From bfdc5dc93ba6f309d09fd2b24a6e26765fea179e Mon Sep 17 00:00:00 2001 From: Isaac Shoebottom Date: Fri, 18 Nov 2022 16:28:38 -0400 Subject: [PATCH] Add assignment 5 content --- assignments/A5/.idea/.gitignore | 8 + assignments/A5/.idea/A5.iml | 8 + .../inspectionProfiles/profiles_settings.xml | 6 + assignments/A5/.idea/misc.xml | 4 + assignments/A5/.idea/modules.xml | 8 + assignments/A5/.idea/vcs.xml | 6 + assignments/A5/2014-1000.csv | 1000 ++++++++++ assignments/A5/readcsv.py | 121 ++ assignments/A5/test1.csv | 4 + assignments/A5/test2.csv | 3 + assignments/A5/test_readcsv.py | 93 + assignments/A5/test_readcsv_bigdata.py | 1751 +++++++++++++++++ 12 files changed, 3012 insertions(+) create mode 100644 assignments/A5/.idea/.gitignore create mode 100644 assignments/A5/.idea/A5.iml create mode 100644 assignments/A5/.idea/inspectionProfiles/profiles_settings.xml create mode 100644 assignments/A5/.idea/misc.xml create mode 100644 assignments/A5/.idea/modules.xml create mode 100644 assignments/A5/.idea/vcs.xml create mode 100644 assignments/A5/2014-1000.csv create mode 100644 assignments/A5/readcsv.py create mode 100644 assignments/A5/test1.csv create mode 100644 assignments/A5/test2.csv create mode 100644 assignments/A5/test_readcsv.py create mode 100644 assignments/A5/test_readcsv_bigdata.py diff --git a/assignments/A5/.idea/.gitignore b/assignments/A5/.idea/.gitignore new file mode 100644 index 0000000..13566b8 --- /dev/null +++ b/assignments/A5/.idea/.gitignore @@ -0,0 +1,8 @@ +# Default ignored files +/shelf/ +/workspace.xml +# Editor-based HTTP Client requests +/httpRequests/ +# Datasource local storage ignored files +/dataSources/ +/dataSources.local.xml diff --git a/assignments/A5/.idea/A5.iml b/assignments/A5/.idea/A5.iml new file mode 100644 index 0000000..d0876a7 --- /dev/null +++ b/assignments/A5/.idea/A5.iml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/assignments/A5/.idea/inspectionProfiles/profiles_settings.xml b/assignments/A5/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..105ce2d --- /dev/null +++ b/assignments/A5/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/assignments/A5/.idea/misc.xml b/assignments/A5/.idea/misc.xml new file mode 100644 index 0000000..57c6113 --- /dev/null +++ b/assignments/A5/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/assignments/A5/.idea/modules.xml b/assignments/A5/.idea/modules.xml new file mode 100644 index 0000000..97720f7 --- /dev/null +++ b/assignments/A5/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/assignments/A5/.idea/vcs.xml b/assignments/A5/.idea/vcs.xml new file mode 100644 index 0000000..b2bdec2 --- /dev/null +++ b/assignments/A5/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file diff --git a/assignments/A5/2014-1000.csv b/assignments/A5/2014-1000.csv new file mode 100644 index 0000000..b299230 --- /dev/null +++ b/assignments/A5/2014-1000.csv @@ -0,0 +1,1000 @@ 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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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R8_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,P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diff --git a/assignments/A5/readcsv.py b/assignments/A5/readcsv.py new file mode 100644 index 0000000..b42029a --- /dev/null +++ b/assignments/A5/readcsv.py @@ -0,0 +1,121 @@ +def read_csv(filename): + """Read a CSV file, return list of rows""" + + import csv + with open(filename, 'rt', newline='') as f: + reader = csv.reader(f, skipinitialspace=True) + return [row for row in reader] + + +def header_map(headers): + """ + Read a list, and convert it to a dictionary where the key is each element of the given list and the value is + its position in the list + :param headers: List + :return: Dict + """ + + header_dict = dict() + i = 0 + for header in headers: + header_dict[header] = i + i = i + 1 + return header_dict + + +def select(table, search_items): + """ + Read the set in the second argument and search through the table in