEN_ENRL_2YR_TRANS_YR6_RT', 'NOT1STGEN_UNKN_ORIG_YR6_RT', 'NOT1STGEN_UNKN_4YR_TRANS_YR6_RT', 'NOT1STGEN_UNKN_2YR_TRANS_YR6_RT', 'DEATH_YR8_RT', 'COMP_ORIG_YR8_RT', 'COMP_4YR_TRANS_YR8_RT', 'COMP_2YR_TRANS_YR8_RT', 'WDRAW_ORIG_YR8_RT', 'WDRAW_4YR_TRANS_YR8_RT', 'WDRAW_2YR_TRANS_YR8_RT', 'ENRL_ORIG_YR8_RT', 'ENRL_4YR_TRANS_YR8_RT', 'ENRL_2YR_TRANS_YR8_RT', 'UNKN_ORIG_YR8_RT', 'UNKN_4YR_TRANS_YR8_RT', 'UNKN_2YR_TRANS_YR8_RT', 'LO_INC_DEATH_YR8_RT', 'LO_INC_COMP_ORIG_YR8_RT', 'LO_INC_COMP_4YR_TRANS_YR8_RT', 'LO_INC_COMP_2YR_TRANS_YR8_RT', 'LO_INC_WDRAW_ORIG_YR8_RT', 'LO_INC_WDRAW_4YR_TRANS_YR8_RT', 'LO_INC_WDRAW_2YR_TRANS_YR8_RT', 'LO_INC_ENRL_ORIG_YR8_RT', 'LO_INC_ENRL_4YR_TRANS_YR8_RT', 'LO_INC_ENRL_2YR_TRANS_YR8_RT', 'LO_INC_UNKN_ORIG_YR8_RT', 'LO_INC_UNKN_4YR_TRANS_YR8_RT', 'LO_INC_UNKN_2YR_TRANS_YR8_RT', 'MD_INC_DEATH_YR8_RT', 'MD_INC_COMP_ORIG_YR8_RT', 'MD_INC_COMP_4YR_TRANS_YR8_RT', 'MD_INC_COMP_2YR_TRANS_YR8_RT', 'MD_INC_WDRAW_ORIG_YR8_RT', 'MD_INC_WDRAW_4YR_TRANS_YR8_RT', 'MD_INC_WDRAW_2YR_TRANS_YR8_RT', 'MD_INC_ENRL_ORIG_YR8_RT', 'MD_INC_ENRL_4YR_TRANS_YR8_RT', 'MD_INC_ENRL_2YR_TRANS_YR8_RT', 'MD_INC_UNKN_ORIG_YR8_RT', 'MD_INC_UNKN_4YR_TRANS_YR8_RT', 'MD_INC_UNKN_2YR_TRANS_YR8_RT', 'HI_INC_DEATH_YR8_RT', 'HI_INC_COMP_ORIG_YR8_RT', 'HI_INC_COMP_4YR_TRANS_YR8_RT', 'HI_INC_COMP_2YR_TRANS_YR8_RT', 'HI_INC_WDRAW_ORIG_YR8_RT', 'HI_INC_WDRAW_4YR_TRANS_YR8_RT', 'HI_INC_WDRAW_2YR_TRANS_YR8_RT', 'HI_INC_ENRL_ORIG_YR8_RT', 'HI_INC_ENRL_4YR_TRANS_YR8_RT', 'HI_INC_ENRL_2YR_TRANS_YR8_RT', 'HI_INC_UNKN_ORIG_YR8_RT', 'HI_INC_UNKN_4YR_TRANS_YR8_RT', 'HI_INC_UNKN_2YR_TRANS_YR8_RT', 'DEP_DEATH_YR8_RT', 'DEP_COMP_ORIG_YR8_RT', 'DEP_COMP_4YR_TRANS_YR8_RT', 'DEP_COMP_2YR_TRANS_YR8_RT', 'DEP_WDRAW_ORIG_YR8_RT', 'DEP_WDRAW_4YR_TRANS_YR8_RT', 'DEP_WDRAW_2YR_TRANS_YR8_RT', 'DEP_ENRL_ORIG_YR8_RT', 'DEP_ENRL_4YR_TRANS_YR8_RT', 'DEP_ENRL_2YR_TRANS_YR8_RT', 'DEP_UNKN_ORIG_YR8_RT', 'DEP_UNKN_4YR_TRANS_YR8_RT', 'DEP_UNKN_2YR_TRANS_YR8_RT', 'IND_DEATH_YR8_RT', 'IND_COMP_ORIG_YR8_RT', 'IND_COMP_4YR_TRANS_YR8_RT', 'IND_COMP_2YR_TRANS_YR8_RT', 'IND_WDRAW_ORIG_YR8_RT', 'IND_WDRAW_4YR_TRANS_YR8_RT', 'IND_WDRAW_2YR_TRANS_YR8_RT', 'IND_ENRL_ORIG_YR8_RT', 'IND_ENRL_4YR_TRANS_YR8_RT', 'IND_ENRL_2YR_TRANS_YR8_RT', 'IND_UNKN_ORIG_YR8_RT', 'IND_UNKN_4YR_TRANS_YR8_RT', 'IND_UNKN_2YR_TRANS_YR8_RT', 'FEMALE_DEATH_YR8_RT', 'FEMALE_COMP_ORIG_YR8_RT', 'FEMALE_COMP_4YR_TRANS_YR8_RT', 'FEMALE_COMP_2YR_TRANS_YR8_RT', 'FEMALE_WDRAW_ORIG_YR8_RT', 'FEMALE_WDRAW_4YR_TRANS_YR8_RT', 'FEMALE_WDRAW_2YR_TRANS_YR8_RT', 'FEMALE_ENRL_ORIG_YR8_RT', 'FEMALE_ENRL_4YR_TRANS_YR8_RT', 'FEMALE_ENRL_2YR_TRANS_YR8_RT', 'FEMALE_UNKN_ORIG_YR8_RT', 'FEMALE_UNKN_4YR_TRANS_YR8_RT', 'FEMALE_UNKN_2YR_TRANS_YR8_RT', 'MALE_DEATH_YR8_RT', 'MALE_COMP_ORIG_YR8_RT', 'MALE_COMP_4YR_TRANS_YR8_RT', 'MALE_COMP_2YR_TRANS_YR8_RT', 'MALE_WDRAW_ORIG_YR8_RT', 'MALE_WDRAW_4YR_TRANS_YR8_RT', 'MALE_WDRAW_2YR_TRANS_YR8_RT', 'MALE_ENRL_ORIG_YR8_RT', 'MALE_ENRL_4YR_TRANS_YR8_RT', 'MALE_ENRL_2YR_TRANS_YR8_RT', 'MALE_UNKN_ORIG_YR8_RT', 'MALE_UNKN_4YR_TRANS_YR8_RT', 'MALE_UNKN_2YR_TRANS_YR8_RT', 'PELL_DEATH_YR8_RT', 'PELL_COMP_ORIG_YR8_RT', 'PELL_COMP_4YR_TRANS_YR8_RT', 'PELL_COMP_2YR_TRANS_YR8_RT', 'PELL_WDRAW_ORIG_YR8_RT', 'PELL_WDRAW_4YR_TRANS_YR8_RT', 'PELL_WDRAW_2YR_TRANS_YR8_RT', 'PELL_ENRL_ORIG_YR8_RT', 'PELL_ENRL_4YR_TRANS_YR8_RT', 'PELL_ENRL_2YR_TRANS_YR8_RT', 'PELL_UNKN_ORIG_YR8_RT', 'PELL_UNKN_4YR_TRANS_YR8_RT', 'PELL_UNKN_2YR_TRANS_YR8_RT', 'NOPELL_DEATH_YR8_RT', 'NOPELL_COMP_ORIG_YR8_RT', 'NOPELL_COMP_4YR_TRANS_YR8_RT', 'NOPELL_COMP_2YR_TRANS_YR8_RT', 'NOPELL_WDRAW_ORIG_YR8_RT', 'NOPELL_WDRAW_4YR_TRANS_YR8_RT', 'NOPELL_WDRAW_2YR_TRANS_YR8_RT', 'NOPELL_ENRL_ORIG_YR8_RT', 'NOPELL_ENRL_4YR_TRANS_YR8_RT', 'NOPELL_ENRL_2YR_TRANS_YR8_RT', 'NOPELL_UNKN_ORIG_YR8_RT', 'NOPELL_UNKN_4YR_TRANS_YR8_RT', 'NOPELL_UNKN_2YR_TRANS_YR8_RT', 'LOAN_DEATH_YR8_RT', 'LOAN_COMP_ORIG_YR8_RT', 'LOAN_COMP_4YR_TRANS_YR8_RT', 'LOAN_COMP_2YR_TRANS_YR8_RT', 'LOAN_WDRAW_ORIG_YR8_RT', 'LOAN_WDRAW_4YR_TRANS_YR8_RT', 'LOAN_WDRAW_2YR_TRANS_YR8_RT', 'LOAN_ENRL_ORIG_YR8_RT', 'LOAN_ENRL_4YR_TRANS_YR8_RT', 'LOAN_ENRL_2YR_TRANS_YR8_RT', 'LOAN_UNKN_ORIG_YR8_RT', 'LOAN_UNKN_4YR_TRANS_YR8_RT', 'LOAN_UNKN_2YR_TRANS_YR8_RT', 'NOLOAN_DEATH_YR8_RT', 'NOLOAN_COMP_ORIG_YR8_RT', 'NOLOAN_COMP_4YR_TRANS_YR8_RT', 'NOLOAN_COMP_2YR_TRANS_YR8_RT', 'NOLOAN_WDRAW_ORIG_YR8_RT', 'NOLOAN_WDRAW_4YR_TRANS_YR8_RT', 'NOLOAN_WDRAW_2YR_TRANS_YR8_RT', 'NOLOAN_ENRL_ORIG_YR8_RT', 'NOLOAN_ENRL_4YR_TRANS_YR8_RT', 'NOLOAN_ENRL_2YR_TRANS_YR8_RT', 'NOLOAN_UNKN_ORIG_YR8_RT', 'NOLOAN_UNKN_4YR_TRANS_YR8_RT', 'NOLOAN_UNKN_2YR_TRANS_YR8_RT', 'FIRSTGEN_DEATH_YR8_RT', 'FIRSTGEN_COMP_ORIG_YR8_RT', 'FIRSTGEN_COMP_4YR_TRANS_YR8_RT', 'FIRSTGEN_COMP_2YR_TRANS_YR8_RT', 'FIRSTGEN_WDRAW_ORIG_YR8_RT', 'FIRSTGEN_WDRAW_4YR_TRANS_YR8_RT', 'FIRSTGEN_WDRAW_2YR_TRANS_YR8_RT', 'FIRSTGEN_ENRL_ORIG_YR8_RT', 'FIRSTGEN_ENRL_4YR_TRANS_YR8_RT', 'FIRSTGEN_ENRL_2YR_TRANS_YR8_RT', 'FIRSTGEN_UNKN_ORIG_YR8_RT', 'FIRSTGEN_UNKN_4YR_TRANS_YR8_RT', 'FIRSTGEN_UNKN_2YR_TRANS_YR8_RT', 'NOT1STGEN_DEATH_YR8_RT', 'NOT1STGEN_COMP_ORIG_YR8_RT', 'NOT1STGEN_COMP_4YR_TRANS_YR8_RT', 'NOT1STGEN_COMP_2YR_TRANS_YR8_RT', 'NOT1STGEN_WDRAW_ORIG_YR8_RT', 'NOT1STGEN_WDRAW_4YR_TRANS_YR8_RT', 'NOT1STGEN_WDRAW_2YR_TRANS_YR8_RT', 'NOT1STGEN_ENRL_ORIG_YR8_RT', 'NOT1STGEN_ENRL_4YR_TRANS_YR8_RT', 'NOT1STGEN_ENRL_2YR_TRANS_YR8_RT', 'NOT1STGEN_UNKN_ORIG_YR8_RT', 'NOT1STGEN_UNKN_4YR_TRANS_YR8_RT', 'NOT1STGEN_UNKN_2YR_TRANS_YR8_RT', 'RPY_1YR_RT', 'COMPL_RPY_1YR_RT', 'NONCOM_RPY_1YR_RT', 'LO_INC_RPY_1YR_RT', 'MD_INC_RPY_1YR_RT', 'HI_INC_RPY_1YR_RT', 'DEP_RPY_1YR_RT', 'IND_RPY_1YR_RT', 'PELL_RPY_1YR_RT', 'NOPELL_RPY_1YR_RT', 'FEMALE_RPY_1YR_RT', 'MALE_RPY_1YR_RT', 'FIRSTGEN_RPY_1YR_RT', 'NOTFIRSTGEN_RPY_1YR_RT', 'RPY_3YR_RT', 'COMPL_RPY_3YR_RT', 'NONCOM_RPY_3YR_RT', 'LO_INC_RPY_3YR_RT', 'MD_INC_RPY_3YR_RT', 'HI_INC_RPY_3YR_RT', 'DEP_RPY_3YR_RT', 'IND_RPY_3YR_RT', 'PELL_RPY_3YR_RT', 'NOPELL_RPY_3YR_RT', 'FEMALE_RPY_3YR_RT', 'MALE_RPY_3YR_RT', 'FIRSTGEN_RPY_3YR_RT', 'NOTFIRSTGEN_RPY_3YR_RT', 'RPY_5YR_RT', 'COMPL_RPY_5YR_RT', 'NONCOM_RPY_5YR_RT', 'LO_INC_RPY_5YR_RT', 'MD_INC_RPY_5YR_RT', 'HI_INC_RPY_5YR_RT', 'DEP_RPY_5YR_RT', 'IND_RPY_5YR_RT', 'PELL_RPY_5YR_RT', 'NOPELL_RPY_5YR_RT', 'FEMALE_RPY_5YR_RT', 'MALE_RPY_5YR_RT', 'FIRSTGEN_RPY_5YR_RT', 'NOTFIRSTGEN_RPY_5YR_RT', 'RPY_7YR_RT', 'COMPL_RPY_7YR_RT', 'NONCOM_RPY_7YR_RT', 'LO_INC_RPY_7YR_RT', 'MD_INC_RPY_7YR_RT', 'HI_INC_RPY_7YR_RT', 'DEP_RPY_7YR_RT', 'IND_RPY_7YR_RT', 'PELL_RPY_7YR_RT', 'NOPELL_RPY_7YR_RT', 'FEMALE_RPY_7YR_RT', 'MALE_RPY_7YR_RT', 'FIRSTGEN_RPY_7YR_RT', 'NOTFIRSTGEN_RPY_7YR_RT', 'INC_PCT_LO', 