example/college_example/college_example.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append('../..')\n",
    "from datamart import search, join\n",
    "from datamart.utilities.utils import SEARCH_URL\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   d3mIndex    UNITID                                             INSTNM  \\\n",
      "0         0  12268508          San Joaquin Valley College-Rancho Cordova   \n",
      "1         1    207564  Oklahoma State University Institute of Technology   \n",
      "2         2    420024                         Centura College-Chesapeake   \n",
      "3         3    164492                                 Anna Maria College   \n",
      "4         4    234085                        Virginia Military Institute   \n",
      "\n",
      "   PCTFLOAN  CONTROL STABBR  PCIP16 MD_EARN_WNE_P10  PPTUG_EF  UGDS_WHITE  \\\n",
      "0       NaN        3     CA     NaN           28300       NaN         NaN   \n",
      "1    0.4750        1     OK  0.0000           35300    0.2297      0.2953   \n",
      "2    0.8125        3     VA  0.0000           21900    0.2315      0.2808   \n",
      "3    0.7465        2     MA  0.0000           44800    0.2621      0.6518   \n",
      "4    0.4589        1     VA  0.0321           65700    0.0000      0.7992   \n",
      "\n",
      "   UGDS_BLACK  UGDS_HISP  UGDS_ASIAN  SATMTMID  SATVRMID  SATWRMID    UGDS  \\\n",
      "0         NaN        NaN         NaN       NaN       NaN       NaN     NaN   \n",
      "1      0.0291     0.0647      0.0051       NaN       NaN       NaN  2164.0   \n",
      "2      0.5665     0.0493      0.0000       NaN       NaN       NaN   203.0   \n",
      "3      0.1258     0.1022      0.0123       NaN       NaN       NaN  1057.0   \n",
      "4      0.0607     0.0584      0.0420     575.0     575.0       NaN  1713.0   \n",
      "\n",
      "   PREDDEG  DEBT_EARNINGS_RATIO  \n",
      "0        0                   49  \n",
      "1        2                   36  \n",
      "2        2                  127  \n",
      "3        3                   76  \n",
      "4        3                   53  \n"
     ]
    }
   ],
   "source": [
    "supplied_df = pd.read_csv('college.csv')\n",
    "print(supplied_df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "query = {\n",
    "    'dataset': {\n",
    "        'about': 'college, education'\n",
    "    }, \n",
    "    'required_variables': [\n",
    "        {\n",
    "            'type': 'dataframe_columns',\n",
    "            'names': ['INSTNM']\n",
    "        }\n",
    "    ]\n",
    "}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "res = search(url = SEARCH_URL, \n",
    "             query = query, \n",
    "             data = supplied_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RESULT 0: \n",
      " - SUMMARY OF THE DATAMART DATASET -\n",
      " * Datamart ID: 291330000\n",
      " * Score: 4152.407\n",
      " * Title: Most Recent Cohorts All Data Elements\n",
      " * Description: College Scorecard Data\n",
      "Find the college that’s the best fit for you! The U.S. Department of\n",
      "Education’s College Scorecard has the most reliable data on college costs,\n",
      "graduation, and post-college earnings.\n",
      "\n",
      " * URL: https://ed-public-download.app.cloud.gov/downloads/Most-Recent-Cohorts-All-Data-Elements.csv\n",
      " * Columns: \n",
      "\t[0] UNITID \n",
      "\t[1] OPEID \n",
      "\t[2] OPEID6 \n",
      "\t[3] INSTNM \n",
      "\t[4] CITY \n",
      "\t[5] STABBR \n",
      "\t[6] ZIP \n",
      "\t[7] ACCREDAGENCY \n",
      "\t[8] INSTURL \n",
      "\t[9] NPCURL \n",
      "\t[10] SCH_DEG \n",
      "\t[11] HCM2 \n",
      "\t[12] MAIN \n",
      "\t[13] NUMBRANCH \n",
      "\t[14] PREDDEG \n",
      "\t[15] HIGHDEG \n",
      "\t[16] CONTROL \n",
      "\t[17] ST_FIPS \n",
      "\t[18] REGION \n",
      "\t[19] LOCALE \n",
      "\t[20] LOCALE2 \n",
      "\t[21] LATITUDE \n",
      "\t[22] LONGITUDE \n",
      "\t[23] CCBASIC \n",
      "\t[24] CCUGPROF \n",
      "\t[25] CCSIZSET \n",
      "\t[26] HBCU \n",
      "\t[27] PBI \n",
      "\t[28] ANNHI \n",
      "\t[29] TRIBAL \n",
      "\t[30] AANAPII \n",
      "\t[31] HSI \n",
      "\t[32] NANTI \n",
      "\t[33] MENONLY \n",
      "\t[34] WOMENONLY \n",
      "\t[35] RELAFFIL \n",
      "\t[36] ADM_RATE \n",
      "\t[37] ADM_RATE_ALL \n",
      "\t[38] SATVR25 \n",
      "\t[39] SATVR75 \n",
      "\t[40] SATMT25 \n",
      "\t[41] SATMT75 \n",
      "\t[42] SATWR25 \n",
      "\t[43] SATWR75 \n",
      "\t[44] SATVRMID \n",
      "\t[45] SATMTMID \n",
      "\t[46] SATWRMID \n",
      "\t[47] ACTCM25 \n",
      "\t[48] ACTCM75 \n",
      "\t[49] ACTEN25 \n",
      "\t[50] ACTEN75 \n",
      "\t[51] ACTMT25 \n",
      "\t[52] ACTMT75 \n",
      "\t[53] ACTWR25 \n",
      "\t[54] ACTWR75 \n",
      "\t[55] ACTCMMID \n",
      "\t[56] ACTENMID \n",
      "\t[57] ACTMTMID \n",
      "\t[58] ACTWRMID \n",
      "\t[59] SAT_AVG \n",
      "\t[60] SAT_AVG_ALL \n",
      "\t[61] PCIP01 \n",
      "\t[62] PCIP03 \n",
      "\t[63] PCIP04 \n",
      "\t[64] PCIP05 \n",
      "\t[65] PCIP09 \n",
      "\t[66] PCIP10 \n",
      "\t[67] PCIP11 \n",
      "\t[68] PCIP12 \n",
      "\t[69] PCIP13 \n",
      "\t[70] PCIP14 \n",
      "\t[71] PCIP15 \n",
      "\t[72] PCIP16 \n",
      "\t[73] PCIP19 \n",
      "\t[74] PCIP22 \n",
      "\t[75] PCIP23 \n",
      "\t[76] PCIP24 \n",
      "\t[77] PCIP25 \n",
      "\t[78] PCIP26 \n",
      "\t[79] PCIP27 \n",
      "\t[80] PCIP29 \n",
      "\t[81] PCIP30 \n",
      "\t[82] PCIP31 \n",
      "\t[83] PCIP38 \n",
      "\t[84] PCIP39 \n",
      "\t[85] PCIP40 \n",
      "\t[86] PCIP41 \n",
      "\t[87] PCIP42 \n",
      "\t[88] PCIP43 \n",
      "\t[89] PCIP44 \n",
      "\t[90] PCIP45 \n",
      "\t[91] PCIP46 \n",
      "\t[92] PCIP47 \n",
      "\t[93] PCIP48 \n",
      "\t[94] PCIP49 \n",
      "\t[95] PCIP50 \n",
      "\t[96] PCIP51 \n",
      "\t[97] PCIP52 \n",
      "\t[98] PCIP54 \n",
      "\t[99] CIP01CERT1 \n",
      "\t[100] CIP01CERT2 \n",
      "\t[101] CIP01ASSOC \n",
      "\t[102] CIP01CERT4 \n",
      "\t[103] CIP01BACHL \n",
      "\t[104] CIP03CERT1 \n",
      "\t[105] CIP03CERT2 \n",
      "\t[106] CIP03ASSOC \n",
      "\t[107] CIP03CERT4 \n",
      "\t[108] CIP03BACHL \n",
      "\t[109] CIP04CERT1 \n",
      "\t[110] CIP04CERT2 \n",
      "\t[111] CIP04ASSOC \n",
      "\t[112] CIP04CERT4 \n",
      "\t[113] CIP04BACHL \n",
      "\t[114] CIP05CERT1 \n",
      "\t[115] CIP05CERT2 \n",
      "\t[116] CIP05ASSOC \n",
      "\t[117] CIP05CERT4 \n",
      "\t[118] CIP05BACHL \n",
      "\t[119] CIP09CERT1 \n",
      "\t[120] CIP09CERT2 \n",
      "\t[121] CIP09ASSOC \n",
      "\t[122] CIP09CERT4 \n",
      "\t[123] CIP09BACHL \n",
      "\t[124] CIP10CERT1 \n",
      "\t[125] CIP10CERT2 \n",
      "\t[126] CIP10ASSOC \n",
      "\t[127] CIP10CERT4 \n",
      "\t[128] CIP10BACHL \n",
      "\t[129] CIP11CERT1 \n",
      "\t[130] CIP11CERT2 \n",
      "\t[131] CIP11ASSOC \n",
      "\t[132] CIP11CERT4 \n",
      "\t[133] CIP11BACHL \n",
      "\t[134] CIP12CERT1 \n",
      "\t[135] CIP12CERT2 \n",
      "\t[136] CIP12ASSOC \n",
      "\t[137] CIP12CERT4 \n",
      "\t[138] CIP12BACHL \n",
      "\t[139] CIP13CERT1 \n",
      "\t[140] CIP13CERT2 \n",
      "\t[141] CIP13ASSOC \n",
      "\t[142] CIP13CERT4 \n",
      "\t[143] CIP13BACHL \n",
      "\t[144] CIP14CERT1 \n",
      "\t[145] CIP14CERT2 \n",
      "\t[146] CIP14ASSOC \n",
      "\t[147] CIP14CERT4 \n",
      "\t[148] CIP14BACHL \n",
      "\t[149] CIP15CERT1 \n",
      "\t[150] CIP15CERT2 \n",
      "\t[151] CIP15ASSOC \n",
      "\t[152] CIP15CERT4 \n",
      "\t[153] CIP15BACHL \n",
      "\t[154] CIP16CERT1 \n",
      "\t[155] CIP16CERT2 \n",
      "\t[156] CIP16ASSOC \n",
      "\t[157] CIP16CERT4 \n",
      "\t[158] CIP16BACHL \n",
      "\t[159] CIP19CERT1 \n",
      "\t[160] CIP19CERT2 \n",
      "\t[161] CIP19ASSOC \n",
      "\t[162] CIP19CERT4 \n",
      "\t[163] CIP19BACHL \n",
      "\t[164] CIP22CERT1 \n",
      "\t[165] CIP22CERT2 \n",
      "\t[166] CIP22ASSOC \n",
      "\t[167] CIP22CERT4 \n",
      "\t[168] CIP22BACHL \n",
      "\t[169] CIP23CERT1 \n",
      "\t[170] CIP23CERT2 \n",
      "\t[171] CIP23ASSOC \n",
      "\t[172] CIP23CERT4 \n",
      "\t[173] CIP23BACHL \n",
      "\t[174] CIP24CERT1 \n",
      "\t[175] CIP24CERT2 \n",
      "\t[176] CIP24ASSOC \n",
      "\t[177] CIP24CERT4 \n",
      "\t[178] CIP24BACHL \n",
      "\t[179] CIP25CERT1 \n",
      "\t[180] CIP25CERT2 \n",
      "\t[181] CIP25ASSOC \n",
      "\t[182] CIP25CERT4 \n",
      "\t[183] CIP25BACHL \n",
      "\t[184] CIP26CERT1 \n",
      "\t[185] CIP26CERT2 \n",
      "\t[186] CIP26ASSOC \n",
      "\t[187] CIP26CERT4 \n",
      "\t[188] CIP26BACHL \n",
      "\t[189] CIP27CERT1 \n",
      "\t[190] CIP27CERT2 \n",
      "\t[191] CIP27ASSOC \n",
      "\t[192] CIP27CERT4 \n",
      "\t[193] CIP27BACHL \n",
      "\t[194] CIP29CERT1 \n",
      "\t[195] CIP29CERT2 \n",
      "\t[196] CIP29ASSOC \n",
      "\t[197] CIP29CERT4 \n",
      "\t[198] CIP29BACHL \n",
      "\t[199] CIP30CERT1 \n",
      "\t[200] CIP30CERT2 \n",
      "\t[201] CIP30ASSOC \n",
      "\t[202] CIP30CERT4 \n",
      "\t[203] CIP30BACHL \n",
      "\t[204] CIP31CERT1 \n",
      "\t[205] CIP31CERT2 \n",
      "\t[206] CIP31ASSOC \n",
      "\t[207] CIP31CERT4 \n",
      "\t[208] CIP31BACHL \n",
      "\t[209] CIP38CERT1 \n",
      "\t[210] CIP38CERT2 \n",
      "\t[211] CIP38ASSOC \n",
      "\t[212] CIP38CERT4 \n",
      "\t[213] CIP38BACHL \n",
      "\t[214] CIP39CERT1 \n",
      "\t[215] CIP39CERT2 \n",
      "\t[216] CIP39ASSOC \n",
      "\t[217] CIP39CERT4 \n",
      "\t[218] CIP39BACHL \n",
      "\t[219] CIP40CERT1 \n",
      "\t[220] CIP40CERT2 \n",
      "\t[221] CIP40ASSOC \n",
      "\t[222] CIP40CERT4 \n",
      "\t[223] CIP40BACHL \n",
      "\t[224] CIP41CERT1 \n",
      "\t[225] CIP41CERT2 \n",
      "\t[226] CIP41ASSOC \n",
      "\t[227] CIP41CERT4 \n",
      "\t[228] CIP41BACHL \n",
      "\t[229] CIP42CERT1 \n",
      "\t[230] CIP42CERT2 \n",
      "\t[231] CIP42ASSOC \n",
      "\t[232] CIP42CERT4 \n",
      "\t[233] CIP42BACHL \n",
      "\t[234] CIP43CERT1 \n",
      "\t[235] CIP43CERT2 \n",
      "\t[236] CIP43ASSOC \n",
      "\t[237] CIP43CERT4 \n",
      "\t[238] CIP43BACHL \n",
      "\t[239] CIP44CERT1 \n",
      "\t[240] CIP44CERT2 \n",
      "\t[241] CIP44ASSOC \n",
      "\t[242] CIP44CERT4 \n",
      "\t[243] CIP44BACHL \n",
      "\t[244] CIP45CERT1 \n",
      "\t[245] CIP45CERT2 \n",
      "\t[246] CIP45ASSOC \n",
      "\t[247] CIP45CERT4 \n",
      "\t[248] CIP45BACHL \n",
      "\t[249] CIP46CERT1 \n",
      "\t[250] CIP46CERT2 \n",
      "\t[251] CIP46ASSOC \n",
      "\t[252] CIP46CERT4 \n",
      "\t[253] CIP46BACHL \n",
      "\t[254] CIP47CERT1 \n",
      "\t[255] CIP47CERT2 \n",
      "\t[256] CIP47ASSOC \n",
      "\t[257] CIP47CERT4 \n",
      "\t[258] CIP47BACHL \n",
      "\t[259] CIP48CERT1 \n",
      "\t[260] CIP48CERT2 \n",
      "\t[261] CIP48ASSOC \n",
      "\t[262] CIP48CERT4 \n",
      "\t[263] CIP48BACHL \n",
      "\t[264] CIP49CERT1 \n",
      "\t[265] CIP49CERT2 \n",
      "\t[266] CIP49ASSOC \n",
      "\t[267] CIP49CERT4 \n",
      "\t[268] CIP49BACHL \n",
      "\t[269] CIP50CERT1 \n",
      "\t[270] CIP50CERT2 \n",
      "\t[271] CIP50ASSOC \n",
      "\t[272] CIP50CERT4 \n",
      "\t[273] CIP50BACHL \n",
      "\t[274] CIP51CERT1 \n",
      "\t[275] CIP51CERT2 \n",
      "\t[276] CIP51ASSOC \n",
      "\t[277] CIP51CERT4 \n",
      "\t[278] CIP51BACHL \n",
      "\t[279] CIP52CERT1 \n",
      "\t[280] CIP52CERT2 \n",
      "\t[281] CIP52ASSOC \n",
      "\t[282] CIP52CERT4 \n",
      "\t[283] CIP52BACHL \n",
      "\t[284] CIP54CERT1 \n",
      "\t[285] CIP54CERT2 \n",
      "\t[286] CIP54ASSOC \n",
      "\t[287] CIP54CERT4 \n",
      "\t[288] CIP54BACHL \n",
      "\t[289] DISTANCEONLY \n",
      "\t[290] UGDS \n",
      "\t[291] UG \n",
      "\t[292] UGDS_WHITE \n",
      "\t[293] UGDS_BLACK \n",
      "\t[294] UGDS_HISP \n",
      "\t[295] UGDS_ASIAN \n",
      "\t[296] UGDS_AIAN \n",
      "\t[297] UGDS_NHPI \n",
      "\t[298] UGDS_2MOR \n",
      "\t[299] UGDS_NRA \n",
      "\t[300] UGDS_UNKN \n",
      "\t[301] UGDS_WHITENH \n",
      "\t[302] UGDS_BLACKNH \n",
      "\t[303] UGDS_API \n",
      "\t[304] UGDS_AIANOLD \n",
      "\t[305] UGDS_HISPOLD \n",
      "\t[306] UG_NRA \n",
      "\t[307] UG_UNKN \n",
      "\t[308] UG_WHITENH \n",
      "\t[309] UG_BLACKNH \n",
      "\t[310] UG_API \n",
      "\t[311] UG_AIANOLD \n",
      "\t[312] UG_HISPOLD \n",
      "\t[313] PPTUG_EF \n",
      "\t[314] PPTUG_EF2 \n",
      "\t[315] CURROPER \n",
      "\t[316] NPT4_PUB \n",
      "\t[317] NPT4_PRIV \n",
      "\t[318] NPT4_PROG \n",
      "\t[319] NPT4_OTHER \n",
      "\t[320] NPT41_PUB \n",
      "\t[321] NPT42_PUB \n",
      "\t[322] NPT43_PUB \n",
      "\t[323] NPT44_PUB \n",
      "\t[324] NPT45_PUB \n",
      "\t[325] NPT41_PRIV \n",
      "\t[326] NPT42_PRIV \n",
      "\t[327] NPT43_PRIV \n",
      "\t[328] NPT44_PRIV \n",
      "\t[329] NPT45_PRIV \n",
      "\t[330] NPT41_PROG \n",
      "\t[331] NPT42_PROG \n",
      "\t[332] NPT43_PROG \n",
      "\t[333] NPT44_PROG \n",
      "\t[334] NPT45_PROG \n",
      "\t[335] NPT41_OTHER \n",
      "\t[336] NPT42_OTHER \n",
      "\t[337] NPT43_OTHER \n",
      "\t[338] NPT44_OTHER \n",
      "\t[339] NPT45_OTHER \n",
      "\t[340] NPT4_048_PUB \n",
      "\t[341] NPT4_048_PRIV \n",
      "\t[342] NPT4_048_PROG \n",
      "\t[343] NPT4_048_OTHER \n",
      "\t[344] NPT4_3075_PUB \n",
      "\t[345] NPT4_3075_PRIV \n",
      "\t[346] NPT4_75UP_PUB \n",
      "\t[347] NPT4_75UP_PRIV \n",
      "\t[348] NPT4_3075_PROG \n",
      "\t[349] NPT4_3075_OTHER \n",
      "\t[350] NPT4_75UP_PROG \n",
      "\t[351] NPT4_75UP_OTHER \n",
      "\t[352] NUM4_PUB \n",
      "\t[353] NUM4_PRIV \n",
      "\t[354] NUM4_PROG \n",
      "\t[355] NUM4_OTHER \n",
      "\t[356] NUM41_PUB \n",
      "\t[357] NUM42_PUB \n",
      "\t[358] NUM43_PUB \n",
      "\t[359] NUM44_PUB \n",
      "\t[360] NUM45_PUB \n",
      "\t[361] NUM41_PRIV \n",
      "\t[362] NUM42_PRIV \n",
      "\t[363] NUM43_PRIV \n",
      "\t[364] NUM44_PRIV \n",
      "\t[365] NUM45_PRIV \n",
      "\t[366] NUM41_PROG \n",
      "\t[367] NUM42_PROG \n",
      "\t[368] NUM43_PROG \n",
      "\t[369] NUM44_PROG \n",
      "\t[370] NUM45_PROG \n",
      "\t[371] NUM41_OTHER \n",
      "\t[372] NUM42_OTHER \n",
      "\t[373] NUM43_OTHER \n",
      "\t[374] NUM44_OTHER \n",
      "\t[375] NUM45_OTHER \n",
      "\t[376] COSTT4_A \n",
      "\t[377] COSTT4_P \n",
      "\t[378] TUITIONFEE_IN \n",
      "\t[379] TUITIONFEE_OUT \n",
      "\t[380] TUITIONFEE_PROG \n",
      "\t[381] TUITFTE \n",
      "\t[382] INEXPFTE \n",
      "\t[383] AVGFACSAL \n",
      "\t[384] PFTFAC \n",
      "\t[385] PCTPELL \n",
      "\t[386] C150_4 \n",
      "\t[387] C150_L4 \n",
      "\t[388] C150_4_POOLED \n",
      "\t[389] C150_L4_POOLED \n",
      "\t[390] POOLYRS \n",
      "\t[391] PFTFTUG1_EF \n",
      "\t[392] D150_4 \n",
      "\t[393] D150_L4 \n",
      "\t[394] D150_4_POOLED \n",
      "\t[395] D150_L4_POOLED \n",
      "\t[396] C150_4_WHITE \n",
      "\t[397] C150_4_BLACK \n",
      "\t[398] C150_4_HISP \n",
      "\t[399] C150_4_ASIAN \n",
      "\t[400] C150_4_AIAN \n",
      "\t[401] C150_4_NHPI \n",
      "\t[402] C150_4_2MOR \n",
      "\t[403] C150_4_NRA \n",
      "\t[404] C150_4_UNKN \n",
      "\t[405] C150_4_WHITENH \n",
      "\t[406] C150_4_BLACKNH \n",
      "\t[407] C150_4_API \n",
      "\t[408] C150_4_AIANOLD \n",
      "\t[409] C150_4_HISPOLD \n",
      "\t[410] C150_L4_WHITE \n",
      "\t[411] C150_L4_BLACK \n",
      "\t[412] C150_L4_HISP \n",
      "\t[413] C150_L4_ASIAN \n",
      "\t[414] C150_L4_AIAN \n",
      "\t[415] C150_L4_NHPI \n",
      "\t[416] C150_L4_2MOR \n",
      "\t[417] C150_L4_NRA \n",
      "\t[418] C150_L4_UNKN \n",
      "\t[419] C150_L4_WHITENH \n",
      "\t[420] C150_L4_BLACKNH \n",
      "\t[421] C150_L4_API \n",
      "\t[422] C150_L4_AIANOLD \n",
      "\t[423] C150_L4_HISPOLD \n",
      "\t[424] C200_4 \n",
      "\t[425] C200_L4 \n",
      "\t[426] D200_4 \n",
      "\t[427] D200_L4 \n",
      "\t[428] RET_FT4 \n",
      "\t[429] RET_FTL4 \n",
      "\t[430] RET_PT4 \n",
      "\t[431] RET_PTL4 \n",
      "\t[432] C200_4_POOLED \n",
      "\t[433] C200_L4_POOLED \n",
      "\t[434] POOLYRS200 \n",
      "\t[435] D200_4_POOLED \n",
      "\t[436] D200_L4_POOLED \n",
      "\t[437] PCTFLOAN \n",
      "\t[438] UG25ABV \n",
      "\t[439] CDR2 \n",
      "\t[440] CDR3 \n",
      "\t[441] DEATH_YR2_RT \n",
      "\t[442] COMP_ORIG_YR2_RT \n",
      "\t[443] COMP_4YR_TRANS_YR2_RT \n",
      "\t[444] COMP_2YR_TRANS_YR2_RT \n",
      "\t[445] WDRAW_ORIG_YR2_RT \n",
      "\t[446] WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[447] WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[448] ENRL_ORIG_YR2_RT \n",
      "\t[449] ENRL_4YR_TRANS_YR2_RT \n",
      "\t[450] ENRL_2YR_TRANS_YR2_RT \n",
      "\t[451] UNKN_ORIG_YR2_RT \n",
      "\t[452] UNKN_4YR_TRANS_YR2_RT \n",
      "\t[453] UNKN_2YR_TRANS_YR2_RT \n",
      "\t[454] LO_INC_DEATH_YR2_RT \n",
      "\t[455] LO_INC_COMP_ORIG_YR2_RT \n",
      "\t[456] LO_INC_COMP_4YR_TRANS_YR2_RT \n",
      "\t[457] LO_INC_COMP_2YR_TRANS_YR2_RT \n",
      "\t[458] LO_INC_WDRAW_ORIG_YR2_RT \n",
      "\t[459] LO_INC_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[460] LO_INC_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[461] LO_INC_ENRL_ORIG_YR2_RT \n",
      "\t[462] LO_INC_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[463] LO_INC_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[464] LO_INC_UNKN_ORIG_YR2_RT \n",
      "\t[465] LO_INC_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[466] LO_INC_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[467] MD_INC_DEATH_YR2_RT \n",
      "\t[468] MD_INC_COMP_ORIG_YR2_RT \n",
      "\t[469] MD_INC_COMP_4YR_TRANS_YR2_RT \n",
      "\t[470] MD_INC_COMP_2YR_TRANS_YR2_RT \n",
      "\t[471] MD_INC_WDRAW_ORIG_YR2_RT \n",
      "\t[472] MD_INC_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[473] MD_INC_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[474] MD_INC_ENRL_ORIG_YR2_RT \n",
      "\t[475] MD_INC_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[476] MD_INC_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[477] MD_INC_UNKN_ORIG_YR2_RT \n",
      "\t[478] MD_INC_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[479] MD_INC_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[480] HI_INC_DEATH_YR2_RT \n",
      "\t[481] HI_INC_COMP_ORIG_YR2_RT \n",
      "\t[482] HI_INC_COMP_4YR_TRANS_YR2_RT \n",
      "\t[483] HI_INC_COMP_2YR_TRANS_YR2_RT \n",
      "\t[484] HI_INC_WDRAW_ORIG_YR2_RT \n",
      "\t[485] HI_INC_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[486] HI_INC_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[487] HI_INC_ENRL_ORIG_YR2_RT \n",
      "\t[488] HI_INC_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[489] HI_INC_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[490] HI_INC_UNKN_ORIG_YR2_RT \n",
      "\t[491] HI_INC_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[492] HI_INC_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[493] DEP_DEATH_YR2_RT \n",
      "\t[494] DEP_COMP_ORIG_YR2_RT \n",
      "\t[495] DEP_COMP_4YR_TRANS_YR2_RT \n",
      "\t[496] DEP_COMP_2YR_TRANS_YR2_RT \n",
      "\t[497] DEP_WDRAW_ORIG_YR2_RT \n",
      "\t[498] DEP_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[499] DEP_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[500] DEP_ENRL_ORIG_YR2_RT \n",
