In [146]:

    

import warnings

import numpy as np
import pandas as pd
import matplotlib as mpl
import matplotlib.pyplot as plt
import seaborn as sns
from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor
from sklearn.linear_model import LinearRegression
from sklearn.linear_model import Lasso
from sklearn.linear_model import Ridge
from sklearn.linear_model import LassoCV
from sklearn.metrics import mean_squared_error
from sklearn.preprocessing import normalize
from sklearn.preprocessing import scale
from sklearn.grid_search import GridSearchCV

pd.set_option('display.max_columns', 1800)
plt.style.use('ggplot')
warnings.filterwarnings('ignore')

%matplotlib inline


    

In [147]:

    

mpl.rc('savefig', dpi=200)
params = {'figure.dpi' : 200,
          'figure.figsize' : (12, 10),
          'axes.axisbelow' : True,
          'lines.antialiased' : True,
          'axes.titlesize' : 'xx-large',
          'axes.labelsize' : 'x-large',
          'xtick.labelsize' : 'large',
          'ytick.labelsize' : 'large'}

for (k, v) in params.items():
    plt.rcParams[k] = v


    

In [148]:

    

data = pd.DataFrame()
files = ['data/MERGED2003_PP.csv', 'data/MERGED2005_PP.csv',
         'data/MERGED2007_PP.csv']
dfs = []
for file in files:
    df = pd.read_csv(file, low_memory=False)
    print(df.shape)
    df['type'] = 'training'
    dfs.append(df)

data = pd.concat(dfs)


    

    




(6585, 1729)
(6824, 1729)
(6890, 1729)

In [149]:

    

testing = pd.read_csv('data/MERGED2011_PP.csv', low_memory=False)
print(testing.shape)
testing['type'] = 'testing'


    

    




(7675, 1729)

In [150]:

    

data = pd.concat([data, testing])


    

In [151]:

    

data.shape


    

    
Out[151]:





(27974, 1730)

In [152]:

    

data.head(3)


    

    
Out[152]:






  

    

      