'DEP_STAT_PCT_IND', 'IND_INC_PCT_LO', 'DEP_INC_PCT_LO', 'PAR_ED_PCT_1STGEN', 'INC_PCT_M1', 'INC_PCT_M2', 'INC_PCT_H1', 'INC_PCT_H2', 'DEP_INC_PCT_M1', 'DEP_INC_PCT_M2', 'DEP_INC_PCT_H1', 'DEP_INC_PCT_H2', 'IND_INC_PCT_M1', 'IND_INC_PCT_M2', 'IND_INC_PCT_H1', 'IND_INC_PCT_H2', 'PAR_ED_PCT_MS', 'PAR_ED_PCT_HS', 'PAR_ED_PCT_PS', 'APPL_SCH_PCT_GE2', 'APPL_SCH_PCT_GE3', 'APPL_SCH_PCT_GE4', 'APPL_SCH_PCT_GE5', 'DEP_INC_AVG', 'IND_INC_AVG', 'OVERALL_YR2_N', 'LO_INC_YR2_N', 'MD_INC_YR2_N', 'HI_INC_YR2_N', 'DEP_YR2_N', 'IND_YR2_N', 'FEMALE_YR2_N', 'MALE_YR2_N', 'PELL_YR2_N', 'NOPELL_YR2_N', 'LOAN_YR2_N', 'NOLOAN_YR2_N', 'FIRSTGEN_YR2_N', 'NOT1STGEN_YR2_N', 'OVERALL_YR3_N', 'LO_INC_YR3_N', 'MD_INC_YR3_N', 'HI_INC_YR3_N', 'DEP_YR3_N', 'IND_YR3_N', 'FEMALE_YR3_N', 'MALE_YR3_N', 'PELL_YR3_N', 'NOPELL_YR3_N', 'LOAN_YR3_N', 'NOLOAN_YR3_N', 'FIRSTGEN_YR3_N', 'NOT1STGEN_YR3_N', 'OVERALL_YR4_N', 'LO_INC_YR4_N', 'MD_INC_YR4_N', 'HI_INC_YR4_N', 'DEP_YR4_N', 'IND_YR4_N', 'FEMALE_YR4_N', 'MALE_YR4_N', 'PELL_YR4_N', 'NOPELL_YR4_N', 'LOAN_YR4_N', 'NOLOAN_YR4_N', 'FIRSTGEN_YR4_N', 'NOT1STGEN_YR4_N', 'OVERALL_YR6_N', 'LO_INC_YR6_N', 'MD_INC_YR6_N', 'HI_INC_YR6_N', 'DEP_YR6_N', 'IND_YR6_N', 'FEMALE_YR6_N', 'MALE_YR6_N', 'PELL_YR6_N', 'NOPELL_YR6_N', 'LOAN_YR6_N', 'NOLOAN_YR6_N', 'FIRSTGEN_YR6_N', 'NOT1STGEN_YR6_N', 'OVERALL_YR8_N', 'LO_INC_YR8_N', 'MD_INC_YR8_N', 'HI_INC_YR8_N', 'DEP_YR8_N', 'IND_YR8_N', 'FEMALE_YR8_N', 'MALE_YR8_N', 'PELL_YR8_N', 'NOPELL_YR8_N', 'LOAN_YR8_N', 'NOLOAN_YR8_N', 'FIRSTGEN_YR8_N', 'NOT1STGEN_YR8_N', 'WDRAW_DEBT_MDN', 'DEP_DEBT_MDN', 'IND_DEBT_MDN', 'FEMALE_DEBT_MDN', 'MALE_DEBT_MDN', 'DEBT_N', 'GRAD_DEBT_N', 'WDRAW_DEBT_N', 'LO_INC_DEBT_N', 'MD_INC_DEBT_N', 'HI_INC_DEBT_N', 'DEP_DEBT_N', 'IND_DEBT_N', 'PELL_DEBT_N', 'NOPELL_DEBT_N', 'FEMALE_DEBT_N', 'MALE_DEBT_N', 'FIRSTGEN_DEBT_N', 'NOTFIRSTGEN_DEBT_N', 'GRAD_DEBT_MDN10YR', 'CUML_DEBT_N', 'CUML_DEBT_P90', 'CUML_DEBT_P75', 'CUML_DEBT_P25', 'CUML_DEBT_P10', 'INC_N', 'DEP_INC_N', 'IND_INC_N', 'DEP_STAT_N', 'PAR_ED_N', 'APPL_SCH_N', 'REPAY_DT_MDN', 'SEPAR_DT_MDN', 'REPAY_DT_N', 'SEPAR_DT_N', 'RPY_1YR_N', 'COMPL_RPY_1YR_N', 'NONCOM_RPY_1YR_N', 'LO_INC_RPY_1YR_N', 'MD_INC_RPY_1YR_N', 'HI_INC_RPY_1YR_N', 'DEP_RPY_1YR_N', 'IND_RPY_1YR_N', 'PELL_RPY_1YR_N', 'NOPELL_RPY_1YR_N', 'FEMALE_RPY_1YR_N', 'MALE_RPY_1YR_N', 'FIRSTGEN_RPY_1YR_N', 'NOTFIRSTGEN_RPY_1YR_N', 'RPY_3YR_N', 'COMPL_RPY_3YR_N', 'NONCOM_RPY_3YR_N', 'LO_INC_RPY_3YR_N', 'MD_INC_RPY_3YR_N', 'HI_INC_RPY_3YR_N', 'DEP_RPY_3YR_N', 'IND_RPY_3YR_N', 'PELL_RPY_3YR_N', 'NOPELL_RPY_3YR_N', 'FEMALE_RPY_3YR_N', 'MALE_RPY_3YR_N', 'FIRSTGEN_RPY_3YR_N', 'NOTFIRSTGEN_RPY_3YR_N', 'RPY_5YR_N', 'COMPL_RPY_5YR_N', 'NONCOM_RPY_5YR_N', 'LO_INC_RPY_5YR_N', 'MD_INC_RPY_5YR_N', 'HI_INC_RPY_5YR_N', 'DEP_RPY_5YR_N', 'IND_RPY_5YR_N', 'PELL_RPY_5YR_N', 'NOPELL_RPY_5YR_N', 'FEMALE_RPY_5YR_N', 'MALE_RPY_5YR_N', 'FIRSTGEN_RPY_5YR_N', 'NOTFIRSTGEN_RPY_5YR_N', 'RPY_7YR_N', 'COMPL_RPY_7YR_N', 'NONCOM_RPY_7YR_N', 'LO_INC_RPY_7YR_N', 'MD_INC_RPY_7YR_N', 'HI_INC_RPY_7YR_N', 'DEP_RPY_7YR_N', 'IND_RPY_7YR_N', 'PELL_RPY_7YR_N', 'NOPELL_RPY_7YR_N', 'FEMALE_RPY_7YR_N', 'MALE_RPY_7YR_N', 'FIRSTGEN_RPY_7YR_N', 'NOTFIRSTGEN_RPY_7YR_N', 'COUNT_ED', 'LOAN_EVER', 'PELL_EVER', 'AGE_ENTRY', 'AGE_ENTRY_SQ', 'AGEGE24', 'FEMALE', 'MARRIED', 'DEPENDENT', 'VETERAN', 'FIRST_GEN', 'FAMINC', 'MD_FAMINC', 'FAMINC_IND', 'LNFAMINC', 'LNFAMINC_IND', 'PCT_WHITE', 'PCT_BLACK', 'PCT_ASIAN', 'PCT_HISPANIC', 'PCT_BA', 'PCT_GRAD_PROF', 'PCT_BORN_US', 'MEDIAN_HH_INC', 'POVERTY_RATE', 'UNEMP_RATE', 'LN_MEDIAN_HH_INC', 'FSEND_COUNT', 'FSEND_1', 'FSEND_2', 'FSEND_3', 'FSEND_4', 'FSEND_5', 'COUNT_NWNE_P10', 'COUNT_WNE_P10', 'COUNT_WNE_INC1_P10', 'COUNT_WNE_INC2_P10', 'COUNT_WNE_INC3_P10', 'COUNT_WNE_INDEP0_INC1_P10', 'COUNT_WNE_INDEP0_P10', 'COUNT_WNE_INDEP1_P10', 'COUNT_WNE_MALE0_P10', 'COUNT_WNE_MALE1_P10', 'GT_25K_P10', 'GT_28K_P10', 'MN_EARN_WNE_INC1_P10', 'MN_EARN_WNE_INC2_P10', 'MN_EARN_WNE_INC3_P10', 'MN_EARN_WNE_INDEP0_INC1_P10', 'MN_EARN_WNE_INDEP0_P10', 'MN_EARN_WNE_INDEP1_P10', 'MN_EARN_WNE_MALE0_P10', 'MN_EARN_WNE_MALE1_P10', 'COUNT_NWNE_P6', 'COUNT_WNE_P6', 'COUNT_WNE_INC1_P6', 'COUNT_WNE_INC2_P6', 'COUNT_WNE_INC3_P6', 'COUNT_WNE_INDEP0_INC1_P6', 'COUNT_WNE_INDEP0_P6', 'COUNT_WNE_INDEP1_P6', 'COUNT_WNE_MALE0_P6', 'COUNT_WNE_MALE1_P6', 'GT_25K_P6', 'GT_28K_P6', 'MN_EARN_WNE_INC1_P6', 'MN_EARN_WNE_INC2_P6', 'MN_EARN_WNE_INC3_P6', 'MN_EARN_WNE_INDEP0_INC1_P6', 'MN_EARN_WNE_INDEP0_P6', 'MN_EARN_WNE_INDEP1_P6', 'MN_EARN_WNE_MALE0_P6', 'MN_EARN_WNE_MALE1_P6', 'COUNT_NWNE_P7', 'COUNT_WNE_P7', 'GT_25K_P7', 'COUNT_NWNE_P8', 'COUNT_WNE_P8', 'GT_25K_P8', 'GT_28K_P8', 'COUNT_NWNE_P9', 'COUNT_WNE_P9', 'GT_25K_P9', 'DEBT_MDN_SUPP', 'GRAD_DEBT_MDN_SUPP', 'GRAD_DEBT_MDN10YR_SUPP', 'RPY_3YR_RT_SUPP', 'LO_INC_RPY_3YR_RT_SUPP', 'MD_INC_RPY_3YR_RT_SUPP', 'HI_INC_RPY_3YR_RT_SUPP', 'COMPL_RPY_3YR_RT_SUPP', 'NONCOM_RPY_3YR_RT_SUPP', 'DEP_RPY_3YR_RT_SUPP', 'IND_RPY_3YR_RT_SUPP', 'PELL_RPY_3YR_RT_SUPP', 'NOPELL_RPY_3YR_RT_SUPP', 'FEMALE_RPY_3YR_RT_SUPP', 'MALE_RPY_3YR_RT_SUPP', 'FIRSTGEN_RPY_3YR_RT_SUPP', 'NOTFIRSTGEN_RPY_3YR_RT_SUPP', 'C150_L4_POOLED_SUPP', 'C150_4_POOLED_SUPP', 'C200_L4_POOLED_SUPP', 'C200_4_POOLED_SUPP', 'ALIAS', 'C100_4', 'D100_4', 'C100_L4', 'D100_L4', 'TRANS_4', 'DTRANS_4', 'TRANS_L4', 'DTRANS_L4', 'ICLEVEL', 'UGDS_MEN', 'UGDS_WOMEN', 'CDR2_DENOM', 'CDR3_DENOM', 'OPENADMP', 'D_PCTPELL_PCTFLOAN', 'UGNONDS', 'GRADS', 'D150_4_WHITE', 'D150_4_BLACK', 'D150_4_HISP', 'D150_4_ASIAN', 'D150_4_AIAN', 'D150_4_NHPI', 'D150_4_2MOR', 'D150_4_NRA', 'D150_4_UNKN', 'D150_L4_WHITE', 'D150_L4_BLACK', 'D150_L4_HISP', 'D150_L4_ASIAN', 'D150_L4_AIAN', 'D150_L4_NHPI', 'D150_L4_2MOR', 'D150_L4_NRA', 'D150_L4_UNKN', 'D150_4_WHITENH', 'D150_4_BLACKNH', 'D150_4_API', 'D150_L4_WHITENH', 'D150_L4_BLACKNH', 'D150_L4_API', 'ACCREDCODE', 'T4APPROVALDATE', 'OMACHT6_FTFT', 'OMAWDP6_FTFT', 'OMACHT8_FTFT', 'OMAWDP8_FTFT', 'OMENRYP8_FTFT', 'OMENRAP8_FTFT', 'OMENRUP8_FTFT', 'OMACHT6_PTFT', 'OMAWDP6_PTFT', 'OMACHT8_PTFT', 'OMAWDP8_PTFT', 'OMENRYP8_PTFT', 'OMENRAP8_PTFT', 'OMENRUP8_PTFT', 'OMACHT6_FTNFT', 'OMAWDP6_FTNFT', 'OMACHT8_FTNFT', 'OMAWDP8_FTNFT', 'OMENRYP8_FTNFT', 'OMENRAP8_FTNFT', 'OMENRUP8_FTNFT', 'OMACHT6_PTNFT', 'OMAWDP6_PTNFT', 'OMACHT8_PTNFT', 'OMAWDP8_PTNFT', 'OMENRYP8_PTNFT', 'OMENRAP8_PTNFT', 'OMENRUP8_PTNFT', 'RET_FT4_POOLED', 'RET_FTL4_POOLED', 'RET_PT4_POOLED', 'RET_PTL4_POOLED', 'RET_FT_DEN4_POOLED', 'RET_FT_DENL4_POOLED', 'RET_PT_DEN4_POOLED', 'RET_PT_DENL4_POOLED', 'POOLYRSRET_FT', 'POOLYRSRET_PT', 'RET_FT4_POOLED_SUPP', 'RET_FTL4_POOLED_SUPP', 'RET_PT4_POOLED_SUPP', 'RET_PTL4_POOLED_SUPP', 'TRANS_4_POOLED', 