      "\t[501] DEP_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[502] DEP_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[503] DEP_UNKN_ORIG_YR2_RT \n",
      "\t[504] DEP_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[505] DEP_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[506] IND_DEATH_YR2_RT \n",
      "\t[507] IND_COMP_ORIG_YR2_RT \n",
      "\t[508] IND_COMP_4YR_TRANS_YR2_RT \n",
      "\t[509] IND_COMP_2YR_TRANS_YR2_RT \n",
      "\t[510] IND_WDRAW_ORIG_YR2_RT \n",
      "\t[511] IND_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[512] IND_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[513] IND_ENRL_ORIG_YR2_RT \n",
      "\t[514] IND_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[515] IND_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[516] IND_UNKN_ORIG_YR2_RT \n",
      "\t[517] IND_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[518] IND_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[519] FEMALE_DEATH_YR2_RT \n",
      "\t[520] FEMALE_COMP_ORIG_YR2_RT \n",
      "\t[521] FEMALE_COMP_4YR_TRANS_YR2_RT \n",
      "\t[522] FEMALE_COMP_2YR_TRANS_YR2_RT \n",
      "\t[523] FEMALE_WDRAW_ORIG_YR2_RT \n",
      "\t[524] FEMALE_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[525] FEMALE_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[526] FEMALE_ENRL_ORIG_YR2_RT \n",
      "\t[527] FEMALE_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[528] FEMALE_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[529] FEMALE_UNKN_ORIG_YR2_RT \n",
      "\t[530] FEMALE_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[531] FEMALE_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[532] MALE_DEATH_YR2_RT \n",
      "\t[533] MALE_COMP_ORIG_YR2_RT \n",
      "\t[534] MALE_COMP_4YR_TRANS_YR2_RT \n",
      "\t[535] MALE_COMP_2YR_TRANS_YR2_RT \n",
      "\t[536] MALE_WDRAW_ORIG_YR2_RT \n",
      "\t[537] MALE_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[538] MALE_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[539] MALE_ENRL_ORIG_YR2_RT \n",
      "\t[540] MALE_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[541] MALE_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[542] MALE_UNKN_ORIG_YR2_RT \n",
      "\t[543] MALE_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[544] MALE_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[545] PELL_DEATH_YR2_RT \n",
      "\t[546] PELL_COMP_ORIG_YR2_RT \n",
      "\t[547] PELL_COMP_4YR_TRANS_YR2_RT \n",
      "\t[548] PELL_COMP_2YR_TRANS_YR2_RT \n",
      "\t[549] PELL_WDRAW_ORIG_YR2_RT \n",
      "\t[550] PELL_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[551] PELL_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[552] PELL_ENRL_ORIG_YR2_RT \n",
      "\t[553] PELL_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[554] PELL_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[555] PELL_UNKN_ORIG_YR2_RT \n",
      "\t[556] PELL_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[557] PELL_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[558] NOPELL_DEATH_YR2_RT \n",
      "\t[559] NOPELL_COMP_ORIG_YR2_RT \n",
      "\t[560] NOPELL_COMP_4YR_TRANS_YR2_RT \n",
      "\t[561] NOPELL_COMP_2YR_TRANS_YR2_RT \n",
      "\t[562] NOPELL_WDRAW_ORIG_YR2_RT \n",
      "\t[563] NOPELL_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[564] NOPELL_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[565] NOPELL_ENRL_ORIG_YR2_RT \n",
      "\t[566] NOPELL_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[567] NOPELL_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[568] NOPELL_UNKN_ORIG_YR2_RT \n",
      "\t[569] NOPELL_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[570] NOPELL_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[571] LOAN_DEATH_YR2_RT \n",
      "\t[572] LOAN_COMP_ORIG_YR2_RT \n",
      "\t[573] LOAN_COMP_4YR_TRANS_YR2_RT \n",
      "\t[574] LOAN_COMP_2YR_TRANS_YR2_RT \n",
      "\t[575] LOAN_WDRAW_ORIG_YR2_RT \n",
      "\t[576] LOAN_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[577] LOAN_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[578] LOAN_ENRL_ORIG_YR2_RT \n",
      "\t[579] LOAN_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[580] LOAN_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[581] LOAN_UNKN_ORIG_YR2_RT \n",
      "\t[582] LOAN_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[583] LOAN_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[584] NOLOAN_DEATH_YR2_RT \n",
      "\t[585] NOLOAN_COMP_ORIG_YR2_RT \n",
      "\t[586] NOLOAN_COMP_4YR_TRANS_YR2_RT \n",
      "\t[587] NOLOAN_COMP_2YR_TRANS_YR2_RT \n",
      "\t[588] NOLOAN_WDRAW_ORIG_YR2_RT \n",
      "\t[589] NOLOAN_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[590] NOLOAN_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[591] NOLOAN_ENRL_ORIG_YR2_RT \n",
      "\t[592] NOLOAN_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[593] NOLOAN_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[594] NOLOAN_UNKN_ORIG_YR2_RT \n",
      "\t[595] NOLOAN_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[596] NOLOAN_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[597] FIRSTGEN_DEATH_YR2_RT \n",
      "\t[598] FIRSTGEN_COMP_ORIG_YR2_RT \n",
      "\t[599] FIRSTGEN_COMP_4YR_TRANS_YR2_RT \n",
      "\t[600] FIRSTGEN_COMP_2YR_TRANS_YR2_RT \n",
      "\t[601] FIRSTGEN_WDRAW_ORIG_YR2_RT \n",
      "\t[602] FIRSTGEN_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[603] FIRSTGEN_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[604] FIRSTGEN_ENRL_ORIG_YR2_RT \n",
      "\t[605] FIRSTGEN_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[606] FIRSTGEN_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[607] FIRSTGEN_UNKN_ORIG_YR2_RT \n",
      "\t[608] FIRSTGEN_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[609] FIRSTGEN_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[610] NOT1STGEN_DEATH_YR2_RT \n",
      "\t[611] NOT1STGEN_COMP_ORIG_YR2_RT \n",
      "\t[612] NOT1STGEN_COMP_4YR_TRANS_YR2_RT \n",
      "\t[613] NOT1STGEN_COMP_2YR_TRANS_YR2_RT \n",
      "\t[614] NOT1STGEN_WDRAW_ORIG_YR2_RT \n",
      "\t[615] NOT1STGEN_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[616] NOT1STGEN_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[617] NOT1STGEN_ENRL_ORIG_YR2_RT \n",
      "\t[618] NOT1STGEN_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[619] NOT1STGEN_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[620] NOT1STGEN_UNKN_ORIG_YR2_RT \n",
      "\t[621] NOT1STGEN_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[622] NOT1STGEN_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[623] DEATH_YR3_RT \n",
      "\t[624] COMP_ORIG_YR3_RT \n",
      "\t[625] COMP_4YR_TRANS_YR3_RT \n",
      "\t[626] COMP_2YR_TRANS_YR3_RT \n",
      "\t[627] WDRAW_ORIG_YR3_RT \n",
      "\t[628] WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[629] WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[630] ENRL_ORIG_YR3_RT \n",
      "\t[631] ENRL_4YR_TRANS_YR3_RT \n",
      "\t[632] ENRL_2YR_TRANS_YR3_RT \n",
      "\t[633] UNKN_ORIG_YR3_RT \n",
      "\t[634] UNKN_4YR_TRANS_YR3_RT \n",
      "\t[635] UNKN_2YR_TRANS_YR3_RT \n",
      "\t[636] LO_INC_DEATH_YR3_RT \n",
      "\t[637] LO_INC_COMP_ORIG_YR3_RT \n",
      "\t[638] LO_INC_COMP_4YR_TRANS_YR3_RT \n",
      "\t[639] LO_INC_COMP_2YR_TRANS_YR3_RT \n",
      "\t[640] LO_INC_WDRAW_ORIG_YR3_RT \n",
      "\t[641] LO_INC_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[642] LO_INC_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[643] LO_INC_ENRL_ORIG_YR3_RT \n",
      "\t[644] LO_INC_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[645] LO_INC_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[646] LO_INC_UNKN_ORIG_YR3_RT \n",
      "\t[647] LO_INC_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[648] LO_INC_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[649] MD_INC_DEATH_YR3_RT \n",
      "\t[650] MD_INC_COMP_ORIG_YR3_RT \n",
      "\t[651] MD_INC_COMP_4YR_TRANS_YR3_RT \n",
      "\t[652] MD_INC_COMP_2YR_TRANS_YR3_RT \n",
      "\t[653] MD_INC_WDRAW_ORIG_YR3_RT \n",
      "\t[654] MD_INC_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[655] MD_INC_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[656] MD_INC_ENRL_ORIG_YR3_RT \n",
      "\t[657] MD_INC_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[658] MD_INC_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[659] MD_INC_UNKN_ORIG_YR3_RT \n",
      "\t[660] MD_INC_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[661] MD_INC_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[662] HI_INC_DEATH_YR3_RT \n",
      "\t[663] HI_INC_COMP_ORIG_YR3_RT \n",
      "\t[664] HI_INC_COMP_4YR_TRANS_YR3_RT \n",
      "\t[665] HI_INC_COMP_2YR_TRANS_YR3_RT \n",
      "\t[666] HI_INC_WDRAW_ORIG_YR3_RT \n",
      "\t[667] HI_INC_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[668] HI_INC_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[669] HI_INC_ENRL_ORIG_YR3_RT \n",
      "\t[670] HI_INC_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[671] HI_INC_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[672] HI_INC_UNKN_ORIG_YR3_RT \n",
      "\t[673] HI_INC_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[674] HI_INC_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[675] DEP_DEATH_YR3_RT \n",
      "\t[676] DEP_COMP_ORIG_YR3_RT \n",
      "\t[677] DEP_COMP_4YR_TRANS_YR3_RT \n",
      "\t[678] DEP_COMP_2YR_TRANS_YR3_RT \n",
      "\t[679] DEP_WDRAW_ORIG_YR3_RT \n",
      "\t[680] DEP_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[681] DEP_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[682] DEP_ENRL_ORIG_YR3_RT \n",
      "\t[683] DEP_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[684] DEP_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[685] DEP_UNKN_ORIG_YR3_RT \n",
      "\t[686] DEP_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[687] DEP_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[688] IND_DEATH_YR3_RT \n",
      "\t[689] IND_COMP_ORIG_YR3_RT \n",
      "\t[690] IND_COMP_4YR_TRANS_YR3_RT \n",
      "\t[691] IND_COMP_2YR_TRANS_YR3_RT \n",
      "\t[692] IND_WDRAW_ORIG_YR3_RT \n",
      "\t[693] IND_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[694] IND_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[695] IND_ENRL_ORIG_YR3_RT \n",
      "\t[696] IND_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[697] IND_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[698] IND_UNKN_ORIG_YR3_RT \n",
      "\t[699] IND_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[700] IND_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[701] FEMALE_DEATH_YR3_RT \n",
      "\t[702] FEMALE_COMP_ORIG_YR3_RT \n",
      "\t[703] FEMALE_COMP_4YR_TRANS_YR3_RT \n",
      "\t[704] FEMALE_COMP_2YR_TRANS_YR3_RT \n",
      "\t[705] FEMALE_WDRAW_ORIG_YR3_RT \n",
      "\t[706] FEMALE_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[707] FEMALE_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[708] FEMALE_ENRL_ORIG_YR3_RT \n",
      "\t[709] FEMALE_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[710] FEMALE_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[711] FEMALE_UNKN_ORIG_YR3_RT \n",
      "\t[712] FEMALE_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[713] FEMALE_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[714] MALE_DEATH_YR3_RT \n",
      "\t[715] MALE_COMP_ORIG_YR3_RT \n",
      "\t[716] MALE_COMP_4YR_TRANS_YR3_RT \n",
      "\t[717] MALE_COMP_2YR_TRANS_YR3_RT \n",
      "\t[718] MALE_WDRAW_ORIG_YR3_RT \n",
      "\t[719] MALE_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[720] MALE_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[721] MALE_ENRL_ORIG_YR3_RT \n",
      "\t[722] MALE_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[723] MALE_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[724] MALE_UNKN_ORIG_YR3_RT \n",
      "\t[725] MALE_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[726] MALE_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[727] PELL_DEATH_YR3_RT \n",
      "\t[728] PELL_COMP_ORIG_YR3_RT \n",
      "\t[729] PELL_COMP_4YR_TRANS_YR3_RT \n",
      "\t[730] PELL_COMP_2YR_TRANS_YR3_RT \n",
      "\t[731] PELL_WDRAW_ORIG_YR3_RT \n",
      "\t[732] PELL_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[733] PELL_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[734] PELL_ENRL_ORIG_YR3_RT \n",
      "\t[735] PELL_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[736] PELL_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[737] PELL_UNKN_ORIG_YR3_RT \n",
      "\t[738] PELL_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[739] PELL_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[740] NOPELL_DEATH_YR3_RT \n",
      "\t[741] NOPELL_COMP_ORIG_YR3_RT \n",
      "\t[742] NOPELL_COMP_4YR_TRANS_YR3_RT \n",
      "\t[743] NOPELL_COMP_2YR_TRANS_YR3_RT \n",
      "\t[744] NOPELL_WDRAW_ORIG_YR3_RT \n",
      "\t[745] NOPELL_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[746] NOPELL_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[747] NOPELL_ENRL_ORIG_YR3_RT \n",
      "\t[748] NOPELL_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[749] NOPELL_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[750] NOPELL_UNKN_ORIG_YR3_RT \n",
      "\t[751] NOPELL_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[752] NOPELL_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[753] LOAN_DEATH_YR3_RT \n",
      "\t[754] LOAN_COMP_ORIG_YR3_RT \n",
      "\t[755] LOAN_COMP_4YR_TRANS_YR3_RT \n",
      "\t[756] LOAN_COMP_2YR_TRANS_YR3_RT \n",
      "\t[757] LOAN_WDRAW_ORIG_YR3_RT \n",
      "\t[758] LOAN_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[759] LOAN_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[760] LOAN_ENRL_ORIG_YR3_RT \n",
      "\t[761] LOAN_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[762] LOAN_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[763] LOAN_UNKN_ORIG_YR3_RT \n",
      "\t[764] LOAN_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[765] LOAN_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[766] NOLOAN_DEATH_YR3_RT \n",
      "\t[767] NOLOAN_COMP_ORIG_YR3_RT \n",
      "\t[768] NOLOAN_COMP_4YR_TRANS_YR3_RT \n",
      "\t[769] NOLOAN_COMP_2YR_TRANS_YR3_RT \n",
      "\t[770] NOLOAN_WDRAW_ORIG_YR3_RT \n",
      "\t[771] NOLOAN_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[772] NOLOAN_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[773] NOLOAN_ENRL_ORIG_YR3_RT \n",
      "\t[774] NOLOAN_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[775] NOLOAN_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[776] NOLOAN_UNKN_ORIG_YR3_RT \n",
      "\t[777] NOLOAN_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[778] NOLOAN_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[779] FIRSTGEN_DEATH_YR3_RT \n",
      "\t[780] FIRSTGEN_COMP_ORIG_YR3_RT \n",
      "\t[781] FIRSTGEN_COMP_4YR_TRANS_YR3_RT \n",
      "\t[782] FIRSTGEN_COMP_2YR_TRANS_YR3_RT \n",
      "\t[783] FIRSTGEN_WDRAW_ORIG_YR3_RT \n",
      "\t[784] FIRSTGEN_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[785] FIRSTGEN_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[786] FIRSTGEN_ENRL_ORIG_YR3_RT \n",
      "\t[787] FIRSTGEN_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[788] FIRSTGEN_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[789] FIRSTGEN_UNKN_ORIG_YR3_RT \n",
      "\t[790] FIRSTGEN_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[791] FIRSTGEN_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[792] NOT1STGEN_DEATH_YR3_RT \n",
      "\t[793] NOT1STGEN_COMP_ORIG_YR3_RT \n",
      "\t[794] NOT1STGEN_COMP_4YR_TRANS_YR3_RT \n",
      "\t[795] NOT1STGEN_COMP_2YR_TRANS_YR3_RT \n",
      "\t[796] NOT1STGEN_WDRAW_ORIG_YR3_RT \n",
      "\t[797] NOT1STGEN_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[798] NOT1STGEN_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[799] NOT1STGEN_ENRL_ORIG_YR3_RT \n",
      "\t[800] NOT1STGEN_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[801] NOT1STGEN_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[802] NOT1STGEN_UNKN_ORIG_YR3_RT \n",
      "\t[803] NOT1STGEN_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[804] NOT1STGEN_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[805] DEATH_YR4_RT \n",
      "\t[806] COMP_ORIG_YR4_RT \n",
      "\t[807] COMP_4YR_TRANS_YR4_RT \n",
      "\t[808] COMP_2YR_TRANS_YR4_RT \n",
      "\t[809] WDRAW_ORIG_YR4_RT \n",
      "\t[810] WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[811] WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[812] ENRL_ORIG_YR4_RT \n",
      "\t[813] ENRL_4YR_TRANS_YR4_RT \n",
      "\t[814] ENRL_2YR_TRANS_YR4_RT \n",
      "\t[815] UNKN_ORIG_YR4_RT \n",
      "\t[816] UNKN_4YR_TRANS_YR4_RT \n",
      "\t[817] UNKN_2YR_TRANS_YR4_RT \n",
      "\t[818] LO_INC_DEATH_YR4_RT \n",
      "\t[819] LO_INC_COMP_ORIG_YR4_RT \n",
      "\t[820] LO_INC_COMP_4YR_TRANS_YR4_RT \n",
      "\t[821] LO_INC_COMP_2YR_TRANS_YR4_RT \n",
      "\t[822] LO_INC_WDRAW_ORIG_YR4_RT \n",
      "\t[823] LO_INC_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[824] LO_INC_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[825] LO_INC_ENRL_ORIG_YR4_RT \n",
      "\t[826] LO_INC_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[827] LO_INC_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[828] LO_INC_UNKN_ORIG_YR4_RT \n",
      "\t[829] LO_INC_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[830] LO_INC_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[831] MD_INC_DEATH_YR4_RT \n",
      "\t[832] MD_INC_COMP_ORIG_YR4_RT \n",
      "\t[833] MD_INC_COMP_4YR_TRANS_YR4_RT \n",
      "\t[834] MD_INC_COMP_2YR_TRANS_YR4_RT \n",
      "\t[835] MD_INC_WDRAW_ORIG_YR4_RT \n",
      "\t[836] MD_INC_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[837] MD_INC_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[838] MD_INC_ENRL_ORIG_YR4_RT \n",
      "\t[839] MD_INC_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[840] MD_INC_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[841] MD_INC_UNKN_ORIG_YR4_RT \n",
      "\t[842] MD_INC_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[843] MD_INC_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[844] HI_INC_DEATH_YR4_RT \n",
      "\t[845] HI_INC_COMP_ORIG_YR4_RT \n",
      "\t[846] HI_INC_COMP_4YR_TRANS_YR4_RT \n",
      "\t[847] HI_INC_COMP_2YR_TRANS_YR4_RT \n",
      "\t[848] HI_INC_WDRAW_ORIG_YR4_RT \n",
      "\t[849] HI_INC_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[850] HI_INC_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[851] HI_INC_ENRL_ORIG_YR4_RT \n",
      "\t[852] HI_INC_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[853] HI_INC_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[854] HI_INC_UNKN_ORIG_YR4_RT \n",
      "\t[855] HI_INC_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[856] HI_INC_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[857] DEP_DEATH_YR4_RT \n",
      "\t[858] DEP_COMP_ORIG_YR4_RT \n",
      "\t[859] DEP_COMP_4YR_TRANS_YR4_RT \n",
      "\t[860] DEP_COMP_2YR_TRANS_YR4_RT \n",
      "\t[861] DEP_WDRAW_ORIG_YR4_RT \n",
      "\t[862] DEP_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[863] DEP_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[864] DEP_ENRL_ORIG_YR4_RT \n",
      "\t[865] DEP_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[866] DEP_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[867] DEP_UNKN_ORIG_YR4_RT \n",
      "\t[868] DEP_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[869] DEP_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[870] IND_DEATH_YR4_RT \n",
      "\t[871] IND_COMP_ORIG_YR4_RT \n",
      "\t[872] IND_COMP_4YR_TRANS_YR4_RT \n",