      
UNITID
      
OPEID
      
opeid6
      
INSTNM
      
CITY
      
STABBR
      
ZIP
      
AccredAgency
      
INSTURL
      
NPCURL
      
sch_deg
      
HCM2
      
main
      
NUMBRANCH
      
PREDDEG
      
HIGHDEG
      
CONTROL
      
st_fips
      
region
      
LOCALE
      
locale2
      
LATITUDE
      
LONGITUDE
      
CCBASIC
      
CCUGPROF
      
CCSIZSET
      
HBCU
      
PBI
      
ANNHI
      
TRIBAL
      
AANAPII
      
HSI
      
NANTI
      
MENONLY
      
WOMENONLY
      
RELAFFIL
      
ADM_RATE
      
ADM_RATE_ALL
      
SATVR25
      
SATVR75
      
SATMT25
      
SATMT75
      
SATWR25
      
SATWR75
      
SATVRMID
      
SATMTMID
      
SATWRMID
      
ACTCM25
      
ACTCM75
      
ACTEN25
      
ACTEN75
      
ACTMT25
      
ACTMT75
      
ACTWR25
      
ACTWR75
      
ACTCMMID
      
ACTENMID
      
ACTMTMID
      
ACTWRMID
      
SAT_AVG
      
SAT_AVG_ALL
      
PCIP01
      
PCIP03
      
PCIP04
      
PCIP05
      
PCIP09
      
PCIP10
      
PCIP11
      
PCIP12
      
PCIP13
      
PCIP14
      
PCIP15
      
PCIP16
      
PCIP19
      
PCIP22
      
PCIP23
      
PCIP24
      
PCIP25
      
PCIP26
      
PCIP27
      
PCIP29
      
PCIP30
      
PCIP31
      
PCIP38
      
PCIP39
      
PCIP40
      
PCIP41
      
PCIP42
      
PCIP43
      
PCIP44
      
PCIP45
      
PCIP46
      
PCIP47
      
PCIP48
      
PCIP49
      
PCIP50
      
PCIP51
      
PCIP52
      
PCIP54
      
CIP01CERT1
      
CIP01CERT2
      
CIP01ASSOC
      
CIP01CERT4
      
CIP01BACHL
      
CIP03CERT1
      
CIP03CERT2
      
CIP03ASSOC
      
CIP03CERT4
      
CIP03BACHL
      
CIP04CERT1
      
CIP04CERT2
      
CIP04ASSOC
      
CIP04CERT4
      
CIP04BACHL
      
CIP05CERT1
      
CIP05CERT2
      
CIP05ASSOC
      
CIP05CERT4
      
CIP05BACHL
      
CIP09CERT1
      
CIP09CERT2
      
CIP09ASSOC
      
CIP09CERT4
      
CIP09BACHL
      
CIP10CERT1
      
CIP10CERT2
      
CIP10ASSOC
      
CIP10CERT4
      
CIP10BACHL
      
CIP11CERT1
      
CIP11CERT2
      
CIP11ASSOC
      
CIP11CERT4
      
CIP11BACHL
      
CIP12CERT1
      
CIP12CERT2
      
CIP12ASSOC
      
CIP12CERT4
      
CIP12BACHL
      
CIP13CERT1
      
CIP13CERT2
      
CIP13ASSOC
      
CIP13CERT4
      
CIP13BACHL
      
CIP14CERT1
      
CIP14CERT2
      
CIP14ASSOC
      
CIP14CERT4
      
CIP14BACHL
      
CIP15CERT1
      
CIP15CERT2
      
CIP15ASSOC
      
CIP15CERT4
      
CIP15BACHL
      
CIP16CERT1
      
CIP16CERT2
      
CIP16ASSOC
      
CIP16CERT4
      
CIP16BACHL
      
CIP19CERT1
      
CIP19CERT2
      
CIP19ASSOC
      
CIP19CERT4
      
CIP19BACHL
      
CIP22CERT1
      
CIP22CERT2
      
CIP22ASSOC
      
CIP22CERT4
      
CIP22BACHL
      
CIP23CERT1
      
CIP23CERT2
      
CIP23ASSOC
      
CIP23CERT4
      
CIP23BACHL
      
CIP24CERT1
      
CIP24CERT2
      
CIP24ASSOC
      
CIP24CERT4
      
CIP24BACHL
      
CIP25CERT1
      
CIP25CERT2
      
CIP25ASSOC
      
CIP25CERT4
      
CIP25BACHL
      
CIP26CERT1
      
CIP26CERT2
      
CIP26ASSOC
      
CIP26CERT4
      
CIP26BACHL
      
CIP27CERT1
      
CIP27CERT2
      
CIP27ASSOC
      
CIP27CERT4
      
CIP27BACHL
      
CIP29CERT1
      
CIP29CERT2
      
CIP29ASSOC
      
CIP29CERT4
      
CIP29BACHL
      
CIP30CERT1
      
CIP30CERT2
      
CIP30ASSOC
      
CIP30CERT4
      
CIP30BACHL
      
CIP31CERT1
      
CIP31CERT2
      
CIP31ASSOC
      
CIP31CERT4
      
CIP31BACHL
      
CIP38CERT1
      
CIP38CERT2
      
CIP38ASSOC
      
CIP38CERT4
      
CIP38BACHL
      
CIP39CERT1
      
CIP39CERT2
      
CIP39ASSOC
      
CIP39CERT4
      
CIP39BACHL
      
CIP40CERT1
      
CIP40CERT2
      
CIP40ASSOC
      
CIP40CERT4
      
CIP40BACHL
      
CIP41CERT1
      
CIP41CERT2
      
CIP41ASSOC
      
CIP41CERT4
      
CIP41BACHL
      
CIP42CERT1
      
CIP42CERT2
      
CIP42ASSOC
      
CIP42CERT4
      
CIP42BACHL
      
CIP43CERT1
      
CIP43CERT2
      
CIP43ASSOC
      
CIP43CERT4
      
CIP43BACHL
      
CIP44CERT1
      
CIP44CERT2
      
CIP44ASSOC
      
CIP44CERT4
      
CIP44BACHL
      
CIP45CERT1
      
CIP45CERT2
      
CIP45ASSOC
      
CIP45CERT4
      
CIP45BACHL
      
CIP46CERT1
      
CIP46CERT2
      
CIP46ASSOC
      
CIP46CERT4
      
CIP46BACHL
      
CIP47CERT1
      
CIP47CERT2
      
CIP47ASSOC
      
CIP47CERT4
      
CIP47BACHL
      
CIP48CERT1
      
CIP48CERT2
      
CIP48ASSOC
      
CIP48CERT4
      
CIP48BACHL
      
CIP49CERT1
      
CIP49CERT2
      
CIP49ASSOC
      
CIP49CERT4
      
CIP49BACHL
      
CIP50CERT1
      
CIP50CERT2
      
CIP50ASSOC
      
CIP50CERT4
      
CIP50BACHL
      
CIP51CERT1
      
CIP51CERT2
      
CIP51ASSOC
      
CIP51CERT4
      
CIP51BACHL
      
CIP52CERT1
      
CIP52CERT2
      
CIP52ASSOC
      
CIP52CERT4
      
CIP52BACHL
      
CIP54CERT1
      
CIP54CERT2
      
CIP54ASSOC
      
CIP54CERT4
      
CIP54BACHL
      
DISTANCEONLY
      
UGDS
      
UG
      
UGDS_WHITE
      
UGDS_BLACK
      
UGDS_HISP
      
UGDS_ASIAN
      
UGDS_AIAN
      
UGDS_NHPI
      
UGDS_2MOR
      
UGDS_NRA
      
UGDS_UNKN
      
UGDS_WHITENH
      
UGDS_BLACKNH
      
UGDS_API
      
UGDS_AIANOld
      
UGDS_HISPOld
      
UG_NRA
      
UG_UNKN
      
UG_WHITENH
      
UG_BLACKNH
      
UG_API
      
UG_AIANOld
      
UG_HISPOld
      
PPTUG_EF
      
PPTUG_EF2
      
CURROPER
      
NPT4_PUB
      
NPT4_PRIV
      
NPT4_PROG
      
NPT4_OTHER
      
NPT41_PUB
      
NPT42_PUB
      
NPT43_PUB
      
NPT44_PUB
      
NPT45_PUB
      
NPT41_PRIV
      
NPT42_PRIV
      
NPT43_PRIV
      
NPT44_PRIV
      
NPT45_PRIV
      
NPT41_PROG
      
NPT42_PROG
      
NPT43_PROG
      
NPT44_PROG
      
NPT45_PROG
      
NPT41_OTHER
      
NPT42_OTHER
      
NPT43_OTHER
      
NPT44_OTHER
      
NPT45_OTHER
      
NPT4_048_PUB
      
NPT4_048_PRIV
      
NPT4_048_PROG
      
NPT4_048_OTHER
      
NPT4_3075_PUB
      
NPT4_3075_PRIV
      
NPT4_75UP_PUB
      
NPT4_75UP_PRIV
      
NPT4_3075_PROG
      
NPT4_3075_OTHER
      
NPT4_75UP_PROG
      
NPT4_75UP_OTHER
      
NUM4_PUB
      
NUM4_PRIV
      
NUM4_PROG
      
NUM4_OTHER
      
NUM41_PUB
      
NUM42_PUB
      
NUM43_PUB
      
NUM44_PUB
      
NUM45_PUB
      
NUM41_PRIV
      
NUM42_PRIV
      
NUM43_PRIV
      
NUM44_PRIV
      
NUM45_PRIV
      
NUM41_PROG
      
NUM42_PROG
      
NUM43_PROG
      
NUM44_PROG
      
NUM45_PROG
      
NUM41_OTHER
      
NUM42_OTHER
      
NUM43_OTHER
      
NUM44_OTHER
      
NUM45_OTHER
      
COSTT4_A
      
COSTT4_P
      
TUITIONFEE_IN
      
TUITIONFEE_OUT
      
TUITIONFEE_PROG
      
TUITFTE
      
INEXPFTE
      
AVGFACSAL
      
PFTFAC
      
PCTPELL
      
C150_4
      
C150_L4
      
C150_4_POOLED
      
C150_L4_POOLED
      
poolyrs
      
PFTFTUG1_EF
      
D150_4
      
D150_L4
      
D150_4_POOLED
      
D150_L4_POOLED
      
C150_4_WHITE
      
C150_4_BLACK
      
C150_4_HISP
      
C150_4_ASIAN
      
C150_4_AIAN
      
C150_4_NHPI
      
C150_4_2MOR
      
C150_4_NRA
      
C150_4_UNKN
      
C150_4_WHITENH
      
C150_4_BLACKNH
      
C150_4_API
      
C150_4_AIANOld
      
C150_4_HISPOld
      
C150_L4_WHITE
      
C150_L4_BLACK
      
C150_L4_HISP
      
C150_L4_ASIAN
      
C150_L4_AIAN
      
C150_L4_NHPI
      
C150_L4_2MOR
      
C150_L4_NRA
      
C150_L4_UNKN
      
C150_L4_WHITENH
      
C150_L4_BLACKNH
      
C150_L4_API
      
C150_L4_AIANOld
      
C150_L4_HISPOld
      
C200_4
      
C200_L4
      
D200_4
      
D200_L4
      
RET_FT4
      
RET_FTL4
      
RET_PT4
      
RET_PTL4
      
C200_4_POOLED
      
C200_L4_POOLED
      
poolyrs200
      
D200_4_POOLED
      
D200_L4_POOLED
      
PCTFLOAN
      
UG25abv
      
CDR2
      
CDR3
      
DEATH_YR2_RT
      
COMP_ORIG_YR2_RT
      