'TRANS_L4_POOLED', 'DTRANS_4_POOLED', 'DTRANS_L4_POOLED', 'TRANS_4_POOLED_SUPP', 'TRANS_L4_POOLED_SUPP', 'C100_4_POOLED', 'C100_L4_POOLED', 'D100_4_POOLED', 'D100_L4_POOLED', 'POOLYRS100', 'C100_4_POOLED_SUPP', 'C100_L4_POOLED_SUPP', 'C150_4_PELL', 'D150_4_PELL', 'C150_L4_PELL', 'D150_L4_PELL', 'C150_4_LOANNOPELL', 'D150_4_LOANNOPELL', 'C150_L4_LOANNOPELL', 'D150_L4_LOANNOPELL', 'C150_4_NOLOANNOPELL', 'D150_4_NOLOANNOPELL', 'C150_L4_NOLOANNOPELL', 'D150_L4_NOLOANNOPELL', 'OMACHT6_FTFT_POOLED', 'OMAWDP6_FTFT_POOLED', 'OMACHT8_FTFT_POOLED', 'OMAWDP8_FTFT_POOLED', 'OMENRYP8_FTFT_POOLED', 'OMENRAP8_FTFT_POOLED', 'OMENRUP8_FTFT_POOLED', 'OMACHT6_PTFT_POOLED', 'OMAWDP6_PTFT_POOLED', 'OMACHT8_PTFT_POOLED', 'OMAWDP8_PTFT_POOLED', 'OMENRYP8_PTFT_POOLED', 'OMENRAP8_PTFT_POOLED', 'OMENRUP8_PTFT_POOLED', 'OMACHT6_FTNFT_POOLED', 'OMAWDP6_FTNFT_POOLED', 'OMACHT8_FTNFT_POOLED', 'OMAWDP8_FTNFT_POOLED', 'OMENRYP8_FTNFT_POOLED', 'OMENRAP8_FTNFT_POOLED', 'OMENRUP8_FTNFT_POOLED', 'OMACHT6_PTNFT_POOLED', 'OMAWDP6_PTNFT_POOLED', 'OMACHT8_PTNFT_POOLED', 'OMAWDP8_PTNFT_POOLED', 'OMENRYP8_PTNFT_POOLED', 'OMENRAP8_PTNFT_POOLED', 'OMENRUP8_PTNFT_POOLED', 'POOLYRSOM_FTFT', 'POOLYRSOM_PTFT', 'POOLYRSOM_FTNFT', 'POOLYRSOM_PTNFT', 'OMAWDP6_FTFT_POOLED_SUPP', 'OMAWDP8_FTFT_POOLED_SUPP', 'OMENRYP8_FTFT_POOLED_SUPP', 'OMENRAP8_FTFT_POOLED_SUPP', 'OMENRUP8_FTFT_POOLED_SUPP', 'OMAWDP6_PTFT_POOLED_SUPP', 'OMAWDP8_PTFT_POOLED_SUPP', 'OMENRYP8_PTFT_POOLED_SUPP', 'OMENRAP8_PTFT_POOLED_SUPP', 'OMENRUP8_PTFT_POOLED_SUPP', 'OMAWDP6_FTNFT_POOLED_SUPP', 'OMAWDP8_FTNFT_POOLED_SUPP', 'OMENRYP8_FTNFT_POOLED_SUPP', 'OMENRAP8_FTNFT_POOLED_SUPP', 'OMENRUP8_FTNFT_POOLED_SUPP', 'OMAWDP6_PTNFT_POOLED_SUPP', 'OMAWDP8_PTNFT_POOLED_SUPP', 'OMENRYP8_PTNFT_POOLED_SUPP', 'OMENRAP8_PTNFT_POOLED_SUPP', 'OMENRUP8_PTNFT_POOLED_SUPP', 'SCHTYPE', 'OPEFLAG', 'PRGMOFR', 'CIPCODE1', 'CIPCODE2', 'CIPCODE3', 'CIPCODE4', 'CIPCODE5', 'CIPCODE6', 'CIPTITLE1', 'CIPTITLE2', 'CIPTITLE3', 'CIPTITLE4', 'CIPTITLE5', 'CIPTITLE6', 'CIPTFBS1', 'CIPTFBS2', 'CIPTFBS3', 'CIPTFBS4', 'CIPTFBS5', 'CIPTFBS6', 'CIPTFBSANNUAL1', 'CIPTFBSANNUAL2', 'CIPTFBSANNUAL3', 'CIPTFBSANNUAL4', 'CIPTFBSANNUAL5', 'CIPTFBSANNUAL6', 'MTHCMP1', 'MTHCMP2', 'MTHCMP3', 'MTHCMP4', 'MTHCMP5', 'MTHCMP6', 'POOLYRSOM_ALL', 'POOLYRSOM_FIRSTTIME', 'POOLYRSOM_NOTFIRSTTIME', 'POOLYRSOM_FULLTIME', 'POOLYRSOM_PARTTIME', 'OMENRYP_ALL', 'OMENRAP_ALL', 'OMAWDP8_ALL', 'OMENRUP_ALL', 'OMENRYP_FIRSTTIME', 'OMENRAP_FIRSTTIME', 'OMAWDP8_FIRSTTIME', 'OMENRUP_FIRSTTIME', 'OMENRYP_NOTFIRSTTIME', 'OMENRAP_NOTFIRSTTIME', 'OMAWDP8_NOTFIRSTTIME', 'OMENRUP_NOTFIRSTTIME', 'OMENRYP_FULLTIME', 'OMENRAP_FULLTIME', 'OMAWDP8_FULLTIME', 'OMENRUP_FULLTIME', 'OMENRYP_PARTTIME', 'OMENRAP_PARTTIME', 'OMAWDP8_PARTTIME', 'OMENRUP_PARTTIME', 'OMENRYP_ALL_POOLED_SUPP', 'OMENRAP_ALL_POOLED_SUPP', 'OMAWDP8_ALL_POOLED_SUPP', 'OMENRUP_ALL_POOLED_SUPP', 'OMENRYP_FIRSTTIME_POOLED_SUPP', 'OMENRAP_FIRSTTIME_POOLED_SUPP', 'OMAWDP8_FIRSTTIME_POOLED_SUPP', 'OMENRUP_FIRSTTIME_POOLED_SUPP', 'OMENRYP_NOTFIRSTTIME_POOLED_SUPP', 'OMENRAP_NOTFIRSTTIME_POOLED_SUPP', 'OMAWDP8_NOTFIRSTTIME_POOLED_SUPP', 'OMENRUP_NOTFIRSTTIME_POOLED_SUPP', 'OMENRYP_FULLTIME_POOLED_SUPP', 'OMENRAP_FULLTIME_POOLED_SUPP', 'OMAWDP8_FULLTIME_POOLED_SUPP', 'OMENRUP_FULLTIME_POOLED_SUPP', 'OMENRYP_PARTTIME_POOLED_SUPP', 'OMENRAP_PARTTIME_POOLED_SUPP', 'OMAWDP8_PARTTIME_POOLED_SUPP', 'OMENRUP_PARTTIME_POOLED_SUPP', 'FTFTPCTPELL', 'FTFTPCTFLOAN', 'UG12MN', 'G12MN', 'SCUGFFN', 'POOLYRS_FTFTAIDPCT', 'FTFTPCTPELL_POOLED_SUPP', 'FTFTPCTFLOAN_POOLED_SUPP', 'SCUGFFN_POOLED', 'PPLUS_PCT_LOW', 'PPLUS_PCT_HIGH', 'PPLUS_PCT_LOW_POOLED_SUPP', 'PPLUS_PCT_HIGH_POOLED_SUPP', 'POOLYRS_PLUSPCT', 'PLUS_DEBT_INST_N', 'PLUS_DEBT_INST_MD', 'PLUS_DEBT_ALL_N', 'PLUS_DEBT_ALL_MD', 'PLUS_DEBT_INST_COMP_N', 'PLUS_DEBT_INST_COMP_MD', 'PLUS_DEBT_INST_COMP_MDPAY10', 'PLUS_DEBT_INST_COMP_MD_SUPP', 'PLUS_DEBT_INST_COMP_MDPAY10_SUPP', 'PLUS_DEBT_ALL_COMP_N', 'PLUS_DEBT_ALL_COMP_MD', 'PLUS_DEBT_ALL_COMP_MDPAY10', 'PLUS_DEBT_ALL_COMP_MD_SUPP', 'PLUS_DEBT_ALL_COMP_MDPAY10_SUPP', 'PLUS_DEBT_INST_NOCOMP_N', 'PLUS_DEBT_INST_NOCOMP_MD', 'PLUS_DEBT_ALL_NOCOMP_N', 'PLUS_DEBT_ALL_NOCOMP_MD', 'PLUS_DEBT_INST_MALE_N', 'PLUS_DEBT_INST_MALE_MD', 'PLUS_DEBT_ALL_MALE_N', 'PLUS_DEBT_ALL_MALE_MD', 'PLUS_DEBT_INST_NOMALE_N', 'PLUS_DEBT_INST_NOMALE_MD', 'PLUS_DEBT_ALL_NOMALE_N', 'PLUS_DEBT_ALL_NOMALE_MD', 'PLUS_DEBT_INST_PELL_N', 'PLUS_DEBT_INST_PELL_MD', 'PLUS_DEBT_ALL_PELL_N', 'PLUS_DEBT_ALL_PELL_MD', 'PLUS_DEBT_INST_NOPELL_N', 'PLUS_DEBT_INST_NOPELL_MD', 'PLUS_DEBT_ALL_NOPELL_N', 'PLUS_DEBT_ALL_NOPELL_MD', 'PLUS_DEBT_INST_STAFFTHIS_N', 'PLUS_DEBT_INST_STAFFTHIS_MD', 'PLUS_DEBT_ALL_STAFFTHIS_N', 'PLUS_DEBT_ALL_STAFFTHIS_MD', 'PLUS_DEBT_INST_NOSTAFFTHIS_N', 'PLUS_DEBT_INST_NOSTAFFTHIS_MD', 'PLUS_DEBT_ALL_NOSTAFFTHIS_N', 'PLUS_DEBT_ALL_NOSTAFFTHIS_MD', 'PLUS_DEBT_INST_STAFFANY_N', 'PLUS_DEBT_INST_STAFFANY_MD', 'PLUS_DEBT_ALL_STAFFANY_N', 'PLUS_DEBT_ALL_STAFFANY_MD', 'PLUS_DEBT_INST_NOSTAFFANY_N', 'PLUS_DEBT_INST_NOSTAFFANY_MD', 'PLUS_DEBT_ALL_NOSTAFFANY_N', 'PLUS_DEBT_ALL_NOSTAFFANY_MD', 'COUNT_NWNE_3YR', 'COUNT_WNE_3YR', 'CNTOVER150_3YR', 'DBRR1_FED_UG_N', 'DBRR1_FED_UG_NUM', 'DBRR1_FED_UG_DEN', 'DBRR1_FED_UG_RT', 'DBRR1_FED_GR_N', 'DBRR1_FED_GR_NUM', 'DBRR1_FED_GR_DEN', 'DBRR1_FED_GR_RT', 'DBRR1_FED_UGCOMP_N', 'DBRR1_FED_UGCOMP_NUM', 'DBRR1_FED_UGCOMP_DEN', 'DBRR1_FED_UGCOMP_RT', 'DBRR1_FED_UGNOCOMP_N', 'DBRR1_FED_UGNOCOMP_NUM', 'DBRR1_FED_UGNOCOMP_DEN', 'DBRR1_FED_UGNOCOMP_RT', 'DBRR1_FED_UGUNK_N', 'DBRR1_FED_UGUNK_NUM', 'DBRR1_FED_UGUNK_DEN', 'DBRR1_FED_UGUNK_RT', 'DBRR1_FED_GRCOMP_N', 'DBRR1_FED_GRCOMP_NUM', 'DBRR1_FED_GRCOMP_DEN', 'DBRR1_FED_GRCOMP_RT', 'DBRR1_FED_GRNOCOMP_N', 'DBRR1_FED_GRNOCOMP_NUM', 'DBRR1_FED_GRNOCOMP_DEN', 'DBRR1_FED_GRNOCOMP_RT', 'DBRR4_FED_UG_N', 'DBRR4_FED_UG_NUM', 'DBRR4_FED_UG_DEN', 'DBRR4_FED_UG_RT', 'DBRR4_FED_GR_N', 'DBRR4_FED_GR_NUM', 'DBRR4_FED_GR_DEN', 'DBRR4_FED_GR_RT', 'DBRR4_FED_UGCOMP_N', 'DBRR4_FED_UGCOMP_NUM', 'DBRR4_FED_UGCOMP_DEN', 'DBRR4_FED_UGCOMP_RT', 'DBRR4_FED_UGNOCOMP_N', 'DBRR4_FED_UGNOCOMP_NUM', 'DBRR4_FED_UGNOCOMP_DEN', 'DBRR4_FED_UGNOCOMP_RT', 'DBRR4_FED_UGUNK_N', 'DBRR4_FED_UGUNK_NUM', 'DBRR4_FED_UGUNK_DEN', 'DBRR4_FED_UGUNK_RT', 'DBRR5_FED_UG_N', 'DBRR5_FED_UG_NUM', 'DBRR5_FED_UG_DEN', 'DBRR5_FED_UG_RT', 'DBRR5_FED_GR_N', 'DBRR5_FED_GR_NUM', 'DBRR5_FED_GR_DEN', 'DBRR5_FED_GR_RT', 'DBRR10_FED_UG_N', 'DBRR10_FED_UG_NUM', 'DBRR10_FED_UG_DEN', 'DBRR10_FED_UG_RT', 'DBRR10_FED_GR_N', 'DBRR10_FED_GR_NUM', 'DBRR10_FED_GR_DEN', 'DBRR10_FED_GR_RT', 'DBRR20_FED_UG_N', 'DBRR20_FED_UG_NUM', 'DBRR20_FED_UG_DEN', 'DBRR20_FED_UG_RT', 