      "\t[873] IND_COMP_2YR_TRANS_YR4_RT \n",
      "\t[874] IND_WDRAW_ORIG_YR4_RT \n",
      "\t[875] IND_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[876] IND_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[877] IND_ENRL_ORIG_YR4_RT \n",
      "\t[878] IND_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[879] IND_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[880] IND_UNKN_ORIG_YR4_RT \n",
      "\t[881] IND_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[882] IND_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[883] FEMALE_DEATH_YR4_RT \n",
      "\t[884] FEMALE_COMP_ORIG_YR4_RT \n",
      "\t[885] FEMALE_COMP_4YR_TRANS_YR4_RT \n",
      "\t[886] FEMALE_COMP_2YR_TRANS_YR4_RT \n",
      "\t[887] FEMALE_WDRAW_ORIG_YR4_RT \n",
      "\t[888] FEMALE_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[889] FEMALE_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[890] FEMALE_ENRL_ORIG_YR4_RT \n",
      "\t[891] FEMALE_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[892] FEMALE_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[893] FEMALE_UNKN_ORIG_YR4_RT \n",
      "\t[894] FEMALE_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[895] FEMALE_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[896] MALE_DEATH_YR4_RT \n",
      "\t[897] MALE_COMP_ORIG_YR4_RT \n",
      "\t[898] MALE_COMP_4YR_TRANS_YR4_RT \n",
      "\t[899] MALE_COMP_2YR_TRANS_YR4_RT \n",
      "\t[900] MALE_WDRAW_ORIG_YR4_RT \n",
      "\t[901] MALE_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[902] MALE_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[903] MALE_ENRL_ORIG_YR4_RT \n",
      "\t[904] MALE_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[905] MALE_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[906] MALE_UNKN_ORIG_YR4_RT \n",
      "\t[907] MALE_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[908] MALE_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[909] PELL_DEATH_YR4_RT \n",
      "\t[910] PELL_COMP_ORIG_YR4_RT \n",
      "\t[911] PELL_COMP_4YR_TRANS_YR4_RT \n",
      "\t[912] PELL_COMP_2YR_TRANS_YR4_RT \n",
      "\t[913] PELL_WDRAW_ORIG_YR4_RT \n",
      "\t[914] PELL_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[915] PELL_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[916] PELL_ENRL_ORIG_YR4_RT \n",
      "\t[917] PELL_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[918] PELL_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[919] PELL_UNKN_ORIG_YR4_RT \n",
      "\t[920] PELL_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[921] PELL_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[922] NOPELL_DEATH_YR4_RT \n",
      "\t[923] NOPELL_COMP_ORIG_YR4_RT \n",
      "\t[924] NOPELL_COMP_4YR_TRANS_YR4_RT \n",
      "\t[925] NOPELL_COMP_2YR_TRANS_YR4_RT \n",
      "\t[926] NOPELL_WDRAW_ORIG_YR4_RT \n",
      "\t[927] NOPELL_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[928] NOPELL_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[929] NOPELL_ENRL_ORIG_YR4_RT \n",
      "\t[930] NOPELL_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[931] NOPELL_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[932] NOPELL_UNKN_ORIG_YR4_RT \n",
      "\t[933] NOPELL_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[934] NOPELL_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[935] LOAN_DEATH_YR4_RT \n",
      "\t[936] LOAN_COMP_ORIG_YR4_RT \n",
      "\t[937] LOAN_COMP_4YR_TRANS_YR4_RT \n",
      "\t[938] LOAN_COMP_2YR_TRANS_YR4_RT \n",
      "\t[939] LOAN_WDRAW_ORIG_YR4_RT \n",
      "\t[940] LOAN_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[941] LOAN_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[942] LOAN_ENRL_ORIG_YR4_RT \n",
      "\t[943] LOAN_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[944] LOAN_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[945] LOAN_UNKN_ORIG_YR4_RT \n",
      "\t[946] LOAN_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[947] LOAN_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[948] NOLOAN_DEATH_YR4_RT \n",
      "\t[949] NOLOAN_COMP_ORIG_YR4_RT \n",
      "\t[950] NOLOAN_COMP_4YR_TRANS_YR4_RT \n",
      "\t[951] NOLOAN_COMP_2YR_TRANS_YR4_RT \n",
      "\t[952] NOLOAN_WDRAW_ORIG_YR4_RT \n",
      "\t[953] NOLOAN_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[954] NOLOAN_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[955] NOLOAN_ENRL_ORIG_YR4_RT \n",
      "\t[956] NOLOAN_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[957] NOLOAN_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[958] NOLOAN_UNKN_ORIG_YR4_RT \n",
      "\t[959] NOLOAN_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[960] NOLOAN_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[961] FIRSTGEN_DEATH_YR4_RT \n",
      "\t[962] FIRSTGEN_COMP_ORIG_YR4_RT \n",
      "\t[963] FIRSTGEN_COMP_4YR_TRANS_YR4_RT \n",
      "\t[964] FIRSTGEN_COMP_2YR_TRANS_YR4_RT \n",
      "\t[965] FIRSTGEN_WDRAW_ORIG_YR4_RT \n",
      "\t[966] FIRSTGEN_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[967] FIRSTGEN_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[968] FIRSTGEN_ENRL_ORIG_YR4_RT \n",
      "\t[969] FIRSTGEN_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[970] FIRSTGEN_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[971] FIRSTGEN_UNKN_ORIG_YR4_RT \n",
      "\t[972] FIRSTGEN_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[973] FIRSTGEN_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[974] NOT1STGEN_DEATH_YR4_RT \n",
      "\t[975] NOT1STGEN_COMP_ORIG_YR4_RT \n",
      "\t[976] NOT1STGEN_COMP_4YR_TRANS_YR4_RT \n",
      "\t[977] NOT1STGEN_COMP_2YR_TRANS_YR4_RT \n",
      "\t[978] NOT1STGEN_WDRAW_ORIG_YR4_RT \n",
      "\t[979] NOT1STGEN_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[980] NOT1STGEN_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[981] NOT1STGEN_ENRL_ORIG_YR4_RT \n",
      "\t[982] NOT1STGEN_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[983] NOT1STGEN_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[984] NOT1STGEN_UNKN_ORIG_YR4_RT \n",
      "\t[985] NOT1STGEN_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[986] NOT1STGEN_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[987] DEATH_YR6_RT \n",
      "\t[988] COMP_ORIG_YR6_RT \n",
      "\t[989] COMP_4YR_TRANS_YR6_RT \n",
      "\t[990] COMP_2YR_TRANS_YR6_RT \n",
      "\t[991] WDRAW_ORIG_YR6_RT \n",
      "\t[992] WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[993] WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[994] ENRL_ORIG_YR6_RT \n",
      "\t[995] ENRL_4YR_TRANS_YR6_RT \n",
      "\t[996] ENRL_2YR_TRANS_YR6_RT \n",
      "\t[997] UNKN_ORIG_YR6_RT \n",
      "\t[998] UNKN_4YR_TRANS_YR6_RT \n",
      "\t[999] UNKN_2YR_TRANS_YR6_RT \n",
      "\t[1000] LO_INC_DEATH_YR6_RT \n",
      "\t[1001] LO_INC_COMP_ORIG_YR6_RT \n",
      "\t[1002] LO_INC_COMP_4YR_TRANS_YR6_RT \n",
      "\t[1003] LO_INC_COMP_2YR_TRANS_YR6_RT \n",
      "\t[1004] LO_INC_WDRAW_ORIG_YR6_RT \n",
      "\t[1005] LO_INC_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[1006] LO_INC_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[1007] LO_INC_ENRL_ORIG_YR6_RT \n",
      "\t[1008] LO_INC_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[1009] LO_INC_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[1010] LO_INC_UNKN_ORIG_YR6_RT \n",
      "\t[1011] LO_INC_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[1012] LO_INC_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[1013] MD_INC_DEATH_YR6_RT \n",
      "\t[1014] MD_INC_COMP_ORIG_YR6_RT \n",
      "\t[1015] MD_INC_COMP_4YR_TRANS_YR6_RT \n",
      "\t[1016] MD_INC_COMP_2YR_TRANS_YR6_RT \n",
      "\t[1017] MD_INC_WDRAW_ORIG_YR6_RT \n",
      "\t[1018] MD_INC_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[1019] MD_INC_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[1020] MD_INC_ENRL_ORIG_YR6_RT \n",
      "\t[1021] MD_INC_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[1022] MD_INC_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[1023] MD_INC_UNKN_ORIG_YR6_RT \n",
      "\t[1024] MD_INC_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[1025] MD_INC_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[1026] HI_INC_DEATH_YR6_RT \n",
      "\t[1027] HI_INC_COMP_ORIG_YR6_RT \n",
      "\t[1028] HI_INC_COMP_4YR_TRANS_YR6_RT \n",
      "\t[1029] HI_INC_COMP_2YR_TRANS_YR6_RT \n",
      "\t[1030] HI_INC_WDRAW_ORIG_YR6_RT \n",
      "\t[1031] HI_INC_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[1032] HI_INC_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[1033] HI_INC_ENRL_ORIG_YR6_RT \n",
      "\t[1034] HI_INC_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[1035] HI_INC_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[1036] HI_INC_UNKN_ORIG_YR6_RT \n",
      "\t[1037] HI_INC_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[1038] HI_INC_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[1039] DEP_DEATH_YR6_RT \n",
      "\t[1040] DEP_COMP_ORIG_YR6_RT \n",
      "\t[1041] DEP_COMP_4YR_TRANS_YR6_RT \n",
      "\t[1042] DEP_COMP_2YR_TRANS_YR6_RT \n",
      "\t[1043] DEP_WDRAW_ORIG_YR6_RT \n",
      "\t[1044] DEP_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[1045] DEP_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[1046] DEP_ENRL_ORIG_YR6_RT \n",
      "\t[1047] DEP_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[1048] DEP_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[1049] DEP_UNKN_ORIG_YR6_RT \n",
      "\t[1050] DEP_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[1051] DEP_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[1052] IND_DEATH_YR6_RT \n",
      "\t[1053] IND_COMP_ORIG_YR6_RT \n",
      "\t[1054] IND_COMP_4YR_TRANS_YR6_RT \n",
      "\t[1055] IND_COMP_2YR_TRANS_YR6_RT \n",
      "\t[1056] IND_WDRAW_ORIG_YR6_RT \n",
      "\t[1057] IND_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[1058] IND_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[1059] IND_ENRL_ORIG_YR6_RT \n",
      "\t[1060] IND_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[1061] IND_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[1062] IND_UNKN_ORIG_YR6_RT \n",
      "\t[1063] IND_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[1064] IND_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[1065] FEMALE_DEATH_YR6_RT \n",
      "\t[1066] FEMALE_COMP_ORIG_YR6_RT \n",
      "\t[1067] FEMALE_COMP_4YR_TRANS_YR6_RT \n",
      "\t[1068] FEMALE_COMP_2YR_TRANS_YR6_RT \n",
      "\t[1069] FEMALE_WDRAW_ORIG_YR6_RT \n",
      "\t[1070] FEMALE_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[1071] FEMALE_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[1072] FEMALE_ENRL_ORIG_YR6_RT \n",
      "\t[1073] FEMALE_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[1074] FEMALE_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[1075] FEMALE_UNKN_ORIG_YR6_RT \n",
      "\t[1076] FEMALE_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[1077] FEMALE_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[1078] MALE_DEATH_YR6_RT \n",
      "\t[1079] MALE_COMP_ORIG_YR6_RT \n",
      "\t[1080] MALE_COMP_4YR_TRANS_YR6_RT \n",
      "\t[1081] MALE_COMP_2YR_TRANS_YR6_RT \n",
      "\t[1082] MALE_WDRAW_ORIG_YR6_RT \n",
      "\t[1083] MALE_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[1084] MALE_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[1085] MALE_ENRL_ORIG_YR6_RT \n",
      "\t[1086] MALE_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[1087] MALE_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[1088] MALE_UNKN_ORIG_YR6_RT \n",
      "\t[1089] MALE_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[1090] MALE_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[1091] PELL_DEATH_YR6_RT \n",
      "\t[1092] PELL_COMP_ORIG_YR6_RT \n",
      "\t[1093] PELL_COMP_4YR_TRANS_YR6_RT \n",
      "\t[1094] PELL_COMP_2YR_TRANS_YR6_RT \n",
      "\t[1095] PELL_WDRAW_ORIG_YR6_RT \n",
      "\t[1096] PELL_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[1097] PELL_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[1098] PELL_ENRL_ORIG_YR6_RT \n",
      "\t[1099] PELL_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[1100] PELL_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[1101] PELL_UNKN_ORIG_YR6_RT \n",
      "\t[1102] PELL_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[1103] PELL_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[1104] NOPELL_DEATH_YR6_RT \n",
      "\t[1105] NOPELL_COMP_ORIG_YR6_RT \n",
      "\t[1106] NOPELL_COMP_4YR_TRANS_YR6_RT \n",
      "\t[1107] NOPELL_COMP_2YR_TRANS_YR6_RT \n",
      "\t[1108] NOPELL_WDRAW_ORIG_YR6_RT \n",
      "\t[1109] NOPELL_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[1110] NOPELL_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[1111] NOPELL_ENRL_ORIG_YR6_RT \n",
      "\t[1112] NOPELL_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[1113] NOPELL_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[1114] NOPELL_UNKN_ORIG_YR6_RT \n",
      "\t[1115] NOPELL_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[1116] NOPELL_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[1117] LOAN_DEATH_YR6_RT \n",
      "\t[1118] LOAN_COMP_ORIG_YR6_RT \n",
      "\t[1119] LOAN_COMP_4YR_TRANS_YR6_RT \n",
      "\t[1120] LOAN_COMP_2YR_TRANS_YR6_RT \n",
      "\t[1121] LOAN_WDRAW_ORIG_YR6_RT \n",
      "\t[1122] LOAN_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[1123] LOAN_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[1124] LOAN_ENRL_ORIG_YR6_RT \n",
      "\t[1125] LOAN_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[1126] LOAN_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[1127] LOAN_UNKN_ORIG_YR6_RT \n",
      "\t[1128] LOAN_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[1129] LOAN_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[1130] NOLOAN_DEATH_YR6_RT \n",
      "\t[1131] NOLOAN_COMP_ORIG_YR6_RT \n",
      "\t[1132] NOLOAN_COMP_4YR_TRANS_YR6_RT \n",
      "\t[1133] NOLOAN_COMP_2YR_TRANS_YR6_RT \n",
      "\t[1134] NOLOAN_WDRAW_ORIG_YR6_RT \n",
      "\t[1135] NOLOAN_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[1136] NOLOAN_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[1137] NOLOAN_ENRL_ORIG_YR6_RT \n",
      "\t[1138] NOLOAN_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[1139] NOLOAN_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[1140] NOLOAN_UNKN_ORIG_YR6_RT \n",
      "\t[1141] NOLOAN_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[1142] NOLOAN_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[1143] FIRSTGEN_DEATH_YR6_RT \n",
      "\t[1144] FIRSTGEN_COMP_ORIG_YR6_RT \n",
      "\t[1145] FIRSTGEN_COMP_4YR_TRANS_YR6_RT \n",
      "\t[1146] FIRSTGEN_COMP_2YR_TRANS_YR6_RT \n",
      "\t[1147] FIRSTGEN_WDRAW_ORIG_YR6_RT \n",
      "\t[1148] FIRSTGEN_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[1149] FIRSTGEN_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[1150] FIRSTGEN_ENRL_ORIG_YR6_RT \n",
      "\t[1151] FIRSTGEN_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[1152] FIRSTGEN_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[1153] FIRSTGEN_UNKN_ORIG_YR6_RT \n",
      "\t[1154] FIRSTGEN_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[1155] FIRSTGEN_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[1156] NOT1STGEN_DEATH_YR6_RT \n",
      "\t[1157] NOT1STGEN_COMP_ORIG_YR6_RT \n",
      "\t[1158] NOT1STGEN_COMP_4YR_TRANS_YR6_RT \n",
      "\t[1159] NOT1STGEN_COMP_2YR_TRANS_YR6_RT \n",
      "\t[1160] NOT1STGEN_WDRAW_ORIG_YR6_RT \n",
      "\t[1161] NOT1STGEN_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[1162] NOT1STGEN_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[1163] NOT1STGEN_ENRL_ORIG_YR6_RT \n",
      "\t[1164] NOT1STGEN_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[1165] NOT1STGEN_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[1166] NOT1STGEN_UNKN_ORIG_YR6_RT \n",
      "\t[1167] NOT1STGEN_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[1168] NOT1STGEN_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[1169] DEATH_YR8_RT \n",
      "\t[1170] COMP_ORIG_YR8_RT \n",
      "\t[1171] COMP_4YR_TRANS_YR8_RT \n",
      "\t[1172] COMP_2YR_TRANS_YR8_RT \n",
      "\t[1173] WDRAW_ORIG_YR8_RT \n",
      "\t[1174] WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[1175] WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[1176] ENRL_ORIG_YR8_RT \n",
      "\t[1177] ENRL_4YR_TRANS_YR8_RT \n",
      "\t[1178] ENRL_2YR_TRANS_YR8_RT \n",
      "\t[1179] UNKN_ORIG_YR8_RT \n",
      "\t[1180] UNKN_4YR_TRANS_YR8_RT \n",
      "\t[1181] UNKN_2YR_TRANS_YR8_RT \n",
      "\t[1182] LO_INC_DEATH_YR8_RT \n",
      "\t[1183] LO_INC_COMP_ORIG_YR8_RT \n",
      "\t[1184] LO_INC_COMP_4YR_TRANS_YR8_RT \n",
      "\t[1185] LO_INC_COMP_2YR_TRANS_YR8_RT \n",
      "\t[1186] LO_INC_WDRAW_ORIG_YR8_RT \n",
      "\t[1187] LO_INC_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[1188] LO_INC_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[1189] LO_INC_ENRL_ORIG_YR8_RT \n",
      "\t[1190] LO_INC_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[1191] LO_INC_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[1192] LO_INC_UNKN_ORIG_YR8_RT \n",
      "\t[1193] LO_INC_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[1194] LO_INC_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[1195] MD_INC_DEATH_YR8_RT \n",
      "\t[1196] MD_INC_COMP_ORIG_YR8_RT \n",
      "\t[1197] MD_INC_COMP_4YR_TRANS_YR8_RT \n",
      "\t[1198] MD_INC_COMP_2YR_TRANS_YR8_RT \n",
      "\t[1199] MD_INC_WDRAW_ORIG_YR8_RT \n",
      "\t[1200] MD_INC_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[1201] MD_INC_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[1202] MD_INC_ENRL_ORIG_YR8_RT \n",
      "\t[1203] MD_INC_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[1204] MD_INC_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[1205] MD_INC_UNKN_ORIG_YR8_RT \n",
      "\t[1206] MD_INC_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[1207] MD_INC_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[1208] HI_INC_DEATH_YR8_RT \n",
      "\t[1209] HI_INC_COMP_ORIG_YR8_RT \n",
      "\t[1210] HI_INC_COMP_4YR_TRANS_YR8_RT \n",
      "\t[1211] HI_INC_COMP_2YR_TRANS_YR8_RT \n",
      "\t[1212] HI_INC_WDRAW_ORIG_YR8_RT \n",
      "\t[1213] HI_INC_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[1214] HI_INC_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[1215] HI_INC_ENRL_ORIG_YR8_RT \n",
      "\t[1216] HI_INC_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[1217] HI_INC_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[1218] HI_INC_UNKN_ORIG_YR8_RT \n",
      "\t[1219] HI_INC_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[1220] HI_INC_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[1221] DEP_DEATH_YR8_RT \n",
      "\t[1222] DEP_COMP_ORIG_YR8_RT \n",
      "\t[1223] DEP_COMP_4YR_TRANS_YR8_RT \n",
      "\t[1224] DEP_COMP_2YR_TRANS_YR8_RT \n",
      "\t[1225] DEP_WDRAW_ORIG_YR8_RT \n",
      "\t[1226] DEP_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[1227] DEP_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[1228] DEP_ENRL_ORIG_YR8_RT \n",
      "\t[1229] DEP_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[1230] DEP_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[1231] DEP_UNKN_ORIG_YR8_RT \n",
      "\t[1232] DEP_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[1233] DEP_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[1234] IND_DEATH_YR8_RT \n",
      "\t[1235] IND_COMP_ORIG_YR8_RT \n",
      "\t[1236] IND_COMP_4YR_TRANS_YR8_RT \n",
      "\t[1237] IND_COMP_2YR_TRANS_YR8_RT \n",
      "\t[1238] IND_WDRAW_ORIG_YR8_RT \n",