COMP_4YR_TRANS_YR2_RT
      
COMP_2YR_TRANS_YR2_RT
      
WDRAW_ORIG_YR2_RT
      
WDRAW_4YR_TRANS_YR2_RT
      
WDRAW_2YR_TRANS_YR2_RT
      
ENRL_ORIG_YR2_RT
      
ENRL_4YR_TRANS_YR2_RT
      
ENRL_2YR_TRANS_YR2_RT
      
UNKN_ORIG_YR2_RT
      
UNKN_4YR_TRANS_YR2_RT
      
UNKN_2YR_TRANS_YR2_RT
      
LO_INC_DEATH_YR2_RT
      
LO_INC_COMP_ORIG_YR2_RT
      
LO_INC_COMP_4YR_TRANS_YR2_RT
      
LO_INC_COMP_2YR_TRANS_YR2_RT
      
LO_INC_WDRAW_ORIG_YR2_RT
      
LO_INC_WDRAW_4YR_TRANS_YR2_RT
      
LO_INC_WDRAW_2YR_TRANS_YR2_RT
      
LO_INC_ENRL_ORIG_YR2_RT
      
LO_INC_ENRL_4YR_TRANS_YR2_RT
      
LO_INC_ENRL_2YR_TRANS_YR2_RT
      
LO_INC_UNKN_ORIG_YR2_RT
      
LO_INC_UNKN_4YR_TRANS_YR2_RT
      
LO_INC_UNKN_2YR_TRANS_YR2_RT
      
MD_INC_DEATH_YR2_RT
      
MD_INC_COMP_ORIG_YR2_RT
      
MD_INC_COMP_4YR_TRANS_YR2_RT
      
MD_INC_COMP_2YR_TRANS_YR2_RT
      
MD_INC_WDRAW_ORIG_YR2_RT
      
MD_INC_WDRAW_4YR_TRANS_YR2_RT
      
MD_INC_WDRAW_2YR_TRANS_YR2_RT
      
MD_INC_ENRL_ORIG_YR2_RT
      
MD_INC_ENRL_4YR_TRANS_YR2_RT
      
MD_INC_ENRL_2YR_TRANS_YR2_RT
      
MD_INC_UNKN_ORIG_YR2_RT
      
MD_INC_UNKN_4YR_TRANS_YR2_RT
      
MD_INC_UNKN_2YR_TRANS_YR2_RT
      
HI_INC_DEATH_YR2_RT
      
HI_INC_COMP_ORIG_YR2_RT
      
HI_INC_COMP_4YR_TRANS_YR2_RT
      
HI_INC_COMP_2YR_TRANS_YR2_RT
      
HI_INC_WDRAW_ORIG_YR2_RT
      
HI_INC_WDRAW_4YR_TRANS_YR2_RT
      
HI_INC_WDRAW_2YR_TRANS_YR2_RT
      
HI_INC_ENRL_ORIG_YR2_RT
      
HI_INC_ENRL_4YR_TRANS_YR2_RT
      
HI_INC_ENRL_2YR_TRANS_YR2_RT
      
HI_INC_UNKN_ORIG_YR2_RT
      
HI_INC_UNKN_4YR_TRANS_YR2_RT
      
HI_INC_UNKN_2YR_TRANS_YR2_RT
      
DEP_DEATH_YR2_RT
      
DEP_COMP_ORIG_YR2_RT
      
DEP_COMP_4YR_TRANS_YR2_RT
      
DEP_COMP_2YR_TRANS_YR2_RT
      
DEP_WDRAW_ORIG_YR2_RT
      
DEP_WDRAW_4YR_TRANS_YR2_RT
      
DEP_WDRAW_2YR_TRANS_YR2_RT
      
DEP_ENRL_ORIG_YR2_RT
      
DEP_ENRL_4YR_TRANS_YR2_RT
      
DEP_ENRL_2YR_TRANS_YR2_RT
      
DEP_UNKN_ORIG_YR2_RT
      
DEP_UNKN_4YR_TRANS_YR2_RT
      
DEP_UNKN_2YR_TRANS_YR2_RT
      
IND_DEATH_YR2_RT
      
IND_COMP_ORIG_YR2_RT
      
IND_COMP_4YR_TRANS_YR2_RT
      
IND_COMP_2YR_TRANS_YR2_RT
      
IND_WDRAW_ORIG_YR2_RT
      
IND_WDRAW_4YR_TRANS_YR2_RT
      
IND_WDRAW_2YR_TRANS_YR2_RT
      
IND_ENRL_ORIG_YR2_RT
      
IND_ENRL_4YR_TRANS_YR2_RT
      
IND_ENRL_2YR_TRANS_YR2_RT
      
IND_UNKN_ORIG_YR2_RT
      
IND_UNKN_4YR_TRANS_YR2_RT
      
IND_UNKN_2YR_TRANS_YR2_RT
      
FEMALE_DEATH_YR2_RT
      
FEMALE_COMP_ORIG_YR2_RT
      
FEMALE_COMP_4YR_TRANS_YR2_RT
      
FEMALE_COMP_2YR_TRANS_YR2_RT
      
FEMALE_WDRAW_ORIG_YR2_RT
      
FEMALE_WDRAW_4YR_TRANS_YR2_RT
      
FEMALE_WDRAW_2YR_TRANS_YR2_RT
      
FEMALE_ENRL_ORIG_YR2_RT
      
FEMALE_ENRL_4YR_TRANS_YR2_RT
      
FEMALE_ENRL_2YR_TRANS_YR2_RT
      
FEMALE_UNKN_ORIG_YR2_RT
      
FEMALE_UNKN_4YR_TRANS_YR2_RT
      
FEMALE_UNKN_2YR_TRANS_YR2_RT
      
MALE_DEATH_YR2_RT
      
MALE_COMP_ORIG_YR2_RT
      
MALE_COMP_4YR_TRANS_YR2_RT
      
MALE_COMP_2YR_TRANS_YR2_RT
      
MALE_WDRAW_ORIG_YR2_RT
      
MALE_WDRAW_4YR_TRANS_YR2_RT
      
MALE_WDRAW_2YR_TRANS_YR2_RT
      
MALE_ENRL_ORIG_YR2_RT
      
MALE_ENRL_4YR_TRANS_YR2_RT
      
MALE_ENRL_2YR_TRANS_YR2_RT
      
MALE_UNKN_ORIG_YR2_RT
      
MALE_UNKN_4YR_TRANS_YR2_RT
      
MALE_UNKN_2YR_TRANS_YR2_RT
      
PELL_DEATH_YR2_RT
      
PELL_COMP_ORIG_YR2_RT
      
PELL_COMP_4YR_TRANS_YR2_RT
      
PELL_COMP_2YR_TRANS_YR2_RT
      
PELL_WDRAW_ORIG_YR2_RT
      
PELL_WDRAW_4YR_TRANS_YR2_RT
      
PELL_WDRAW_2YR_TRANS_YR2_RT
      
PELL_ENRL_ORIG_YR2_RT
      
PELL_ENRL_4YR_TRANS_YR2_RT
      
PELL_ENRL_2YR_TRANS_YR2_RT
      
PELL_UNKN_ORIG_YR2_RT
      
PELL_UNKN_4YR_TRANS_YR2_RT
      
PELL_UNKN_2YR_TRANS_YR2_RT
      
NOPELL_DEATH_YR2_RT
      
NOPELL_COMP_ORIG_YR2_RT
      
NOPELL_COMP_4YR_TRANS_YR2_RT
      
NOPELL_COMP_2YR_TRANS_YR2_RT
      
NOPELL_WDRAW_ORIG_YR2_RT
      
NOPELL_WDRAW_4YR_TRANS_YR2_RT
      
NOPELL_WDRAW_2YR_TRANS_YR2_RT
      
NOPELL_ENRL_ORIG_YR2_RT
      
NOPELL_ENRL_4YR_TRANS_YR2_RT
      
NOPELL_ENRL_2YR_TRANS_YR2_RT
      
NOPELL_UNKN_ORIG_YR2_RT
      
NOPELL_UNKN_4YR_TRANS_YR2_RT
      
NOPELL_UNKN_2YR_TRANS_YR2_RT
      
LOAN_DEATH_YR2_RT
      
LOAN_COMP_ORIG_YR2_RT
      
LOAN_COMP_4YR_TRANS_YR2_RT
      
LOAN_COMP_2YR_TRANS_YR2_RT
      
LOAN_WDRAW_ORIG_YR2_RT
      
LOAN_WDRAW_4YR_TRANS_YR2_RT
      
LOAN_WDRAW_2YR_TRANS_YR2_RT
      
LOAN_ENRL_ORIG_YR2_RT
      
LOAN_ENRL_4YR_TRANS_YR2_RT
      
LOAN_ENRL_2YR_TRANS_YR2_RT
      
LOAN_UNKN_ORIG_YR2_RT
      
LOAN_UNKN_4YR_TRANS_YR2_RT
      
LOAN_UNKN_2YR_TRANS_YR2_RT
      
NOLOAN_DEATH_YR2_RT
      
NOLOAN_COMP_ORIG_YR2_RT
      
NOLOAN_COMP_4YR_TRANS_YR2_RT
      
NOLOAN_COMP_2YR_TRANS_YR2_RT
      
NOLOAN_WDRAW_ORIG_YR2_RT
      
NOLOAN_WDRAW_4YR_TRANS_YR2_RT
      
NOLOAN_WDRAW_2YR_TRANS_YR2_RT
      
NOLOAN_ENRL_ORIG_YR2_RT
      
NOLOAN_ENRL_4YR_TRANS_YR2_RT
      
NOLOAN_ENRL_2YR_TRANS_YR2_RT
      
NOLOAN_UNKN_ORIG_YR2_RT
      
NOLOAN_UNKN_4YR_TRANS_YR2_RT
      
NOLOAN_UNKN_2YR_TRANS_YR2_RT
      
FIRSTGEN_DEATH_YR2_RT
      
FIRSTGEN_COMP_ORIG_YR2_RT
      
FIRSTGEN_COMP_4YR_TRANS_YR2_RT
      
FIRSTGEN_COMP_2YR_TRANS_YR2_RT
      
FIRSTGEN_WDRAW_ORIG_YR2_RT
      
FIRSTGEN_WDRAW_4YR_TRANS_YR2_RT
      
FIRSTGEN_WDRAW_2YR_TRANS_YR2_RT
      
FIRSTGEN_ENRL_ORIG_YR2_RT
      
FIRSTGEN_ENRL_4YR_TRANS_YR2_RT
      
FIRSTGEN_ENRL_2YR_TRANS_YR2_RT
      
FIRSTGEN_UNKN_ORIG_YR2_RT
      
FIRSTGEN_UNKN_4YR_TRANS_YR2_RT
      
FIRSTGEN_UNKN_2YR_TRANS_YR2_RT
      
NOT1STGEN_DEATH_YR2_RT
      
NOT1STGEN_COMP_ORIG_YR2_RT
      
NOT1STGEN_COMP_4YR_TRANS_YR2_RT
      
NOT1STGEN_COMP_2YR_TRANS_YR2_RT
      
NOT1STGEN_WDRAW_ORIG_YR2_RT
      
NOT1STGEN_WDRAW_4YR_TRANS_YR2_RT
      
NOT1STGEN_WDRAW_2YR_TRANS_YR2_RT
      
NOT1STGEN_ENRL_ORIG_YR2_RT
      
NOT1STGEN_ENRL_4YR_TRANS_YR2_RT
      
NOT1STGEN_ENRL_2YR_TRANS_YR2_RT
      
NOT1STGEN_UNKN_ORIG_YR2_RT
      
NOT1STGEN_UNKN_4YR_TRANS_YR2_RT
      
NOT1STGEN_UNKN_2YR_TRANS_YR2_RT
      
DEATH_YR3_RT
      
COMP_ORIG_YR3_RT
      
COMP_4YR_TRANS_YR3_RT
      
COMP_2YR_TRANS_YR3_RT
      
WDRAW_ORIG_YR3_RT
      
WDRAW_4YR_TRANS_YR3_RT
      
WDRAW_2YR_TRANS_YR3_RT
      
ENRL_ORIG_YR3_RT
      
ENRL_4YR_TRANS_YR3_RT
      
ENRL_2YR_TRANS_YR3_RT
      
UNKN_ORIG_YR3_RT
      
UNKN_4YR_TRANS_YR3_RT
      
UNKN_2YR_TRANS_YR3_RT
      
LO_INC_DEATH_YR3_RT
      
LO_INC_COMP_ORIG_YR3_RT
      
LO_INC_COMP_4YR_TRANS_YR3_RT
      
LO_INC_COMP_2YR_TRANS_YR3_RT
      
LO_INC_WDRAW_ORIG_YR3_RT
      
LO_INC_WDRAW_4YR_TRANS_YR3_RT
      
LO_INC_WDRAW_2YR_TRANS_YR3_RT
      
LO_INC_ENRL_ORIG_YR3_RT
      
LO_INC_ENRL_4YR_TRANS_YR3_RT
      
LO_INC_ENRL_2YR_TRANS_YR3_RT
      
LO_INC_UNKN_ORIG_YR3_RT
      
LO_INC_UNKN_4YR_TRANS_YR3_RT
      
LO_INC_UNKN_2YR_TRANS_YR3_RT
      
MD_INC_DEATH_YR3_RT
      
MD_INC_COMP_ORIG_YR3_RT
      
MD_INC_COMP_4YR_TRANS_YR3_RT
      
MD_INC_COMP_2YR_TRANS_YR3_RT
      
MD_INC_WDRAW_ORIG_YR3_RT
      
MD_INC_WDRAW_4YR_TRANS_YR3_RT
      
MD_INC_WDRAW_2YR_TRANS_YR3_RT
      
MD_INC_ENRL_ORIG_YR3_RT
      
MD_INC_ENRL_4YR_TRANS_YR3_RT
      
MD_INC_ENRL_2YR_TRANS_YR3_RT
      
MD_INC_UNKN_ORIG_YR3_RT
      
MD_INC_UNKN_4YR_TRANS_YR3_RT
      
MD_INC_UNKN_2YR_TRANS_YR3_RT
      
HI_INC_DEATH_YR3_RT
      
HI_INC_COMP_ORIG_YR3_RT
      
HI_INC_COMP_4YR_TRANS_YR3_RT
      
HI_INC_COMP_2YR_TRANS_YR3_RT
      
HI_INC_WDRAW_ORIG_YR3_RT
      
HI_INC_WDRAW_4YR_TRANS_YR3_RT
      
HI_INC_WDRAW_2YR_TRANS_YR3_RT
      
HI_INC_ENRL_ORIG_YR3_RT
      
HI_INC_ENRL_4YR_TRANS_YR3_RT
      
HI_INC_ENRL_2YR_TRANS_YR3_RT
      
HI_INC_UNKN_ORIG_YR3_RT
      
HI_INC_UNKN_4YR_TRANS_YR3_RT
      
HI_INC_UNKN_2YR_TRANS_YR3_RT
      
DEP_DEATH_YR3_RT
      
DEP_COMP_ORIG_YR3_RT
      