'DBRR20_FED_GR_N', 'DBRR20_FED_GR_NUM', 'DBRR20_FED_GR_DEN', 'DBRR20_FED_GR_RT', 'DBRR1_PP_UG_N', 'DBRR1_PP_UG_NUM', 'DBRR1_PP_UG_DEN', 'DBRR1_PP_UG_RT', 'DBRR1_PP_UGCOMP_N', 'DBRR1_PP_UGCOMP_NUM', 'DBRR1_PP_UGCOMP_DEN', 'DBRR1_PP_UGCOMP_RT', 'DBRR1_PP_UGNOCOMP_N', 'DBRR1_PP_UGNOCOMP_NUM', 'DBRR1_PP_UGNOCOMP_DEN', 'DBRR1_PP_UGNOCOMP_RT', 'DBRR1_PP_UGUNK_N', 'DBRR1_PP_UGUNK_NUM', 'DBRR1_PP_UGUNK_DEN', 'DBRR1_PP_UGUNK_RT', 'DBRR4_PP_UG_N', 'DBRR4_PP_UG_NUM', 'DBRR4_PP_UG_DEN', 'DBRR4_PP_UG_RT', 'DBRR4_PP_UGCOMP_N', 'DBRR4_PP_UGCOMP_NUM', 'DBRR4_PP_UGCOMP_DEN', 'DBRR4_PP_UGCOMP_RT', 'DBRR4_PP_UGNOCOMP_N', 'DBRR4_PP_UGNOCOMP_NUM', 'DBRR4_PP_UGNOCOMP_DEN', 'DBRR4_PP_UGNOCOMP_RT', 'DBRR4_PP_UGUNK_N', 'DBRR4_PP_UGUNK_NUM', 'DBRR4_PP_UGUNK_DEN', 'DBRR4_PP_UGUNK_RT', 'DBRR5_PP_UG_N', 'DBRR5_PP_UG_NUM', 'DBRR5_PP_UG_DEN', 'DBRR5_PP_UG_RT', 'DBRR10_PP_UG_N', 'DBRR10_PP_UG_NUM', 'DBRR10_PP_UG_DEN', 'DBRR10_PP_UG_RT', 'DBRR20_PP_UG_N', 'DBRR20_PP_UG_NUM', 'DBRR20_PP_UG_DEN', 'DBRR20_PP_UG_RT', 'BBRR1_FED_UG_N', 'BBRR1_FED_UG_DFLT', 'BBRR1_FED_UG_DLNQ', 'BBRR1_FED_UG_FBR', 'BBRR1_FED_UG_DFR', 'BBRR1_FED_UG_NOPROG', 'BBRR1_FED_UG_MAKEPROG', 'BBRR1_FED_UG_PAIDINFULL', 'BBRR1_FED_UG_DISCHARGE', 'BBRR1_FED_UGCOMP_N', 'BBRR1_FED_UGCOMP_DFLT', 'BBRR1_FED_UGCOMP_DLNQ', 'BBRR1_FED_UGCOMP_FBR', 'BBRR1_FED_UGCOMP_DFR', 'BBRR1_FED_UGCOMP_NOPROG', 'BBRR1_FED_UGCOMP_MAKEPROG', 'BBRR1_FED_UGCOMP_PAIDINFULL', 'BBRR1_FED_UGCOMP_DISCHARGE', 'BBRR1_FED_UGNOCOMP_N', 'BBRR1_FED_UGNOCOMP_DFLT', 'BBRR1_FED_UGNOCOMP_DLNQ', 'BBRR1_FED_UGNOCOMP_FBR', 'BBRR1_FED_UGNOCOMP_DFR', 'BBRR1_FED_UGNOCOMP_NOPROG', 'BBRR1_FED_UGNOCOMP_MAKEPROG', 'BBRR1_FED_UGNOCOMP_PAIDINFULL', 'BBRR1_FED_UGNOCOMP_DISCHARGE', 'BBRR1_FED_UGUNK_N', 'BBRR1_FED_UGUNK_DFLT', 'BBRR1_FED_UGUNK_DLNQ', 'BBRR1_FED_UGUNK_FBR', 'BBRR1_FED_UGUNK_DFR', 'BBRR1_FED_UGUNK_NOPROG', 'BBRR1_FED_UGUNK_MAKEPROG', 'BBRR1_FED_UGUNK_PAIDINFULL', 'BBRR1_FED_UGUNK_DISCHARGE', 'BBRR1_FED_GR_N', 'BBRR1_FED_GR_DFLT', 'BBRR1_FED_GR_DLNQ', 'BBRR1_FED_GR_FBR', 'BBRR1_FED_GR_DFR', 'BBRR1_FED_GR_NOPROG', 'BBRR1_FED_GR_MAKEPROG', 'BBRR1_FED_GR_PAIDINFULL', 'BBRR1_FED_GR_DISCHARGE', 'BBRR1_FED_GRCOMP_N', 'BBRR1_FED_GRCOMP_DFLT', 'BBRR1_FED_GRCOMP_DLNQ', 'BBRR1_FED_GRCOMP_FBR', 'BBRR1_FED_GRCOMP_DFR', 'BBRR1_FED_GRCOMP_NOPROG', 'BBRR1_FED_GRCOMP_MAKEPROG', 'BBRR1_FED_GRCOMP_PAIDINFULL', 'BBRR1_FED_GRCOMP_DISCHARGE', 'BBRR1_FED_GRNOCOMP_N', 'BBRR1_FED_GRNOCOMP_DFLT', 'BBRR1_FED_GRNOCOMP_DLNQ', 'BBRR1_FED_GRNOCOMP_FBR', 'BBRR1_FED_GRNOCOMP_DFR', 'BBRR1_FED_GRNOCOMP_NOPROG', 'BBRR1_FED_GRNOCOMP_MAKEPROG', 'BBRR1_FED_GRNOCOMP_PAIDINFULL', 'BBRR1_FED_GRNOCOMP_DISCHARGE', 'BBRR1_PP_UG_N', 'BBRR1_PP_UG_DFLT', 'BBRR1_PP_UG_DLNQ', 'BBRR1_PP_UG_FBR', 'BBRR1_PP_UG_DFR', 'BBRR1_PP_UG_NOPROG', 'BBRR1_PP_UG_MAKEPROG', 'BBRR1_PP_UG_PAIDINFULL', 'BBRR1_PP_UG_DISCHARGE', 'BBRR1_PP_UGCOMP_N', 'BBRR1_PP_UGCOMP_DFLT', 'BBRR1_PP_UGCOMP_DLNQ', 'BBRR1_PP_UGCOMP_FBR', 'BBRR1_PP_UGCOMP_DFR', 'BBRR1_PP_UGCOMP_NOPROG', 'BBRR1_PP_UGCOMP_MAKEPROG', 'BBRR1_PP_UGCOMP_PAIDINFULL', 'BBRR1_PP_UGCOMP_DISCHARGE', 'BBRR1_PP_UGNOCOMP_N', 'BBRR1_PP_UGNOCOMP_DFLT', 'BBRR1_PP_UGNOCOMP_DLNQ', 'BBRR1_PP_UGNOCOMP_FBR', 'BBRR1_PP_UGNOCOMP_DFR', 'BBRR1_PP_UGNOCOMP_NOPROG', 'BBRR1_PP_UGNOCOMP_MAKEPROG', 'BBRR1_PP_UGNOCOMP_PAIDINFULL', 'BBRR1_PP_UGNOCOMP_DISCHARGE', 'BBRR1_PP_UGUNK_N', 'BBRR1_PP_UGUNK_DFLT', 'BBRR1_PP_UGUNK_DLNQ', 'BBRR1_PP_UGUNK_FBR', 'BBRR1_PP_UGUNK_DFR', 'BBRR1_PP_UGUNK_NOPROG', 'BBRR1_PP_UGUNK_MAKEPROG', 'BBRR1_PP_UGUNK_PAIDINFULL', 'BBRR1_PP_UGUNK_DISCHARGE', 'BBRR2_FED_UG_N', 'BBRR2_FED_UG_DFLT', 'BBRR2_FED_UG_DLNQ', 'BBRR2_FED_UG_FBR', 'BBRR2_FED_UG_DFR', 'BBRR2_FED_UG_NOPROG', 'BBRR2_FED_UG_MAKEPROG', 'BBRR2_FED_UG_PAIDINFULL', 'BBRR2_FED_UG_DISCHARGE', 'BBRR2_FED_UGCOMP_N', 'BBRR2_FED_UGCOMP_DFLT', 'BBRR2_FED_UGCOMP_DLNQ', 'BBRR2_FED_UGCOMP_FBR', 'BBRR2_FED_UGCOMP_DFR', 'BBRR2_FED_UGCOMP_NOPROG', 'BBRR2_FED_UGCOMP_MAKEPROG', 'BBRR2_FED_UGCOMP_PAIDINFULL', 'BBRR2_FED_UGCOMP_DISCHARGE', 'BBRR2_FED_UGNOCOMP_N', 'BBRR2_FED_UGNOCOMP_DFLT', 'BBRR2_FED_UGNOCOMP_DLNQ', 'BBRR2_FED_UGNOCOMP_FBR', 'BBRR2_FED_UGNOCOMP_DFR', 'BBRR2_FED_UGNOCOMP_NOPROG', 'BBRR2_FED_UGNOCOMP_MAKEPROG', 'BBRR2_FED_UGNOCOMP_PAIDINFULL', 'BBRR2_FED_UGNOCOMP_DISCHARGE', 'BBRR2_FED_UGUNK_N', 'BBRR2_FED_UGUNK_DFLT', 'BBRR2_FED_UGUNK_DLNQ', 'BBRR2_FED_UGUNK_FBR', 'BBRR2_FED_UGUNK_DFR', 'BBRR2_FED_UGUNK_NOPROG', 'BBRR2_FED_UGUNK_MAKEPROG', 'BBRR2_FED_UGUNK_PAIDINFULL', 'BBRR2_FED_UGUNK_DISCHARGE', 'BBRR2_FED_GR_N', 'BBRR2_FED_GR_DFLT', 'BBRR2_FED_GR_DLNQ', 'BBRR2_FED_GR_FBR', 'BBRR2_FED_GR_DFR', 'BBRR2_FED_GR_NOPROG', 'BBRR2_FED_GR_MAKEPROG', 'BBRR2_FED_GR_PAIDINFULL', 'BBRR2_FED_GR_DISCHARGE', 'BBRR2_FED_GRCOMP_N', 'BBRR2_FED_GRCOMP_DFLT', 'BBRR2_FED_GRCOMP_DLNQ', 'BBRR2_FED_GRCOMP_FBR', 'BBRR2_FED_GRCOMP_DFR', 'BBRR2_FED_GRCOMP_NOPROG', 'BBRR2_FED_GRCOMP_MAKEPROG', 'BBRR2_FED_GRCOMP_PAIDINFULL', 'BBRR2_FED_GRCOMP_DISCHARGE', 'BBRR2_FED_GRNOCOMP_N', 'BBRR2_FED_GRNOCOMP_DFLT', 'BBRR2_FED_GRNOCOMP_DLNQ', 'BBRR2_FED_GRNOCOMP_FBR', 'BBRR2_FED_GRNOCOMP_DFR', 'BBRR2_FED_GRNOCOMP_NOPROG', 'BBRR2_FED_GRNOCOMP_MAKEPROG', 'BBRR2_FED_GRNOCOMP_PAIDINFULL', 'BBRR2_FED_GRNOCOMP_DISCHARGE', 'BBRR2_PP_UG_N', 'BBRR2_PP_UG_DFLT', 'BBRR2_PP_UG_DLNQ', 'BBRR2_PP_UG_FBR', 'BBRR2_PP_UG_DFR', 'BBRR2_PP_UG_NOPROG', 'BBRR2_PP_UG_MAKEPROG', 'BBRR2_PP_UG_PAIDINFULL', 'BBRR2_PP_UG_DISCHARGE', 'BBRR2_PP_UGCOMP_N', 'BBRR2_PP_UGCOMP_DFLT', 'BBRR2_PP_UGCOMP_DLNQ', 'BBRR2_PP_UGCOMP_FBR', 'BBRR2_PP_UGCOMP_DFR', 'BBRR2_PP_UGCOMP_NOPROG', 'BBRR2_PP_UGCOMP_MAKEPROG', 'BBRR2_PP_UGCOMP_PAIDINFULL', 'BBRR2_PP_UGCOMP_DISCHARGE', 'BBRR2_PP_UGNOCOMP_N', 'BBRR2_PP_UGNOCOMP_DFLT', 'BBRR2_PP_UGNOCOMP_DLNQ', 'BBRR2_PP_UGNOCOMP_FBR', 'BBRR2_PP_UGNOCOMP_DFR', 'BBRR2_PP_UGNOCOMP_NOPROG', 'BBRR2_PP_UGNOCOMP_MAKEPROG', 'BBRR2_PP_UGNOCOMP_PAIDINFULL', 'BBRR2_PP_UGNOCOMP_DISCHARGE', 'BBRR2_PP_UGUNK_N', 'BBRR2_PP_UGUNK_DFLT', 'BBRR2_PP_UGUNK_DLNQ', 'BBRR2_PP_UGUNK_FBR', 'BBRR2_PP_UGUNK_DFR', 'BBRR2_PP_UGUNK_NOPROG', 'BBRR2_PP_UGUNK_MAKEPROG', 'BBRR2_PP_UGUNK_PAIDINFULL', 'BBRR2_PP_UGUNK_DISCHARGE', 'BBRR2_FED_UG_N_SUPP', 'BBRR2_FED_UG_DFLT_SUPP', 'BBRR2_FED_UG_DLNQ_SUPP', 'BBRR2_FED_UG_FBR_SUPP', 'BBRR2_FED_UG_DFR_SUPP', 'BBRR2_FED_UG_NOPROG_SUPP', 'BBRR2_FED_UG_MAKEPROG_SUPP', 'BBRR2_FED_UG_PAIDINFULL_SUPP', 'BBRR2_FED_UG_DISCHARGE_SUPP', 'BBRR2_FED_UGCOMP_N_SUPP', 'BBRR2_FED_UGCOMP_DFLT_SUPP', 'BBRR2_FED_UGCOMP_DLNQ_SUPP', 'BBRR2_FED_UGCOMP_FBR_SUPP', 'BBRR2_FED_UGCOMP_DFR_SUPP', 'BBRR2_FED_UGCOMP_NOPROG_SUPP', 'BBRR2_FED_UGCOMP_MAKEPROG_SUPP', 'BBRR2_FED_UGCOMP_PAIDINFULL_SUPP', 'BBRR2_FED_UGCOMP_DISCHARGE_SUPP', 'LPSTAFFORD_CNT', 'LPSTAFFORD_AMT', 'LPPPLUS_CNT', 