      "\t[1239] IND_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[1240] IND_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[1241] IND_ENRL_ORIG_YR8_RT \n",
      "\t[1242] IND_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[1243] IND_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[1244] IND_UNKN_ORIG_YR8_RT \n",
      "\t[1245] IND_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[1246] IND_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[1247] FEMALE_DEATH_YR8_RT \n",
      "\t[1248] FEMALE_COMP_ORIG_YR8_RT \n",
      "\t[1249] FEMALE_COMP_4YR_TRANS_YR8_RT \n",
      "\t[1250] FEMALE_COMP_2YR_TRANS_YR8_RT \n",
      "\t[1251] FEMALE_WDRAW_ORIG_YR8_RT \n",
      "\t[1252] FEMALE_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[1253] FEMALE_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[1254] FEMALE_ENRL_ORIG_YR8_RT \n",
      "\t[1255] FEMALE_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[1256] FEMALE_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[1257] FEMALE_UNKN_ORIG_YR8_RT \n",
      "\t[1258] FEMALE_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[1259] FEMALE_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[1260] MALE_DEATH_YR8_RT \n",
      "\t[1261] MALE_COMP_ORIG_YR8_RT \n",
      "\t[1262] MALE_COMP_4YR_TRANS_YR8_RT \n",
      "\t[1263] MALE_COMP_2YR_TRANS_YR8_RT \n",
      "\t[1264] MALE_WDRAW_ORIG_YR8_RT \n",
      "\t[1265] MALE_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[1266] MALE_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[1267] MALE_ENRL_ORIG_YR8_RT \n",
      "\t[1268] MALE_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[1269] MALE_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[1270] MALE_UNKN_ORIG_YR8_RT \n",
      "\t[1271] MALE_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[1272] MALE_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[1273] PELL_DEATH_YR8_RT \n",
      "\t[1274] PELL_COMP_ORIG_YR8_RT \n",
      "\t[1275] PELL_COMP_4YR_TRANS_YR8_RT \n",
      "\t[1276] PELL_COMP_2YR_TRANS_YR8_RT \n",
      "\t[1277] PELL_WDRAW_ORIG_YR8_RT \n",
      "\t[1278] PELL_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[1279] PELL_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[1280] PELL_ENRL_ORIG_YR8_RT \n",
      "\t[1281] PELL_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[1282] PELL_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[1283] PELL_UNKN_ORIG_YR8_RT \n",
      "\t[1284] PELL_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[1285] PELL_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[1286] NOPELL_DEATH_YR8_RT \n",
      "\t[1287] NOPELL_COMP_ORIG_YR8_RT \n",
      "\t[1288] NOPELL_COMP_4YR_TRANS_YR8_RT \n",
      "\t[1289] NOPELL_COMP_2YR_TRANS_YR8_RT \n",
      "\t[1290] NOPELL_WDRAW_ORIG_YR8_RT \n",
      "\t[1291] NOPELL_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[1292] NOPELL_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[1293] NOPELL_ENRL_ORIG_YR8_RT \n",
      "\t[1294] NOPELL_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[1295] NOPELL_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[1296] NOPELL_UNKN_ORIG_YR8_RT \n",
      "\t[1297] NOPELL_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[1298] NOPELL_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[1299] LOAN_DEATH_YR8_RT \n",
      "\t[1300] LOAN_COMP_ORIG_YR8_RT \n",
      "\t[1301] LOAN_COMP_4YR_TRANS_YR8_RT \n",
      "\t[1302] LOAN_COMP_2YR_TRANS_YR8_RT \n",
      "\t[1303] LOAN_WDRAW_ORIG_YR8_RT \n",
      "\t[1304] LOAN_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[1305] LOAN_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[1306] LOAN_ENRL_ORIG_YR8_RT \n",
      "\t[1307] LOAN_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[1308] LOAN_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[1309] LOAN_UNKN_ORIG_YR8_RT \n",
      "\t[1310] LOAN_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[1311] LOAN_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[1312] NOLOAN_DEATH_YR8_RT \n",
      "\t[1313] NOLOAN_COMP_ORIG_YR8_RT \n",
      "\t[1314] NOLOAN_COMP_4YR_TRANS_YR8_RT \n",
      "\t[1315] NOLOAN_COMP_2YR_TRANS_YR8_RT \n",
      "\t[1316] NOLOAN_WDRAW_ORIG_YR8_RT \n",
      "\t[1317] NOLOAN_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[1318] NOLOAN_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[1319] NOLOAN_ENRL_ORIG_YR8_RT \n",
      "\t[1320] NOLOAN_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[1321] NOLOAN_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[1322] NOLOAN_UNKN_ORIG_YR8_RT \n",
      "\t[1323] NOLOAN_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[1324] NOLOAN_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[1325] FIRSTGEN_DEATH_YR8_RT \n",
      "\t[1326] FIRSTGEN_COMP_ORIG_YR8_RT \n",
      "\t[1327] FIRSTGEN_COMP_4YR_TRANS_YR8_RT \n",
      "\t[1328] FIRSTGEN_COMP_2YR_TRANS_YR8_RT \n",
      "\t[1329] FIRSTGEN_WDRAW_ORIG_YR8_RT \n",
      "\t[1330] FIRSTGEN_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[1331] FIRSTGEN_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[1332] FIRSTGEN_ENRL_ORIG_YR8_RT \n",
      "\t[1333] FIRSTGEN_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[1334] FIRSTGEN_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[1335] FIRSTGEN_UNKN_ORIG_YR8_RT \n",
      "\t[1336] FIRSTGEN_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[1337] FIRSTGEN_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[1338] NOT1STGEN_DEATH_YR8_RT \n",
      "\t[1339] NOT1STGEN_COMP_ORIG_YR8_RT \n",
      "\t[1340] NOT1STGEN_COMP_4YR_TRANS_YR8_RT \n",
      "\t[1341] NOT1STGEN_COMP_2YR_TRANS_YR8_RT \n",
      "\t[1342] NOT1STGEN_WDRAW_ORIG_YR8_RT \n",
      "\t[1343] NOT1STGEN_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[1344] NOT1STGEN_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[1345] NOT1STGEN_ENRL_ORIG_YR8_RT \n",
      "\t[1346] NOT1STGEN_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[1347] NOT1STGEN_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[1348] NOT1STGEN_UNKN_ORIG_YR8_RT \n",
      "\t[1349] NOT1STGEN_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[1350] NOT1STGEN_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[1351] RPY_1YR_RT \n",
      "\t[1352] COMPL_RPY_1YR_RT \n",
      "\t[1353] NONCOM_RPY_1YR_RT \n",
      "\t[1354] LO_INC_RPY_1YR_RT \n",
      "\t[1355] MD_INC_RPY_1YR_RT \n",
      "\t[1356] HI_INC_RPY_1YR_RT \n",
      "\t[1357] DEP_RPY_1YR_RT \n",
      "\t[1358] IND_RPY_1YR_RT \n",
      "\t[1359] PELL_RPY_1YR_RT \n",
      "\t[1360] NOPELL_RPY_1YR_RT \n",
      "\t[1361] FEMALE_RPY_1YR_RT \n",
      "\t[1362] MALE_RPY_1YR_RT \n",
      "\t[1363] FIRSTGEN_RPY_1YR_RT \n",
      "\t[1364] NOTFIRSTGEN_RPY_1YR_RT \n",
      "\t[1365] RPY_3YR_RT \n",
      "\t[1366] COMPL_RPY_3YR_RT \n",
      "\t[1367] NONCOM_RPY_3YR_RT \n",
      "\t[1368] LO_INC_RPY_3YR_RT \n",
      "\t[1369] MD_INC_RPY_3YR_RT \n",
      "\t[1370] HI_INC_RPY_3YR_RT \n",
      "\t[1371] DEP_RPY_3YR_RT \n",
      "\t[1372] IND_RPY_3YR_RT \n",
      "\t[1373] PELL_RPY_3YR_RT \n",
      "\t[1374] NOPELL_RPY_3YR_RT \n",
      "\t[1375] FEMALE_RPY_3YR_RT \n",
      "\t[1376] MALE_RPY_3YR_RT \n",
      "\t[1377] FIRSTGEN_RPY_3YR_RT \n",
      "\t[1378] NOTFIRSTGEN_RPY_3YR_RT \n",
      "\t[1379] RPY_5YR_RT \n",
      "\t[1380] COMPL_RPY_5YR_RT \n",
      "\t[1381] NONCOM_RPY_5YR_RT \n",
      "\t[1382] LO_INC_RPY_5YR_RT \n",
      "\t[1383] MD_INC_RPY_5YR_RT \n",
      "\t[1384] HI_INC_RPY_5YR_RT \n",
      "\t[1385] DEP_RPY_5YR_RT \n",
      "\t[1386] IND_RPY_5YR_RT \n",
      "\t[1387] PELL_RPY_5YR_RT \n",
      "\t[1388] NOPELL_RPY_5YR_RT \n",
      "\t[1389] FEMALE_RPY_5YR_RT \n",
      "\t[1390] MALE_RPY_5YR_RT \n",
      "\t[1391] FIRSTGEN_RPY_5YR_RT \n",
      "\t[1392] NOTFIRSTGEN_RPY_5YR_RT \n",
      "\t[1393] RPY_7YR_RT \n",
      "\t[1394] COMPL_RPY_7YR_RT \n",
      "\t[1395] NONCOM_RPY_7YR_RT \n",
      "\t[1396] LO_INC_RPY_7YR_RT \n",
      "\t[1397] MD_INC_RPY_7YR_RT \n",
      "\t[1398] HI_INC_RPY_7YR_RT \n",
      "\t[1399] DEP_RPY_7YR_RT \n",
      "\t[1400] IND_RPY_7YR_RT \n",
      "\t[1401] PELL_RPY_7YR_RT \n",
      "\t[1402] NOPELL_RPY_7YR_RT \n",
      "\t[1403] FEMALE_RPY_7YR_RT \n",
      "\t[1404] MALE_RPY_7YR_RT \n",
      "\t[1405] FIRSTGEN_RPY_7YR_RT \n",
      "\t[1406] NOTFIRSTGEN_RPY_7YR_RT \n",
      "\t[1407] INC_PCT_LO \n",
      "\t[1408] DEP_STAT_PCT_IND \n",
      "\t[1409] DEP_INC_PCT_LO \n",
      "\t[1410] IND_INC_PCT_LO \n",
      "\t[1411] PAR_ED_PCT_1STGEN \n",
      "\t[1412] INC_PCT_M1 \n",
      "\t[1413] INC_PCT_M2 \n",
      "\t[1414] INC_PCT_H1 \n",
      "\t[1415] INC_PCT_H2 \n",
      "\t[1416] DEP_INC_PCT_M1 \n",
      "\t[1417] DEP_INC_PCT_M2 \n",
      "\t[1418] DEP_INC_PCT_H1 \n",
      "\t[1419] DEP_INC_PCT_H2 \n",
      "\t[1420] IND_INC_PCT_M1 \n",
      "\t[1421] IND_INC_PCT_M2 \n",
      "\t[1422] IND_INC_PCT_H1 \n",
      "\t[1423] IND_INC_PCT_H2 \n",
      "\t[1424] PAR_ED_PCT_MS \n",
      "\t[1425] PAR_ED_PCT_HS \n",
      "\t[1426] PAR_ED_PCT_PS \n",
      "\t[1427] APPL_SCH_PCT_GE2 \n",
      "\t[1428] APPL_SCH_PCT_GE3 \n",
      "\t[1429] APPL_SCH_PCT_GE4 \n",
      "\t[1430] APPL_SCH_PCT_GE5 \n",
      "\t[1431] DEP_INC_AVG \n",
      "\t[1432] IND_INC_AVG \n",
      "\t[1433] OVERALL_YR2_N \n",
      "\t[1434] LO_INC_YR2_N \n",
      "\t[1435] MD_INC_YR2_N \n",
      "\t[1436] HI_INC_YR2_N \n",
      "\t[1437] DEP_YR2_N \n",
      "\t[1438] IND_YR2_N \n",
      "\t[1439] FEMALE_YR2_N \n",
      "\t[1440] MALE_YR2_N \n",
      "\t[1441] PELL_YR2_N \n",
      "\t[1442] NOPELL_YR2_N \n",
      "\t[1443] LOAN_YR2_N \n",
      "\t[1444] NOLOAN_YR2_N \n",
      "\t[1445] FIRSTGEN_YR2_N \n",
      "\t[1446] NOT1STGEN_YR2_N \n",
      "\t[1447] OVERALL_YR3_N \n",
      "\t[1448] LO_INC_YR3_N \n",
      "\t[1449] MD_INC_YR3_N \n",
      "\t[1450] HI_INC_YR3_N \n",
      "\t[1451] DEP_YR3_N \n",
      "\t[1452] IND_YR3_N \n",
      "\t[1453] FEMALE_YR3_N \n",
      "\t[1454] MALE_YR3_N \n",
      "\t[1455] PELL_YR3_N \n",
      "\t[1456] NOPELL_YR3_N \n",
      "\t[1457] LOAN_YR3_N \n",
      "\t[1458] NOLOAN_YR3_N \n",
      "\t[1459] FIRSTGEN_YR3_N \n",
      "\t[1460] NOT1STGEN_YR3_N \n",
      "\t[1461] OVERALL_YR4_N \n",
      "\t[1462] LO_INC_YR4_N \n",
      "\t[1463] MD_INC_YR4_N \n",
      "\t[1464] HI_INC_YR4_N \n",
      "\t[1465] DEP_YR4_N \n",
      "\t[1466] IND_YR4_N \n",
      "\t[1467] FEMALE_YR4_N \n",
      "\t[1468] MALE_YR4_N \n",
      "\t[1469] PELL_YR4_N \n",
      "\t[1470] NOPELL_YR4_N \n",
      "\t[1471] LOAN_YR4_N \n",
      "\t[1472] NOLOAN_YR4_N \n",
      "\t[1473] FIRSTGEN_YR4_N \n",
      "\t[1474] NOT1STGEN_YR4_N \n",
      "\t[1475] OVERALL_YR6_N \n",
      "\t[1476] LO_INC_YR6_N \n",
      "\t[1477] MD_INC_YR6_N \n",
      "\t[1478] HI_INC_YR6_N \n",
      "\t[1479] DEP_YR6_N \n",
      "\t[1480] IND_YR6_N \n",
      "\t[1481] FEMALE_YR6_N \n",
      "\t[1482] MALE_YR6_N \n",
      "\t[1483] PELL_YR6_N \n",
      "\t[1484] NOPELL_YR6_N \n",
      "\t[1485] LOAN_YR6_N \n",
      "\t[1486] NOLOAN_YR6_N \n",
      "\t[1487] FIRSTGEN_YR6_N \n",
      "\t[1488] NOT1STGEN_YR6_N \n",
      "\t[1489] OVERALL_YR8_N \n",
      "\t[1490] LO_INC_YR8_N \n",
      "\t[1491] MD_INC_YR8_N \n",
      "\t[1492] HI_INC_YR8_N \n",
      "\t[1493] DEP_YR8_N \n",
      "\t[1494] IND_YR8_N \n",
      "\t[1495] FEMALE_YR8_N \n",
      "\t[1496] MALE_YR8_N \n",
      "\t[1497] PELL_YR8_N \n",
      "\t[1498] NOPELL_YR8_N \n",
      "\t[1499] LOAN_YR8_N \n",
      "\t[1500] NOLOAN_YR8_N \n",
      "\t[1501] FIRSTGEN_YR8_N \n",
      "\t[1502] NOT1STGEN_YR8_N \n",
      "\t[1503] DEBT_MDN \n",
      "\t[1504] GRAD_DEBT_MDN \n",
      "\t[1505] WDRAW_DEBT_MDN \n",
      "\t[1506] LO_INC_DEBT_MDN \n",
      "\t[1507] MD_INC_DEBT_MDN \n",
      "\t[1508] HI_INC_DEBT_MDN \n",
      "\t[1509] DEP_DEBT_MDN \n",
      "\t[1510] IND_DEBT_MDN \n",
      "\t[1511] PELL_DEBT_MDN \n",
      "\t[1512] NOPELL_DEBT_MDN \n",
      "\t[1513] FEMALE_DEBT_MDN \n",
      "\t[1514] MALE_DEBT_MDN \n",
      "\t[1515] FIRSTGEN_DEBT_MDN \n",
      "\t[1516] NOTFIRSTGEN_DEBT_MDN \n",
      "\t[1517] DEBT_N \n",
      "\t[1518] GRAD_DEBT_N \n",
      "\t[1519] WDRAW_DEBT_N \n",
      "\t[1520] LO_INC_DEBT_N \n",
      "\t[1521] MD_INC_DEBT_N \n",
      "\t[1522] HI_INC_DEBT_N \n",
      "\t[1523] DEP_DEBT_N \n",
      "\t[1524] IND_DEBT_N \n",
      "\t[1525] PELL_DEBT_N \n",
      "\t[1526] NOPELL_DEBT_N \n",
      "\t[1527] FEMALE_DEBT_N \n",
      "\t[1528] MALE_DEBT_N \n",
      "\t[1529] FIRSTGEN_DEBT_N \n",
      "\t[1530] NOTFIRSTGEN_DEBT_N \n",
      "\t[1531] GRAD_DEBT_MDN10YR \n",
      "\t[1532] CUML_DEBT_N \n",
      "\t[1533] CUML_DEBT_P90 \n",
      "\t[1534] CUML_DEBT_P75 \n",
      "\t[1535] CUML_DEBT_P25 \n",
      "\t[1536] CUML_DEBT_P10 \n",
      "\t[1537] INC_N \n",
      "\t[1538] DEP_INC_N \n",
      "\t[1539] IND_INC_N \n",
      "\t[1540] DEP_STAT_N \n",
      "\t[1541] PAR_ED_N \n",
      "\t[1542] APPL_SCH_N \n",
      "\t[1543] REPAY_DT_MDN \n",
      "\t[1544] SEPAR_DT_MDN \n",
      "\t[1545] REPAY_DT_N \n",
      "\t[1546] SEPAR_DT_N \n",
      "\t[1547] RPY_1YR_N \n",
      "\t[1548] COMPL_RPY_1YR_N \n",
      "\t[1549] NONCOM_RPY_1YR_N \n",
      "\t[1550] LO_INC_RPY_1YR_N \n",
      "\t[1551] MD_INC_RPY_1YR_N \n",
      "\t[1552] HI_INC_RPY_1YR_N \n",
      "\t[1553] DEP_RPY_1YR_N \n",
      "\t[1554] IND_RPY_1YR_N \n",
      "\t[1555] PELL_RPY_1YR_N \n",
      "\t[1556] NOPELL_RPY_1YR_N \n",
      "\t[1557] FEMALE_RPY_1YR_N \n",
      "\t[1558] MALE_RPY_1YR_N \n",
      "\t[1559] FIRSTGEN_RPY_1YR_N \n",
      "\t[1560] NOTFIRSTGEN_RPY_1YR_N \n",
      "\t[1561] RPY_3YR_N \n",
      "\t[1562] COMPL_RPY_3YR_N \n",
      "\t[1563] NONCOM_RPY_3YR_N \n",
      "\t[1564] LO_INC_RPY_3YR_N \n",
      "\t[1565] MD_INC_RPY_3YR_N \n",
      "\t[1566] HI_INC_RPY_3YR_N \n",
      "\t[1567] DEP_RPY_3YR_N \n",
      "\t[1568] IND_RPY_3YR_N \n",
      "\t[1569] PELL_RPY_3YR_N \n",
      "\t[1570] NOPELL_RPY_3YR_N \n",
      "\t[1571] FEMALE_RPY_3YR_N \n",
      "\t[1572] MALE_RPY_3YR_N \n",
      "\t[1573] FIRSTGEN_RPY_3YR_N \n",
      "\t[1574] NOTFIRSTGEN_RPY_3YR_N \n",
      "\t[1575] RPY_5YR_N \n",
      "\t[1576] COMPL_RPY_5YR_N \n",
      "\t[1577] NONCOM_RPY_5YR_N \n",
      "\t[1578] LO_INC_RPY_5YR_N \n",
      "\t[1579] MD_INC_RPY_5YR_N \n",
      "\t[1580] HI_INC_RPY_5YR_N \n",
      "\t[1581] DEP_RPY_5YR_N \n",
      "\t[1582] IND_RPY_5YR_N \n",
      "\t[1583] PELL_RPY_5YR_N \n",
      "\t[1584] NOPELL_RPY_5YR_N \n",
      "\t[1585] FEMALE_RPY_5YR_N \n",
      "\t[1586] MALE_RPY_5YR_N \n",
      "\t[1587] FIRSTGEN_RPY_5YR_N \n",
      "\t[1588] NOTFIRSTGEN_RPY_5YR_N \n",
      "\t[1589] RPY_7YR_N \n",
      "\t[1590] COMPL_RPY_7YR_N \n",
      "\t[1591] NONCOM_RPY_7YR_N \n",
      "\t[1592] LO_INC_RPY_7YR_N \n",
      "\t[1593] MD_INC_RPY_7YR_N \n",
      "\t[1594] HI_INC_RPY_7YR_N \n",
      "\t[1595] DEP_RPY_7YR_N \n",
      "\t[1596] IND_RPY_7YR_N \n",
      "\t[1597] PELL_RPY_7YR_N \n",
      "\t[1598] NOPELL_RPY_7YR_N \n",
      "\t[1599] FEMALE_RPY_7YR_N \n",
      "\t[1600] MALE_RPY_7YR_N \n",
      "\t[1601] FIRSTGEN_RPY_7YR_N \n",
      "\t[1602] NOTFIRSTGEN_RPY_7YR_N \n",
      "\t[1603] COUNT_ED \n",
      "\t[1604] LOAN_EVER \n",
      "\t[1605] PELL_EVER \n",
      "\t[1606] AGE_ENTRY \n",
      "\t[1607] AGE_ENTRY_SQ \n",
      "\t[1608] AGEGE24 \n",
      "\t[1609] FEMALE \n",
      "\t[1610] MARRIED \n",
      "\t[1611] DEPENDENT \n",
      "\t[1612] VETERAN \n",
      "\t[1613] FIRST_GEN \n",
      "\t[1614] FAMINC \n",
      "\t[1615] MD_FAMINC \n",
      "\t[1616] FAMINC_IND \n",
      "\t[1617] LNFAMINC \n",
      "\t[1618] LNFAMINC_IND \n",
      "\t[1619] PCT_WHITE \n",
      "\t[1620] PCT_BLACK \n",
      "\t[1621] PCT_ASIAN \n",
      "\t[1622] PCT_HISPANIC \n",
      "\t[1623] PCT_BA \n",
      "\t[1624] PCT_GRAD_PROF \n",
      "\t[1625] PCT_BORN_US \n",
      "\t[1626] MEDIAN_HH_INC \n",
      "\t[1627] POVERTY_RATE \n",
      "\t[1628] UNEMP_RATE \n",
      "\t[1629] LN_MEDIAN_HH_INC \n",
      "\t[1630] FSEND_COUNT \n",
      "\t[1631] FSEND_1 \n",
      "\t[1632] FSEND_2 \n",
      "\t[1633] FSEND_3 \n",
      "\t[1634] FSEND_4 \n",
      "\t[1635] FSEND_5 \n",
      "\t[1636] COUNT_NWNE_P10 \n",
      "\t[1637] COUNT_WNE_P10 \n",
      "\t[1638] MN_EARN_WNE_P10 \n",
      "\t[1639] MD_EARN_WNE_P10 \n",
      "\t[1640] PCT10_EARN_WNE_P10 \n",
      "\t[1641] PCT25_EARN_WNE_P10 \n",
      "\t[1642] PCT75_EARN_WNE_P10 \n",
      "\t[1643] PCT90_EARN_WNE_P10 \n",
      "\t[1644] SD_EARN_WNE_P10 \n",
      "\t[1645] COUNT_WNE_INC1_P10 \n",
      "\t[1646] COUNT_WNE_INC2_P10 \n",
      "\t[1647] COUNT_WNE_INC3_P10 \n",
      "\t[1648] COUNT_WNE_INDEP0_INC1_P10 \n",
      "\t[1649] COUNT_WNE_INDEP0_P10 \n",
      "\t[1650] COUNT_WNE_INDEP1_P10 \n",
      "\t[1651] COUNT_WNE_MALE0_P10 \n",
      "\t[1652] COUNT_WNE_MALE1_P10 \n",
      "\t[1653] GT_25K_P10 \n",
      "\t[1654] MN_EARN_WNE_INC1_P10 \n",
      "\t[1655] MN_EARN_WNE_INC2_P10 \n",
      "\t[1656] MN_EARN_WNE_INC3_P10 \n",
      "\t[1657] MN_EARN_WNE_INDEP0_INC1_P10 \n",
      "\t[1658] MN_EARN_WNE_INDEP0_P10 \n",
      "\t[1659] MN_EARN_WNE_INDEP1_P10 \n",
      "\t[1660] MN_EARN_WNE_MALE0_P10 \n",
      "\t[1661] MN_EARN_WNE_MALE1_P10 \n",
      "\t[1662] COUNT_NWNE_P6 \n",
      "\t[1663] COUNT_WNE_P6 \n",
      "\t[1664] MN_EARN_WNE_P6 \n",
      "\t[1665] MD_EARN_WNE_P6 \n",
      "\t[1666] PCT10_EARN_WNE_P6 \n",
      "\t[1667] PCT25_EARN_WNE_P6 \n",
      "\t[1668] PCT75_EARN_WNE_P6 \n",
      "\t[1669] PCT90_EARN_WNE_P6 \n",
      "\t[1670] SD_EARN_WNE_P6 \n",
      "\t[1671] COUNT_WNE_INC1_P6 \n",
      "\t[1672] COUNT_WNE_INC2_P6 \n",
      "\t[1673] COUNT_WNE_INC3_P6 \n",
      "\t[1674] COUNT_WNE_INDEP0_INC1_P6 \n",
      "\t[1675] COUNT_WNE_INDEP0_P6 \n",
      "\t[1676] COUNT_WNE_INDEP1_P6 \n",
      "\t[1677] COUNT_WNE_MALE0_P6 \n",
      "\t[1678] COUNT_WNE_MALE1_P6 \n",
      "\t[1679] GT_25K_P6 \n",
      "\t[1680] MN_EARN_WNE_INC1_P6 \n",
      "\t[1681] MN_EARN_WNE_INC2_P6 \n",
      "\t[1682] MN_EARN_WNE_INC3_P6 \n",
      "\t[1683] MN_EARN_WNE_INDEP0_INC1_P6 \n",
      "\t[1684] MN_EARN_WNE_INDEP0_P6 \n",
      "\t[1685] MN_EARN_WNE_INDEP1_P6 \n",
      "\t[1686] MN_EARN_WNE_MALE0_P6 \n",
      "\t[1687] MN_EARN_WNE_MALE1_P6 \n",
      "\t[1688] COUNT_NWNE_P7 \n",
      "\t[1689] COUNT_WNE_P7 \n",
      "\t[1690] MN_EARN_WNE_P7 \n",
      "\t[1691] SD_EARN_WNE_P7 \n",
      "\t[1692] GT_25K_P7 \n",
      "\t[1693] COUNT_NWNE_P8 \n",
      "\t[1694] COUNT_WNE_P8 \n",
      "\t[1695] MN_EARN_WNE_P8 \n",
      "\t[1696] MD_EARN_WNE_P8 \n",
      "\t[1697] PCT10_EARN_WNE_P8 \n",
      "\t[1698] PCT25_EARN_WNE_P8 \n",
      "\t[1699] PCT75_EARN_WNE_P8 \n",
      "\t[1700] PCT90_EARN_WNE_P8 \n",
      "\t[1701] SD_EARN_WNE_P8 \n",
      "\t[1702] GT_25K_P8 \n",
      "\t[1703] COUNT_NWNE_P9 \n",
      "\t[1704] COUNT_WNE_P9 \n",
      "\t[1705] MN_EARN_WNE_P9 \n",
      "\t[1706] SD_EARN_WNE_P9 \n",
      "\t[1707] GT_25K_P9 \n",
      "\t[1708] DEBT_MDN_SUPP \n",
      "\t[1709] GRAD_DEBT_MDN_SUPP \n",
      "\t[1710] GRAD_DEBT_MDN10YR_SUPP \n",
      "\t[1711] RPY_3YR_RT_SUPP \n",
      "\t[1712] LO_INC_RPY_3YR_RT_SUPP \n",
      "\t[1713] MD_INC_RPY_3YR_RT_SUPP \n",
      "\t[1714] HI_INC_RPY_3YR_RT_SUPP \n",
      "\t[1715] COMPL_RPY_3YR_RT_SUPP \n",
      "\t[1716] NONCOM_RPY_3YR_RT_SUPP \n",
      "\t[1717] DEP_RPY_3YR_RT_SUPP \n",
      "\t[1718] IND_RPY_3YR_RT_SUPP \n",
      "\t[1719] PELL_RPY_3YR_RT_SUPP \n",
      "\t[1720] NOPELL_RPY_3YR_RT_SUPP \n",
      "\t[1721] FEMALE_RPY_3YR_RT_SUPP \n",
      "\t[1722] MALE_RPY_3YR_RT_SUPP \n",
      "\t[1723] FIRSTGEN_RPY_3YR_RT_SUPP \n",
      "\t[1724] NOTFIRSTGEN_RPY_3YR_RT_SUPP \n",