DEP_COMP_4YR_TRANS_YR3_RT
      
DEP_COMP_2YR_TRANS_YR3_RT
      
DEP_WDRAW_ORIG_YR3_RT
      
DEP_WDRAW_4YR_TRANS_YR3_RT
      
DEP_WDRAW_2YR_TRANS_YR3_RT
      
DEP_ENRL_ORIG_YR3_RT
      
DEP_ENRL_4YR_TRANS_YR3_RT
      
DEP_ENRL_2YR_TRANS_YR3_RT
      
DEP_UNKN_ORIG_YR3_RT
      
DEP_UNKN_4YR_TRANS_YR3_RT
      
DEP_UNKN_2YR_TRANS_YR3_RT
      
IND_DEATH_YR3_RT
      
IND_COMP_ORIG_YR3_RT
      
IND_COMP_4YR_TRANS_YR3_RT
      
IND_COMP_2YR_TRANS_YR3_RT
      
IND_WDRAW_ORIG_YR3_RT
      
IND_WDRAW_4YR_TRANS_YR3_RT
      
IND_WDRAW_2YR_TRANS_YR3_RT
      
IND_ENRL_ORIG_YR3_RT
      
IND_ENRL_4YR_TRANS_YR3_RT
      
IND_ENRL_2YR_TRANS_YR3_RT
      
IND_UNKN_ORIG_YR3_RT
      
IND_UNKN_4YR_TRANS_YR3_RT
      
IND_UNKN_2YR_TRANS_YR3_RT
      
FEMALE_DEATH_YR3_RT
      
FEMALE_COMP_ORIG_YR3_RT
      
FEMALE_COMP_4YR_TRANS_YR3_RT
      
FEMALE_COMP_2YR_TRANS_YR3_RT
      
FEMALE_WDRAW_ORIG_YR3_RT
      
FEMALE_WDRAW_4YR_TRANS_YR3_RT
      
FEMALE_WDRAW_2YR_TRANS_YR3_RT
      
FEMALE_ENRL_ORIG_YR3_RT
      
FEMALE_ENRL_4YR_TRANS_YR3_RT
      
FEMALE_ENRL_2YR_TRANS_YR3_RT
      
FEMALE_UNKN_ORIG_YR3_RT
      
FEMALE_UNKN_4YR_TRANS_YR3_RT
      
FEMALE_UNKN_2YR_TRANS_YR3_RT
      
MALE_DEATH_YR3_RT
      
MALE_COMP_ORIG_YR3_RT
      
MALE_COMP_4YR_TRANS_YR3_RT
      
MALE_COMP_2YR_TRANS_YR3_RT
      
MALE_WDRAW_ORIG_YR3_RT
      
MALE_WDRAW_4YR_TRANS_YR3_RT
      
MALE_WDRAW_2YR_TRANS_YR3_RT
      
MALE_ENRL_ORIG_YR3_RT
      
MALE_ENRL_4YR_TRANS_YR3_RT
      
MALE_ENRL_2YR_TRANS_YR3_RT
      
MALE_UNKN_ORIG_YR3_RT
      
MALE_UNKN_4YR_TRANS_YR3_RT
      
MALE_UNKN_2YR_TRANS_YR3_RT
      
PELL_DEATH_YR3_RT
      
PELL_COMP_ORIG_YR3_RT
      
PELL_COMP_4YR_TRANS_YR3_RT
      
PELL_COMP_2YR_TRANS_YR3_RT
      
PELL_WDRAW_ORIG_YR3_RT
      
PELL_WDRAW_4YR_TRANS_YR3_RT
      
PELL_WDRAW_2YR_TRANS_YR3_RT
      
PELL_ENRL_ORIG_YR3_RT
      
PELL_ENRL_4YR_TRANS_YR3_RT
      
PELL_ENRL_2YR_TRANS_YR3_RT
      
PELL_UNKN_ORIG_YR3_RT
      
PELL_UNKN_4YR_TRANS_YR3_RT
      
PELL_UNKN_2YR_TRANS_YR3_RT
      
NOPELL_DEATH_YR3_RT
      
NOPELL_COMP_ORIG_YR3_RT
      
NOPELL_COMP_4YR_TRANS_YR3_RT
      
NOPELL_COMP_2YR_TRANS_YR3_RT
      
NOPELL_WDRAW_ORIG_YR3_RT
      
NOPELL_WDRAW_4YR_TRANS_YR3_RT
      
NOPELL_WDRAW_2YR_TRANS_YR3_RT
      
NOPELL_ENRL_ORIG_YR3_RT
      
NOPELL_ENRL_4YR_TRANS_YR3_RT
      
NOPELL_ENRL_2YR_TRANS_YR3_RT
      
NOPELL_UNKN_ORIG_YR3_RT
      
NOPELL_UNKN_4YR_TRANS_YR3_RT
      
NOPELL_UNKN_2YR_TRANS_YR3_RT
      
LOAN_DEATH_YR3_RT
      
LOAN_COMP_ORIG_YR3_RT
      
LOAN_COMP_4YR_TRANS_YR3_RT
      
LOAN_COMP_2YR_TRANS_YR3_RT
      
LOAN_WDRAW_ORIG_YR3_RT
      
LOAN_WDRAW_4YR_TRANS_YR3_RT
      
LOAN_WDRAW_2YR_TRANS_YR3_RT
      
LOAN_ENRL_ORIG_YR3_RT
      
LOAN_ENRL_4YR_TRANS_YR3_RT
      
LOAN_ENRL_2YR_TRANS_YR3_RT
      
LOAN_UNKN_ORIG_YR3_RT
      
LOAN_UNKN_4YR_TRANS_YR3_RT
      
LOAN_UNKN_2YR_TRANS_YR3_RT
      
NOLOAN_DEATH_YR3_RT
      
NOLOAN_COMP_ORIG_YR3_RT
      
NOLOAN_COMP_4YR_TRANS_YR3_RT
      
NOLOAN_COMP_2YR_TRANS_YR3_RT
      
NOLOAN_WDRAW_ORIG_YR3_RT
      
NOLOAN_WDRAW_4YR_TRANS_YR3_RT
      
NOLOAN_WDRAW_2YR_TRANS_YR3_RT
      
NOLOAN_ENRL_ORIG_YR3_RT
      
NOLOAN_ENRL_4YR_TRANS_YR3_RT
      
NOLOAN_ENRL_2YR_TRANS_YR3_RT
      
NOLOAN_UNKN_ORIG_YR3_RT
      
NOLOAN_UNKN_4YR_TRANS_YR3_RT
      
NOLOAN_UNKN_2YR_TRANS_YR3_RT
      
FIRSTGEN_DEATH_YR3_RT
      
FIRSTGEN_COMP_ORIG_YR3_RT
      
FIRSTGEN_COMP_4YR_TRANS_YR3_RT
      
FIRSTGEN_COMP_2YR_TRANS_YR3_RT
      
FIRSTGEN_WDRAW_ORIG_YR3_RT
      
FIRSTGEN_WDRAW_4YR_TRANS_YR3_RT
      
FIRSTGEN_WDRAW_2YR_TRANS_YR3_RT
      
FIRSTGEN_ENRL_ORIG_YR3_RT
      
FIRSTGEN_ENRL_4YR_TRANS_YR3_RT
      
FIRSTGEN_ENRL_2YR_TRANS_YR3_RT
      
FIRSTGEN_UNKN_ORIG_YR3_RT
      
FIRSTGEN_UNKN_4YR_TRANS_YR3_RT
      
FIRSTGEN_UNKN_2YR_TRANS_YR3_RT
      
NOT1STGEN_DEATH_YR3_RT
      
NOT1STGEN_COMP_ORIG_YR3_RT
      
NOT1STGEN_COMP_4YR_TRANS_YR3_RT
      
NOT1STGEN_COMP_2YR_TRANS_YR3_RT
      
NOT1STGEN_WDRAW_ORIG_YR3_RT
      
NOT1STGEN_WDRAW_4YR_TRANS_YR3_RT
      
NOT1STGEN_WDRAW_2YR_TRANS_YR3_RT
      
NOT1STGEN_ENRL_ORIG_YR3_RT
      
NOT1STGEN_ENRL_4YR_TRANS_YR3_RT
      
NOT1STGEN_ENRL_2YR_TRANS_YR3_RT
      
NOT1STGEN_UNKN_ORIG_YR3_RT
      
NOT1STGEN_UNKN_4YR_TRANS_YR3_RT
      
NOT1STGEN_UNKN_2YR_TRANS_YR3_RT
      
DEATH_YR4_RT
      
COMP_ORIG_YR4_RT
      
COMP_4YR_TRANS_YR4_RT
      
COMP_2YR_TRANS_YR4_RT
      
WDRAW_ORIG_YR4_RT
      
WDRAW_4YR_TRANS_YR4_RT
      
WDRAW_2YR_TRANS_YR4_RT
      
ENRL_ORIG_YR4_RT
      
ENRL_4YR_TRANS_YR4_RT
      
ENRL_2YR_TRANS_YR4_RT
      
UNKN_ORIG_YR4_RT
      
UNKN_4YR_TRANS_YR4_RT
      
UNKN_2YR_TRANS_YR4_RT
      
LO_INC_DEATH_YR4_RT
      
LO_INC_COMP_ORIG_YR4_RT
      
LO_INC_COMP_4YR_TRANS_YR4_RT
      
LO_INC_COMP_2YR_TRANS_YR4_RT
      
LO_INC_WDRAW_ORIG_YR4_RT
      
LO_INC_WDRAW_4YR_TRANS_YR4_RT
      
LO_INC_WDRAW_2YR_TRANS_YR4_RT
      
LO_INC_ENRL_ORIG_YR4_RT
      
LO_INC_ENRL_4YR_TRANS_YR4_RT
      
LO_INC_ENRL_2YR_TRANS_YR4_RT
      
LO_INC_UNKN_ORIG_YR4_RT
      
LO_INC_UNKN_4YR_TRANS_YR4_RT
      
LO_INC_UNKN_2YR_TRANS_YR4_RT
      
MD_INC_DEATH_YR4_RT
      
MD_INC_COMP_ORIG_YR4_RT
      
MD_INC_COMP_4YR_TRANS_YR4_RT
      
MD_INC_COMP_2YR_TRANS_YR4_RT
      
MD_INC_WDRAW_ORIG_YR4_RT
      
MD_INC_WDRAW_4YR_TRANS_YR4_RT
      
MD_INC_WDRAW_2YR_TRANS_YR4_RT
      
MD_INC_ENRL_ORIG_YR4_RT
      
MD_INC_ENRL_4YR_TRANS_YR4_RT
      
MD_INC_ENRL_2YR_TRANS_YR4_RT
      
MD_INC_UNKN_ORIG_YR4_RT
      
MD_INC_UNKN_4YR_TRANS_YR4_RT
      
MD_INC_UNKN_2YR_TRANS_YR4_RT
      
HI_INC_DEATH_YR4_RT
      
HI_INC_COMP_ORIG_YR4_RT
      
HI_INC_COMP_4YR_TRANS_YR4_RT
      
HI_INC_COMP_2YR_TRANS_YR4_RT
      
HI_INC_WDRAW_ORIG_YR4_RT
      
HI_INC_WDRAW_4YR_TRANS_YR4_RT
      
HI_INC_WDRAW_2YR_TRANS_YR4_RT
      
HI_INC_ENRL_ORIG_YR4_RT
      
HI_INC_ENRL_4YR_TRANS_YR4_RT
      
HI_INC_ENRL_2YR_TRANS_YR4_RT
      
HI_INC_UNKN_ORIG_YR4_RT
      
HI_INC_UNKN_4YR_TRANS_YR4_RT
      
HI_INC_UNKN_2YR_TRANS_YR4_RT
      
DEP_DEATH_YR4_RT
      
DEP_COMP_ORIG_YR4_RT
      
DEP_COMP_4YR_TRANS_YR4_RT
      
DEP_COMP_2YR_TRANS_YR4_RT
      
DEP_WDRAW_ORIG_YR4_RT
      
DEP_WDRAW_4YR_TRANS_YR4_RT
      
DEP_WDRAW_2YR_TRANS_YR4_RT
      
DEP_ENRL_ORIG_YR4_RT
      
DEP_ENRL_4YR_TRANS_YR4_RT
      
DEP_ENRL_2YR_TRANS_YR4_RT
      
DEP_UNKN_ORIG_YR4_RT
      
DEP_UNKN_4YR_TRANS_YR4_RT
      
DEP_UNKN_2YR_TRANS_YR4_RT
      
IND_DEATH_YR4_RT
      
IND_COMP_ORIG_YR4_RT
      
IND_COMP_4YR_TRANS_YR4_RT
      
IND_COMP_2YR_TRANS_YR4_RT
      
IND_WDRAW_ORIG_YR4_RT
      
IND_WDRAW_4YR_TRANS_YR4_RT
      
IND_WDRAW_2YR_TRANS_YR4_RT
      
IND_ENRL_ORIG_YR4_RT
      
IND_ENRL_4YR_TRANS_YR4_RT
      
IND_ENRL_2YR_TRANS_YR4_RT
      
IND_UNKN_ORIG_YR4_RT
      
IND_UNKN_4YR_TRANS_YR4_RT
      
IND_UNKN_2YR_TRANS_YR4_RT
      
FEMALE_DEATH_YR4_RT
      
FEMALE_COMP_ORIG_YR4_RT
      
FEMALE_COMP_4YR_TRANS_YR4_RT
      
FEMALE_COMP_2YR_TRANS_YR4_RT
      
FEMALE_WDRAW_ORIG_YR4_RT
      
FEMALE_WDRAW_4YR_TRANS_YR4_RT
      
FEMALE_WDRAW_2YR_TRANS_YR4_RT
      
FEMALE_ENRL_ORIG_YR4_RT
      
FEMALE_ENRL_4YR_TRANS_YR4_RT
      
FEMALE_ENRL_2YR_TRANS_YR4_RT
      
FEMALE_UNKN_ORIG_YR4_RT
      
FEMALE_UNKN_4YR_TRANS_YR4_RT
      
FEMALE_UNKN_2YR_TRANS_YR4_RT
      
MALE_DEATH_YR4_RT
      
MALE_COMP_ORIG_YR4_RT
      
MALE_COMP_4YR_TRANS_YR4_RT
      
MALE_COMP_2YR_TRANS_YR4_RT
      
MALE_WDRAW_ORIG_YR4_RT
      
MALE_WDRAW_4YR_TRANS_YR4_RT
      
MALE_WDRAW_2YR_TRANS_YR4_RT
      
MALE_ENRL_ORIG_YR4_RT
      
MALE_ENRL_4YR_TRANS_YR4_RT
      
MALE_ENRL_2YR_TRANS_YR4_RT
      
MALE_UNKN_ORIG_YR4_RT
      
MALE_UNKN_4YR_TRANS_YR4_RT
      
MALE_UNKN_2YR_TRANS_YR4_RT
      
PELL_DEATH_YR4_RT
      
PELL_COMP_ORIG_YR4_RT
      