'LPPPLUS_AMT', 'LPGPLUS_CNT', 'LPGPLUS_AMT', 'FEDSCHCD', 'BOOKSUPPLY', 'ROOMBOARD_ON', 'OTHEREXPENSE_ON', 'ROOMBOARD_OFF', 'OTHEREXPENSE_OFF', 'OTHEREXPENSE_FAM', 'ENDOWBEGIN', 'ENDOWEND', 'DOLPROVIDER', 'ADMCON7', 'MDCOMP_PD', 'MDCOST_PD', 'MDEARN_PD', 'MDCOMP_ALL', 'MDCOST_ALL', 'MDEARN_ALL', 'D150_L4_PELL_POOLED', 'C150_L4_PELL_POOLED', 'D150_4_PELL_POOLED', 'C150_4_PELL_POOLED', 'C150_L4_PELL_POOLED_SUPP', 'C150_4_PELL_POOLED_SUPP', 'POOLYRS150_PELL', 'OMENRYP_PELL_ALL', 'OMENRAP_PELL_ALL', 'OMAWDP8_PELL_ALL', 'OMENRUP_PELL_ALL', 'OMENRYP_PELL_FIRSTTIME', 'OMENRAP_PELL_FIRSTTIME', 'OMAWDP8_PELL_FIRSTTIME', 'OMENRUP_PELL_FIRSTTIME', 'OMENRYP_PELL_NOTFIRSTTIME', 'OMENRAP_PELL_NOTFIRSTTIME', 'OMAWDP8_PELL_NOTFIRSTTIME', 'OMENRUP_PELL_NOTFIRSTTIME', 'OMENRYP_PELL_FULLTIME', 'OMENRAP_PELL_FULLTIME', 'OMAWDP8_PELL_FULLTIME', 'OMENRUP_PELL_FULLTIME', 'OMENRYP_PELL_PARTTIME', 'OMENRAP_PELL_PARTTIME', 'OMAWDP8_PELL_PARTTIME', 'OMENRUP_PELL_PARTTIME', 'OMACHT8_PELL_FTFT', 'OMAWDP8_PELL_FTFT', 'OMENRYP8_PELL_FTFT', 'OMENRAP8_PELL_FTFT', 'OMENRUP8_PELL_FTFT', 'OMACHT8_PELL_PTFT', 'OMAWDP8_PELL_PTFT', 'OMENRYP8_PELL_PTFT', 'OMENRAP8_PELL_PTFT', 'OMENRUP8_PELL_PTFT', 'OMACHT8_PELL_FTNFT', 'OMAWDP8_PELL_FTNFT', 'OMENRYP8_PELL_FTNFT', 'OMENRAP8_PELL_FTNFT', 'OMENRUP8_PELL_FTNFT', 'OMACHT8_PELL_PTNFT', 'OMAWDP8_PELL_PTNFT', 'OMENRYP8_PELL_PTNFT', 'OMENRAP8_PELL_PTNFT', 'OMENRUP8_PELL_PTNFT', 'OMACHT8_PELL_FTFT_POOLED', 'OMACHT8_PELL_PTFT_POOLED', 'OMACHT8_PELL_FTNFT_POOLED', 'OMACHT8_PELL_PTNFT_POOLED', 'OMAWDP8_PELL_FTFT_POOLED', 'OMENRYP8_PELL_FTFT_POOLED', 'OMENRAP8_PELL_FTFT_POOLED', 'OMENRUP8_PELL_FTFT_POOLED', 'OMAWDP8_PELL_PTFT_POOLED', 'OMENRYP8_PELL_PTFT_POOLED', 'OMENRAP8_PELL_PTFT_POOLED', 'OMENRUP8_PELL_PTFT_POOLED', 'OMAWDP8_PELL_FTNFT_POOLED', 'OMENRYP8_PELL_FTNFT_POOLED', 'OMENRAP8_PELL_FTNFT_POOLED', 'OMENRUP8_PELL_FTNFT_POOLED', 'OMAWDP8_PELL_PTNFT_POOLED', 'OMENRYP8_PELL_PTNFT_POOLED', 'OMENRAP8_PELL_PTNFT_POOLED', 'OMENRUP8_PELL_PTNFT_POOLED', 'OMENRYP_PELL_ALL_POOLED', 'OMENRAP_PELL_ALL_POOLED', 'OMAWDP8_PELL_ALL_POOLED', 'OMENRUP_PELL_ALL_POOLED', 'OMENRYP_PELL_FTT_POOLED', 'OMENRAP_PELL_FTT_POOLED', 'OMAWDP8_PELL_FTT_POOLED', 'OMENRUP_PELL_FTT_POOLED', 'OMENRYP_PELL_NFT_POOLED', 'OMENRAP_PELL_NFT_POOLED', 'OMAWDP8_PELL_NFT_POOLED', 'OMENRUP_PELL_NFT_POOLED', 'OMENRYP_PELL_FT_POOLED', 'OMENRAP_PELL_FT_POOLED', 'OMAWDP8_PELL_FT_POOLED', 'OMENRUP_PELL_FT_POOLED', 'OMENRYP_PELL_PT_POOLED', 'OMENRAP_PELL_PT_POOLED', 'OMAWDP8_PELL_PT_POOLED', 'OMENRUP_PELL_PT_POOLED', 'POOLYRSOM_PELL_FTFT', 'POOLYRSOM_PELL_PTFT', 'POOLYRSOM_PELL_FTNFT', 'POOLYRSOM_PELL_PTNFT', 'POOLYRSOM_PELL_ALL', 'POOLYRSOM_PELL_FIRSTTIME', 'POOLYRSOM_PELL_NOTFIRSTTIME', 'POOLYRSOM_PELL_FULLTIME', 'POOLYRSOM_PELL_PARTTIME', 'OMAWDP8_PELL_FTFT_POOLED_SUPP', 'OMENRYP8_PELL_FTFT_POOLED_SUPP', 'OMENRAP8_PELL_FTFT_POOLED_SUPP', 'OMENRUP8_PELL_FTFT_POOLED_SUPP', 'OMAWDP8_PELL_PTFT_POOLED_SUPP', 'OMENRYP8_PELL_PTFT_POOLED_SUPP', 'OMENRAP8_PELL_PTFT_POOLED_SUPP', 'OMENRUP8_PELL_PTFT_POOLED_SUPP', 'OMAWDP8_PELL_FTNFT_POOLED_SUPP', 'OMENRYP8_PELL_FTNFT_POOLED_SUPP', 'OMENRAP8_PELL_FTNFT_POOLED_SUPP', 'OMENRUP8_PELL_FTNFT_POOLED_SUPP', 'OMAWDP8_PELL_PTNFT_POOLED_SUPP', 'OMENRYP8_PELL_PTNFT_POOLED_SUPP', 'OMENRAP8_PELL_PTNFT_POOLED_SUPP', 'OMENRUP8_PELL_PTNFT_POOLED_SUPP', 'OMENRYP_PELL_ALL_POOLED_SUPP', 'OMENRAP_PELL_ALL_POOLED_SUPP', 'OMAWDP8_PELL_ALL_POOLED_SUPP', 'OMENRUP_PELL_ALL_POOLED_SUPP', 'OMENRYP_PELL_FTT_POOLED_SUPP', 'OMENRAP_PELL_FTT_POOLED_SUPP', 'OMAWDP8_PELL_FTT_POOLED_SUPP', 'OMENRUP_PELL_FTT_POOLED_SUPP', 'OMENRYP_PELL_NFT_POOLED_SUPP', 'OMENRAP_PELL_NFT_POOLED_SUPP', 'OMAWDP8_PELL_NFT_POOLED_SUPP', 'OMENRUP_PELL_NFT_POOLED_SUPP', 'OMENRYP_PELL_FT_POOLED_SUPP', 'OMENRAP_PELL_FT_POOLED_SUPP', 'OMAWDP8_PELL_FT_POOLED_SUPP', 'OMENRUP_PELL_FT_POOLED_SUPP', 'OMENRYP_PELL_PT_POOLED_SUPP', 'OMENRAP_PELL_PT_POOLED_SUPP', 'OMAWDP8_PELL_PT_POOLED_SUPP', 'OMENRUP_PELL_PT_POOLED_SUPP', 'BBRR1_FED_IND_N', 'BBRR1_FED_IND_DFLT', 'BBRR1_FED_IND_DLNQ', 'BBRR1_FED_IND_FBR', 'BBRR1_FED_IND_DFR', 'BBRR1_FED_IND_NOPROG', 'BBRR1_FED_IND_MAKEPROG', 'BBRR1_FED_IND_PAIDINFULL', 'BBRR1_FED_IND_DISCHARGE', 'BBRR1_FED_DEP_N', 'BBRR1_FED_DEP_DFLT', 'BBRR1_FED_DEP_DLNQ', 'BBRR1_FED_DEP_FBR', 'BBRR1_FED_DEP_DFR', 'BBRR1_FED_DEP_NOPROG', 'BBRR1_FED_DEP_MAKEPROG', 'BBRR1_FED_DEP_PAIDINFULL', 'BBRR1_FED_DEP_DISCHARGE', 'BBRR1_FED_PELL_N', 'BBRR1_FED_PELL_DFLT', 'BBRR1_FED_PELL_DLNQ', 'BBRR1_FED_PELL_FBR', 'BBRR1_FED_PELL_DFR', 'BBRR1_FED_PELL_NOPROG', 'BBRR1_FED_PELL_MAKEPROG', 'BBRR1_FED_PELL_PAIDINFULL', 'BBRR1_FED_PELL_DISCHARGE', 'BBRR1_FED_NOPELL_N', 'BBRR1_FED_NOPELL_DFLT', 'BBRR1_FED_NOPELL_DLNQ', 'BBRR1_FED_NOPELL_FBR', 'BBRR1_FED_NOPELL_DFR', 'BBRR1_FED_NOPELL_NOPROG', 'BBRR1_FED_NOPELL_MAKEPROG', 'BBRR1_FED_NOPELL_PAIDINFULL', 'BBRR1_FED_NOPELL_DISCHARGE', 'BBRR1_FED_MALE_N', 'BBRR1_FED_MALE_DFLT', 'BBRR1_FED_MALE_DLNQ', 'BBRR1_FED_MALE_FBR', 'BBRR1_FED_MALE_DFR', 'BBRR1_FED_MALE_NOPROG', 'BBRR1_FED_MALE_MAKEPROG', 'BBRR1_FED_MALE_PAIDINFULL', 'BBRR1_FED_MALE_DISCHARGE', 'BBRR1_FED_NOMALE_N', 'BBRR1_FED_NOMALE_DFLT', 'BBRR1_FED_NOMALE_DLNQ', 'BBRR1_FED_NOMALE_FBR', 'BBRR1_FED_NOMALE_DFR', 'BBRR1_FED_NOMALE_NOPROG', 'BBRR1_FED_NOMALE_MAKEPROG', 'BBRR1_FED_NOMALE_PAIDINFULL', 'BBRR1_FED_NOMALE_DISCHARGE', 'BBRR1_PP_IND_N', 'BBRR1_PP_IND_DFLT', 'BBRR1_PP_IND_DLNQ', 'BBRR1_PP_IND_FBR', 'BBRR1_PP_IND_DFR', 'BBRR1_PP_IND_NOPROG', 'BBRR1_PP_IND_MAKEPROG', 'BBRR1_PP_IND_PAIDINFULL', 'BBRR1_PP_IND_DISCHARGE', 'BBRR1_PP_DEP_N', 'BBRR1_PP_DEP_DFLT', 'BBRR1_PP_DEP_DLNQ', 'BBRR1_PP_DEP_FBR', 'BBRR1_PP_DEP_DFR', 'BBRR1_PP_DEP_NOPROG', 'BBRR1_PP_DEP_MAKEPROG', 'BBRR1_PP_DEP_PAIDINFULL', 'BBRR1_PP_DEP_DISCHARGE', 'BBRR1_PP_PELL_N', 'BBRR1_PP_PELL_DFLT', 'BBRR1_PP_PELL_DLNQ', 'BBRR1_PP_PELL_FBR', 'BBRR1_PP_PELL_DFR', 'BBRR1_PP_PELL_NOPROG', 'BBRR1_PP_PELL_MAKEPROG', 'BBRR1_PP_PELL_PAIDINFULL', 'BBRR1_PP_PELL_DISCHARGE', 'BBRR1_PP_NOPELL_N', 'BBRR1_PP_NOPELL_DFLT', 'BBRR1_PP_NOPELL_DLNQ', 'BBRR1_PP_NOPELL_FBR', 'BBRR1_PP_NOPELL_DFR', 'BBRR1_PP_NOPELL_NOPROG', 'BBRR1_PP_NOPELL_MAKEPROG', 'BBRR1_PP_NOPELL_PAIDINFULL', 'BBRR1_PP_NOPELL_DISCHARGE', 'BBRR1_PP_MALE_N', 'BBRR1_PP_MALE_DFLT', 'BBRR1_PP_MALE_DLNQ', 'BBRR1_PP_MALE_FBR', 'BBRR1_PP_MALE_DFR', 'BBRR1_PP_MALE_NOPROG', 'BBRR1_PP_MALE_MAKEPROG', 'BBRR1_PP_MALE_PAIDINFULL', 'BBRR1_PP_MALE_DISCHARGE', 'BBRR1_PP_NOMALE_N', 'BBRR1_PP_NOMALE_DFLT', 'BBRR1_PP_NOMALE_DLNQ', 'BBRR1_PP_NOMALE_FBR', 'BBRR1_PP_NOMALE_DFR', 'BBRR1_PP_NOMALE_NOPROG', 'BBRR1_PP_NOMALE_MAKEPROG', 'BBRR1_PP_NOMALE_PAIDINFULL', 'BBRR1_PP_NOMALE_DISCHARGE', 'BBRR2_FED_IND_N', 