      "\t[1725] C150_L4_POOLED_SUPP \n",
      "\t[1726] C150_4_POOLED_SUPP \n",
      "\t[1727] C200_L4_POOLED_SUPP \n",
      "\t[1728] C200_4_POOLED_SUPP \n",
      "\t[1729] ALIAS \n",
      "\t[1730] C100_4 \n",
      "\t[1731] D100_4 \n",
      "\t[1732] C100_L4 \n",
      "\t[1733] D100_L4 \n",
      "\t[1734] TRANS_4 \n",
      "\t[1735] DTRANS_4 \n",
      "\t[1736] TRANS_L4 \n",
      "\t[1737] DTRANS_L4 \n",
      "\t[1738] ICLEVEL \n",
      "\t[1739] UGDS_MEN \n",
      "\t[1740] UGDS_WOMEN \n",
      "\t[1741] CDR3_DENOM \n",
      "\t[1742] CDR2_DENOM \n",
      "\t[1743] T4APPROVALDATE \n",
      "\t[1744] D150_4_WHITE \n",
      "\t[1745] D150_4_BLACK \n",
      "\t[1746] D150_4_HISP \n",
      "\t[1747] D150_4_ASIAN \n",
      "\t[1748] D150_4_AIAN \n",
      "\t[1749] D150_4_NHPI \n",
      "\t[1750] D150_4_2MOR \n",
      "\t[1751] D150_4_NRA \n",
      "\t[1752] D150_4_UNKN \n",
      "\t[1753] D150_4_WHITENH \n",
      "\t[1754] D150_4_BLACKNH \n",
      "\t[1755] D150_4_API \n",
      "\t[1756] D150_4_AIANOLD \n",
      "\t[1757] D150_4_HISPOLD \n",
      "\t[1758] D150_L4_WHITE \n",
      "\t[1759] D150_L4_BLACK \n",
      "\t[1760] D150_L4_HISP \n",
      "\t[1761] D150_L4_ASIAN \n",
      "\t[1762] D150_L4_AIAN \n",
      "\t[1763] D150_L4_NHPI \n",
      "\t[1764] D150_L4_2MOR \n",
      "\t[1765] D150_L4_NRA \n",
      "\t[1766] D150_L4_UNKN \n",
      "\t[1767] D150_L4_WHITENH \n",
      "\t[1768] D150_L4_BLACKNH \n",
      "\t[1769] D150_L4_API \n",
      "\t[1770] D150_L4_AIANOLD \n",
      "\t[1771] D150_L4_HISPOLD \n",
      "\t[1772] D_PCTPELL_PCTFLOAN \n",
      "\t[1773] OPENADMP \n",
      "\t[1774] UGNONDS \n",
      "\t[1775] GRADS \n",
      "\t[1776] ACCREDCODE \n",
      "\t[1777] OMACHT6_FTFT \n",
      "\t[1778] OMAWDP6_FTFT \n",
      "\t[1779] OMACHT8_FTFT \n",
      "\t[1780] OMAWDP8_FTFT \n",
      "\t[1781] OMENRYP8_FTFT \n",
      "\t[1782] OMENRAP8_FTFT \n",
      "\t[1783] OMENRUP8_FTFT \n",
      "\t[1784] OMACHT6_PTFT \n",
      "\t[1785] OMAWDP6_PTFT \n",
      "\t[1786] OMACHT8_PTFT \n",
      "\t[1787] OMAWDP8_PTFT \n",
      "\t[1788] OMENRYP8_PTFT \n",
      "\t[1789] OMENRAP8_PTFT \n",
      "\t[1790] OMENRUP8_PTFT \n",
      "\t[1791] OMACHT6_FTNFT \n",
      "\t[1792] OMAWDP6_FTNFT \n",
      "\t[1793] OMACHT8_FTNFT \n",
      "\t[1794] OMAWDP8_FTNFT \n",
      "\t[1795] OMENRYP8_FTNFT \n",
      "\t[1796] OMENRAP8_FTNFT \n",
      "\t[1797] OMENRUP8_FTNFT \n",
      "\t[1798] OMACHT6_PTNFT \n",
      "\t[1799] OMAWDP6_PTNFT \n",
      "\t[1800] OMACHT8_PTNFT \n",
      "\t[1801] OMAWDP8_PTNFT \n",
      "\t[1802] OMENRYP8_PTNFT \n",
      "\t[1803] OMENRAP8_PTNFT \n",
      "\t[1804] OMENRUP8_PTNFT \n",
      "\t[1805] RET_FT4_POOLED \n",
      "\t[1806] RET_FTL4_POOLED \n",
      "\t[1807] RET_PT4_POOLED \n",
      "\t[1808] RET_PTL4_POOLED \n",
      "\t[1809] RET_FT_DEN4_POOLED \n",
      "\t[1810] RET_FT_DENL4_POOLED \n",
      "\t[1811] RET_PT_DEN4_POOLED \n",
      "\t[1812] RET_PT_DENL4_POOLED \n",
      "\t[1813] POOLYRSRET_FT \n",
      "\t[1814] POOLYRSRET_PT \n",
      "\t[1815] RET_FT4_POOLED_SUPP \n",
      "\t[1816] RET_FTL4_POOLED_SUPP \n",
      "\t[1817] RET_PT4_POOLED_SUPP \n",
      "\t[1818] RET_PTL4_POOLED_SUPP \n",
      "\t[1819] TRANS_4_POOLED \n",
      "\t[1820] TRANS_L4_POOLED \n",
      "\t[1821] DTRANS_4_POOLED \n",
      "\t[1822] DTRANS_L4_POOLED \n",
      "\t[1823] TRANS_4_POOLED_SUPP \n",
      "\t[1824] TRANS_L4_POOLED_SUPP \n",
      "\t[1825] C100_4_POOLED \n",
      "\t[1826] C100_L4_POOLED \n",
      "\t[1827] D100_4_POOLED \n",
      "\t[1828] D100_L4_POOLED \n",
      "\t[1829] POOLYRS100 \n",
      "\t[1830] C100_4_POOLED_SUPP \n",
      "\t[1831] C100_L4_POOLED_SUPP \n",
      "\t[1832] C150_4_PELL \n",
      "\t[1833] D150_4_PELL \n",
      "\t[1834] C150_L4_PELL \n",
      "\t[1835] D150_L4_PELL \n",
      "\t[1836] C150_4_LOANNOPELL \n",
      "\t[1837] D150_4_LOANNOPELL \n",
      "\t[1838] C150_L4_LOANNOPELL \n",
      "\t[1839] D150_L4_LOANNOPELL \n",
      "\t[1840] C150_4_NOLOANNOPELL \n",
      "\t[1841] D150_4_NOLOANNOPELL \n",
      "\t[1842] C150_L4_NOLOANNOPELL \n",
      "\t[1843] D150_L4_NOLOANNOPELL \n",
      "\t[1844] GT_28K_P10 \n",
      "\t[1845] GT_28K_P8 \n",
      "\t[1846] GT_28K_P6 \n",
      "\t[1847] OMACHT6_FTFT_POOLED \n",
      "\t[1848] OMAWDP6_FTFT_POOLED \n",
      "\t[1849] OMACHT8_FTFT_POOLED \n",
      "\t[1850] OMAWDP8_FTFT_POOLED \n",
      "\t[1851] OMENRYP8_FTFT_POOLED \n",
      "\t[1852] OMENRAP8_FTFT_POOLED \n",
      "\t[1853] OMENRUP8_FTFT_POOLED \n",
      "\t[1854] OMACHT6_PTFT_POOLED \n",
      "\t[1855] OMAWDP6_PTFT_POOLED \n",
      "\t[1856] OMACHT8_PTFT_POOLED \n",
      "\t[1857] OMAWDP8_PTFT_POOLED \n",
      "\t[1858] OMENRYP8_PTFT_POOLED \n",
      "\t[1859] OMENRAP8_PTFT_POOLED \n",
      "\t[1860] OMENRUP8_PTFT_POOLED \n",
      "\t[1861] OMACHT6_FTNFT_POOLED \n",
      "\t[1862] OMAWDP6_FTNFT_POOLED \n",
      "\t[1863] OMACHT8_FTNFT_POOLED \n",
      "\t[1864] OMAWDP8_FTNFT_POOLED \n",
      "\t[1865] OMENRYP8_FTNFT_POOLED \n",
      "\t[1866] OMENRAP8_FTNFT_POOLED \n",
      "\t[1867] OMENRUP8_FTNFT_POOLED \n",
      "\t[1868] OMACHT6_PTNFT_POOLED \n",
      "\t[1869] OMAWDP6_PTNFT_POOLED \n",
      "\t[1870] OMACHT8_PTNFT_POOLED \n",
      "\t[1871] OMAWDP8_PTNFT_POOLED \n",
      "\t[1872] OMENRYP8_PTNFT_POOLED \n",
      "\t[1873] OMENRAP8_PTNFT_POOLED \n",
      "\t[1874] OMENRUP8_PTNFT_POOLED \n",
      "\t[1875] poolyrsOM_FTFT \n",
      "\t[1876] poolyrsOM_PTFT \n",
      "\t[1877] poolyrsOM_FTNFT \n",
      "\t[1878] poolyrsOM_PTNFT \n",
      "\t[1879] OMAWDP6_FTFT_POOLED_SUPP \n",
      "\t[1880] OMAWDP8_FTFT_POOLED_SUPP \n",
      "\t[1881] OMENRYP8_FTFT_POOLED_SUPP \n",
      "\t[1882] OMENRAP8_FTFT_POOLED_SUPP \n",
      "\t[1883] OMENRUP8_FTFT_POOLED_SUPP \n",
      "\t[1884] OMAWDP6_PTFT_POOLED_SUPP \n",
      "\t[1885] OMAWDP8_PTFT_POOLED_SUPP \n",
      "\t[1886] OMENRYP8_PTFT_POOLED_SUPP \n",
      "\t[1887] OMENRAP8_PTFT_POOLED_SUPP \n",
      "\t[1888] OMENRUP8_PTFT_POOLED_SUPP \n",
      "\t[1889] OMAWDP6_FTNFT_POOLED_SUPP \n",
      "\t[1890] OMAWDP8_FTNFT_POOLED_SUPP \n",
      "\t[1891] OMENRYP8_FTNFT_POOLED_SUPP \n",
      "\t[1892] OMENRAP8_FTNFT_POOLED_SUPP \n",
      "\t[1893] OMENRUP8_FTNFT_POOLED_SUPP \n",
      "\t[1894] OMAWDP6_PTNFT_POOLED_SUPP \n",
      "\t[1895] OMAWDP8_PTNFT_POOLED_SUPP \n",
      "\t[1896] OMENRYP8_PTNFT_POOLED_SUPP \n",
      "\t[1897] OMENRAP8_PTNFT_POOLED_SUPP \n",
      "\t[1898] OMENRUP8_PTNFT_POOLED_SUPP \n",
      " * Recommend Join Columns: \n",
      "\t    Original Columns <-> datamart.Dataset Columns\n",
      "\t                 [2] <-> [3]                 \n",
      "        \n",
      "RESULT 1: \n",
      " - SUMMARY OF THE DATAMART DATASET -\n",
      " * Datamart ID: 291340000\n",
      " * Score: 3822.833\n",
      " * Title: What's new from NSLDS\n",
      " * Description: College Scorecard Data\n",
      "Find the college that’s the best fit for you! The U.S. Department of\n",
      "Education’s College Scorecard has the most reliable data on college costs,\n",
      "graduation, and post-college earnings.\n",
      "\n",
      " * URL: https://ed-public-download.app.cloud.gov/downloads/Most-Recent-Cohorts-NSLDS-Elements.csv\n",
      " * Columns: \n",
      "\t[0] UNITID \n",
      "\t[1] OPEID \n",
      "\t[2] OPEID6 \n",
      "\t[3] INSTNM \n",
      "\t[4] SCH_DEG \n",
      "\t[5] DEATH_YR2_RT \n",
      "\t[6] COMP_ORIG_YR2_RT \n",
      "\t[7] COMP_4YR_TRANS_YR2_RT \n",
      "\t[8] COMP_2YR_TRANS_YR2_RT \n",
      "\t[9] WDRAW_ORIG_YR2_RT \n",
      "\t[10] WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[11] WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[12] ENRL_ORIG_YR2_RT \n",
      "\t[13] ENRL_4YR_TRANS_YR2_RT \n",
      "\t[14] ENRL_2YR_TRANS_YR2_RT \n",
      "\t[15] UNKN_ORIG_YR2_RT \n",
      "\t[16] UNKN_4YR_TRANS_YR2_RT \n",
      "\t[17] UNKN_2YR_TRANS_YR2_RT \n",
      "\t[18] LO_INC_DEATH_YR2_RT \n",
      "\t[19] LO_INC_COMP_ORIG_YR2_RT \n",
      "\t[20] LO_INC_COMP_4YR_TRANS_YR2_RT \n",
      "\t[21] LO_INC_COMP_2YR_TRANS_YR2_RT \n",
      "\t[22] LO_INC_WDRAW_ORIG_YR2_RT \n",
      "\t[23] LO_INC_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[24] LO_INC_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[25] LO_INC_ENRL_ORIG_YR2_RT \n",
      "\t[26] LO_INC_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[27] LO_INC_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[28] LO_INC_UNKN_ORIG_YR2_RT \n",
      "\t[29] LO_INC_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[30] LO_INC_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[31] MD_INC_DEATH_YR2_RT \n",
      "\t[32] MD_INC_COMP_ORIG_YR2_RT \n",
      "\t[33] MD_INC_COMP_4YR_TRANS_YR2_RT \n",
      "\t[34] MD_INC_COMP_2YR_TRANS_YR2_RT \n",
      "\t[35] MD_INC_WDRAW_ORIG_YR2_RT \n",
      "\t[36] MD_INC_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[37] MD_INC_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[38] MD_INC_ENRL_ORIG_YR2_RT \n",
      "\t[39] MD_INC_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[40] MD_INC_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[41] MD_INC_UNKN_ORIG_YR2_RT \n",
      "\t[42] MD_INC_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[43] MD_INC_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[44] HI_INC_DEATH_YR2_RT \n",
      "\t[45] HI_INC_COMP_ORIG_YR2_RT \n",
      "\t[46] HI_INC_COMP_4YR_TRANS_YR2_RT \n",
      "\t[47] HI_INC_COMP_2YR_TRANS_YR2_RT \n",
      "\t[48] HI_INC_WDRAW_ORIG_YR2_RT \n",
      "\t[49] HI_INC_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[50] HI_INC_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[51] HI_INC_ENRL_ORIG_YR2_RT \n",
      "\t[52] HI_INC_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[53] HI_INC_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[54] HI_INC_UNKN_ORIG_YR2_RT \n",
      "\t[55] HI_INC_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[56] HI_INC_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[57] DEP_DEATH_YR2_RT \n",
      "\t[58] DEP_COMP_ORIG_YR2_RT \n",
      "\t[59] DEP_COMP_4YR_TRANS_YR2_RT \n",
      "\t[60] DEP_COMP_2YR_TRANS_YR2_RT \n",
      "\t[61] DEP_WDRAW_ORIG_YR2_RT \n",
      "\t[62] DEP_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[63] DEP_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[64] DEP_ENRL_ORIG_YR2_RT \n",
      "\t[65] DEP_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[66] DEP_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[67] DEP_UNKN_ORIG_YR2_RT \n",
      "\t[68] DEP_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[69] DEP_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[70] IND_DEATH_YR2_RT \n",
      "\t[71] IND_COMP_ORIG_YR2_RT \n",
      "\t[72] IND_COMP_4YR_TRANS_YR2_RT \n",
      "\t[73] IND_COMP_2YR_TRANS_YR2_RT \n",
      "\t[74] IND_WDRAW_ORIG_YR2_RT \n",
      "\t[75] IND_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[76] IND_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[77] IND_ENRL_ORIG_YR2_RT \n",
      "\t[78] IND_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[79] IND_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[80] IND_UNKN_ORIG_YR2_RT \n",
      "\t[81] IND_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[82] IND_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[83] FEMALE_DEATH_YR2_RT \n",
      "\t[84] FEMALE_COMP_ORIG_YR2_RT \n",
      "\t[85] FEMALE_COMP_4YR_TRANS_YR2_RT \n",
      "\t[86] FEMALE_COMP_2YR_TRANS_YR2_RT \n",
      "\t[87] FEMALE_WDRAW_ORIG_YR2_RT \n",
      "\t[88] FEMALE_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[89] FEMALE_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[90] FEMALE_ENRL_ORIG_YR2_RT \n",
      "\t[91] FEMALE_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[92] FEMALE_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[93] FEMALE_UNKN_ORIG_YR2_RT \n",
      "\t[94] FEMALE_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[95] FEMALE_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[96] MALE_DEATH_YR2_RT \n",
      "\t[97] MALE_COMP_ORIG_YR2_RT \n",
      "\t[98] MALE_COMP_4YR_TRANS_YR2_RT \n",
      "\t[99] MALE_COMP_2YR_TRANS_YR2_RT \n",
      "\t[100] MALE_WDRAW_ORIG_YR2_RT \n",
      "\t[101] MALE_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[102] MALE_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[103] MALE_ENRL_ORIG_YR2_RT \n",
      "\t[104] MALE_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[105] MALE_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[106] MALE_UNKN_ORIG_YR2_RT \n",
      "\t[107] MALE_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[108] MALE_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[109] PELL_DEATH_YR2_RT \n",
      "\t[110] PELL_COMP_ORIG_YR2_RT \n",
      "\t[111] PELL_COMP_4YR_TRANS_YR2_RT \n",
      "\t[112] PELL_COMP_2YR_TRANS_YR2_RT \n",
      "\t[113] PELL_WDRAW_ORIG_YR2_RT \n",
      "\t[114] PELL_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[115] PELL_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[116] PELL_ENRL_ORIG_YR2_RT \n",
      "\t[117] PELL_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[118] PELL_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[119] PELL_UNKN_ORIG_YR2_RT \n",
      "\t[120] PELL_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[121] PELL_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[122] NOPELL_DEATH_YR2_RT \n",
      "\t[123] NOPELL_COMP_ORIG_YR2_RT \n",
      "\t[124] NOPELL_COMP_4YR_TRANS_YR2_RT \n",
      "\t[125] NOPELL_COMP_2YR_TRANS_YR2_RT \n",
      "\t[126] NOPELL_WDRAW_ORIG_YR2_RT \n",
      "\t[127] NOPELL_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[128] NOPELL_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[129] NOPELL_ENRL_ORIG_YR2_RT \n",
      "\t[130] NOPELL_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[131] NOPELL_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[132] NOPELL_UNKN_ORIG_YR2_RT \n",
      "\t[133] NOPELL_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[134] NOPELL_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[135] LOAN_DEATH_YR2_RT \n",
      "\t[136] LOAN_COMP_ORIG_YR2_RT \n",
      "\t[137] LOAN_COMP_4YR_TRANS_YR2_RT \n",
      "\t[138] LOAN_COMP_2YR_TRANS_YR2_RT \n",
      "\t[139] LOAN_WDRAW_ORIG_YR2_RT \n",
      "\t[140] LOAN_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[141] LOAN_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[142] LOAN_ENRL_ORIG_YR2_RT \n",
      "\t[143] LOAN_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[144] LOAN_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[145] LOAN_UNKN_ORIG_YR2_RT \n",
      "\t[146] LOAN_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[147] LOAN_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[148] NOLOAN_DEATH_YR2_RT \n",
      "\t[149] NOLOAN_COMP_ORIG_YR2_RT \n",
      "\t[150] NOLOAN_COMP_4YR_TRANS_YR2_RT \n",
      "\t[151] NOLOAN_COMP_2YR_TRANS_YR2_RT \n",
      "\t[152] NOLOAN_WDRAW_ORIG_YR2_RT \n",
      "\t[153] NOLOAN_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[154] NOLOAN_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[155] NOLOAN_ENRL_ORIG_YR2_RT \n",
      "\t[156] NOLOAN_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[157] NOLOAN_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[158] NOLOAN_UNKN_ORIG_YR2_RT \n",
      "\t[159] NOLOAN_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[160] NOLOAN_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[161] FIRSTGEN_DEATH_YR2_RT \n",
      "\t[162] FIRSTGEN_COMP_ORIG_YR2_RT \n",
      "\t[163] FIRSTGEN_COMP_4YR_TRANS_YR2_RT \n",
      "\t[164] FIRSTGEN_COMP_2YR_TRANS_YR2_RT \n",
      "\t[165] FIRSTGEN_WDRAW_ORIG_YR2_RT \n",
      "\t[166] FIRSTGEN_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[167] FIRSTGEN_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[168] FIRSTGEN_ENRL_ORIG_YR2_RT \n",
      "\t[169] FIRSTGEN_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[170] FIRSTGEN_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[171] FIRSTGEN_UNKN_ORIG_YR2_RT \n",
      "\t[172] FIRSTGEN_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[173] FIRSTGEN_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[174] NOT1STGEN_DEATH_YR2_RT \n",
      "\t[175] NOT1STGEN_COMP_ORIG_YR2_RT \n",
      "\t[176] NOT1STGEN_COMP_4YR_TRANS_YR2_RT \n",
      "\t[177] NOT1STGEN_COMP_2YR_TRANS_YR2_RT \n",
      "\t[178] NOT1STGEN_WDRAW_ORIG_YR2_RT \n",
      "\t[179] NOT1STGEN_WDRAW_4YR_TRANS_YR2_RT \n",
      "\t[180] NOT1STGEN_WDRAW_2YR_TRANS_YR2_RT \n",
      "\t[181] NOT1STGEN_ENRL_ORIG_YR2_RT \n",
      "\t[182] NOT1STGEN_ENRL_4YR_TRANS_YR2_RT \n",
      "\t[183] NOT1STGEN_ENRL_2YR_TRANS_YR2_RT \n",
      "\t[184] NOT1STGEN_UNKN_ORIG_YR2_RT \n",
      "\t[185] NOT1STGEN_UNKN_4YR_TRANS_YR2_RT \n",
      "\t[186] NOT1STGEN_UNKN_2YR_TRANS_YR2_RT \n",
      "\t[187] DEATH_YR3_RT \n",
      "\t[188] COMP_ORIG_YR3_RT \n",
      "\t[189] COMP_4YR_TRANS_YR3_RT \n",
      "\t[190] COMP_2YR_TRANS_YR3_RT \n",
      "\t[191] WDRAW_ORIG_YR3_RT \n",
      "\t[192] WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[193] WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[194] ENRL_ORIG_YR3_RT \n",
      "\t[195] ENRL_4YR_TRANS_YR3_RT \n",
      "\t[196] ENRL_2YR_TRANS_YR3_RT \n",
      "\t[197] UNKN_ORIG_YR3_RT \n",
      "\t[198] UNKN_4YR_TRANS_YR3_RT \n",
      "\t[199] UNKN_2YR_TRANS_YR3_RT \n",
      "\t[200] LO_INC_DEATH_YR3_RT \n",
      "\t[201] LO_INC_COMP_ORIG_YR3_RT \n",
      "\t[202] LO_INC_COMP_4YR_TRANS_YR3_RT \n",
      "\t[203] LO_INC_COMP_2YR_TRANS_YR3_RT \n",
      "\t[204] LO_INC_WDRAW_ORIG_YR3_RT \n",
      "\t[205] LO_INC_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[206] LO_INC_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[207] LO_INC_ENRL_ORIG_YR3_RT \n",
      "\t[208] LO_INC_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[209] LO_INC_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[210] LO_INC_UNKN_ORIG_YR3_RT \n",
      "\t[211] LO_INC_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[212] LO_INC_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[213] MD_INC_DEATH_YR3_RT \n",
      "\t[214] MD_INC_COMP_ORIG_YR3_RT \n",
      "\t[215] MD_INC_COMP_4YR_TRANS_YR3_RT \n",
      "\t[216] MD_INC_COMP_2YR_TRANS_YR3_RT \n",
      "\t[217] MD_INC_WDRAW_ORIG_YR3_RT \n",
      "\t[218] MD_INC_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[219] MD_INC_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[220] MD_INC_ENRL_ORIG_YR3_RT \n",
      "\t[221] MD_INC_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[222] MD_INC_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[223] MD_INC_UNKN_ORIG_YR3_RT \n",
      "\t[224] MD_INC_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[225] MD_INC_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[226] HI_INC_DEATH_YR3_RT \n",
      "\t[227] HI_INC_COMP_ORIG_YR3_RT \n",
      "\t[228] HI_INC_COMP_4YR_TRANS_YR3_RT \n",
      "\t[229] HI_INC_COMP_2YR_TRANS_YR3_RT \n",
      "\t[230] HI_INC_WDRAW_ORIG_YR3_RT \n",
      "\t[231] HI_INC_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[232] HI_INC_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[233] HI_INC_ENRL_ORIG_YR3_RT \n",
      "\t[234] HI_INC_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[235] HI_INC_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[236] HI_INC_UNKN_ORIG_YR3_RT \n",
      "\t[237] HI_INC_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[238] HI_INC_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[239] DEP_DEATH_YR3_RT \n",
      "\t[240] DEP_COMP_ORIG_YR3_RT \n",
      "\t[241] DEP_COMP_4YR_TRANS_YR3_RT \n",