PELL_COMP_4YR_TRANS_YR4_RT
      
PELL_COMP_2YR_TRANS_YR4_RT
      
PELL_WDRAW_ORIG_YR4_RT
      
PELL_WDRAW_4YR_TRANS_YR4_RT
      
PELL_WDRAW_2YR_TRANS_YR4_RT
      
PELL_ENRL_ORIG_YR4_RT
      
PELL_ENRL_4YR_TRANS_YR4_RT
      
PELL_ENRL_2YR_TRANS_YR4_RT
      
PELL_UNKN_ORIG_YR4_RT
      
PELL_UNKN_4YR_TRANS_YR4_RT
      
PELL_UNKN_2YR_TRANS_YR4_RT
      
NOPELL_DEATH_YR4_RT
      
NOPELL_COMP_ORIG_YR4_RT
      
NOPELL_COMP_4YR_TRANS_YR4_RT
      
NOPELL_COMP_2YR_TRANS_YR4_RT
      
NOPELL_WDRAW_ORIG_YR4_RT
      
NOPELL_WDRAW_4YR_TRANS_YR4_RT
      
NOPELL_WDRAW_2YR_TRANS_YR4_RT
      
NOPELL_ENRL_ORIG_YR4_RT
      
NOPELL_ENRL_4YR_TRANS_YR4_RT
      
NOPELL_ENRL_2YR_TRANS_YR4_RT
      
NOPELL_UNKN_ORIG_YR4_RT
      
NOPELL_UNKN_4YR_TRANS_YR4_RT
      
NOPELL_UNKN_2YR_TRANS_YR4_RT
      
LOAN_DEATH_YR4_RT
      
LOAN_COMP_ORIG_YR4_RT
      
LOAN_COMP_4YR_TRANS_YR4_RT
      
LOAN_COMP_2YR_TRANS_YR4_RT
      
LOAN_WDRAW_ORIG_YR4_RT
      
LOAN_WDRAW_4YR_TRANS_YR4_RT
      
LOAN_WDRAW_2YR_TRANS_YR4_RT
      
LOAN_ENRL_ORIG_YR4_RT
      
LOAN_ENRL_4YR_TRANS_YR4_RT
      
LOAN_ENRL_2YR_TRANS_YR4_RT
      
LOAN_UNKN_ORIG_YR4_RT
      
LOAN_UNKN_4YR_TRANS_YR4_RT
      
LOAN_UNKN_2YR_TRANS_YR4_RT
      
NOLOAN_DEATH_YR4_RT
      
NOLOAN_COMP_ORIG_YR4_RT
      
NOLOAN_COMP_4YR_TRANS_YR4_RT
      
NOLOAN_COMP_2YR_TRANS_YR4_RT
      
NOLOAN_WDRAW_ORIG_YR4_RT
      
NOLOAN_WDRAW_4YR_TRANS_YR4_RT
      
NOLOAN_WDRAW_2YR_TRANS_YR4_RT
      
NOLOAN_ENRL_ORIG_YR4_RT
      
NOLOAN_ENRL_4YR_TRANS_YR4_RT
      
NOLOAN_ENRL_2YR_TRANS_YR4_RT
      
NOLOAN_UNKN_ORIG_YR4_RT
      
NOLOAN_UNKN_4YR_TRANS_YR4_RT
      
NOLOAN_UNKN_2YR_TRANS_YR4_RT
      
FIRSTGEN_DEATH_YR4_RT
      
FIRSTGEN_COMP_ORIG_YR4_RT
      
FIRSTGEN_COMP_4YR_TRANS_YR4_RT
      
FIRSTGEN_COMP_2YR_TRANS_YR4_RT
      
FIRSTGEN_WDRAW_ORIG_YR4_RT
      
FIRSTGEN_WDRAW_4YR_TRANS_YR4_RT
      
FIRSTGEN_WDRAW_2YR_TRANS_YR4_RT
      
FIRSTGEN_ENRL_ORIG_YR4_RT
      
FIRSTGEN_ENRL_4YR_TRANS_YR4_RT
      
FIRSTGEN_ENRL_2YR_TRANS_YR4_RT
      
FIRSTGEN_UNKN_ORIG_YR4_RT
      
FIRSTGEN_UNKN_4YR_TRANS_YR4_RT
      
FIRSTGEN_UNKN_2YR_TRANS_YR4_RT
      
NOT1STGEN_DEATH_YR4_RT
      
NOT1STGEN_COMP_ORIG_YR4_RT
      
NOT1STGEN_COMP_4YR_TRANS_YR4_RT
      
NOT1STGEN_COMP_2YR_TRANS_YR4_RT
      
NOT1STGEN_WDRAW_ORIG_YR4_RT
      
NOT1STGEN_WDRAW_4YR_TRANS_YR4_RT
      
NOT1STGEN_WDRAW_2YR_TRANS_YR4_RT
      
NOT1STGEN_ENRL_ORIG_YR4_RT
      
NOT1STGEN_ENRL_4YR_TRANS_YR4_RT
      
NOT1STGEN_ENRL_2YR_TRANS_YR4_RT
      
NOT1STGEN_UNKN_ORIG_YR4_RT
      
NOT1STGEN_UNKN_4YR_TRANS_YR4_RT
      
NOT1STGEN_UNKN_2YR_TRANS_YR4_RT
      
DEATH_YR6_RT
      
COMP_ORIG_YR6_RT
      
COMP_4YR_TRANS_YR6_RT
      
COMP_2YR_TRANS_YR6_RT
      
WDRAW_ORIG_YR6_RT
      
WDRAW_4YR_TRANS_YR6_RT
      
WDRAW_2YR_TRANS_YR6_RT
      
ENRL_ORIG_YR6_RT
      
ENRL_4YR_TRANS_YR6_RT
      
ENRL_2YR_TRANS_YR6_RT
      
UNKN_ORIG_YR6_RT
      
UNKN_4YR_TRANS_YR6_RT
      
UNKN_2YR_TRANS_YR6_RT
      
LO_INC_DEATH_YR6_RT
      
LO_INC_COMP_ORIG_YR6_RT
      
LO_INC_COMP_4YR_TRANS_YR6_RT
      
LO_INC_COMP_2YR_TRANS_YR6_RT
      
LO_INC_WDRAW_ORIG_YR6_RT
      
LO_INC_WDRAW_4YR_TRANS_YR6_RT
      
LO_INC_WDRAW_2YR_TRANS_YR6_RT
      
LO_INC_ENRL_ORIG_YR6_RT
      
LO_INC_ENRL_4YR_TRANS_YR6_RT
      
LO_INC_ENRL_2YR_TRANS_YR6_RT
      
LO_INC_UNKN_ORIG_YR6_RT
      
LO_INC_UNKN_4YR_TRANS_YR6_RT
      
LO_INC_UNKN_2YR_TRANS_YR6_RT
      
MD_INC_DEATH_YR6_RT
      
MD_INC_COMP_ORIG_YR6_RT
      
MD_INC_COMP_4YR_TRANS_YR6_RT
      
MD_INC_COMP_2YR_TRANS_YR6_RT
      
MD_INC_WDRAW_ORIG_YR6_RT
      
MD_INC_WDRAW_4YR_TRANS_YR6_RT
      
MD_INC_WDRAW_2YR_TRANS_YR6_RT
      
MD_INC_ENRL_ORIG_YR6_RT
      
MD_INC_ENRL_4YR_TRANS_YR6_RT
      
MD_INC_ENRL_2YR_TRANS_YR6_RT
      
MD_INC_UNKN_ORIG_YR6_RT
      
MD_INC_UNKN_4YR_TRANS_YR6_RT
      
MD_INC_UNKN_2YR_TRANS_YR6_RT
      
HI_INC_DEATH_YR6_RT
      
HI_INC_COMP_ORIG_YR6_RT
      
HI_INC_COMP_4YR_TRANS_YR6_RT
      
HI_INC_COMP_2YR_TRANS_YR6_RT
      
HI_INC_WDRAW_ORIG_YR6_RT
      
HI_INC_WDRAW_4YR_TRANS_YR6_RT
      
HI_INC_WDRAW_2YR_TRANS_YR6_RT
      
HI_INC_ENRL_ORIG_YR6_RT
      
HI_INC_ENRL_4YR_TRANS_YR6_RT
      
HI_INC_ENRL_2YR_TRANS_YR6_RT
      
HI_INC_UNKN_ORIG_YR6_RT
      
HI_INC_UNKN_4YR_TRANS_YR6_RT
      
HI_INC_UNKN_2YR_TRANS_YR6_RT
      
DEP_DEATH_YR6_RT
      
DEP_COMP_ORIG_YR6_RT
      
DEP_COMP_4YR_TRANS_YR6_RT
      
DEP_COMP_2YR_TRANS_YR6_RT
      
DEP_WDRAW_ORIG_YR6_RT
      
DEP_WDRAW_4YR_TRANS_YR6_RT
      
DEP_WDRAW_2YR_TRANS_YR6_RT
      
DEP_ENRL_ORIG_YR6_RT
      
DEP_ENRL_4YR_TRANS_YR6_RT
      
DEP_ENRL_2YR_TRANS_YR6_RT
      
DEP_UNKN_ORIG_YR6_RT
      
DEP_UNKN_4YR_TRANS_YR6_RT
      
DEP_UNKN_2YR_TRANS_YR6_RT
      
IND_DEATH_YR6_RT
      
IND_COMP_ORIG_YR6_RT
      
IND_COMP_4YR_TRANS_YR6_RT
      
IND_COMP_2YR_TRANS_YR6_RT
      
IND_WDRAW_ORIG_YR6_RT
      
IND_WDRAW_4YR_TRANS_YR6_RT
      
IND_WDRAW_2YR_TRANS_YR6_RT
      
IND_ENRL_ORIG_YR6_RT
      
IND_ENRL_4YR_TRANS_YR6_RT
      
IND_ENRL_2YR_TRANS_YR6_RT
      
IND_UNKN_ORIG_YR6_RT
      
IND_UNKN_4YR_TRANS_YR6_RT
      
IND_UNKN_2YR_TRANS_YR6_RT
      
FEMALE_DEATH_YR6_RT
      
FEMALE_COMP_ORIG_YR6_RT
      
FEMALE_COMP_4YR_TRANS_YR6_RT
      
FEMALE_COMP_2YR_TRANS_YR6_RT
      
FEMALE_WDRAW_ORIG_YR6_RT
      
FEMALE_WDRAW_4YR_TRANS_YR6_RT
      
FEMALE_WDRAW_2YR_TRANS_YR6_RT
      
FEMALE_ENRL_ORIG_YR6_RT
      
FEMALE_ENRL_4YR_TRANS_YR6_RT
      
FEMALE_ENRL_2YR_TRANS_YR6_RT
      
FEMALE_UNKN_ORIG_YR6_RT
      
FEMALE_UNKN_4YR_TRANS_YR6_RT
      
FEMALE_UNKN_2YR_TRANS_YR6_RT
      
MALE_DEATH_YR6_RT
      
MALE_COMP_ORIG_YR6_RT
      
MALE_COMP_4YR_TRANS_YR6_RT
      
MALE_COMP_2YR_TRANS_YR6_RT
      
MALE_WDRAW_ORIG_YR6_RT
      
MALE_WDRAW_4YR_TRANS_YR6_RT
      
MALE_WDRAW_2YR_TRANS_YR6_RT
      
MALE_ENRL_ORIG_YR6_RT
      
MALE_ENRL_4YR_TRANS_YR6_RT
      
MALE_ENRL_2YR_TRANS_YR6_RT
      
MALE_UNKN_ORIG_YR6_RT
      
MALE_UNKN_4YR_TRANS_YR6_RT
      
MALE_UNKN_2YR_TRANS_YR6_RT
      
PELL_DEATH_YR6_RT
      
PELL_COMP_ORIG_YR6_RT
      
PELL_COMP_4YR_TRANS_YR6_RT
      
PELL_COMP_2YR_TRANS_YR6_RT
      
PELL_WDRAW_ORIG_YR6_RT
      
PELL_WDRAW_4YR_TRANS_YR6_RT
      
PELL_WDRAW_2YR_TRANS_YR6_RT
      
PELL_ENRL_ORIG_YR6_RT
      
PELL_ENRL_4YR_TRANS_YR6_RT
      
PELL_ENRL_2YR_TRANS_YR6_RT
      
PELL_UNKN_ORIG_YR6_RT
      
PELL_UNKN_4YR_TRANS_YR6_RT
      
PELL_UNKN_2YR_TRANS_YR6_RT
      
NOPELL_DEATH_YR6_RT
      
NOPELL_COMP_ORIG_YR6_RT
      
NOPELL_COMP_4YR_TRANS_YR6_RT
      
NOPELL_COMP_2YR_TRANS_YR6_RT
      
NOPELL_WDRAW_ORIG_YR6_RT
      
NOPELL_WDRAW_4YR_TRANS_YR6_RT
      
NOPELL_WDRAW_2YR_TRANS_YR6_RT
      
NOPELL_ENRL_ORIG_YR6_RT
      
NOPELL_ENRL_4YR_TRANS_YR6_RT
      
NOPELL_ENRL_2YR_TRANS_YR6_RT
      
NOPELL_UNKN_ORIG_YR6_RT
      
NOPELL_UNKN_4YR_TRANS_YR6_RT
      
NOPELL_UNKN_2YR_TRANS_YR6_RT
      
LOAN_DEATH_YR6_RT
      
LOAN_COMP_ORIG_YR6_RT
      
LOAN_COMP_4YR_TRANS_YR6_RT
      
LOAN_COMP_2YR_TRANS_YR6_RT
      
LOAN_WDRAW_ORIG_YR6_RT
      
LOAN_WDRAW_4YR_TRANS_YR6_RT
      
LOAN_WDRAW_2YR_TRANS_YR6_RT
      
LOAN_ENRL_ORIG_YR6_RT
      
LOAN_ENRL_4YR_TRANS_YR6_RT
      
LOAN_ENRL_2YR_TRANS_YR6_RT
      
LOAN_UNKN_ORIG_YR6_RT
      
LOAN_UNKN_4YR_TRANS_YR6_RT
      
LOAN_UNKN_2YR_TRANS_YR6_RT
      
NOLOAN_DEATH_YR6_RT
      
NOLOAN_COMP_ORIG_YR6_RT
      
NOLOAN_COMP_4YR_TRANS_YR6_RT
      
NOLOAN_COMP_2YR_TRANS_YR6_RT
      
NOLOAN_WDRAW_ORIG_YR6_RT
      
NOLOAN_WDRAW_4YR_TRANS_YR6_RT
      
NOLOAN_WDRAW_2YR_TRANS_YR6_RT
      
NOLOAN_ENRL_ORIG_YR6_RT
      
NOLOAN_ENRL_4YR_TRANS_YR6_RT
      
NOLOAN_ENRL_2YR_TRANS_YR6_RT
      
NOLOAN_UNKN_ORIG_YR6_RT
      
NOLOAN_UNKN_4YR_TRANS_YR6_RT
      
NOLOAN_UNKN_2YR_TRANS_YR6_RT
      
FIRSTGEN_DEATH_YR6_RT
      