'BBRR2_FED_IND_DFLT', 'BBRR2_FED_IND_DLNQ', 'BBRR2_FED_IND_FBR', 'BBRR2_FED_IND_DFR', 'BBRR2_FED_IND_NOPROG', 'BBRR2_FED_IND_MAKEPROG', 'BBRR2_FED_IND_PAIDINFULL', 'BBRR2_FED_IND_DISCHARGE', 'BBRR2_FED_DEP_N', 'BBRR2_FED_DEP_DFLT', 'BBRR2_FED_DEP_DLNQ', 'BBRR2_FED_DEP_FBR', 'BBRR2_FED_DEP_DFR', 'BBRR2_FED_DEP_NOPROG', 'BBRR2_FED_DEP_MAKEPROG', 'BBRR2_FED_DEP_PAIDINFULL', 'BBRR2_FED_DEP_DISCHARGE', 'BBRR2_FED_PELL_N', 'BBRR2_FED_PELL_DFLT', 'BBRR2_FED_PELL_DLNQ', 'BBRR2_FED_PELL_FBR', 'BBRR2_FED_PELL_DFR', 'BBRR2_FED_PELL_NOPROG', 'BBRR2_FED_PELL_MAKEPROG', 'BBRR2_FED_PELL_PAIDINFULL', 'BBRR2_FED_PELL_DISCHARGE', 'BBRR2_FED_NOPELL_N', 'BBRR2_FED_NOPELL_DFLT', 'BBRR2_FED_NOPELL_DLNQ', 'BBRR2_FED_NOPELL_FBR', 'BBRR2_FED_NOPELL_DFR', 'BBRR2_FED_NOPELL_NOPROG', 'BBRR2_FED_NOPELL_MAKEPROG', 'BBRR2_FED_NOPELL_PAIDINFULL', 'BBRR2_FED_NOPELL_DISCHARGE', 'BBRR2_FED_MALE_N', 'BBRR2_FED_MALE_DFLT', 'BBRR2_FED_MALE_DLNQ', 'BBRR2_FED_MALE_FBR', 'BBRR2_FED_MALE_DFR', 'BBRR2_FED_MALE_NOPROG', 'BBRR2_FED_MALE_MAKEPROG', 'BBRR2_FED_MALE_PAIDINFULL', 'BBRR2_FED_MALE_DISCHARGE', 'BBRR2_FED_NOMALE_N', 'BBRR2_FED_NOMALE_DFLT', 'BBRR2_FED_NOMALE_DLNQ', 'BBRR2_FED_NOMALE_FBR', 'BBRR2_FED_NOMALE_DFR', 'BBRR2_FED_NOMALE_NOPROG', 'BBRR2_FED_NOMALE_MAKEPROG', 'BBRR2_FED_NOMALE_PAIDINFULL', 'BBRR2_FED_NOMALE_DISCHARGE', 'BBRR2_PP_IND_N', 'BBRR2_PP_IND_DFLT', 'BBRR2_PP_IND_DLNQ', 'BBRR2_PP_IND_FBR', 'BBRR2_PP_IND_DFR', 'BBRR2_PP_IND_NOPROG', 'BBRR2_PP_IND_MAKEPROG', 'BBRR2_PP_IND_PAIDINFULL', 'BBRR2_PP_IND_DISCHARGE', 'BBRR2_PP_DEP_N', 'BBRR2_PP_DEP_DFLT', 'BBRR2_PP_DEP_DLNQ', 'BBRR2_PP_DEP_FBR', 'BBRR2_PP_DEP_DFR', 'BBRR2_PP_DEP_NOPROG', 'BBRR2_PP_DEP_MAKEPROG', 'BBRR2_PP_DEP_PAIDINFULL', 'BBRR2_PP_DEP_DISCHARGE', 'BBRR2_PP_PELL_N', 'BBRR2_PP_PELL_DFLT', 'BBRR2_PP_PELL_DLNQ', 'BBRR2_PP_PELL_FBR', 'BBRR2_PP_PELL_DFR', 'BBRR2_PP_PELL_NOPROG', 'BBRR2_PP_PELL_MAKEPROG', 'BBRR2_PP_PELL_PAIDINFULL', 'BBRR2_PP_PELL_DISCHARGE', 'BBRR2_PP_NOPELL_N', 'BBRR2_PP_NOPELL_DFLT', 'BBRR2_PP_NOPELL_DLNQ', 'BBRR2_PP_NOPELL_FBR', 'BBRR2_PP_NOPELL_DFR', 'BBRR2_PP_NOPELL_NOPROG', 'BBRR2_PP_NOPELL_MAKEPROG', 'BBRR2_PP_NOPELL_PAIDINFULL', 'BBRR2_PP_NOPELL_DISCHARGE', 'BBRR2_PP_MALE_N', 'BBRR2_PP_MALE_DFLT', 'BBRR2_PP_MALE_DLNQ', 'BBRR2_PP_MALE_FBR', 'BBRR2_PP_MALE_DFR', 'BBRR2_PP_MALE_NOPROG', 'BBRR2_PP_MALE_MAKEPROG', 'BBRR2_PP_MALE_PAIDINFULL', 'BBRR2_PP_MALE_DISCHARGE', 'BBRR2_PP_NOMALE_N', 'BBRR2_PP_NOMALE_DFLT', 'BBRR2_PP_NOMALE_DLNQ', 'BBRR2_PP_NOMALE_FBR', 'BBRR2_PP_NOMALE_DFR', 'BBRR2_PP_NOMALE_NOPROG', 'BBRR2_PP_NOMALE_MAKEPROG', 'BBRR2_PP_NOMALE_PAIDINFULL', 'BBRR2_PP_NOMALE_DISCHARGE', 'BBRR3_FED_UG_N', 'BBRR3_FED_UG_DFLT', 'BBRR3_FED_UG_DLNQ', 'BBRR3_FED_UG_FBR', 'BBRR3_FED_UG_DFR', 'BBRR3_FED_UG_NOPROG', 'BBRR3_FED_UG_MAKEPROG', 'BBRR3_FED_UG_PAIDINFULL', 'BBRR3_FED_UG_DISCHARGE', 'BBRR3_FED_UGCOMP_N', 'BBRR3_FED_UGCOMP_DFLT', 'BBRR3_FED_UGCOMP_DLNQ', 'BBRR3_FED_UGCOMP_FBR', 'BBRR3_FED_UGCOMP_DFR', 'BBRR3_FED_UGCOMP_NOPROG', 'BBRR3_FED_UGCOMP_MAKEPROG', 'BBRR3_FED_UGCOMP_PAIDINFULL', 'BBRR3_FED_UGCOMP_DISCHARGE', 'BBRR3_FED_UGNOCOMP_N', 'BBRR3_FED_UGNOCOMP_DFLT', 'BBRR3_FED_UGNOCOMP_DLNQ', 'BBRR3_FED_UGNOCOMP_FBR', 'BBRR3_FED_UGNOCOMP_DFR', 'BBRR3_FED_UGNOCOMP_NOPROG', 'BBRR3_FED_UGNOCOMP_MAKEPROG', 'BBRR3_FED_UGNOCOMP_PAIDINFULL', 'BBRR3_FED_UGNOCOMP_DISCHARGE', 'BBRR3_FED_UGUNK_N', 'BBRR3_FED_UGUNK_DFLT', 'BBRR3_FED_UGUNK_DLNQ', 'BBRR3_FED_UGUNK_FBR', 'BBRR3_FED_UGUNK_DFR', 'BBRR3_FED_UGUNK_NOPROG', 'BBRR3_FED_UGUNK_MAKEPROG', 'BBRR3_FED_UGUNK_PAIDINFULL', 'BBRR3_FED_UGUNK_DISCHARGE', 'BBRR3_FED_GR_N', 'BBRR3_FED_GR_DFLT', 'BBRR3_FED_GR_DLNQ', 'BBRR3_FED_GR_FBR', 'BBRR3_FED_GR_DFR', 'BBRR3_FED_GR_NOPROG', 'BBRR3_FED_GR_MAKEPROG', 'BBRR3_FED_GR_PAIDINFULL', 'BBRR3_FED_GR_DISCHARGE', 'BBRR3_FED_GRCOMP_N', 'BBRR3_FED_GRCOMP_DFLT', 'BBRR3_FED_GRCOMP_DLNQ', 'BBRR3_FED_GRCOMP_FBR', 'BBRR3_FED_GRCOMP_DFR', 'BBRR3_FED_GRCOMP_NOPROG', 'BBRR3_FED_GRCOMP_MAKEPROG', 'BBRR3_FED_GRCOMP_PAIDINFULL', 'BBRR3_FED_GRCOMP_DISCHARGE', 'BBRR3_FED_GRNOCOMP_N', 'BBRR3_FED_GRNOCOMP_DFLT', 'BBRR3_FED_GRNOCOMP_DLNQ', 'BBRR3_FED_GRNOCOMP_FBR', 'BBRR3_FED_GRNOCOMP_DFR', 'BBRR3_FED_GRNOCOMP_NOPROG', 'BBRR3_FED_GRNOCOMP_MAKEPROG', 'BBRR3_FED_GRNOCOMP_PAIDINFULL', 'BBRR3_FED_GRNOCOMP_DISCHARGE', 'BBRR3_PP_UG_N', 'BBRR3_PP_UG_DFLT', 'BBRR3_PP_UG_DLNQ', 'BBRR3_PP_UG_FBR', 'BBRR3_PP_UG_DFR', 'BBRR3_PP_UG_NOPROG', 'BBRR3_PP_UG_MAKEPROG', 'BBRR3_PP_UG_PAIDINFULL', 'BBRR3_PP_UG_DISCHARGE', 'BBRR3_PP_UGCOMP_N', 'BBRR3_PP_UGCOMP_DFLT', 'BBRR3_PP_UGCOMP_DLNQ', 'BBRR3_PP_UGCOMP_FBR', 'BBRR3_PP_UGCOMP_DFR', 'BBRR3_PP_UGCOMP_NOPROG', 'BBRR3_PP_UGCOMP_MAKEPROG', 'BBRR3_PP_UGCOMP_PAIDINFULL', 'BBRR3_PP_UGCOMP_DISCHARGE', 'BBRR3_PP_UGNOCOMP_N', 'BBRR3_PP_UGNOCOMP_DFLT', 'BBRR3_PP_UGNOCOMP_DLNQ', 'BBRR3_PP_UGNOCOMP_FBR', 'BBRR3_PP_UGNOCOMP_DFR', 'BBRR3_PP_UGNOCOMP_NOPROG', 'BBRR3_PP_UGNOCOMP_MAKEPROG', 'BBRR3_PP_UGNOCOMP_PAIDINFULL', 'BBRR3_PP_UGNOCOMP_DISCHARGE', 'BBRR3_PP_UGUNK_N', 'BBRR3_PP_UGUNK_DFLT', 'BBRR3_PP_UGUNK_DLNQ', 'BBRR3_PP_UGUNK_FBR', 'BBRR3_PP_UGUNK_DFR', 'BBRR3_PP_UGUNK_NOPROG', 'BBRR3_PP_UGUNK_MAKEPROG', 'BBRR3_PP_UGUNK_PAIDINFULL', 'BBRR3_PP_UGUNK_DISCHARGE', 'BBRR3_FED_IND_N', 'BBRR3_FED_IND_DFLT', 'BBRR3_FED_IND_DLNQ', 'BBRR3_FED_IND_FBR', 'BBRR3_FED_IND_DFR', 'BBRR3_FED_IND_NOPROG', 'BBRR3_FED_IND_MAKEPROG', 'BBRR3_FED_IND_PAIDINFULL', 'BBRR3_FED_IND_DISCHARGE', 'BBRR3_FED_DEP_N', 'BBRR3_FED_DEP_DFLT', 'BBRR3_FED_DEP_DLNQ', 'BBRR3_FED_DEP_FBR', 'BBRR3_FED_DEP_DFR', 'BBRR3_FED_DEP_NOPROG', 'BBRR3_FED_DEP_MAKEPROG', 'BBRR3_FED_DEP_PAIDINFULL', 'BBRR3_FED_DEP_DISCHARGE', 'BBRR3_FED_PELL_N', 'BBRR3_FED_PELL_DFLT', 'BBRR3_FED_PELL_DLNQ', 'BBRR3_FED_PELL_FBR', 'BBRR3_FED_PELL_DFR', 'BBRR3_FED_PELL_NOPROG', 'BBRR3_FED_PELL_MAKEPROG', 'BBRR3_FED_PELL_PAIDINFULL', 'BBRR3_FED_PELL_DISCHARGE', 'BBRR3_FED_NOPELL_N', 'BBRR3_FED_NOPELL_DFLT', 'BBRR3_FED_NOPELL_DLNQ', 'BBRR3_FED_NOPELL_FBR', 'BBRR3_FED_NOPELL_DFR', 'BBRR3_FED_NOPELL_NOPROG', 'BBRR3_FED_NOPELL_MAKEPROG', 'BBRR3_FED_NOPELL_PAIDINFULL', 'BBRR3_FED_NOPELL_DISCHARGE', 'BBRR3_FED_MALE_N', 'BBRR3_FED_MALE_DFLT', 'BBRR3_FED_MALE_DLNQ', 'BBRR3_FED_MALE_FBR', 'BBRR3_FED_MALE_DFR', 'BBRR3_FED_MALE_NOPROG', 'BBRR3_FED_MALE_MAKEPROG', 'BBRR3_FED_MALE_PAIDINFULL', 'BBRR3_FED_MALE_DISCHARGE', 'BBRR3_FED_NOMALE_N', 'BBRR3_FED_NOMALE_DFLT', 'BBRR3_FED_NOMALE_DLNQ', 'BBRR3_FED_NOMALE_FBR', 'BBRR3_FED_NOMALE_DFR', 'BBRR3_FED_NOMALE_NOPROG', 'BBRR3_FED_NOMALE_MAKEPROG', 'BBRR3_FED_NOMALE_PAIDINFULL', 'BBRR3_FED_NOMALE_DISCHARGE', 'BBRR3_PP_IND_N', 'BBRR3_PP_IND_DFLT', 'BBRR3_PP_IND_DLNQ', 'BBRR3_PP_IND_FBR', 'BBRR3_PP_IND_DFR', 'BBRR3_PP_IND_NOPROG', 