      "\t[242] DEP_COMP_2YR_TRANS_YR3_RT \n",
      "\t[243] DEP_WDRAW_ORIG_YR3_RT \n",
      "\t[244] DEP_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[245] DEP_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[246] DEP_ENRL_ORIG_YR3_RT \n",
      "\t[247] DEP_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[248] DEP_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[249] DEP_UNKN_ORIG_YR3_RT \n",
      "\t[250] DEP_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[251] DEP_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[252] IND_DEATH_YR3_RT \n",
      "\t[253] IND_COMP_ORIG_YR3_RT \n",
      "\t[254] IND_COMP_4YR_TRANS_YR3_RT \n",
      "\t[255] IND_COMP_2YR_TRANS_YR3_RT \n",
      "\t[256] IND_WDRAW_ORIG_YR3_RT \n",
      "\t[257] IND_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[258] IND_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[259] IND_ENRL_ORIG_YR3_RT \n",
      "\t[260] IND_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[261] IND_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[262] IND_UNKN_ORIG_YR3_RT \n",
      "\t[263] IND_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[264] IND_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[265] FEMALE_DEATH_YR3_RT \n",
      "\t[266] FEMALE_COMP_ORIG_YR3_RT \n",
      "\t[267] FEMALE_COMP_4YR_TRANS_YR3_RT \n",
      "\t[268] FEMALE_COMP_2YR_TRANS_YR3_RT \n",
      "\t[269] FEMALE_WDRAW_ORIG_YR3_RT \n",
      "\t[270] FEMALE_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[271] FEMALE_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[272] FEMALE_ENRL_ORIG_YR3_RT \n",
      "\t[273] FEMALE_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[274] FEMALE_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[275] FEMALE_UNKN_ORIG_YR3_RT \n",
      "\t[276] FEMALE_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[277] FEMALE_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[278] MALE_DEATH_YR3_RT \n",
      "\t[279] MALE_COMP_ORIG_YR3_RT \n",
      "\t[280] MALE_COMP_4YR_TRANS_YR3_RT \n",
      "\t[281] MALE_COMP_2YR_TRANS_YR3_RT \n",
      "\t[282] MALE_WDRAW_ORIG_YR3_RT \n",
      "\t[283] MALE_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[284] MALE_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[285] MALE_ENRL_ORIG_YR3_RT \n",
      "\t[286] MALE_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[287] MALE_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[288] MALE_UNKN_ORIG_YR3_RT \n",
      "\t[289] MALE_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[290] MALE_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[291] PELL_DEATH_YR3_RT \n",
      "\t[292] PELL_COMP_ORIG_YR3_RT \n",
      "\t[293] PELL_COMP_4YR_TRANS_YR3_RT \n",
      "\t[294] PELL_COMP_2YR_TRANS_YR3_RT \n",
      "\t[295] PELL_WDRAW_ORIG_YR3_RT \n",
      "\t[296] PELL_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[297] PELL_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[298] PELL_ENRL_ORIG_YR3_RT \n",
      "\t[299] PELL_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[300] PELL_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[301] PELL_UNKN_ORIG_YR3_RT \n",
      "\t[302] PELL_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[303] PELL_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[304] NOPELL_DEATH_YR3_RT \n",
      "\t[305] NOPELL_COMP_ORIG_YR3_RT \n",
      "\t[306] NOPELL_COMP_4YR_TRANS_YR3_RT \n",
      "\t[307] NOPELL_COMP_2YR_TRANS_YR3_RT \n",
      "\t[308] NOPELL_WDRAW_ORIG_YR3_RT \n",
      "\t[309] NOPELL_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[310] NOPELL_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[311] NOPELL_ENRL_ORIG_YR3_RT \n",
      "\t[312] NOPELL_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[313] NOPELL_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[314] NOPELL_UNKN_ORIG_YR3_RT \n",
      "\t[315] NOPELL_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[316] NOPELL_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[317] LOAN_DEATH_YR3_RT \n",
      "\t[318] LOAN_COMP_ORIG_YR3_RT \n",
      "\t[319] LOAN_COMP_4YR_TRANS_YR3_RT \n",
      "\t[320] LOAN_COMP_2YR_TRANS_YR3_RT \n",
      "\t[321] LOAN_WDRAW_ORIG_YR3_RT \n",
      "\t[322] LOAN_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[323] LOAN_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[324] LOAN_ENRL_ORIG_YR3_RT \n",
      "\t[325] LOAN_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[326] LOAN_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[327] LOAN_UNKN_ORIG_YR3_RT \n",
      "\t[328] LOAN_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[329] LOAN_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[330] NOLOAN_DEATH_YR3_RT \n",
      "\t[331] NOLOAN_COMP_ORIG_YR3_RT \n",
      "\t[332] NOLOAN_COMP_4YR_TRANS_YR3_RT \n",
      "\t[333] NOLOAN_COMP_2YR_TRANS_YR3_RT \n",
      "\t[334] NOLOAN_WDRAW_ORIG_YR3_RT \n",
      "\t[335] NOLOAN_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[336] NOLOAN_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[337] NOLOAN_ENRL_ORIG_YR3_RT \n",
      "\t[338] NOLOAN_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[339] NOLOAN_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[340] NOLOAN_UNKN_ORIG_YR3_RT \n",
      "\t[341] NOLOAN_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[342] NOLOAN_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[343] FIRSTGEN_DEATH_YR3_RT \n",
      "\t[344] FIRSTGEN_COMP_ORIG_YR3_RT \n",
      "\t[345] FIRSTGEN_COMP_4YR_TRANS_YR3_RT \n",
      "\t[346] FIRSTGEN_COMP_2YR_TRANS_YR3_RT \n",
      "\t[347] FIRSTGEN_WDRAW_ORIG_YR3_RT \n",
      "\t[348] FIRSTGEN_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[349] FIRSTGEN_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[350] FIRSTGEN_ENRL_ORIG_YR3_RT \n",
      "\t[351] FIRSTGEN_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[352] FIRSTGEN_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[353] FIRSTGEN_UNKN_ORIG_YR3_RT \n",
      "\t[354] FIRSTGEN_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[355] FIRSTGEN_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[356] NOT1STGEN_DEATH_YR3_RT \n",
      "\t[357] NOT1STGEN_COMP_ORIG_YR3_RT \n",
      "\t[358] NOT1STGEN_COMP_4YR_TRANS_YR3_RT \n",
      "\t[359] NOT1STGEN_COMP_2YR_TRANS_YR3_RT \n",
      "\t[360] NOT1STGEN_WDRAW_ORIG_YR3_RT \n",
      "\t[361] NOT1STGEN_WDRAW_4YR_TRANS_YR3_RT \n",
      "\t[362] NOT1STGEN_WDRAW_2YR_TRANS_YR3_RT \n",
      "\t[363] NOT1STGEN_ENRL_ORIG_YR3_RT \n",
      "\t[364] NOT1STGEN_ENRL_4YR_TRANS_YR3_RT \n",
      "\t[365] NOT1STGEN_ENRL_2YR_TRANS_YR3_RT \n",
      "\t[366] NOT1STGEN_UNKN_ORIG_YR3_RT \n",
      "\t[367] NOT1STGEN_UNKN_4YR_TRANS_YR3_RT \n",
      "\t[368] NOT1STGEN_UNKN_2YR_TRANS_YR3_RT \n",
      "\t[369] DEATH_YR4_RT \n",
      "\t[370] COMP_ORIG_YR4_RT \n",
      "\t[371] COMP_4YR_TRANS_YR4_RT \n",
      "\t[372] COMP_2YR_TRANS_YR4_RT \n",
      "\t[373] WDRAW_ORIG_YR4_RT \n",
      "\t[374] WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[375] WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[376] ENRL_ORIG_YR4_RT \n",
      "\t[377] ENRL_4YR_TRANS_YR4_RT \n",
      "\t[378] ENRL_2YR_TRANS_YR4_RT \n",
      "\t[379] UNKN_ORIG_YR4_RT \n",
      "\t[380] UNKN_4YR_TRANS_YR4_RT \n",
      "\t[381] UNKN_2YR_TRANS_YR4_RT \n",
      "\t[382] LO_INC_DEATH_YR4_RT \n",
      "\t[383] LO_INC_COMP_ORIG_YR4_RT \n",
      "\t[384] LO_INC_COMP_4YR_TRANS_YR4_RT \n",
      "\t[385] LO_INC_COMP_2YR_TRANS_YR4_RT \n",
      "\t[386] LO_INC_WDRAW_ORIG_YR4_RT \n",
      "\t[387] LO_INC_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[388] LO_INC_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[389] LO_INC_ENRL_ORIG_YR4_RT \n",
      "\t[390] LO_INC_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[391] LO_INC_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[392] LO_INC_UNKN_ORIG_YR4_RT \n",
      "\t[393] LO_INC_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[394] LO_INC_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[395] MD_INC_DEATH_YR4_RT \n",
      "\t[396] MD_INC_COMP_ORIG_YR4_RT \n",
      "\t[397] MD_INC_COMP_4YR_TRANS_YR4_RT \n",
      "\t[398] MD_INC_COMP_2YR_TRANS_YR4_RT \n",
      "\t[399] MD_INC_WDRAW_ORIG_YR4_RT \n",
      "\t[400] MD_INC_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[401] MD_INC_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[402] MD_INC_ENRL_ORIG_YR4_RT \n",
      "\t[403] MD_INC_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[404] MD_INC_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[405] MD_INC_UNKN_ORIG_YR4_RT \n",
      "\t[406] MD_INC_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[407] MD_INC_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[408] HI_INC_DEATH_YR4_RT \n",
      "\t[409] HI_INC_COMP_ORIG_YR4_RT \n",
      "\t[410] HI_INC_COMP_4YR_TRANS_YR4_RT \n",
      "\t[411] HI_INC_COMP_2YR_TRANS_YR4_RT \n",
      "\t[412] HI_INC_WDRAW_ORIG_YR4_RT \n",
      "\t[413] HI_INC_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[414] HI_INC_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[415] HI_INC_ENRL_ORIG_YR4_RT \n",
      "\t[416] HI_INC_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[417] HI_INC_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[418] HI_INC_UNKN_ORIG_YR4_RT \n",
      "\t[419] HI_INC_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[420] HI_INC_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[421] DEP_DEATH_YR4_RT \n",
      "\t[422] DEP_COMP_ORIG_YR4_RT \n",
      "\t[423] DEP_COMP_4YR_TRANS_YR4_RT \n",
      "\t[424] DEP_COMP_2YR_TRANS_YR4_RT \n",
      "\t[425] DEP_WDRAW_ORIG_YR4_RT \n",
      "\t[426] DEP_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[427] DEP_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[428] DEP_ENRL_ORIG_YR4_RT \n",
      "\t[429] DEP_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[430] DEP_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[431] DEP_UNKN_ORIG_YR4_RT \n",
      "\t[432] DEP_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[433] DEP_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[434] IND_DEATH_YR4_RT \n",
      "\t[435] IND_COMP_ORIG_YR4_RT \n",
      "\t[436] IND_COMP_4YR_TRANS_YR4_RT \n",
      "\t[437] IND_COMP_2YR_TRANS_YR4_RT \n",
      "\t[438] IND_WDRAW_ORIG_YR4_RT \n",
      "\t[439] IND_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[440] IND_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[441] IND_ENRL_ORIG_YR4_RT \n",
      "\t[442] IND_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[443] IND_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[444] IND_UNKN_ORIG_YR4_RT \n",
      "\t[445] IND_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[446] IND_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[447] FEMALE_DEATH_YR4_RT \n",
      "\t[448] FEMALE_COMP_ORIG_YR4_RT \n",
      "\t[449] FEMALE_COMP_4YR_TRANS_YR4_RT \n",
      "\t[450] FEMALE_COMP_2YR_TRANS_YR4_RT \n",
      "\t[451] FEMALE_WDRAW_ORIG_YR4_RT \n",
      "\t[452] FEMALE_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[453] FEMALE_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[454] FEMALE_ENRL_ORIG_YR4_RT \n",
      "\t[455] FEMALE_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[456] FEMALE_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[457] FEMALE_UNKN_ORIG_YR4_RT \n",
      "\t[458] FEMALE_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[459] FEMALE_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[460] MALE_DEATH_YR4_RT \n",
      "\t[461] MALE_COMP_ORIG_YR4_RT \n",
      "\t[462] MALE_COMP_4YR_TRANS_YR4_RT \n",
      "\t[463] MALE_COMP_2YR_TRANS_YR4_RT \n",
      "\t[464] MALE_WDRAW_ORIG_YR4_RT \n",
      "\t[465] MALE_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[466] MALE_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[467] MALE_ENRL_ORIG_YR4_RT \n",
      "\t[468] MALE_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[469] MALE_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[470] MALE_UNKN_ORIG_YR4_RT \n",
      "\t[471] MALE_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[472] MALE_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[473] PELL_DEATH_YR4_RT \n",
      "\t[474] PELL_COMP_ORIG_YR4_RT \n",
      "\t[475] PELL_COMP_4YR_TRANS_YR4_RT \n",
      "\t[476] PELL_COMP_2YR_TRANS_YR4_RT \n",
      "\t[477] PELL_WDRAW_ORIG_YR4_RT \n",
      "\t[478] PELL_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[479] PELL_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[480] PELL_ENRL_ORIG_YR4_RT \n",
      "\t[481] PELL_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[482] PELL_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[483] PELL_UNKN_ORIG_YR4_RT \n",
      "\t[484] PELL_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[485] PELL_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[486] NOPELL_DEATH_YR4_RT \n",
      "\t[487] NOPELL_COMP_ORIG_YR4_RT \n",
      "\t[488] NOPELL_COMP_4YR_TRANS_YR4_RT \n",
      "\t[489] NOPELL_COMP_2YR_TRANS_YR4_RT \n",
      "\t[490] NOPELL_WDRAW_ORIG_YR4_RT \n",
      "\t[491] NOPELL_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[492] NOPELL_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[493] NOPELL_ENRL_ORIG_YR4_RT \n",
      "\t[494] NOPELL_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[495] NOPELL_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[496] NOPELL_UNKN_ORIG_YR4_RT \n",
      "\t[497] NOPELL_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[498] NOPELL_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[499] LOAN_DEATH_YR4_RT \n",
      "\t[500] LOAN_COMP_ORIG_YR4_RT \n",
      "\t[501] LOAN_COMP_4YR_TRANS_YR4_RT \n",
      "\t[502] LOAN_COMP_2YR_TRANS_YR4_RT \n",
      "\t[503] LOAN_WDRAW_ORIG_YR4_RT \n",
      "\t[504] LOAN_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[505] LOAN_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[506] LOAN_ENRL_ORIG_YR4_RT \n",
      "\t[507] LOAN_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[508] LOAN_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[509] LOAN_UNKN_ORIG_YR4_RT \n",
      "\t[510] LOAN_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[511] LOAN_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[512] NOLOAN_DEATH_YR4_RT \n",
      "\t[513] NOLOAN_COMP_ORIG_YR4_RT \n",
      "\t[514] NOLOAN_COMP_4YR_TRANS_YR4_RT \n",
      "\t[515] NOLOAN_COMP_2YR_TRANS_YR4_RT \n",
      "\t[516] NOLOAN_WDRAW_ORIG_YR4_RT \n",
      "\t[517] NOLOAN_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[518] NOLOAN_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[519] NOLOAN_ENRL_ORIG_YR4_RT \n",
      "\t[520] NOLOAN_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[521] NOLOAN_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[522] NOLOAN_UNKN_ORIG_YR4_RT \n",
      "\t[523] NOLOAN_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[524] NOLOAN_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[525] FIRSTGEN_DEATH_YR4_RT \n",
      "\t[526] FIRSTGEN_COMP_ORIG_YR4_RT \n",
      "\t[527] FIRSTGEN_COMP_4YR_TRANS_YR4_RT \n",
      "\t[528] FIRSTGEN_COMP_2YR_TRANS_YR4_RT \n",
      "\t[529] FIRSTGEN_WDRAW_ORIG_YR4_RT \n",
      "\t[530] FIRSTGEN_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[531] FIRSTGEN_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[532] FIRSTGEN_ENRL_ORIG_YR4_RT \n",
      "\t[533] FIRSTGEN_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[534] FIRSTGEN_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[535] FIRSTGEN_UNKN_ORIG_YR4_RT \n",
      "\t[536] FIRSTGEN_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[537] FIRSTGEN_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[538] NOT1STGEN_DEATH_YR4_RT \n",
      "\t[539] NOT1STGEN_COMP_ORIG_YR4_RT \n",
      "\t[540] NOT1STGEN_COMP_4YR_TRANS_YR4_RT \n",
      "\t[541] NOT1STGEN_COMP_2YR_TRANS_YR4_RT \n",
      "\t[542] NOT1STGEN_WDRAW_ORIG_YR4_RT \n",
      "\t[543] NOT1STGEN_WDRAW_4YR_TRANS_YR4_RT \n",
      "\t[544] NOT1STGEN_WDRAW_2YR_TRANS_YR4_RT \n",
      "\t[545] NOT1STGEN_ENRL_ORIG_YR4_RT \n",
      "\t[546] NOT1STGEN_ENRL_4YR_TRANS_YR4_RT \n",
      "\t[547] NOT1STGEN_ENRL_2YR_TRANS_YR4_RT \n",
      "\t[548] NOT1STGEN_UNKN_ORIG_YR4_RT \n",
      "\t[549] NOT1STGEN_UNKN_4YR_TRANS_YR4_RT \n",
      "\t[550] NOT1STGEN_UNKN_2YR_TRANS_YR4_RT \n",
      "\t[551] DEATH_YR6_RT \n",
      "\t[552] COMP_ORIG_YR6_RT \n",
      "\t[553] COMP_4YR_TRANS_YR6_RT \n",
      "\t[554] COMP_2YR_TRANS_YR6_RT \n",
      "\t[555] WDRAW_ORIG_YR6_RT \n",
      "\t[556] WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[557] WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[558] ENRL_ORIG_YR6_RT \n",
      "\t[559] ENRL_4YR_TRANS_YR6_RT \n",
      "\t[560] ENRL_2YR_TRANS_YR6_RT \n",
      "\t[561] UNKN_ORIG_YR6_RT \n",
      "\t[562] UNKN_4YR_TRANS_YR6_RT \n",
      "\t[563] UNKN_2YR_TRANS_YR6_RT \n",
      "\t[564] LO_INC_DEATH_YR6_RT \n",
      "\t[565] LO_INC_COMP_ORIG_YR6_RT \n",
      "\t[566] LO_INC_COMP_4YR_TRANS_YR6_RT \n",
      "\t[567] LO_INC_COMP_2YR_TRANS_YR6_RT \n",
      "\t[568] LO_INC_WDRAW_ORIG_YR6_RT \n",
      "\t[569] LO_INC_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[570] LO_INC_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[571] LO_INC_ENRL_ORIG_YR6_RT \n",
      "\t[572] LO_INC_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[573] LO_INC_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[574] LO_INC_UNKN_ORIG_YR6_RT \n",
      "\t[575] LO_INC_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[576] LO_INC_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[577] MD_INC_DEATH_YR6_RT \n",
      "\t[578] MD_INC_COMP_ORIG_YR6_RT \n",
      "\t[579] MD_INC_COMP_4YR_TRANS_YR6_RT \n",
      "\t[580] MD_INC_COMP_2YR_TRANS_YR6_RT \n",
      "\t[581] MD_INC_WDRAW_ORIG_YR6_RT \n",
      "\t[582] MD_INC_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[583] MD_INC_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[584] MD_INC_ENRL_ORIG_YR6_RT \n",
      "\t[585] MD_INC_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[586] MD_INC_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[587] MD_INC_UNKN_ORIG_YR6_RT \n",
      "\t[588] MD_INC_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[589] MD_INC_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[590] HI_INC_DEATH_YR6_RT \n",
      "\t[591] HI_INC_COMP_ORIG_YR6_RT \n",
      "\t[592] HI_INC_COMP_4YR_TRANS_YR6_RT \n",
      "\t[593] HI_INC_COMP_2YR_TRANS_YR6_RT \n",
      "\t[594] HI_INC_WDRAW_ORIG_YR6_RT \n",
      "\t[595] HI_INC_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[596] HI_INC_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[597] HI_INC_ENRL_ORIG_YR6_RT \n",
      "\t[598] HI_INC_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[599] HI_INC_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[600] HI_INC_UNKN_ORIG_YR6_RT \n",
      "\t[601] HI_INC_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[602] HI_INC_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[603] DEP_DEATH_YR6_RT \n",
      "\t[604] DEP_COMP_ORIG_YR6_RT \n",
      "\t[605] DEP_COMP_4YR_TRANS_YR6_RT \n",
      "\t[606] DEP_COMP_2YR_TRANS_YR6_RT \n",
      "\t[607] DEP_WDRAW_ORIG_YR6_RT \n",
      "\t[608] DEP_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[609] DEP_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[610] DEP_ENRL_ORIG_YR6_RT \n",
      "\t[611] DEP_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[612] DEP_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[613] DEP_UNKN_ORIG_YR6_RT \n",
      "\t[614] DEP_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[615] DEP_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[616] IND_DEATH_YR6_RT \n",