FIRSTGEN_COMP_ORIG_YR6_RT
      
FIRSTGEN_COMP_4YR_TRANS_YR6_RT
      
FIRSTGEN_COMP_2YR_TRANS_YR6_RT
      
FIRSTGEN_WDRAW_ORIG_YR6_RT
      
FIRSTGEN_WDRAW_4YR_TRANS_YR6_RT
      
FIRSTGEN_WDRAW_2YR_TRANS_YR6_RT
      
FIRSTGEN_ENRL_ORIG_YR6_RT
      
FIRSTGEN_ENRL_4YR_TRANS_YR6_RT
      
FIRSTGEN_ENRL_2YR_TRANS_YR6_RT
      
FIRSTGEN_UNKN_ORIG_YR6_RT
      
FIRSTGEN_UNKN_4YR_TRANS_YR6_RT
      
FIRSTGEN_UNKN_2YR_TRANS_YR6_RT
      
NOT1STGEN_DEATH_YR6_RT
      
NOT1STGEN_COMP_ORIG_YR6_RT
      
NOT1STGEN_COMP_4YR_TRANS_YR6_RT
      
NOT1STGEN_COMP_2YR_TRANS_YR6_RT
      
NOT1STGEN_WDRAW_ORIG_YR6_RT
      
NOT1STGEN_WDRAW_4YR_TRANS_YR6_RT
      
NOT1STGEN_WDRAW_2YR_TRANS_YR6_RT
      
NOT1STGEN_ENRL_ORIG_YR6_RT
      
NOT1STGEN_ENRL_4YR_TRANS_YR6_RT
      
NOT1STGEN_ENRL_2YR_TRANS_YR6_RT
      
NOT1STGEN_UNKN_ORIG_YR6_RT
      
NOT1STGEN_UNKN_4YR_TRANS_YR6_RT
      
NOT1STGEN_UNKN_2YR_TRANS_YR6_RT
      
DEATH_YR8_RT
      
COMP_ORIG_YR8_RT
      
COMP_4YR_TRANS_YR8_RT
      
COMP_2YR_TRANS_YR8_RT
      
WDRAW_ORIG_YR8_RT
      
WDRAW_4YR_TRANS_YR8_RT
      
WDRAW_2YR_TRANS_YR8_RT
      
ENRL_ORIG_YR8_RT
      
ENRL_4YR_TRANS_YR8_RT
      
ENRL_2YR_TRANS_YR8_RT
      
UNKN_ORIG_YR8_RT
      
UNKN_4YR_TRANS_YR8_RT
      
UNKN_2YR_TRANS_YR8_RT
      
LO_INC_DEATH_YR8_RT
      
LO_INC_COMP_ORIG_YR8_RT
      
LO_INC_COMP_4YR_TRANS_YR8_RT
      
LO_INC_COMP_2YR_TRANS_YR8_RT
      
LO_INC_WDRAW_ORIG_YR8_RT
      
LO_INC_WDRAW_4YR_TRANS_YR8_RT
      
LO_INC_WDRAW_2YR_TRANS_YR8_RT
      
LO_INC_ENRL_ORIG_YR8_RT
      
LO_INC_ENRL_4YR_TRANS_YR8_RT
      
LO_INC_ENRL_2YR_TRANS_YR8_RT
      
LO_INC_UNKN_ORIG_YR8_RT
      
LO_INC_UNKN_4YR_TRANS_YR8_RT
      
LO_INC_UNKN_2YR_TRANS_YR8_RT
      
MD_INC_DEATH_YR8_RT
      
MD_INC_COMP_ORIG_YR8_RT
      
MD_INC_COMP_4YR_TRANS_YR8_RT
      
MD_INC_COMP_2YR_TRANS_YR8_RT
      
MD_INC_WDRAW_ORIG_YR8_RT
      
MD_INC_WDRAW_4YR_TRANS_YR8_RT
      
MD_INC_WDRAW_2YR_TRANS_YR8_RT
      
MD_INC_ENRL_ORIG_YR8_RT
      
MD_INC_ENRL_4YR_TRANS_YR8_RT
      
MD_INC_ENRL_2YR_TRANS_YR8_RT
      
MD_INC_UNKN_ORIG_YR8_RT
      
MD_INC_UNKN_4YR_TRANS_YR8_RT
      
MD_INC_UNKN_2YR_TRANS_YR8_RT
      
HI_INC_DEATH_YR8_RT
      
HI_INC_COMP_ORIG_YR8_RT
      
HI_INC_COMP_4YR_TRANS_YR8_RT
      
HI_INC_COMP_2YR_TRANS_YR8_RT
      
HI_INC_WDRAW_ORIG_YR8_RT
      
HI_INC_WDRAW_4YR_TRANS_YR8_RT
      
HI_INC_WDRAW_2YR_TRANS_YR8_RT
      
HI_INC_ENRL_ORIG_YR8_RT
      
HI_INC_ENRL_4YR_TRANS_YR8_RT
      
HI_INC_ENRL_2YR_TRANS_YR8_RT
      
HI_INC_UNKN_ORIG_YR8_RT
      
HI_INC_UNKN_4YR_TRANS_YR8_RT
      
HI_INC_UNKN_2YR_TRANS_YR8_RT
      
DEP_DEATH_YR8_RT
      
DEP_COMP_ORIG_YR8_RT
      
DEP_COMP_4YR_TRANS_YR8_RT
      
DEP_COMP_2YR_TRANS_YR8_RT
      
DEP_WDRAW_ORIG_YR8_RT
      
DEP_WDRAW_4YR_TRANS_YR8_RT
      
DEP_WDRAW_2YR_TRANS_YR8_RT
      
DEP_ENRL_ORIG_YR8_RT
      
DEP_ENRL_4YR_TRANS_YR8_RT
      
DEP_ENRL_2YR_TRANS_YR8_RT
      
DEP_UNKN_ORIG_YR8_RT
      
DEP_UNKN_4YR_TRANS_YR8_RT
      
DEP_UNKN_2YR_TRANS_YR8_RT
      
IND_DEATH_YR8_RT
      
IND_COMP_ORIG_YR8_RT
      
IND_COMP_4YR_TRANS_YR8_RT
      
IND_COMP_2YR_TRANS_YR8_RT
      
IND_WDRAW_ORIG_YR8_RT
      
IND_WDRAW_4YR_TRANS_YR8_RT
      
IND_WDRAW_2YR_TRANS_YR8_RT
      
IND_ENRL_ORIG_YR8_RT
      
IND_ENRL_4YR_TRANS_YR8_RT
      
IND_ENRL_2YR_TRANS_YR8_RT
      
IND_UNKN_ORIG_YR8_RT
      
IND_UNKN_4YR_TRANS_YR8_RT
      
IND_UNKN_2YR_TRANS_YR8_RT
      
FEMALE_DEATH_YR8_RT
      
FEMALE_COMP_ORIG_YR8_RT
      
FEMALE_COMP_4YR_TRANS_YR8_RT
      
FEMALE_COMP_2YR_TRANS_YR8_RT
      
FEMALE_WDRAW_ORIG_YR8_RT
      
FEMALE_WDRAW_4YR_TRANS_YR8_RT
      
FEMALE_WDRAW_2YR_TRANS_YR8_RT
      
FEMALE_ENRL_ORIG_YR8_RT
      
FEMALE_ENRL_4YR_TRANS_YR8_RT
      
FEMALE_ENRL_2YR_TRANS_YR8_RT
      
FEMALE_UNKN_ORIG_YR8_RT
      
FEMALE_UNKN_4YR_TRANS_YR8_RT
      
FEMALE_UNKN_2YR_TRANS_YR8_RT
      
MALE_DEATH_YR8_RT
      
MALE_COMP_ORIG_YR8_RT
      
MALE_COMP_4YR_TRANS_YR8_RT
      
MALE_COMP_2YR_TRANS_YR8_RT
      
MALE_WDRAW_ORIG_YR8_RT
      
MALE_WDRAW_4YR_TRANS_YR8_RT
      
MALE_WDRAW_2YR_TRANS_YR8_RT
      
MALE_ENRL_ORIG_YR8_RT
      
MALE_ENRL_4YR_TRANS_YR8_RT
      
MALE_ENRL_2YR_TRANS_YR8_RT
      
MALE_UNKN_ORIG_YR8_RT
      
MALE_UNKN_4YR_TRANS_YR8_RT
      
MALE_UNKN_2YR_TRANS_YR8_RT
      
PELL_DEATH_YR8_RT
      
PELL_COMP_ORIG_YR8_RT
      
PELL_COMP_4YR_TRANS_YR8_RT
      
PELL_COMP_2YR_TRANS_YR8_RT
      
PELL_WDRAW_ORIG_YR8_RT
      
PELL_WDRAW_4YR_TRANS_YR8_RT
      
PELL_WDRAW_2YR_TRANS_YR8_RT
      
PELL_ENRL_ORIG_YR8_RT
      
PELL_ENRL_4YR_TRANS_YR8_RT
      
PELL_ENRL_2YR_TRANS_YR8_RT
      
PELL_UNKN_ORIG_YR8_RT
      
PELL_UNKN_4YR_TRANS_YR8_RT
      
PELL_UNKN_2YR_TRANS_YR8_RT
      
NOPELL_DEATH_YR8_RT
      
NOPELL_COMP_ORIG_YR8_RT
      
NOPELL_COMP_4YR_TRANS_YR8_RT
      
NOPELL_COMP_2YR_TRANS_YR8_RT
      
NOPELL_WDRAW_ORIG_YR8_RT
      
NOPELL_WDRAW_4YR_TRANS_YR8_RT
      
NOPELL_WDRAW_2YR_TRANS_YR8_RT
      
NOPELL_ENRL_ORIG_YR8_RT
      
NOPELL_ENRL_4YR_TRANS_YR8_RT
      
NOPELL_ENRL_2YR_TRANS_YR8_RT
      
NOPELL_UNKN_ORIG_YR8_RT
      
NOPELL_UNKN_4YR_TRANS_YR8_RT
      
NOPELL_UNKN_2YR_TRANS_YR8_RT
      
LOAN_DEATH_YR8_RT
      
LOAN_COMP_ORIG_YR8_RT
      
LOAN_COMP_4YR_TRANS_YR8_RT
      
LOAN_COMP_2YR_TRANS_YR8_RT
      
LOAN_WDRAW_ORIG_YR8_RT
      
LOAN_WDRAW_4YR_TRANS_YR8_RT
      
LOAN_WDRAW_2YR_TRANS_YR8_RT
      
LOAN_ENRL_ORIG_YR8_RT
      
LOAN_ENRL_4YR_TRANS_YR8_RT
      
LOAN_ENRL_2YR_TRANS_YR8_RT
      
LOAN_UNKN_ORIG_YR8_RT
      
LOAN_UNKN_4YR_TRANS_YR8_RT
      
LOAN_UNKN_2YR_TRANS_YR8_RT
      
NOLOAN_DEATH_YR8_RT
      
NOLOAN_COMP_ORIG_YR8_RT
      
NOLOAN_COMP_4YR_TRANS_YR8_RT
      
NOLOAN_COMP_2YR_TRANS_YR8_RT
      
NOLOAN_WDRAW_ORIG_YR8_RT
      
NOLOAN_WDRAW_4YR_TRANS_YR8_RT
      
NOLOAN_WDRAW_2YR_TRANS_YR8_RT
      
NOLOAN_ENRL_ORIG_YR8_RT
      
NOLOAN_ENRL_4YR_TRANS_YR8_RT
      
NOLOAN_ENRL_2YR_TRANS_YR8_RT
      
NOLOAN_UNKN_ORIG_YR8_RT
      
NOLOAN_UNKN_4YR_TRANS_YR8_RT
      
NOLOAN_UNKN_2YR_TRANS_YR8_RT
      
FIRSTGEN_DEATH_YR8_RT
      
FIRSTGEN_COMP_ORIG_YR8_RT
      
FIRSTGEN_COMP_4YR_TRANS_YR8_RT
      
FIRSTGEN_COMP_2YR_TRANS_YR8_RT
      
FIRSTGEN_WDRAW_ORIG_YR8_RT
      
FIRSTGEN_WDRAW_4YR_TRANS_YR8_RT
      
FIRSTGEN_WDRAW_2YR_TRANS_YR8_RT
      
FIRSTGEN_ENRL_ORIG_YR8_RT
      
FIRSTGEN_ENRL_4YR_TRANS_YR8_RT
      
FIRSTGEN_ENRL_2YR_TRANS_YR8_RT
      
FIRSTGEN_UNKN_ORIG_YR8_RT
      
FIRSTGEN_UNKN_4YR_TRANS_YR8_RT
      
FIRSTGEN_UNKN_2YR_TRANS_YR8_RT
      
NOT1STGEN_DEATH_YR8_RT
      
NOT1STGEN_COMP_ORIG_YR8_RT
      
NOT1STGEN_COMP_4YR_TRANS_YR8_RT
      
NOT1STGEN_COMP_2YR_TRANS_YR8_RT
      
NOT1STGEN_WDRAW_ORIG_YR8_RT
      
NOT1STGEN_WDRAW_4YR_TRANS_YR8_RT
      
NOT1STGEN_WDRAW_2YR_TRANS_YR8_RT
      
NOT1STGEN_ENRL_ORIG_YR8_RT
      
NOT1STGEN_ENRL_4YR_TRANS_YR8_RT
      
NOT1STGEN_ENRL_2YR_TRANS_YR8_RT
      
NOT1STGEN_UNKN_ORIG_YR8_RT
      
NOT1STGEN_UNKN_4YR_TRANS_YR8_RT
      
NOT1STGEN_UNKN_2YR_TRANS_YR8_RT
      
RPY_1YR_RT
      
COMPL_RPY_1YR_RT
      
NONCOM_RPY_1YR_RT
      
LO_INC_RPY_1YR_RT
      
MD_INC_RPY_1YR_RT
      
HI_INC_RPY_1YR_RT
      
DEP_RPY_1YR_RT
      
IND_RPY_1YR_RT
      
PELL_RPY_1YR_RT
      
NOPELL_RPY_1YR_RT
      
FEMALE_RPY_1YR_RT
      
MALE_RPY_1YR_RT
      
FIRSTGEN_RPY_1YR_RT
      
NOTFIRSTGEN_RPY_1YR_RT
      
RPY_3YR_RT
      
COMPL_RPY_3YR_RT
      
NONCOM_RPY_3YR_RT
      
LO_INC_RPY_3YR_RT
      
MD_INC_RPY_3YR_RT
      
HI_INC_RPY_3YR_RT
      
DEP_RPY_3YR_RT
      
IND_RPY_3YR_RT
      
PELL_RPY_3YR_RT
      
NOPELL_RPY_3YR_RT
      
FEMALE_RPY_3YR_RT
      
MALE_RPY_3YR_RT
      
FIRSTGEN_RPY_3YR_RT
      
NOTFIRSTGEN_RPY_3YR_RT
      
RPY_5YR_RT
      
COMPL_RPY_5YR_RT
      
NONCOM_RPY_5YR_RT
      