'BBRR3_PP_IND_MAKEPROG', 'BBRR3_PP_IND_PAIDINFULL', 'BBRR3_PP_IND_DISCHARGE', 'BBRR3_PP_DEP_N', 'BBRR3_PP_DEP_DFLT', 'BBRR3_PP_DEP_DLNQ', 'BBRR3_PP_DEP_FBR', 'BBRR3_PP_DEP_DFR', 'BBRR3_PP_DEP_NOPROG', 'BBRR3_PP_DEP_MAKEPROG', 'BBRR3_PP_DEP_PAIDINFULL', 'BBRR3_PP_DEP_DISCHARGE', 'BBRR3_PP_PELL_N', 'BBRR3_PP_PELL_DFLT', 'BBRR3_PP_PELL_DLNQ', 'BBRR3_PP_PELL_FBR', 'BBRR3_PP_PELL_DFR', 'BBRR3_PP_PELL_NOPROG', 'BBRR3_PP_PELL_MAKEPROG', 'BBRR3_PP_PELL_PAIDINFULL', 'BBRR3_PP_PELL_DISCHARGE', 'BBRR3_PP_NOPELL_N', 'BBRR3_PP_NOPELL_DFLT', 'BBRR3_PP_NOPELL_DLNQ', 'BBRR3_PP_NOPELL_FBR', 'BBRR3_PP_NOPELL_DFR', 'BBRR3_PP_NOPELL_NOPROG', 'BBRR3_PP_NOPELL_MAKEPROG', 'BBRR3_PP_NOPELL_PAIDINFULL', 'BBRR3_PP_NOPELL_DISCHARGE', 'BBRR3_PP_MALE_N', 'BBRR3_PP_MALE_DFLT', 'BBRR3_PP_MALE_DLNQ', 'BBRR3_PP_MALE_FBR', 'BBRR3_PP_MALE_DFR', 'BBRR3_PP_MALE_NOPROG', 'BBRR3_PP_MALE_MAKEPROG', 'BBRR3_PP_MALE_PAIDINFULL', 'BBRR3_PP_MALE_DISCHARGE', 'BBRR3_PP_NOMALE_N', 'BBRR3_PP_NOMALE_DFLT', 'BBRR3_PP_NOMALE_DLNQ', 'BBRR3_PP_NOMALE_FBR', 'BBRR3_PP_NOMALE_DFR', 'BBRR3_PP_NOMALE_NOPROG', 'BBRR3_PP_NOMALE_MAKEPROG', 'BBRR3_PP_NOMALE_PAIDINFULL', 'BBRR3_PP_NOMALE_DISCHARGE', 'COUNT_NWNE_1YR', 'COUNT_WNE_1YR', 'CNTOVER150_1YR', 'GT_THRESHOLD_P6', 'GT_THRESHOLD_P6_SUPP', 'MD_EARN_WNE_INC1_P6', 'MD_EARN_WNE_INC2_P6', 'MD_EARN_WNE_INC3_P6', 'MD_EARN_WNE_INDEP1_P6', 'MD_EARN_WNE_INDEP0_P6', 'MD_EARN_WNE_MALE0_P6', 'MD_EARN_WNE_MALE1_P6', 'GT_THRESHOLD_P8', 'COUNT_WNE_INC1_P8', 'MD_EARN_WNE_INC1_P8', 'COUNT_WNE_INC2_P8', 'MD_EARN_WNE_INC2_P8', 'COUNT_WNE_INC3_P8', 'MD_EARN_WNE_INC3_P8', 'COUNT_WNE_INDEP1_P8', 'MD_EARN_WNE_INDEP1_P8', 'COUNT_WNE_INDEP0_P8', 'MD_EARN_WNE_INDEP0_P8', 'COUNT_WNE_MALE0_P8', 'MD_EARN_WNE_MALE0_P8', 'COUNT_WNE_MALE1_P8', 'MD_EARN_WNE_MALE1_P8', 'GT_THRESHOLD_P10', 'MD_EARN_WNE_INC1_P10', 'MD_EARN_WNE_INC2_P10', 'MD_EARN_WNE_INC3_P10', 'MD_EARN_WNE_INDEP1_P10', 'MD_EARN_WNE_INDEP0_P10', 'MD_EARN_WNE_MALE0_P10', 'MD_EARN_WNE_MALE1_P10', 'STUFACR', 'IRPS_2MOR', 'IRPS_AIAN', 'IRPS_ASIAN', 'IRPS_BLACK', 'IRPS_HISP', 'IRPS_NHPI', 'IRPS_NRA', 'IRPS_UNKN', 'IRPS_WHITE', 'IRPS_WOMEN', 'IRPS_MEN', 'GT_THRESHOLD_1YR', 'COUNT_NWNE_4YR', 'COUNT_WNE_4YR', 'GT_THRESHOLD_4YR', 'BBRR4_FED_UG_N', 'BBRR4_FED_UG_DFLT', 'BBRR4_FED_UG_DLNQ', 'BBRR4_FED_UG_FBR', 'BBRR4_FED_UG_DFR', 'BBRR4_FED_UG_NOPROG', 'BBRR4_FED_UG_MAKEPROG', 'BBRR4_FED_UG_PAIDINFULL', 'BBRR4_FED_UG_DISCHARGE', 'BBRR4_FED_UGCOMP_N', 'BBRR4_FED_UGCOMP_DFLT', 'BBRR4_FED_UGCOMP_DLNQ', 'BBRR4_FED_UGCOMP_FBR', 'BBRR4_FED_UGCOMP_DFR', 'BBRR4_FED_UGCOMP_NOPROG', 'BBRR4_FED_UGCOMP_MAKEPROG', 'BBRR4_FED_UGCOMP_PAIDINFULL', 'BBRR4_FED_UGCOMP_DISCHARGE', 'BBRR4_FED_UGNOCOMP_N', 'BBRR4_FED_UGNOCOMP_DFLT', 'BBRR4_FED_UGNOCOMP_DLNQ', 'BBRR4_FED_UGNOCOMP_FBR', 'BBRR4_FED_UGNOCOMP_DFR', 'BBRR4_FED_UGNOCOMP_NOPROG', 'BBRR4_FED_UGNOCOMP_MAKEPROG', 'BBRR4_FED_UGNOCOMP_PAIDINFULL', 'BBRR4_FED_UGNOCOMP_DISCHARGE', 'BBRR4_FED_UGUNK_N', 'BBRR4_FED_UGUNK_DFLT', 'BBRR4_FED_UGUNK_DLNQ', 'BBRR4_FED_UGUNK_FBR', 'BBRR4_FED_UGUNK_DFR', 'BBRR4_FED_UGUNK_NOPROG', 'BBRR4_FED_UGUNK_MAKEPROG', 'BBRR4_FED_UGUNK_PAIDINFULL', 'BBRR4_FED_UGUNK_DISCHARGE', 'BBRR4_FED_GR_N', 'BBRR4_FED_GR_DFLT', 'BBRR4_FED_GR_DLNQ', 'BBRR4_FED_GR_FBR', 'BBRR4_FED_GR_DFR', 'BBRR4_FED_GR_NOPROG', 'BBRR4_FED_GR_MAKEPROG', 'BBRR4_FED_GR_PAIDINFULL', 'BBRR4_FED_GR_DISCHARGE', 'BBRR4_FED_GRCOMP_N', 'BBRR4_FED_GRCOMP_DFLT', 'BBRR4_FED_GRCOMP_DLNQ', 'BBRR4_FED_GRCOMP_FBR', 'BBRR4_FED_GRCOMP_DFR', 'BBRR4_FED_GRCOMP_NOPROG', 'BBRR4_FED_GRCOMP_MAKEPROG', 'BBRR4_FED_GRCOMP_PAIDINFULL', 'BBRR4_FED_GRCOMP_DISCHARGE', 'BBRR4_FED_GRNOCOMP_N', 'BBRR4_FED_GRNOCOMP_DFLT', 'BBRR4_FED_GRNOCOMP_DLNQ', 'BBRR4_FED_GRNOCOMP_FBR', 'BBRR4_FED_GRNOCOMP_DFR', 'BBRR4_FED_GRNOCOMP_NOPROG', 'BBRR4_FED_GRNOCOMP_MAKEPROG', 'BBRR4_FED_GRNOCOMP_PAIDINFULL', 'BBRR4_FED_GRNOCOMP_DISCHARGE', 'BBRR4_PP_UG_N', 'BBRR4_PP_UG_DFLT', 'BBRR4_PP_UG_DLNQ', 'BBRR4_PP_UG_FBR', 'BBRR4_PP_UG_DFR', 'BBRR4_PP_UG_NOPROG', 'BBRR4_PP_UG_MAKEPROG', 'BBRR4_PP_UG_PAIDINFULL', 'BBRR4_PP_UG_DISCHARGE', 'BBRR4_PP_UGCOMP_N', 'BBRR4_PP_UGCOMP_DFLT', 'BBRR4_PP_UGCOMP_DLNQ', 'BBRR4_PP_UGCOMP_FBR', 'BBRR4_PP_UGCOMP_DFR', 'BBRR4_PP_UGCOMP_NOPROG', 'BBRR4_PP_UGCOMP_MAKEPROG', 'BBRR4_PP_UGCOMP_PAIDINFULL', 'BBRR4_PP_UGCOMP_DISCHARGE', 'BBRR4_PP_UGNOCOMP_N', 'BBRR4_PP_UGNOCOMP_DFLT', 'BBRR4_PP_UGNOCOMP_DLNQ', 'BBRR4_PP_UGNOCOMP_FBR', 'BBRR4_PP_UGNOCOMP_DFR', 'BBRR4_PP_UGNOCOMP_NOPROG', 'BBRR4_PP_UGNOCOMP_MAKEPROG', 'BBRR4_PP_UGNOCOMP_PAIDINFULL', 'BBRR4_PP_UGNOCOMP_DISCHARGE', 'BBRR4_PP_UGUNK_N', 'BBRR4_PP_UGUNK_DFLT', 'BBRR4_PP_UGUNK_DLNQ', 'BBRR4_PP_UGUNK_FBR', 'BBRR4_PP_UGUNK_DFR', 'BBRR4_PP_UGUNK_NOPROG', 'BBRR4_PP_UGUNK_MAKEPROG', 'BBRR4_PP_UGUNK_PAIDINFULL', 'BBRR4_PP_UGUNK_DISCHARGE', 'BBRR4_FED_IND_N', 'BBRR4_FED_IND_DFLT', 'BBRR4_FED_IND_DLNQ', 'BBRR4_FED_IND_FBR', 'BBRR4_FED_IND_DFR', 'BBRR4_FED_IND_NOPROG', 'BBRR4_FED_IND_MAKEPROG', 'BBRR4_FED_IND_PAIDINFULL', 'BBRR4_FED_IND_DISCHARGE', 'BBRR4_FED_DEP_N', 'BBRR4_FED_DEP_DFLT', 'BBRR4_FED_DEP_DLNQ', 'BBRR4_FED_DEP_FBR', 'BBRR4_FED_DEP_DFR', 'BBRR4_FED_DEP_NOPROG', 'BBRR4_FED_DEP_MAKEPROG', 'BBRR4_FED_DEP_PAIDINFULL', 'BBRR4_FED_DEP_DISCHARGE', 'BBRR4_FED_PELL_N', 'BBRR4_FED_PELL_DFLT', 'BBRR4_FED_PELL_DLNQ', 'BBRR4_FED_PELL_FBR', 'BBRR4_FED_PELL_DFR', 'BBRR4_FED_PELL_NOPROG', 'BBRR4_FED_PELL_MAKEPROG', 'BBRR4_FED_PELL_PAIDINFULL', 'BBRR4_FED_PELL_DISCHARGE', 'BBRR4_FED_NOPELL_N', 'BBRR4_FED_NOPELL_DFLT', 'BBRR4_FED_NOPELL_DLNQ', 'BBRR4_FED_NOPELL_FBR', 'BBRR4_FED_NOPELL_DFR', 'BBRR4_FED_NOPELL_NOPROG', 'BBRR4_FED_NOPELL_MAKEPROG', 'BBRR4_FED_NOPELL_PAIDINFULL', 'BBRR4_FED_NOPELL_DISCHARGE', 'BBRR4_FED_MALE_N', 'BBRR4_FED_MALE_DFLT', 'BBRR4_FED_MALE_DLNQ', 'BBRR4_FED_MALE_FBR', 'BBRR4_FED_MALE_DFR', 'BBRR4_FED_MALE_NOPROG', 'BBRR4_FED_MALE_MAKEPROG', 'BBRR4_FED_MALE_PAIDINFULL', 'BBRR4_FED_MALE_DISCHARGE', 'BBRR4_FED_NOMALE_N', 'BBRR4_FED_NOMALE_DFLT', 'BBRR4_FED_NOMALE_DLNQ', 'BBRR4_FED_NOMALE_FBR', 'BBRR4_FED_NOMALE_DFR', 'BBRR4_FED_NOMALE_NOPROG', 'BBRR4_FED_NOMALE_MAKEPROG', 'BBRR4_FED_NOMALE_PAIDINFULL', 'BBRR4_FED_NOMALE_DISCHARGE', 'BBRR4_PP_IND_N', 'BBRR4_PP_IND_DFLT', 'BBRR4_PP_IND_DLNQ', 'BBRR4_PP_IND_FBR', 'BBRR4_PP_IND_DFR', 'BBRR4_PP_IND_NOPROG', 'BBRR4_PP_IND_MAKEPROG', 'BBRR4_PP_IND_PAIDINFULL', 'BBRR4_PP_IND_DISCHARGE', 'BBRR4_PP_DEP_N', 'BBRR4_PP_DEP_DFLT', 'BBRR4_PP_DEP_DLNQ', 'BBRR4_PP_DEP_FBR', 'BBRR4_PP_DEP_DFR', 'BBRR4_PP_DEP_NOPROG', 'BBRR4_PP_DEP_MAKEPROG', 'BBRR4_PP_DEP_PAIDINFULL', 'BBRR4_PP_DEP_DISCHARGE', 'BBRR4_PP_PELL_N', 'BBRR4_PP_PELL_DFLT', 'BBRR4_PP_PELL_DLNQ', 'BBRR4_PP_PELL_FBR', 'BBRR4_PP_PELL_DFR', 'BBRR4_PP_PELL_NOPROG', 'BBRR4_PP_PELL_MAKEPROG', 