      "\t[617] IND_COMP_ORIG_YR6_RT \n",
      "\t[618] IND_COMP_4YR_TRANS_YR6_RT \n",
      "\t[619] IND_COMP_2YR_TRANS_YR6_RT \n",
      "\t[620] IND_WDRAW_ORIG_YR6_RT \n",
      "\t[621] IND_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[622] IND_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[623] IND_ENRL_ORIG_YR6_RT \n",
      "\t[624] IND_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[625] IND_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[626] IND_UNKN_ORIG_YR6_RT \n",
      "\t[627] IND_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[628] IND_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[629] FEMALE_DEATH_YR6_RT \n",
      "\t[630] FEMALE_COMP_ORIG_YR6_RT \n",
      "\t[631] FEMALE_COMP_4YR_TRANS_YR6_RT \n",
      "\t[632] FEMALE_COMP_2YR_TRANS_YR6_RT \n",
      "\t[633] FEMALE_WDRAW_ORIG_YR6_RT \n",
      "\t[634] FEMALE_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[635] FEMALE_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[636] FEMALE_ENRL_ORIG_YR6_RT \n",
      "\t[637] FEMALE_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[638] FEMALE_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[639] FEMALE_UNKN_ORIG_YR6_RT \n",
      "\t[640] FEMALE_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[641] FEMALE_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[642] MALE_DEATH_YR6_RT \n",
      "\t[643] MALE_COMP_ORIG_YR6_RT \n",
      "\t[644] MALE_COMP_4YR_TRANS_YR6_RT \n",
      "\t[645] MALE_COMP_2YR_TRANS_YR6_RT \n",
      "\t[646] MALE_WDRAW_ORIG_YR6_RT \n",
      "\t[647] MALE_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[648] MALE_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[649] MALE_ENRL_ORIG_YR6_RT \n",
      "\t[650] MALE_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[651] MALE_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[652] MALE_UNKN_ORIG_YR6_RT \n",
      "\t[653] MALE_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[654] MALE_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[655] PELL_DEATH_YR6_RT \n",
      "\t[656] PELL_COMP_ORIG_YR6_RT \n",
      "\t[657] PELL_COMP_4YR_TRANS_YR6_RT \n",
      "\t[658] PELL_COMP_2YR_TRANS_YR6_RT \n",
      "\t[659] PELL_WDRAW_ORIG_YR6_RT \n",
      "\t[660] PELL_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[661] PELL_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[662] PELL_ENRL_ORIG_YR6_RT \n",
      "\t[663] PELL_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[664] PELL_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[665] PELL_UNKN_ORIG_YR6_RT \n",
      "\t[666] PELL_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[667] PELL_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[668] NOPELL_DEATH_YR6_RT \n",
      "\t[669] NOPELL_COMP_ORIG_YR6_RT \n",
      "\t[670] NOPELL_COMP_4YR_TRANS_YR6_RT \n",
      "\t[671] NOPELL_COMP_2YR_TRANS_YR6_RT \n",
      "\t[672] NOPELL_WDRAW_ORIG_YR6_RT \n",
      "\t[673] NOPELL_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[674] NOPELL_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[675] NOPELL_ENRL_ORIG_YR6_RT \n",
      "\t[676] NOPELL_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[677] NOPELL_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[678] NOPELL_UNKN_ORIG_YR6_RT \n",
      "\t[679] NOPELL_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[680] NOPELL_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[681] LOAN_DEATH_YR6_RT \n",
      "\t[682] LOAN_COMP_ORIG_YR6_RT \n",
      "\t[683] LOAN_COMP_4YR_TRANS_YR6_RT \n",
      "\t[684] LOAN_COMP_2YR_TRANS_YR6_RT \n",
      "\t[685] LOAN_WDRAW_ORIG_YR6_RT \n",
      "\t[686] LOAN_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[687] LOAN_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[688] LOAN_ENRL_ORIG_YR6_RT \n",
      "\t[689] LOAN_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[690] LOAN_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[691] LOAN_UNKN_ORIG_YR6_RT \n",
      "\t[692] LOAN_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[693] LOAN_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[694] NOLOAN_DEATH_YR6_RT \n",
      "\t[695] NOLOAN_COMP_ORIG_YR6_RT \n",
      "\t[696] NOLOAN_COMP_4YR_TRANS_YR6_RT \n",
      "\t[697] NOLOAN_COMP_2YR_TRANS_YR6_RT \n",
      "\t[698] NOLOAN_WDRAW_ORIG_YR6_RT \n",
      "\t[699] NOLOAN_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[700] NOLOAN_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[701] NOLOAN_ENRL_ORIG_YR6_RT \n",
      "\t[702] NOLOAN_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[703] NOLOAN_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[704] NOLOAN_UNKN_ORIG_YR6_RT \n",
      "\t[705] NOLOAN_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[706] NOLOAN_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[707] FIRSTGEN_DEATH_YR6_RT \n",
      "\t[708] FIRSTGEN_COMP_ORIG_YR6_RT \n",
      "\t[709] FIRSTGEN_COMP_4YR_TRANS_YR6_RT \n",
      "\t[710] FIRSTGEN_COMP_2YR_TRANS_YR6_RT \n",
      "\t[711] FIRSTGEN_WDRAW_ORIG_YR6_RT \n",
      "\t[712] FIRSTGEN_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[713] FIRSTGEN_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[714] FIRSTGEN_ENRL_ORIG_YR6_RT \n",
      "\t[715] FIRSTGEN_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[716] FIRSTGEN_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[717] FIRSTGEN_UNKN_ORIG_YR6_RT \n",
      "\t[718] FIRSTGEN_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[719] FIRSTGEN_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[720] NOT1STGEN_DEATH_YR6_RT \n",
      "\t[721] NOT1STGEN_COMP_ORIG_YR6_RT \n",
      "\t[722] NOT1STGEN_COMP_4YR_TRANS_YR6_RT \n",
      "\t[723] NOT1STGEN_COMP_2YR_TRANS_YR6_RT \n",
      "\t[724] NOT1STGEN_WDRAW_ORIG_YR6_RT \n",
      "\t[725] NOT1STGEN_WDRAW_4YR_TRANS_YR6_RT \n",
      "\t[726] NOT1STGEN_WDRAW_2YR_TRANS_YR6_RT \n",
      "\t[727] NOT1STGEN_ENRL_ORIG_YR6_RT \n",
      "\t[728] NOT1STGEN_ENRL_4YR_TRANS_YR6_RT \n",
      "\t[729] NOT1STGEN_ENRL_2YR_TRANS_YR6_RT \n",
      "\t[730] NOT1STGEN_UNKN_ORIG_YR6_RT \n",
      "\t[731] NOT1STGEN_UNKN_4YR_TRANS_YR6_RT \n",
      "\t[732] NOT1STGEN_UNKN_2YR_TRANS_YR6_RT \n",
      "\t[733] DEATH_YR8_RT \n",
      "\t[734] COMP_ORIG_YR8_RT \n",
      "\t[735] COMP_4YR_TRANS_YR8_RT \n",
      "\t[736] COMP_2YR_TRANS_YR8_RT \n",
      "\t[737] WDRAW_ORIG_YR8_RT \n",
      "\t[738] WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[739] WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[740] ENRL_ORIG_YR8_RT \n",
      "\t[741] ENRL_4YR_TRANS_YR8_RT \n",
      "\t[742] ENRL_2YR_TRANS_YR8_RT \n",
      "\t[743] UNKN_ORIG_YR8_RT \n",
      "\t[744] UNKN_4YR_TRANS_YR8_RT \n",
      "\t[745] UNKN_2YR_TRANS_YR8_RT \n",
      "\t[746] LO_INC_DEATH_YR8_RT \n",
      "\t[747] LO_INC_COMP_ORIG_YR8_RT \n",
      "\t[748] LO_INC_COMP_4YR_TRANS_YR8_RT \n",
      "\t[749] LO_INC_COMP_2YR_TRANS_YR8_RT \n",
      "\t[750] LO_INC_WDRAW_ORIG_YR8_RT \n",
      "\t[751] LO_INC_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[752] LO_INC_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[753] LO_INC_ENRL_ORIG_YR8_RT \n",
      "\t[754] LO_INC_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[755] LO_INC_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[756] LO_INC_UNKN_ORIG_YR8_RT \n",
      "\t[757] LO_INC_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[758] LO_INC_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[759] MD_INC_DEATH_YR8_RT \n",
      "\t[760] MD_INC_COMP_ORIG_YR8_RT \n",
      "\t[761] MD_INC_COMP_4YR_TRANS_YR8_RT \n",
      "\t[762] MD_INC_COMP_2YR_TRANS_YR8_RT \n",
      "\t[763] MD_INC_WDRAW_ORIG_YR8_RT \n",
      "\t[764] MD_INC_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[765] MD_INC_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[766] MD_INC_ENRL_ORIG_YR8_RT \n",
      "\t[767] MD_INC_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[768] MD_INC_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[769] MD_INC_UNKN_ORIG_YR8_RT \n",
      "\t[770] MD_INC_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[771] MD_INC_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[772] HI_INC_DEATH_YR8_RT \n",
      "\t[773] HI_INC_COMP_ORIG_YR8_RT \n",
      "\t[774] HI_INC_COMP_4YR_TRANS_YR8_RT \n",
      "\t[775] HI_INC_COMP_2YR_TRANS_YR8_RT \n",
      "\t[776] HI_INC_WDRAW_ORIG_YR8_RT \n",
      "\t[777] HI_INC_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[778] HI_INC_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[779] HI_INC_ENRL_ORIG_YR8_RT \n",
      "\t[780] HI_INC_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[781] HI_INC_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[782] HI_INC_UNKN_ORIG_YR8_RT \n",
      "\t[783] HI_INC_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[784] HI_INC_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[785] DEP_DEATH_YR8_RT \n",
      "\t[786] DEP_COMP_ORIG_YR8_RT \n",
      "\t[787] DEP_COMP_4YR_TRANS_YR8_RT \n",
      "\t[788] DEP_COMP_2YR_TRANS_YR8_RT \n",
      "\t[789] DEP_WDRAW_ORIG_YR8_RT \n",
      "\t[790] DEP_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[791] DEP_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[792] DEP_ENRL_ORIG_YR8_RT \n",
      "\t[793] DEP_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[794] DEP_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[795] DEP_UNKN_ORIG_YR8_RT \n",
      "\t[796] DEP_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[797] DEP_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[798] IND_DEATH_YR8_RT \n",
      "\t[799] IND_COMP_ORIG_YR8_RT \n",
      "\t[800] IND_COMP_4YR_TRANS_YR8_RT \n",
      "\t[801] IND_COMP_2YR_TRANS_YR8_RT \n",
      "\t[802] IND_WDRAW_ORIG_YR8_RT \n",
      "\t[803] IND_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[804] IND_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[805] IND_ENRL_ORIG_YR8_RT \n",
      "\t[806] IND_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[807] IND_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[808] IND_UNKN_ORIG_YR8_RT \n",
      "\t[809] IND_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[810] IND_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[811] FEMALE_DEATH_YR8_RT \n",
      "\t[812] FEMALE_COMP_ORIG_YR8_RT \n",
      "\t[813] FEMALE_COMP_4YR_TRANS_YR8_RT \n",
      "\t[814] FEMALE_COMP_2YR_TRANS_YR8_RT \n",
      "\t[815] FEMALE_WDRAW_ORIG_YR8_RT \n",
      "\t[816] FEMALE_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[817] FEMALE_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[818] FEMALE_ENRL_ORIG_YR8_RT \n",
      "\t[819] FEMALE_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[820] FEMALE_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[821] FEMALE_UNKN_ORIG_YR8_RT \n",
      "\t[822] FEMALE_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[823] FEMALE_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[824] MALE_DEATH_YR8_RT \n",
      "\t[825] MALE_COMP_ORIG_YR8_RT \n",
      "\t[826] MALE_COMP_4YR_TRANS_YR8_RT \n",
      "\t[827] MALE_COMP_2YR_TRANS_YR8_RT \n",
      "\t[828] MALE_WDRAW_ORIG_YR8_RT \n",
      "\t[829] MALE_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[830] MALE_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[831] MALE_ENRL_ORIG_YR8_RT \n",
      "\t[832] MALE_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[833] MALE_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[834] MALE_UNKN_ORIG_YR8_RT \n",
      "\t[835] MALE_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[836] MALE_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[837] PELL_DEATH_YR8_RT \n",
      "\t[838] PELL_COMP_ORIG_YR8_RT \n",
      "\t[839] PELL_COMP_4YR_TRANS_YR8_RT \n",
      "\t[840] PELL_COMP_2YR_TRANS_YR8_RT \n",
      "\t[841] PELL_WDRAW_ORIG_YR8_RT \n",
      "\t[842] PELL_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[843] PELL_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[844] PELL_ENRL_ORIG_YR8_RT \n",
      "\t[845] PELL_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[846] PELL_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[847] PELL_UNKN_ORIG_YR8_RT \n",
      "\t[848] PELL_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[849] PELL_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[850] NOPELL_DEATH_YR8_RT \n",
      "\t[851] NOPELL_COMP_ORIG_YR8_RT \n",
      "\t[852] NOPELL_COMP_4YR_TRANS_YR8_RT \n",
      "\t[853] NOPELL_COMP_2YR_TRANS_YR8_RT \n",
      "\t[854] NOPELL_WDRAW_ORIG_YR8_RT \n",
      "\t[855] NOPELL_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[856] NOPELL_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[857] NOPELL_ENRL_ORIG_YR8_RT \n",
      "\t[858] NOPELL_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[859] NOPELL_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[860] NOPELL_UNKN_ORIG_YR8_RT \n",
      "\t[861] NOPELL_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[862] NOPELL_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[863] LOAN_DEATH_YR8_RT \n",
      "\t[864] LOAN_COMP_ORIG_YR8_RT \n",
      "\t[865] LOAN_COMP_4YR_TRANS_YR8_RT \n",
      "\t[866] LOAN_COMP_2YR_TRANS_YR8_RT \n",
      "\t[867] LOAN_WDRAW_ORIG_YR8_RT \n",
      "\t[868] LOAN_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[869] LOAN_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[870] LOAN_ENRL_ORIG_YR8_RT \n",
      "\t[871] LOAN_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[872] LOAN_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[873] LOAN_UNKN_ORIG_YR8_RT \n",
      "\t[874] LOAN_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[875] LOAN_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[876] NOLOAN_DEATH_YR8_RT \n",
      "\t[877] NOLOAN_COMP_ORIG_YR8_RT \n",
      "\t[878] NOLOAN_COMP_4YR_TRANS_YR8_RT \n",
      "\t[879] NOLOAN_COMP_2YR_TRANS_YR8_RT \n",
      "\t[880] NOLOAN_WDRAW_ORIG_YR8_RT \n",
      "\t[881] NOLOAN_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[882] NOLOAN_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[883] NOLOAN_ENRL_ORIG_YR8_RT \n",
      "\t[884] NOLOAN_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[885] NOLOAN_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[886] NOLOAN_UNKN_ORIG_YR8_RT \n",
      "\t[887] NOLOAN_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[888] NOLOAN_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[889] FIRSTGEN_DEATH_YR8_RT \n",
      "\t[890] FIRSTGEN_COMP_ORIG_YR8_RT \n",
      "\t[891] FIRSTGEN_COMP_4YR_TRANS_YR8_RT \n",
      "\t[892] FIRSTGEN_COMP_2YR_TRANS_YR8_RT \n",
      "\t[893] FIRSTGEN_WDRAW_ORIG_YR8_RT \n",
      "\t[894] FIRSTGEN_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[895] FIRSTGEN_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[896] FIRSTGEN_ENRL_ORIG_YR8_RT \n",
      "\t[897] FIRSTGEN_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[898] FIRSTGEN_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[899] FIRSTGEN_UNKN_ORIG_YR8_RT \n",
      "\t[900] FIRSTGEN_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[901] FIRSTGEN_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[902] NOT1STGEN_DEATH_YR8_RT \n",
      "\t[903] NOT1STGEN_COMP_ORIG_YR8_RT \n",
      "\t[904] NOT1STGEN_COMP_4YR_TRANS_YR8_RT \n",
      "\t[905] NOT1STGEN_COMP_2YR_TRANS_YR8_RT \n",
      "\t[906] NOT1STGEN_WDRAW_ORIG_YR8_RT \n",
      "\t[907] NOT1STGEN_WDRAW_4YR_TRANS_YR8_RT \n",
      "\t[908] NOT1STGEN_WDRAW_2YR_TRANS_YR8_RT \n",
      "\t[909] NOT1STGEN_ENRL_ORIG_YR8_RT \n",
      "\t[910] NOT1STGEN_ENRL_4YR_TRANS_YR8_RT \n",
      "\t[911] NOT1STGEN_ENRL_2YR_TRANS_YR8_RT \n",
      "\t[912] NOT1STGEN_UNKN_ORIG_YR8_RT \n",
      "\t[913] NOT1STGEN_UNKN_4YR_TRANS_YR8_RT \n",
      "\t[914] NOT1STGEN_UNKN_2YR_TRANS_YR8_RT \n",
      "\t[915] RPY_1YR_RT \n",
      "\t[916] COMPL_RPY_1YR_RT \n",
      "\t[917] NONCOM_RPY_1YR_RT \n",
      "\t[918] LO_INC_RPY_1YR_RT \n",
      "\t[919] MD_INC_RPY_1YR_RT \n",
      "\t[920] HI_INC_RPY_1YR_RT \n",
      "\t[921] DEP_RPY_1YR_RT \n",
      "\t[922] IND_RPY_1YR_RT \n",
      "\t[923] PELL_RPY_1YR_RT \n",
      "\t[924] NOPELL_RPY_1YR_RT \n",
      "\t[925] FEMALE_RPY_1YR_RT \n",
      "\t[926] MALE_RPY_1YR_RT \n",
      "\t[927] FIRSTGEN_RPY_1YR_RT \n",
      "\t[928] NOTFIRSTGEN_RPY_1YR_RT \n",
      "\t[929] RPY_3YR_RT \n",
      "\t[930] COMPL_RPY_3YR_RT \n",
      "\t[931] NONCOM_RPY_3YR_RT \n",
      "\t[932] LO_INC_RPY_3YR_RT \n",
      "\t[933] MD_INC_RPY_3YR_RT \n",
      "\t[934] HI_INC_RPY_3YR_RT \n",
      "\t[935] DEP_RPY_3YR_RT \n",
      "\t[936] IND_RPY_3YR_RT \n",
      "\t[937] PELL_RPY_3YR_RT \n",
      "\t[938] NOPELL_RPY_3YR_RT \n",
      "\t[939] FEMALE_RPY_3YR_RT \n",
      "\t[940] MALE_RPY_3YR_RT \n",
      "\t[941] FIRSTGEN_RPY_3YR_RT \n",
      "\t[942] NOTFIRSTGEN_RPY_3YR_RT \n",
      "\t[943] RPY_5YR_RT \n",
      "\t[944] COMPL_RPY_5YR_RT \n",
      "\t[945] NONCOM_RPY_5YR_RT \n",
      "\t[946] LO_INC_RPY_5YR_RT \n",
      "\t[947] MD_INC_RPY_5YR_RT \n",
      "\t[948] HI_INC_RPY_5YR_RT \n",
      "\t[949] DEP_RPY_5YR_RT \n",
      "\t[950] IND_RPY_5YR_RT \n",
      "\t[951] PELL_RPY_5YR_RT \n",
      "\t[952] NOPELL_RPY_5YR_RT \n",
      "\t[953] FEMALE_RPY_5YR_RT \n",
      "\t[954] MALE_RPY_5YR_RT \n",
      "\t[955] FIRSTGEN_RPY_5YR_RT \n",
      "\t[956] NOTFIRSTGEN_RPY_5YR_RT \n",
      "\t[957] RPY_7YR_RT \n",
      "\t[958] COMPL_RPY_7YR_RT \n",
      "\t[959] NONCOM_RPY_7YR_RT \n",
      "\t[960] LO_INC_RPY_7YR_RT \n",
      "\t[961] MD_INC_RPY_7YR_RT \n",
      "\t[962] HI_INC_RPY_7YR_RT \n",
      "\t[963] DEP_RPY_7YR_RT \n",
      "\t[964] IND_RPY_7YR_RT \n",
      "\t[965] PELL_RPY_7YR_RT \n",
      "\t[966] NOPELL_RPY_7YR_RT \n",
      "\t[967] FEMALE_RPY_7YR_RT \n",
      "\t[968] MALE_RPY_7YR_RT \n",
      "\t[969] FIRSTGEN_RPY_7YR_RT \n",
      "\t[970] NOTFIRSTGEN_RPY_7YR_RT \n",
      "\t[971] INC_PCT_LO \n",
      "\t[972] DEP_STAT_PCT_IND \n",
      "\t[973] DEP_INC_PCT_LO \n",
      "\t[974] IND_INC_PCT_LO \n",
      "\t[975] PAR_ED_PCT_1STGEN \n",
      "\t[976] INC_PCT_M1 \n",
      "\t[977] INC_PCT_M2 \n",
      "\t[978] INC_PCT_H1 \n",
      "\t[979] INC_PCT_H2 \n",
      "\t[980] DEP_INC_PCT_M1 \n",
      "\t[981] DEP_INC_PCT_M2 \n",
      "\t[982] DEP_INC_PCT_H1 \n",
      "\t[983] DEP_INC_PCT_H2 \n",
      "\t[984] IND_INC_PCT_M1 \n",
      "\t[985] IND_INC_PCT_M2 \n",
      "\t[986] IND_INC_PCT_H1 \n",
      "\t[987] IND_INC_PCT_H2 \n",
      "\t[988] PAR_ED_PCT_MS \n",
      "\t[989] PAR_ED_PCT_HS \n",
      "\t[990] PAR_ED_PCT_PS \n",
      "\t[991] APPL_SCH_PCT_GE2 \n",
      "\t[992] APPL_SCH_PCT_GE3 \n",
      "\t[993] APPL_SCH_PCT_GE4 \n",
      "\t[994] APPL_SCH_PCT_GE5 \n",
      "\t[995] DEP_INC_AVG \n",
      "\t[996] IND_INC_AVG \n",
      "\t[997] OVERALL_YR2_N \n",
      "\t[998] LO_INC_YR2_N \n",
      "\t[999] MD_INC_YR2_N \n",
      "\t[1000] HI_INC_YR2_N \n",
      "\t[1001] DEP_YR2_N \n",
      "\t[1002] IND_YR2_N \n",
      "\t[1003] FEMALE_YR2_N \n",
      "\t[1004] MALE_YR2_N \n",
      "\t[1005] PELL_YR2_N \n",
      "\t[1006] NOPELL_YR2_N \n",
      "\t[1007] LOAN_YR2_N \n",
      "\t[1008] NOLOAN_YR2_N \n",
      "\t[1009] FIRSTGEN_YR2_N \n",
      "\t[1010] NOT1STGEN_YR2_N \n",
      "\t[1011] OVERALL_YR3_N \n",
      "\t[1012] LO_INC_YR3_N \n",
      "\t[1013] MD_INC_YR3_N \n",
      "\t[1014] HI_INC_YR3_N \n",
      "\t[1015] DEP_YR3_N \n",
      "\t[1016] IND_YR3_N \n",
      "\t[1017] FEMALE_YR3_N \n",
      "\t[1018] MALE_YR3_N \n",
      "\t[1019] PELL_YR3_N \n",
      "\t[1020] NOPELL_YR3_N \n",
      "\t[1021] LOAN_YR3_N \n",
      "\t[1022] NOLOAN_YR3_N \n",
      "\t[1023] FIRSTGEN_YR3_N \n",
      "\t[1024] NOT1STGEN_YR3_N \n",
      "\t[1025] OVERALL_YR4_N \n",