LO_INC_RPY_5YR_RT
      
MD_INC_RPY_5YR_RT
      
HI_INC_RPY_5YR_RT
      
DEP_RPY_5YR_RT
      
IND_RPY_5YR_RT
      
PELL_RPY_5YR_RT
      
NOPELL_RPY_5YR_RT
      
FEMALE_RPY_5YR_RT
      
MALE_RPY_5YR_RT
      
FIRSTGEN_RPY_5YR_RT
      
NOTFIRSTGEN_RPY_5YR_RT
      
RPY_7YR_RT
      
COMPL_RPY_7YR_RT
      
NONCOM_RPY_7YR_RT
      
LO_INC_RPY_7YR_RT
      
MD_INC_RPY_7YR_RT
      
HI_INC_RPY_7YR_RT
      
DEP_RPY_7YR_RT
      
IND_RPY_7YR_RT
      
PELL_RPY_7YR_RT
      
NOPELL_RPY_7YR_RT
      
FEMALE_RPY_7YR_RT
      
MALE_RPY_7YR_RT
      
FIRSTGEN_RPY_7YR_RT
      
NOTFIRSTGEN_RPY_7YR_RT
      
INC_PCT_LO
      
DEP_STAT_PCT_IND
      
DEP_INC_PCT_LO
      
IND_INC_PCT_LO
      
PAR_ED_PCT_1STGEN
      
INC_PCT_M1
      
INC_PCT_M2
      
INC_PCT_H1
      
INC_PCT_H2
      
DEP_INC_PCT_M1
      
DEP_INC_PCT_M2
      
DEP_INC_PCT_H1
      
DEP_INC_PCT_H2
      
IND_INC_PCT_M1
      
IND_INC_PCT_M2
      
IND_INC_PCT_H1
      
IND_INC_PCT_H2
      
PAR_ED_PCT_MS
      
PAR_ED_PCT_HS
      
PAR_ED_PCT_PS
      
APPL_SCH_PCT_GE2
      
APPL_SCH_PCT_GE3
      
APPL_SCH_PCT_GE4
      
APPL_SCH_PCT_GE5
      
DEP_INC_AVG
      
IND_INC_AVG
      
OVERALL_YR2_N
      
LO_INC_YR2_N
      
MD_INC_YR2_N
      
HI_INC_YR2_N
      
DEP_YR2_N
      
IND_YR2_N
      
FEMALE_YR2_N
      
MALE_YR2_N
      
PELL_YR2_N
      
NOPELL_YR2_N
      
LOAN_YR2_N
      
NOLOAN_YR2_N
      
FIRSTGEN_YR2_N
      
NOT1STGEN_YR2_N
      
OVERALL_YR3_N
      
LO_INC_YR3_N
      
MD_INC_YR3_N
      
HI_INC_YR3_N
      
DEP_YR3_N
      
IND_YR3_N
      
FEMALE_YR3_N
      
MALE_YR3_N
      
PELL_YR3_N
      
NOPELL_YR3_N
      
LOAN_YR3_N
      
NOLOAN_YR3_N
      
FIRSTGEN_YR3_N
      
NOT1STGEN_YR3_N
      
OVERALL_YR4_N
      
LO_INC_YR4_N
      
MD_INC_YR4_N
      
HI_INC_YR4_N
      
DEP_YR4_N
      
IND_YR4_N
      
FEMALE_YR4_N
      
MALE_YR4_N
      
PELL_YR4_N
      
NOPELL_YR4_N
      
LOAN_YR4_N
      
NOLOAN_YR4_N
      
FIRSTGEN_YR4_N
      
NOT1STGEN_YR4_N
      
OVERALL_YR6_N
      
LO_INC_YR6_N
      
MD_INC_YR6_N
      
HI_INC_YR6_N
      
DEP_YR6_N
      
IND_YR6_N
      
FEMALE_YR6_N
      
MALE_YR6_N
      
PELL_YR6_N
      
NOPELL_YR6_N
      
LOAN_YR6_N
      
NOLOAN_YR6_N
      
FIRSTGEN_YR6_N
      
NOT1STGEN_YR6_N
      
OVERALL_YR8_N
      
LO_INC_YR8_N
      
MD_INC_YR8_N
      
HI_INC_YR8_N
      
DEP_YR8_N
      
IND_YR8_N
      
FEMALE_YR8_N
      
MALE_YR8_N
      
PELL_YR8_N
      
NOPELL_YR8_N
      
LOAN_YR8_N
      
NOLOAN_YR8_N
      
FIRSTGEN_YR8_N
      
NOT1STGEN_YR8_N
      
DEBT_MDN
      
GRAD_DEBT_MDN
      
WDRAW_DEBT_MDN
      
LO_INC_DEBT_MDN
      
MD_INC_DEBT_MDN
      
HI_INC_DEBT_MDN
      
DEP_DEBT_MDN
      
IND_DEBT_MDN
      
PELL_DEBT_MDN
      
NOPELL_DEBT_MDN
      
FEMALE_DEBT_MDN
      
MALE_DEBT_MDN
      
FIRSTGEN_DEBT_MDN
      
NOTFIRSTGEN_DEBT_MDN
      
DEBT_N
      
GRAD_DEBT_N
      
WDRAW_DEBT_N
      
LO_INC_DEBT_N
      
MD_INC_DEBT_N
      
HI_INC_DEBT_N
      
DEP_DEBT_N
      
IND_DEBT_N
      
PELL_DEBT_N
      
NOPELL_DEBT_N
      
FEMALE_DEBT_N
      
MALE_DEBT_N
      
FIRSTGEN_DEBT_N
      
NOTFIRSTGEN_DEBT_N
      
GRAD_DEBT_MDN10YR
      
CUML_DEBT_N
      
CUML_DEBT_P90
      
CUML_DEBT_P75
      
CUML_DEBT_P25
      
CUML_DEBT_P10
      
INC_N
      
DEP_INC_N
      
IND_INC_N
      
DEP_STAT_N
      
PAR_ED_N
      
APPL_SCH_N
      
REPAY_DT_MDN
      
SEPAR_DT_MDN
      
REPAY_DT_N
      
SEPAR_DT_N
      
RPY_1YR_N
      
COMPL_RPY_1YR_N
      
NONCOM_RPY_1YR_N
      
LO_INC_RPY_1YR_N
      
MD_INC_RPY_1YR_N
      
HI_INC_RPY_1YR_N
      
DEP_RPY_1YR_N
      
IND_RPY_1YR_N
      
PELL_RPY_1YR_N
      
NOPELL_RPY_1YR_N
      
FEMALE_RPY_1YR_N
      
MALE_RPY_1YR_N
      
FIRSTGEN_RPY_1YR_N
      
NOTFIRSTGEN_RPY_1YR_N
      
RPY_3YR_N
      
COMPL_RPY_3YR_N
      
NONCOM_RPY_3YR_N
      
LO_INC_RPY_3YR_N
      
MD_INC_RPY_3YR_N
      
HI_INC_RPY_3YR_N
      
DEP_RPY_3YR_N
      
IND_RPY_3YR_N
      
PELL_RPY_3YR_N
      
NOPELL_RPY_3YR_N
      
FEMALE_RPY_3YR_N
      
MALE_RPY_3YR_N
      
FIRSTGEN_RPY_3YR_N
      
NOTFIRSTGEN_RPY_3YR_N
      
RPY_5YR_N
      
COMPL_RPY_5YR_N
      
NONCOM_RPY_5YR_N
      
LO_INC_RPY_5YR_N
      
MD_INC_RPY_5YR_N
      
HI_INC_RPY_5YR_N
      
DEP_RPY_5YR_N
      
IND_RPY_5YR_N
      
PELL_RPY_5YR_N
      
NOPELL_RPY_5YR_N
      
FEMALE_RPY_5YR_N
      
MALE_RPY_5YR_N
      
FIRSTGEN_RPY_5YR_N
      
NOTFIRSTGEN_RPY_5YR_N
      
RPY_7YR_N
      
COMPL_RPY_7YR_N
      
NONCOM_RPY_7YR_N
      
LO_INC_RPY_7YR_N
      
MD_INC_RPY_7YR_N
      
HI_INC_RPY_7YR_N
      
DEP_RPY_7YR_N
      
IND_RPY_7YR_N
      
PELL_RPY_7YR_N
      
NOPELL_RPY_7YR_N
      
FEMALE_RPY_7YR_N
      
MALE_RPY_7YR_N
      
FIRSTGEN_RPY_7YR_N
      
NOTFIRSTGEN_RPY_7YR_N
      
count_ed
      
loan_ever
      
pell_ever
      
age_entry
      
age_entry_sq
      
agege24
      
female
      
married
      
dependent
      
veteran
      
first_gen
      
faminc
      
md_faminc
      
faminc_ind
      
lnfaminc
      
lnfaminc_ind
      
pct_white
      
pct_black
      
pct_asian
      
pct_hispanic
      
pct_ba
      
pct_grad_prof
      
pct_born_us
      
median_hh_inc
      
poverty_rate
      
unemp_rate
      
ln_median_hh_inc
      
fsend_count
      
fsend_1
      
fsend_2
      
fsend_3
      
fsend_4
      
fsend_5
      
count_nwne_p10
      
count_wne_p10
      
mn_earn_wne_p10
      
md_earn_wne_p10
      
pct10_earn_wne_p10
      
pct25_earn_wne_p10
      
pct75_earn_wne_p10
      
pct90_earn_wne_p10
      
sd_earn_wne_p10
      
count_wne_inc1_p10
      
count_wne_inc2_p10
      
count_wne_inc3_p10
      
count_wne_indep0_inc1_p10
      
count_wne_indep0_p10
      
count_wne_indep1_p10
      
count_wne_male0_p10
      
count_wne_male1_p10
      
gt_25k_p10
      
mn_earn_wne_inc1_p10
      
mn_earn_wne_inc2_p10
      
mn_earn_wne_inc3_p10
      
mn_earn_wne_indep0_inc1_p10
      
mn_earn_wne_indep0_p10
      
mn_earn_wne_indep1_p10
      
mn_earn_wne_male0_p10
      
mn_earn_wne_male1_p10
      
count_nwne_p6
      
count_wne_p6
      
mn_earn_wne_p6
      
md_earn_wne_p6
      
pct10_earn_wne_p6
      
pct25_earn_wne_p6
      
pct75_earn_wne_p6
      
pct90_earn_wne_p6
      
sd_earn_wne_p6
      
count_wne_inc1_p6
      
count_wne_inc2_p6
      
count_wne_inc3_p6
      
count_wne_indep0_inc1_p6
      
count_wne_indep0_p6
      
count_wne_indep1_p6
      
count_wne_male0_p6
      
count_wne_male1_p6
      
gt_25k_p6
      
mn_earn_wne_inc1_p6
      
mn_earn_wne_inc2_p6
      
mn_earn_wne_inc3_p6
      
mn_earn_wne_indep0_inc1_p6
      
mn_earn_wne_indep0_p6
      
mn_earn_wne_indep1_p6
      
mn_earn_wne_male0_p6
      
mn_earn_wne_male1_p6
      
count_nwne_p7
      
count_wne_p7
      
mn_earn_wne_p7
      
sd_earn_wne_p7
      
gt_25k_p7
      
count_nwne_p8
      
count_wne_p8
      
mn_earn_wne_p8
      
md_earn_wne_p8
      
pct10_earn_wne_p8
      
pct25_earn_wne_p8
      
pct75_earn_wne_p8
      
pct90_earn_wne_p8
      
sd_earn_wne_p8
      
gt_25k_p8
      
count_nwne_p9
      
count_wne_p9
      
mn_earn_wne_p9
      
sd_earn_wne_p9
      
gt_25k_p9
      
DEBT_MDN_SUPP
      
GRAD_DEBT_MDN_SUPP
      
GRAD_DEBT_MDN10YR_SUPP
      
RPY_3YR_RT_SUPP
      
LO_INC_RPY_3YR_RT_SUPP
      
MD_INC_RPY_3YR_RT_SUPP
      
HI_INC_RPY_3YR_RT_SUPP
      
COMPL_RPY_3YR_RT_SUPP
      
NONCOM_RPY_3YR_RT_SUPP
      
DEP_RPY_3YR_RT_SUPP
      
IND_RPY_3YR_RT_SUPP
      
PELL_RPY_3YR_RT_SUPP
      
NOPELL_RPY_3YR_RT_SUPP
      
FEMALE_RPY_3YR_RT_SUPP
      
MALE_RPY_3YR_RT_SUPP
      
FIRSTGEN_RPY_3YR_RT_SUPP
      
NOTFIRSTGEN_RPY_3YR_RT_SUPP
      
C150_L4_POOLED_SUPP
      
C150_4_POOLED_SUPP
      
C200_L4_POOLED_SUPP
      
C200_4_POOLED_SUPP
      
type
    
  
  

    