'BBRR4_PP_PELL_PAIDINFULL', 'BBRR4_PP_PELL_DISCHARGE', 'BBRR4_PP_NOPELL_N', 'BBRR4_PP_NOPELL_DFLT', 'BBRR4_PP_NOPELL_DLNQ', 'BBRR4_PP_NOPELL_FBR', 'BBRR4_PP_NOPELL_DFR', 'BBRR4_PP_NOPELL_NOPROG', 'BBRR4_PP_NOPELL_MAKEPROG', 'BBRR4_PP_NOPELL_PAIDINFULL', 'BBRR4_PP_NOPELL_DISCHARGE', 'BBRR4_PP_MALE_N', 'BBRR4_PP_MALE_DFLT', 'BBRR4_PP_MALE_DLNQ', 'BBRR4_PP_MALE_FBR', 'BBRR4_PP_MALE_DFR', 'BBRR4_PP_MALE_NOPROG', 'BBRR4_PP_MALE_MAKEPROG', 'BBRR4_PP_MALE_PAIDINFULL', 'BBRR4_PP_MALE_DISCHARGE', 'BBRR4_PP_NOMALE_N', 'BBRR4_PP_NOMALE_DFLT', 'BBRR4_PP_NOMALE_DLNQ', 'BBRR4_PP_NOMALE_FBR', 'BBRR4_PP_NOMALE_DFR', 'BBRR4_PP_NOMALE_NOPROG', 'BBRR4_PP_NOMALE_MAKEPROG', 'BBRR4_PP_NOMALE_PAIDINFULL', 'BBRR4_PP_NOMALE_DISCHARGE', 'CONTROL_PEPS', 'ADM_RATE_SUPP', 'OMENRYP_NOPELL_ALL', 'OMENRAP_NOPELL_ALL', 'OMAWDP8_NOPELL_ALL', 'OMENRUP_NOPELL_ALL', 'OMENRYP_NOPELL_FIRSTTIME', 'OMENRAP_NOPELL_FIRSTTIME', 'OMAWDP8_NOPELL_FIRSTTIME', 'OMENRUP_NOPELL_FIRSTTIME', 'OMENRYP_NOPELL_NOTFIRSTTIME', 'OMENRAP_NOPELL_NOTFIRSTTIME', 'OMAWDP8_NOPELL_NOTFIRSTTIME', 'OMENRUP_NOPELL_NOTFIRSTTIME', 'OMACHT8_NOPELL_ALL', 'OMACHT8_NOPELL_FIRSTTIME', 'OMACHT8_NOPELL_NOTFIRSTTIME', 'ADDR', 'DCS_PELL_LOAN', 'PCTPELL_DCS_POOLED_SUPP', 'PCTFLOAN_DCS_POOLED_SUPP', 'DCS_PELL_LOAN_POOLED', 'POOLYRS_DCS'], axis = 1, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ce85eb9b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop('D150_L4_HISPOLD', axis = 1, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8c4fead4",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop('D150_L4_AIANOLD', axis = 1, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "0f7181a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop('D150_4_HISPOLD', axis = 1, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e0b58e1b",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop('D150_4_AIANOLD', axis = 1, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "a9768764",
   "metadata": {},
   "outputs": [],
   "source": [
    "column_names = df.columns.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "9da48e01",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('Cleaned-Most-Recent-Cohorts-Institution.csv', index = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "73878536",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('Cleaned-Most-Recent-Cohorts-Institution.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ef079b6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.replace({\n",
    "    'CONTROL': {1: 'Public', 2: 'Private nonprofit', 3: 'Private for-profit'}\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b2c83684",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.replace({\n",
    "    'HIGHDEG': {0: 'Non-degree-granting', 1: 'Certificate', 2: 'Associates', 3: 'Bachelors', 4: 'Graduate'},\n",
    "    'REGION': {0: 'U.S. Service Schools', 1: 'New England', 2: 'Mid East', 3: 'Great Lakes', 4: 'Plains', \n",
    "              5: 'Southeast', 6: 'Southwest', 7: 'Rocky Mountains', 8: 'Far West', 9: 'Outlying Areas'}\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b650cb9c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "9a37f243",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['LOCALE3'] = np.where(df['LOCALE'].isin([11, 12, 13]), 'City',\n",
    "np.where(df['LOCALE'].isin([21, 22, 23]), 'Suburb',\n",
    "np.where(df['LOCALE'].isin([31, 32, 33]), 'Town',\n",
    "np.where(df['LOCALE'].isin([41, 42, 43]), 'Rural', 'Other'))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "c2274475",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['MD_EARN_WNE_P7'] = (df['MD_EARN_WNE_P6'] + df['MD_EARN_WNE_P8']) / 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "a740384c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['MD_EARN_WNE_P9'] = (df['MD_EARN_WNE_P8'] + df['MD_EARN_WNE_P10']) / 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "6d44f6a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['AVG_YOY_CHNG'] = abs((df['MD_EARN_WNE_P10'] - df['MD_EARN_WNE_P6']) / 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "9065c7c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['MD_EARN_WNE_P5'] = df['MD_EARN_WNE_P6'] - df['AVG_YOY_CHNG']\n",
    "df['MD_EARN_WNE_P4'] = df['MD_EARN_WNE_P6'] - 2 * df['AVG_YOY_CHNG']\n",
    "df['MD_EARN_WNE_P3'] = df['MD_EARN_WNE_P6'] - 3 * df['AVG_YOY_CHNG']\n",
    "df['MD_EARN_WNE_P2'] = df['MD_EARN_WNE_P6'] - 4 * df['AVG_YOY_CHNG']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "732215bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['PROG_LENGTH'] = np.where(df['CCSIZSET'].between(1, 5), 2,\n",
    "np.where(df['CCSIZSET'].between(6, 17), 4, -1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "53efc344",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = 0.04375"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "9e0fa292",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['NPT4_COMBINED'] = np.where(df['NPT4_PUB'].notna(), df['NPT4_PUB'], df['NPT4_PRIV'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "58deff22",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['NPV_COST'] = np.where(df['PROG_LENGTH'] == 2, -((df['NPT4_COMBINED'] / (1 + r)**1) + (df['NPT4_COMBINED'] / (1 + r)**2) + (df['NPT4_COMBINED'] / (1 + r)**3)),\n",
    "np.where(df['PROG_LENGTH'] == 4, -((df['NPT4_COMBINED'] / (1 + r)**1) + (df['NPT4_COMBINED'] / (1 + r)**2) + (df['NPT4_COMBINED'] / (1 + r)**3) + (df['NPT4_COMBINED'] / (1 + r)**4) + (df['NPT4_COMBINED'] / (1 + r)**5)), -1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "ef99be1e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['NPV_EARN'] = np.where(df['PROG_LENGTH'] == 2, df['MD_EARN_WNE_P4']/(1 + r)**4 + df['MD_EARN_WNE_P5']/(1 + r)**5 + df['MD_EARN_WNE_P6']/(1 + r)**6 + df['MD_EARN_WNE_P7']/(1 + r)**7 + df['MD_EARN_WNE_P8']/(1 + r)**8 + df['MD_EARN_WNE_P9']/(1 + r)**9 + df['MD_EARN_WNE_P10']/(1 + r)**10,\n",
    "np.where(df['PROG_LENGTH'] == 4, df['MD_EARN_WNE_P6']/(1 + r)**6 + df['MD_EARN_WNE_P7']/(1 + r)**7 + df['MD_EARN_WNE_P8']/(1 + r)**8 + df['MD_EARN_WNE_P9']/(1 + r)**9 + df['MD_EARN_WNE_P10']/(1 + r)**10, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "d1618d82",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['NPV_TOTAL'] = df['NPV_COST'] + df['NPV_EARN']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "8dae0546",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('Final-Most-Recent-Cohorts-Institution.csv', index = False)"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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