      "\t[1026] LO_INC_YR4_N \n",
      "\t[1027] MD_INC_YR4_N \n",
      "\t[1028] HI_INC_YR4_N \n",
      "\t[1029] DEP_YR4_N \n",
      "\t[1030] IND_YR4_N \n",
      "\t[1031] FEMALE_YR4_N \n",
      "\t[1032] MALE_YR4_N \n",
      "\t[1033] PELL_YR4_N \n",
      "\t[1034] NOPELL_YR4_N \n",
      "\t[1035] LOAN_YR4_N \n",
      "\t[1036] NOLOAN_YR4_N \n",
      "\t[1037] FIRSTGEN_YR4_N \n",
      "\t[1038] NOT1STGEN_YR4_N \n",
      "\t[1039] OVERALL_YR6_N \n",
      "\t[1040] LO_INC_YR6_N \n",
      "\t[1041] MD_INC_YR6_N \n",
      "\t[1042] HI_INC_YR6_N \n",
      "\t[1043] DEP_YR6_N \n",
      "\t[1044] IND_YR6_N \n",
      "\t[1045] FEMALE_YR6_N \n",
      "\t[1046] MALE_YR6_N \n",
      "\t[1047] PELL_YR6_N \n",
      "\t[1048] NOPELL_YR6_N \n",
      "\t[1049] LOAN_YR6_N \n",
      "\t[1050] NOLOAN_YR6_N \n",
      "\t[1051] FIRSTGEN_YR6_N \n",
      "\t[1052] NOT1STGEN_YR6_N \n",
      "\t[1053] OVERALL_YR8_N \n",
      "\t[1054] LO_INC_YR8_N \n",
      "\t[1055] MD_INC_YR8_N \n",
      "\t[1056] HI_INC_YR8_N \n",
      "\t[1057] DEP_YR8_N \n",
      "\t[1058] IND_YR8_N \n",
      "\t[1059] FEMALE_YR8_N \n",
      "\t[1060] MALE_YR8_N \n",
      "\t[1061] PELL_YR8_N \n",
      "\t[1062] NOPELL_YR8_N \n",
      "\t[1063] LOAN_YR8_N \n",
      "\t[1064] NOLOAN_YR8_N \n",
      "\t[1065] FIRSTGEN_YR8_N \n",
      "\t[1066] NOT1STGEN_YR8_N \n",
      "\t[1067] DEBT_MDN \n",
      "\t[1068] GRAD_DEBT_MDN \n",
      "\t[1069] WDRAW_DEBT_MDN \n",
      "\t[1070] LO_INC_DEBT_MDN \n",
      "\t[1071] MD_INC_DEBT_MDN \n",
      "\t[1072] HI_INC_DEBT_MDN \n",
      "\t[1073] DEP_DEBT_MDN \n",
      "\t[1074] IND_DEBT_MDN \n",
      "\t[1075] PELL_DEBT_MDN \n",
      "\t[1076] NOPELL_DEBT_MDN \n",
      "\t[1077] FEMALE_DEBT_MDN \n",
      "\t[1078] MALE_DEBT_MDN \n",
      "\t[1079] FIRSTGEN_DEBT_MDN \n",
      "\t[1080] NOTFIRSTGEN_DEBT_MDN \n",
      "\t[1081] DEBT_N \n",
      "\t[1082] GRAD_DEBT_N \n",
      "\t[1083] WDRAW_DEBT_N \n",
      "\t[1084] LO_INC_DEBT_N \n",
      "\t[1085] MD_INC_DEBT_N \n",
      "\t[1086] HI_INC_DEBT_N \n",
      "\t[1087] DEP_DEBT_N \n",
      "\t[1088] IND_DEBT_N \n",
      "\t[1089] PELL_DEBT_N \n",
      "\t[1090] NOPELL_DEBT_N \n",
      "\t[1091] FEMALE_DEBT_N \n",
      "\t[1092] MALE_DEBT_N \n",
      "\t[1093] FIRSTGEN_DEBT_N \n",
      "\t[1094] NOTFIRSTGEN_DEBT_N \n",
      "\t[1095] GRAD_DEBT_MDN10YR \n",
      "\t[1096] CUML_DEBT_N \n",
      "\t[1097] CUML_DEBT_P90 \n",
      "\t[1098] CUML_DEBT_P75 \n",
      "\t[1099] CUML_DEBT_P25 \n",
      "\t[1100] CUML_DEBT_P10 \n",
      "\t[1101] INC_N \n",
      "\t[1102] DEP_INC_N \n",
      "\t[1103] IND_INC_N \n",
      "\t[1104] DEP_STAT_N \n",
      "\t[1105] PAR_ED_N \n",
      "\t[1106] APPL_SCH_N \n",
      "\t[1107] REPAY_DT_MDN \n",
      "\t[1108] SEPAR_DT_MDN \n",
      "\t[1109] REPAY_DT_N \n",
      "\t[1110] SEPAR_DT_N \n",
      "\t[1111] RPY_1YR_N \n",
      "\t[1112] COMPL_RPY_1YR_N \n",
      "\t[1113] NONCOM_RPY_1YR_N \n",
      "\t[1114] LO_INC_RPY_1YR_N \n",
      "\t[1115] MD_INC_RPY_1YR_N \n",
      "\t[1116] HI_INC_RPY_1YR_N \n",
      "\t[1117] DEP_RPY_1YR_N \n",
      "\t[1118] IND_RPY_1YR_N \n",
      "\t[1119] PELL_RPY_1YR_N \n",
      "\t[1120] NOPELL_RPY_1YR_N \n",
      "\t[1121] FEMALE_RPY_1YR_N \n",
      "\t[1122] MALE_RPY_1YR_N \n",
      "\t[1123] FIRSTGEN_RPY_1YR_N \n",
      "\t[1124] NOTFIRSTGEN_RPY_1YR_N \n",
      "\t[1125] RPY_3YR_N \n",
      "\t[1126] COMPL_RPY_3YR_N \n",
      "\t[1127] NONCOM_RPY_3YR_N \n",
      "\t[1128] LO_INC_RPY_3YR_N \n",
      "\t[1129] MD_INC_RPY_3YR_N \n",
      "\t[1130] HI_INC_RPY_3YR_N \n",
      "\t[1131] DEP_RPY_3YR_N \n",
      "\t[1132] IND_RPY_3YR_N \n",
      "\t[1133] PELL_RPY_3YR_N \n",
      "\t[1134] NOPELL_RPY_3YR_N \n",
      "\t[1135] FEMALE_RPY_3YR_N \n",
      "\t[1136] MALE_RPY_3YR_N \n",
      "\t[1137] FIRSTGEN_RPY_3YR_N \n",
      "\t[1138] NOTFIRSTGEN_RPY_3YR_N \n",
      "\t[1139] RPY_5YR_N \n",
      "\t[1140] COMPL_RPY_5YR_N \n",
      "\t[1141] NONCOM_RPY_5YR_N \n",
      "\t[1142] LO_INC_RPY_5YR_N \n",
      "\t[1143] MD_INC_RPY_5YR_N \n",
      "\t[1144] HI_INC_RPY_5YR_N \n",
      "\t[1145] DEP_RPY_5YR_N \n",
      "\t[1146] IND_RPY_5YR_N \n",
      "\t[1147] PELL_RPY_5YR_N \n",
      "\t[1148] NOPELL_RPY_5YR_N \n",
      "\t[1149] FEMALE_RPY_5YR_N \n",
      "\t[1150] MALE_RPY_5YR_N \n",
      "\t[1151] FIRSTGEN_RPY_5YR_N \n",
      "\t[1152] NOTFIRSTGEN_RPY_5YR_N \n",
      "\t[1153] RPY_7YR_N \n",
      "\t[1154] COMPL_RPY_7YR_N \n",
      "\t[1155] NONCOM_RPY_7YR_N \n",
      "\t[1156] LO_INC_RPY_7YR_N \n",
      "\t[1157] MD_INC_RPY_7YR_N \n",
      "\t[1158] HI_INC_RPY_7YR_N \n",
      "\t[1159] DEP_RPY_7YR_N \n",
      "\t[1160] IND_RPY_7YR_N \n",
      "\t[1161] PELL_RPY_7YR_N \n",
      "\t[1162] NOPELL_RPY_7YR_N \n",
      "\t[1163] FEMALE_RPY_7YR_N \n",
      "\t[1164] MALE_RPY_7YR_N \n",
      "\t[1165] FIRSTGEN_RPY_7YR_N \n",
      "\t[1166] NOTFIRSTGEN_RPY_7YR_N \n",
      "\t[1167] LOAN_EVER \n",
      "\t[1168] PELL_EVER \n",
      "\t[1169] AGE_ENTRY \n",
      "\t[1170] FEMALE \n",
      "\t[1171] MARRIED \n",
      "\t[1172] DEPENDENT \n",
      "\t[1173] VETERAN \n",
      "\t[1174] FIRST_GEN \n",
      "\t[1175] FAMINC \n",
      "\t[1176] MD_FAMINC \n",
      "\t[1177] FAMINC_IND \n",
      "\t[1178] DEBT_MDN_SUPP \n",
      "\t[1179] GRAD_DEBT_MDN_SUPP \n",
      "\t[1180] GRAD_DEBT_MDN10YR_SUPP \n",
      "\t[1181] RPY_3YR_RT_SUPP \n",
      "\t[1182] LO_INC_RPY_3YR_RT_SUPP \n",
      "\t[1183] MD_INC_RPY_3YR_RT_SUPP \n",
      "\t[1184] HI_INC_RPY_3YR_RT_SUPP \n",
      "\t[1185] COMPL_RPY_3YR_RT_SUPP \n",
      "\t[1186] NONCOM_RPY_3YR_RT_SUPP \n",
      "\t[1187] DEP_RPY_3YR_RT_SUPP \n",
      "\t[1188] IND_RPY_3YR_RT_SUPP \n",
      "\t[1189] PELL_RPY_3YR_RT_SUPP \n",
      "\t[1190] NOPELL_RPY_3YR_RT_SUPP \n",
      "\t[1191] FEMALE_RPY_3YR_RT_SUPP \n",
      "\t[1192] MALE_RPY_3YR_RT_SUPP \n",
      "\t[1193] FIRSTGEN_RPY_3YR_RT_SUPP \n",
      "\t[1194] NOTFIRSTGEN_RPY_3YR_RT_SUPP \n",
      " * Recommend Join Columns: \n",
      "\t    Original Columns <-> datamart.Dataset Columns\n",
      "\t                 [2] <-> [3]                 \n",
      "        \n",
      "RESULT 2: \n",
      " - SUMMARY OF THE DATAMART DATASET -\n",
      " * Datamart ID: 291320000\n",
      " * Score: 2822.8623\n",
      " * Title: Most Recent Cohorts Scorecard Elements\n",
      " * Description: College Scorecard Data\n",
      "Find the college that’s the best fit for you! The U.S. Department of\n",
      "Education’s College Scorecard has the most reliable data on college costs,\n",
      "graduation, and post-college earnings.\n",
      "\n",
      " * URL: https://ed-public-download.app.cloud.gov/downloads/Most-Recent-Cohorts-Scorecard-Elements.csv\n",
      " * Columns: \n",
      "\t[0] UNITID \n",
      "\t[1] OPEID \n",
      "\t[2] OPEID6 \n",
      "\t[3] INSTNM \n",
      "\t[4] CITY \n",
      "\t[5] STABBR \n",
      "\t[6] INSTURL \n",
      "\t[7] NPCURL \n",
      "\t[8] HCM2 \n",
      "\t[9] PREDDEG \n",
      "\t[10] HIGHDEG \n",
      "\t[11] CONTROL \n",
      "\t[12] LOCALE \n",
      "\t[13] HBCU \n",
      "\t[14] PBI \n",
      "\t[15] ANNHI \n",
      "\t[16] TRIBAL \n",
      "\t[17] AANAPII \n",
      "\t[18] HSI \n",
      "\t[19] NANTI \n",
      "\t[20] MENONLY \n",
      "\t[21] WOMENONLY \n",
      "\t[22] RELAFFIL \n",
      "\t[23] SATVR25 \n",
      "\t[24] SATVR75 \n",
      "\t[25] SATMT25 \n",
      "\t[26] SATMT75 \n",
      "\t[27] SATWR25 \n",
      "\t[28] SATWR75 \n",
      "\t[29] SATVRMID \n",
      "\t[30] SATMTMID \n",
      "\t[31] SATWRMID \n",
      "\t[32] ACTCM25 \n",
      "\t[33] ACTCM75 \n",
      "\t[34] ACTEN25 \n",
      "\t[35] ACTEN75 \n",
      "\t[36] ACTMT25 \n",
      "\t[37] ACTMT75 \n",
      "\t[38] ACTWR25 \n",
      "\t[39] ACTWR75 \n",
      "\t[40] ACTCMMID \n",
      "\t[41] ACTENMID \n",
      "\t[42] ACTMTMID \n",
      "\t[43] ACTWRMID \n",
      "\t[44] SAT_AVG \n",
      "\t[45] SAT_AVG_ALL \n",
      "\t[46] PCIP01 \n",
      "\t[47] PCIP03 \n",
      "\t[48] PCIP04 \n",
      "\t[49] PCIP05 \n",
      "\t[50] PCIP09 \n",
      "\t[51] PCIP10 \n",
      "\t[52] PCIP11 \n",
      "\t[53] PCIP12 \n",
      "\t[54] PCIP13 \n",
      "\t[55] PCIP14 \n",
      "\t[56] PCIP15 \n",
      "\t[57] PCIP16 \n",
      "\t[58] PCIP19 \n",
      "\t[59] PCIP22 \n",
      "\t[60] PCIP23 \n",
      "\t[61] PCIP24 \n",
      "\t[62] PCIP25 \n",
      "\t[63] PCIP26 \n",
      "\t[64] PCIP27 \n",
      "\t[65] PCIP29 \n",
      "\t[66] PCIP30 \n",
      "\t[67] PCIP31 \n",
      "\t[68] PCIP38 \n",
      "\t[69] PCIP39 \n",
      "\t[70] PCIP40 \n",
      "\t[71] PCIP41 \n",
      "\t[72] PCIP42 \n",
      "\t[73] PCIP43 \n",
      "\t[74] PCIP44 \n",
      "\t[75] PCIP45 \n",
      "\t[76] PCIP46 \n",
      "\t[77] PCIP47 \n",
      "\t[78] PCIP48 \n",
      "\t[79] PCIP49 \n",
      "\t[80] PCIP50 \n",
      "\t[81] PCIP51 \n",
      "\t[82] PCIP52 \n",
      "\t[83] PCIP54 \n",
      "\t[84] DISTANCEONLY \n",
      "\t[85] UGDS \n",
      "\t[86] UGDS_WHITE \n",
      "\t[87] UGDS_BLACK \n",
      "\t[88] UGDS_HISP \n",
      "\t[89] UGDS_ASIAN \n",
      "\t[90] UGDS_AIAN \n",
      "\t[91] UGDS_NHPI \n",
      "\t[92] UGDS_2MOR \n",
      "\t[93] UGDS_NRA \n",
      "\t[94] UGDS_UNKN \n",
      "\t[95] PPTUG_EF \n",
      "\t[96] CURROPER \n",
      "\t[97] NPT4_PUB \n",
      "\t[98] NPT4_PRIV \n",
      "\t[99] NPT41_PUB \n",
      "\t[100] NPT42_PUB \n",
      "\t[101] NPT43_PUB \n",
      "\t[102] NPT44_PUB \n",
      "\t[103] NPT45_PUB \n",
      "\t[104] NPT41_PRIV \n",
      "\t[105] NPT42_PRIV \n",
      "\t[106] NPT43_PRIV \n",
      "\t[107] NPT44_PRIV \n",
      "\t[108] NPT45_PRIV \n",
      "\t[109] PCTPELL \n",
      "\t[110] RET_FT4_POOLED_SUPP \n",
      "\t[111] RET_FTL4_POOLED_SUPP \n",
      "\t[112] RET_PT4_POOLED_SUPP \n",
      "\t[113] RET_PTL4_POOLED_SUPP \n",
      "\t[114] PCTFLOAN \n",
      "\t[115] UG25ABV \n",
      "\t[116] MD_EARN_WNE_P10 \n",
      "\t[117] GT_25K_P6 \n",
      "\t[118] GT_28K_P6 \n",
      "\t[119] GRAD_DEBT_MDN_SUPP \n",
      "\t[120] GRAD_DEBT_MDN10YR_SUPP \n",
      "\t[121] RPY_3YR_RT_SUPP \n",
      "\t[122] C150_L4_POOLED_SUPP \n",
      "\t[123] C150_4_POOLED_SUPP \n",
      " * Recommend Join Columns: \n",
      "\t    Original Columns <-> datamart.Dataset Columns\n",
      "\t                 [2] <-> [3]                 \n",
      "        \n",
      "RESULT 3: \n",
      " - SUMMARY OF THE DATAMART DATASET -\n",
      " * Datamart ID: 291350000\n",
      " * Score: 2811.737\n",
      " * Title: Post-school earnings\n",
      " * Description: College Scorecard Data\n",
      "Find the college that’s the best fit for you! The U.S. Department of\n",
      "Education’s College Scorecard has the most reliable data on college costs,\n",
      "graduation, and post-college earnings.\n",
      "\n",
      " * URL: https://ed-public-download.app.cloud.gov/downloads/Most-Recent-Cohorts-Treasury-Elements.csv\n",
      " * Columns: \n",
      "\t[0] UNITID \n",
      "\t[1] OPEID \n",
      "\t[2] OPEID6 \n",
      "\t[3] INSTNM \n",
      "\t[4] COUNT_ED \n",
      "\t[5] AGEGE24 \n",
      "\t[6] PCT_WHITE \n",
      "\t[7] PCT_BLACK \n",
      "\t[8] PCT_ASIAN \n",
      "\t[9] PCT_HISPANIC \n",
      "\t[10] PCT_BA \n",
      "\t[11] PCT_GRAD_PROF \n",
      "\t[12] PCT_BORN_US \n",
      "\t[13] MEDIAN_HH_INC \n",
      "\t[14] POVERTY_RATE \n",
      "\t[15] UNEMP_RATE \n",
      "\t[16] LN_MEDIAN_HH_INC \n",
      "\t[17] COUNT_NWNE_P10 \n",
      "\t[18] COUNT_WNE_P10 \n",
      "\t[19] MN_EARN_WNE_P10 \n",
      "\t[20] MD_EARN_WNE_P10 \n",
      "\t[21] PCT10_EARN_WNE_P10 \n",
      "\t[22] PCT25_EARN_WNE_P10 \n",
      "\t[23] PCT75_EARN_WNE_P10 \n",
      "\t[24] PCT90_EARN_WNE_P10 \n",
      "\t[25] SD_EARN_WNE_P10 \n",
      "\t[26] COUNT_WNE_INC1_P10 \n",
      "\t[27] COUNT_WNE_INC2_P10 \n",
      "\t[28] COUNT_WNE_INC3_P10 \n",
      "\t[29] COUNT_WNE_INDEP0_INC1_P10 \n",
      "\t[30] COUNT_WNE_INDEP0_P10 \n",
      "\t[31] COUNT_WNE_INDEP1_P10 \n",
      "\t[32] COUNT_WNE_MALE0_P10 \n",
      "\t[33] COUNT_WNE_MALE1_P10 \n",
      "\t[34] GT_25K_P10 \n",
      "\t[35] MN_EARN_WNE_INC1_P10 \n",
      "\t[36] MN_EARN_WNE_INC2_P10 \n",
      "\t[37] MN_EARN_WNE_INC3_P10 \n",
      "\t[38] MN_EARN_WNE_INDEP0_INC1_P10 \n",
      "\t[39] MN_EARN_WNE_INDEP0_P10 \n",
      "\t[40] MN_EARN_WNE_INDEP1_P10 \n",
      "\t[41] MN_EARN_WNE_MALE0_P10 \n",
      "\t[42] MN_EARN_WNE_MALE1_P10 \n",
      "\t[43] COUNT_NWNE_P6 \n",
      "\t[44] COUNT_WNE_P6 \n",
      "\t[45] MN_EARN_WNE_P6 \n",
      "\t[46] MD_EARN_WNE_P6 \n",
      "\t[47] PCT10_EARN_WNE_P6 \n",
      "\t[48] PCT25_EARN_WNE_P6 \n",
      "\t[49] PCT75_EARN_WNE_P6 \n",
      "\t[50] PCT90_EARN_WNE_P6 \n",
      "\t[51] SD_EARN_WNE_P6 \n",
      "\t[52] COUNT_WNE_INC1_P6 \n",
      "\t[53] COUNT_WNE_INC2_P6 \n",
      "\t[54] COUNT_WNE_INC3_P6 \n",
      "\t[55] COUNT_WNE_INDEP0_INC1_P6 \n",
      "\t[56] COUNT_WNE_INDEP0_P6 \n",
      "\t[57] COUNT_WNE_INDEP1_P6 \n",
      "\t[58] COUNT_WNE_MALE0_P6 \n",
      "\t[59] COUNT_WNE_MALE1_P6 \n",
      "\t[60] GT_25K_P6 \n",
      "\t[61] MN_EARN_WNE_INC1_P6 \n",
      "\t[62] MN_EARN_WNE_INC2_P6 \n",
      "\t[63] MN_EARN_WNE_INC3_P6 \n",
      "\t[64] MN_EARN_WNE_INDEP0_INC1_P6 \n",
      "\t[65] MN_EARN_WNE_INDEP0_P6 \n",
      "\t[66] MN_EARN_WNE_INDEP1_P6 \n",
      "\t[67] MN_EARN_WNE_MALE0_P6 \n",
      "\t[68] MN_EARN_WNE_MALE1_P6 \n",
      "\t[69] COUNT_NWNE_P7 \n",
      "\t[70] COUNT_WNE_P7 \n",
      "\t[71] MN_EARN_WNE_P7 \n",
      "\t[72] SD_EARN_WNE_P7 \n",
      "\t[73] GT_25K_P7 \n",
      "\t[74] COUNT_NWNE_P8 \n",
      "\t[75] COUNT_WNE_P8 \n",
      "\t[76] MN_EARN_WNE_P8 \n",
      "\t[77] MD_EARN_WNE_P8 \n",
      "\t[78] PCT10_EARN_WNE_P8 \n",
      "\t[79] PCT25_EARN_WNE_P8 \n",
      "\t[80] PCT75_EARN_WNE_P8 \n",
      "\t[81] PCT90_EARN_WNE_P8 \n",
      "\t[82] SD_EARN_WNE_P8 \n",
      "\t[83] GT_25K_P8 \n",
      "\t[84] COUNT_NWNE_P9 \n",
      "\t[85] COUNT_WNE_P9 \n",
      "\t[86] MN_EARN_WNE_P9 \n",
      "\t[87] SD_EARN_WNE_P9 \n",
      "\t[88] GT_25K_P9 \n",
      "\t[89] GT_28K_P10 \n",
      "\t[90] GT_28K_P8 \n",
      "\t[91] GT_28K_P6 \n",
      " * Recommend Join Columns: \n",
      "\t    Original Columns <-> datamart.Dataset Columns\n",
      "\t                 [2] <-> [3]                 \n",
      "        \n"
     ]
    }
   ],
   "source": [
    "cnt = 0\n",
    "for r in res:\n",
    "    print('RESULT %d: ' % cnt)\n",
    "    cnt += 1\n",
    "    print(r.summary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "augmented = join(left_data = supplied_df, \n",
    "                 right_data = res[2],\n",
    "                 left_columns = [[2]],\n",
    "                 right_columns = [[3]]\n",
    "                )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   d3mIndex    UNITID                                             INSTNM  \\\n",
      "0         0  12268508          San Joaquin Valley College-Rancho Cordova   \n",
      "1         1    207564  Oklahoma State University Institute of Technology   \n",
      "2         2    420024                         Centura College-Chesapeake   \n",
      "3         3    164492                                 Anna Maria College   \n",
      "4         4    234085                        Virginia Military Institute   \n",
      "5         5    244446                 Georgia Piedmont Technical College   \n",
      "6         6    451714               Paul Mitchell the School-San Antonio   \n",
      "7         7    188137                         Santa Fe Community College   \n",
      "8         8    216542                         University of Valley Forge   \n",
      "9         9    178369                            Missouri Valley College   \n",
      "\n",
      "   PCTFLOAN  CONTROL STABBR  PCIP16  MD_EARN_WNE_P10  PPTUG_EF  UGDS_WHITE  \\\n",
      "0       NaN        3     CA     NaN            28300       NaN         NaN   \n",
      "1    0.4750        1     OK  0.0000            35300    0.2297      0.2953   \n",
      "2    0.8125        3     VA  0.0000            21900    0.2315      0.2808   \n",
      "3    0.7465        2     MA  0.0000            44800    0.2621      0.6518   \n",
      "4    0.4589        1     VA  0.0321            65700    0.0000      0.7992   \n",
      "5    0.5136        1     GA  0.0000            26100    0.7546      0.0960   \n",
      "6    0.5457        3     TX  0.0000            28000    0.0488      0.2369   \n",
      "7    0.0741        1     NM  0.0105            31400    0.6453      0.3641   \n",
      "8    0.7312        2     PA  0.0000            31100    0.1590      0.5431   \n",
      "9    0.5767        2     MO  0.0000            34000    0.0363      0.4764   \n",
      "\n",
      "          ...          PCTFLOAN  UG25ABV  MD_EARN_WNE_P10  GT_25K_P6  \\\n",
      "0         ...               NaN      NaN            28300        NaN   \n",
      "1         ...            0.4750   0.2874            35300       0.61   \n",
      "2         ...            0.8125   0.6625            21900      0.256   \n",
      "3         ...            0.7465   0.3138            44800      0.668   \n",
      "4         ...            0.4589   0.0017            65700      0.777   \n",
      "5         ...            0.5136   0.5834            26100       0.43   \n",
      "6         ...            0.5457   0.3266            28000      0.454   \n",
      "7         ...            0.0741   0.5537            31400      0.518   \n",
      "8         ...            0.7312   0.1714            31100      0.493   \n",
      "9         ...            0.5767   0.0713            34000      0.534   \n",
      "\n",
      "   GT_28K_P6  GRAD_DEBT_MDN_SUPP  GRAD_DEBT_MDN10YR_SUPP  RPY_3YR_RT_SUPP  \\\n",
      "0      0.423               12000        127.572096094281     0.3015602145   \n",
      "1      0.593               12000        127.572096094281      0.501994302   \n",
      "2      0.203               20000        212.620160157136     0.1454356126   \n",
      "3      0.608             25374.5        269.756512695362      0.576119403   \n",
      "4      0.738               23900        254.081091387777     0.8394793926   \n",
      "5        0.4               12668         134.67360944353     0.2173038229   \n",
      "6      0.402                9833        104.534701741256     0.4402116402   \n",
      "7      0.441               10500        111.625584082496         0.328125   \n",
      "8      0.458               27000        287.037216212134     0.5202205882   \n",
      "9      0.504               27000        287.037216212134     0.4269767442   \n",
      "\n",
      "   C150_L4_POOLED_SUPP  C150_4_POOLED_SUPP  \n",
      "0                  NaN                 NaN  \n",
      "1                  NaN              0.3087  \n",
      "2               0.6471                 NaN  \n",
      "3                  NaN              0.3606  \n",
      "4                  NaN              0.7606  \n",
      "5               0.3988                 NaN  \n",
      "6               0.6238                 NaN  \n",
      "7               0.1678                 NaN  \n",
      "8                  NaN              0.4494  \n",
      "9                  NaN              0.2866  \n",
      "\n",
      "[10 rows x 142 columns]\n"
     ]
    }
   ],
   "source": [
    "print(augmented.head(10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('augmented.csv', 'w') as fout:\n",
    "    fout.write(augmented.to_csv(index=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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