      
0
      
100654
      
00100200
      
1002
      
ALABAMA A & M UNIVERSITY
      
NORMAL
      
AL
      
35762
      
NaN
      
NaN
      
NaN
      
3
      
0
      
1
      
1
      
3
      
4
      
1
      
1
      
5
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
0.4457
      
0.4457
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
16
      
19
      
14
      
20
      
15
      
18
      
NaN
      
NaN
      
18
      
17
      
17
      
NaN
      
850
      
850
      
0.0496
      
0.0145
      
0.0083
      
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0.0000
      
0.0331
      
0.0785
      
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0.2314
      
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0.0599
      
0.0000
      
0.0227
      
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0.0021
      
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0.0455
      
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0.0021
      
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5292
      
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1
      
NaN
      
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3352
      
6184
      
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789
      
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0.5714
      
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0.1818
      
0.3850
      
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PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
0.4375
      
PrivacySuppressed
      
0
      
0.270833333333
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0.459459459459
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
0.324324324324
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
0
      
PrivacySuppressed
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
0
      
PrivacySuppressed
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
0
      
PrivacySuppressed
      
0
      
0
      
PrivacySuppressed
      
0
      
0
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0
      
0
      
0
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
PrivacySuppressed
      
0.948220065
      
PrivacySuppressed
      
PrivacySuppressed
      
0.454901961
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
0.043137255
      
0.411764706
      
0.545098039
      
0.294871795
      
0.125
      
0.070512821
      
PrivacySuppressed
      
69110.74519
      
46084.73263
      
163
      
78
      
72
      
13
      
PrivacySuppressed
      
PrivacySuppressed
      
71
      
92
      
119
      
44
      
149
      
14
      
80
      
64
      
133
      
76
      
44
      
PrivacySuppressed
      
PrivacySuppressed
      
122
      
51
      
72
      
95
      
38
      
PrivacySuppressed
      
PrivacySuppressed
      
59
      
44
      
109
      
53
      
36
      
PrivacySuppressed
      
PrivacySuppressed
      
95
      
28
      
67
      
69
      
40
      
PrivacySuppressed
      
PrivacySuppressed
      
48
      
37
      
37
      
20
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
19
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
17
      
PrivacySuppressed
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
10158
      
PrivacySuppressed
      
10174
      
9052
      
10500
      
PrivacySuppressed
      
PrivacySuppressed
      
10345.5
      
10500
      
PrivacySuppressed
      
10500
      
9604.5
      
10500
      
8878
      
272
      
10
      
263
      
145
      
107
      
PrivacySuppressed
      
PrivacySuppressed
      
254
      
189
      
PrivacySuppressed
      
114
      
148
      
127
      
102
      
PrivacySuppressed
      
272
      
24644
      
16092.5
      
5730.5
      
2998
      
PrivacySuppressed
      
16
      
293
      
PrivacySuppressed
      
255
      
312
      
16962
      
16548
      
235
      
289
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
312
      
0.93000000715255
      
0.74000000953674
      
32.9599990844726
      
1154.31994628906
      
0.87000000476837
      
0.51999998092651
      
0.68999999761581
      
0.05000000074505
      
0.25999999046325
      
0.44999998807907
      
47269.17
      
35283
      
46077.05859375
      
10.4700002670288
      
10.4499998092651
      
72.9800033569336
      
19.3799991607666
      
2.05999994277954
      
7.03000020980835
      
14.9300003051757
      
7.90000009536743
      
93.1299972534179
      
56889.14
      
10.0200004577636
      
3.53999996185302
      
10.8999996185302
      
1.54
      
0.70
      
0.18
      
0.06
      
0.04
      
0.03
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
5
      
23
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
PrivacySuppressed
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
10158
      
PrivacySuppressed
      
PrivacySuppressed
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
NaN
      
training
    
  

In [153]:

    

cols_target = ['md_earn_wne_p6']

cols_school = ['PREDDEG', 'HIGHDEG', 'CONTROL', 'NUMBRANCH', 'AVGFACSAL']
#                'PCIP01', 'PCIP03', 'PCIP04', 'PCIP05', 'PCIP09', 'PCIP10',
#                'PCIP11', 'PCIP12', 'PCIP13', 'PCIP14', 'PCIP15', 'PCIP16',
#                'PCIP19', 'PCIP22', 'PCIP23', 'PCIP24', 'PCIP25', 'PCIP26',
#                'PCIP27', 'PCIP29', 'PCIP30', 'PCIP31', 'PCIP38', 'PCIP39',
#                'PCIP40', 'PCIP41', 'PCIP42', 'PCIP43', 'PCIP44', 'PCIP45',
#                'PCIP46', 'PCIP47', 'PCIP48', 'PCIP49', 'PCIP50', 'PCIP51',
#                'PCIP52', 'PCIP54']

# cols_admissions = ['ADM_RATE', 'SATVR25', 'SATVR75', 'SATMT25', 'SATMT75', 'SAT_AVG']

cols_costs = ['TUITFTE']

cols_studentbody = ['UGDS', 'UGDS_NRA', 'PPTUG_EF', 'UG25abv',
                    'PAR_ED_PCT_1STGEN', 'DEP_INC_AVG', 'IND_INC_AVG',
                    'COMP_ORIG_YR2_RT', 'WDRAW_ORIG_YR2_RT', 'ENRL_ORIG_YR2_RT',
                    'COMP_ORIG_YR4_RT', 'WDRAW_ORIG_YR4_RT', 'ENRL_ORIG_YR4_RT',
                    'OVERALL_YR2_N', 'OVERALL_YR3_N', 'OVERALL_YR4_N',
                    'OVERALL_YR6_N', 'OVERALL_YR8_N', 'count_nwne_p6']

cols_financialaid = ['DEBT_MDN', 'GRAD_DEBT_MDN', 'WDRAW_DEBT_MDN']

cols_other = ['type']


    

In [154]:

    

data.shape


    

    
Out[154]:





(27974, 1730)

In [155]:

    

data_reduced = data[cols_target+cols_school+cols_costs+\
                    cols_studentbody+cols_financialaid+cols_other]


    

In [156]:

    

for c in data_reduced.columns:
    if (data_reduced[c].dtype == object) and (c != 'type'):
        data_reduced[c] = data_reduced[c].apply(lambda x: float(x) if x != 'PrivacySuppressed' else np.nan)
        data_reduced[c] = data_reduced[c].astype(float)


    

In [157]:

    

data_reduced.describe()


    

    
Out[157]:






  

    

      

      
md_earn_wne_p6
      
PREDDEG
      
HIGHDEG
      
CONTROL
      
NUMBRANCH
      
AVGFACSAL
      
TUITFTE
      
UGDS
      
UGDS_NRA
      
PPTUG_EF
      
UG25abv
      
PAR_ED_PCT_1STGEN
      
DEP_INC_AVG
      
IND_INC_AVG
      
COMP_ORIG_YR2_RT
      
WDRAW_ORIG_YR2_RT
      
ENRL_ORIG_YR2_RT
      
COMP_ORIG_YR4_RT
      
WDRAW_ORIG_YR4_RT
      
ENRL_ORIG_YR4_RT
      
OVERALL_YR2_N
      
OVERALL_YR3_N
      
OVERALL_YR4_N
      
OVERALL_YR6_N
      
OVERALL_YR8_N
      
count_nwne_p6
      
DEBT_MDN
      
GRAD_DEBT_MDN
      
WDRAW_DEBT_MDN
    
  
  

    

      
count
      
22394.000000
      
27974.000000
      
27974.000000
      
27974.000000
      
27974.000000
      
17094.000000
      
26958.000000
      
26084.000000
      
26084.000000
      
25961.000000
      
25830.000000
      
24461.000000
      
25166.000000
      
25303.000000
      
22303.000000
      
22473.000000
      
20116.000000
      
22184.000000
      
21849.000000
      
19316.000000
      
26230.000000
      
25815.000000
      
25535.000000
      
24948.000000
      
18614.000000
      
24423.000000
      
22847.000000
      
21627.000000
      
21315.000000
    
    

      
mean
      
29062.007681
      
1.857582
      
2.213877
      
2.118932
      
4.037070
      
5348.674798
      
11011.289970
      
2222.314944
      
0.014165
      
0.223849
      
0.413015
      
0.493549
      
52556.296987
      
22942.376603
      
0.278013
      
0.205554
      
0.238424
      
0.374718
      
0.205404
      
0.040188
      
2614.042242
      
2266.867209
      
1965.423497
      
1385.139370
      
1334.820297
      
249.651435
      
8994.602180
      
12483.039742
      
6405.177668
    
    

      
std
      
10822.399280
      
1.008607
      
1.274660
      
0.841436
      
12.977136
      
1935.658093
      
172001.637782
      
4855.392337
      
0.043849
      
0.240339
      
0.220127
      
0.135478
      
24402.757134
      
9926.116828
      
0.254066
      
0.135533
      
0.195519
      
0.243561
      
0.144668
      
0.050813
      
14366.819640
      
13225.712340
      
10592.497586
      
5225.296605
      
5179.278829
      
891.605076
      
4821.270423
      
7030.661573
      
3447.324241
    
    

      
min
      
7000.000000
      
0.000000
      
0.000000
      
1.000000
      
1.000000
      
42.000000
      
0.000000
      
0.000000
      
0.000000
      
0.000000
      
0.000400
      
0.000000
      
443.174960
      
215.042694
      
0.000000
      
0.000000
      
0.000000
      
0.000000
      
0.000000
      
0.000000
      
10.000000
      
10.000000
      
10.000000
      
10.000000
      
10.000000
      
0.000000
      
124.000000
      
654.000000
      
520.000000
    
    

      
25%
      
22000.000000
      
1.000000
      
1.000000
      
1.000000
      
1.000000
      
4088.250000
      
2537.750000
      
127.000000
      
0.000000
      
0.000000
      
0.253025
      
0.413534
      
33732.107442
      
16257.267275
      
0.062918
      
0.106195
      
0.060261
      
0.155203
      
0.101010
      
0.000000
      
119.000000
      
116.000000
      
114.000000
      
107.000000
      
111.000000
      
23.000000
      
5400.000000
      
6625.000000
      
3750.000000
    
    

      
50%
      
27500.000000
      
2.000000
      
2.000000
      
2.000000
      
1.000000
      
5160.000000
      
5909.000000
      
522.000000
      
0.000000
      
0.145700
      
0.411000
      
0.510294
      
49126.867425
      
21397.270020
      
0.160684
      
0.198300
      
0.204279
      
0.378328
      
0.195652
      
0.025147
      
450.000000
      
420.000000
      
407.000000
      
373.000000
      
369.000000
      
66.000000
      
7905.000000
      
11119.000000
      
5500.000000
    
    

      
75%
      
34400.000000
      
3.000000
      
4.000000
      
3.000000
      
2.000000
      
6376.000000
      
10877.750000
      
2067.000000
      
0.011200
      
0.386400
      
0.563400
      
0.581560
      
68785.735878
      
27541.043335
      
0.514689
      
0.293532
      
0.391884
      
0.571936
      
0.295954
      
0.066380
      
1350.000000
      
1230.000000
      
1139.500000
      
994.000000
      
968.000000
      
186.000000
      
12000.000000
      
17125.000000
      
8250.000000
    
    

      
max
      
133600.000000
      
4.000000
      
4.000000
      
3.000000
      
128.000000
      
24699.000000
      
26670163.000000
      
249604.000000
      
1.000000
      
1.000000
      
1.000000
      
1.000000
      
181008.007100
      
79375.209910
      
1.000000
      
0.781513
      
1.000000
      
1.000000
      
0.842161
      
0.694737
      
237888.000000
      
222715.000000
      
170316.000000
      
72057.000000
      
70824.000000
      
12567.000000
      
95984.000000
      
47186.500000
      
33125.000000
    
  

In [158]:

    

data_reduced.dropna(inplace=True)


    

In [159]:

    

data_reduced.shape


    

    
Out[159]:





(6717, 30)

In [160]:

    

6809 / 27974


    

    
Out[160]:





0.24340458997640665

In [161]:

    

data_reduced.type.value_counts()


    

    
Out[161]:





training    4173
testing     2544
dtype: int64

In [162]:

    

training = data_reduced[data_reduced['type'] == 'training']
testing = data_reduced[data_reduced['type'] == 'testing']


    

In [163]:

    

training.md_earn_wne_p6.values


    

    
Out[163]:





array([ 25700.,  35100.,  40600., ...,  36500.,  36500.,  36500.])

In [164]:

    

X_train = scale(training.iloc[:, 1:-1].values)
y_train = training.md_earn_wne_p6.values