the first argument and return the + columns that match the query in the search items + :param table: List + :param search_items: List + :return: List + """ + + header_numbers = header_map(table[0]) + ret_list = list() + columns = list() + + for item in search_items: + columns.append(header_numbers[item]) + columns.sort() + for item in table: + lst = list() + for number in columns: + lst.append(item[number]) + ret_list.append(lst) + return ret_list + + +def row2dict(hmap, row): + """ + Convert a row in the second argument, given the headers in the first argument to a dictionary which uses the + headers as keys and the row data as values + :param hmap: Dictionary + :param row: List + :return: Dictionary + """ + ret_dict = dict() + for key in hmap: + ret_dict[key] = row[hmap[key]] + return ret_dict + + +def check_row(row, query): + """ + Check the row in the first argument passes a query in the second argument. The second argument is a formatted + tuple where the first element in the tuple is a column name, the second is an operation (==, <=, >=, AND, + OR) and the third element is a condition, numeric or string matching. (ex: is age == 34, is color == blue). AND + and OR are special in that you can pass in recursive tuples (left and right argument are tuples) that will also + be evaluated recursively + :param row: List + :param query: Tuple + :return: Boolean + """ + + def perform_operation(op, var, cond): + if type(var) is str: + if var.isnumeric(): + var = int(var) + if type(cond) is str: + if cond.isnumeric(): + cond = int(cond) + + if op == '==': + return var == cond + elif op == '>=': + return var >= cond + elif op == '<=': + return var <= cond + elif op == 'OR': + return perform_operation(var[1], row[var[0]], var[2]) or perform_operation(cond[1], row[cond[0]], cond[2]) + elif op == 'AND': + return perform_operation(var[1], row[var[0]], var[2]) and perform_operation(cond[1], row[cond[0]], cond[2]) + else: + return False + + if type(query[0]) and type(query[2]) is tuple: + return perform_operation(query[1], query[0], query[2]) + elif query[2] not in row: + stringify = str(query[2]) + return perform_operation(query[1], row[str(query[0])], stringify) + else: + return perform_operation(query[1], row[str(query[0])], row[query[2]]) + + +def filter_table(table, query): + """ + This function takes a table of csv values, and performs the query to filter out the rows that do not match the query + :param table: List + :param query: Tuple + :return: List + """ + header_row = header_map(table[0]) + data_rows = table[1:] + result = list() + result.append(table[0]) + for row in data_rows: + data_dict = row2dict(header_row, row) + if check_row(data_dict, query): + result.append(row) + return result diff --git a/assignments/A5/test1.csv b/assignments/A5/test1.csv new file mode 100644 index 0000000..99718af --- /dev/null +++ b/assignments/A5/test1.csv @@ -0,0 +1,4 @@ +name, age, eye colour +Bob, 5, blue +Mary, 27, brown +Vij, 54, green \ No newline at end of file diff --git a/assignments/A5/test2.csv b/assignments/A5/test2.csv new file mode 100644 index 0000000..158fe46 --- /dev/null +++ b/assignments/A5/test2.csv @@ -0,0 +1,3 @@ +name, 100 +teddy, 500 +lovely, 1000 \ No newline at end of file diff --git a/assignments/A5/test_readcsv.py b/assignments/A5/test_readcsv.py new file mode 100644 index 0000000..1c0d185 --- /dev/null +++ b/assignments/A5/test_readcsv.py @@ -0,0 +1,93 @@ +from readcsv import read_csv +from readcsv import header_map +from readcsv import select +from readcsv import row2dict +from readcsv import check_row +from readcsv import filter_table + +table = read_csv('test1.csv') +sampledata = read_csv('2014-1000.csv') + + +def test_read_csv(): + assert read_csv('test1.csv') == [['name', 'age', 'eye colour'], + ['Bob', '5', 'blue'], + ['Mary', '27', 'brown'], + ['Vij', '54', 'green']] + + +def test_header_map_1(): + hmap = header_map(table[0]) + assert hmap == {'name': 0, 'age': 1, 'eye colour': 2} + + +def test_select_1(): + assert select(table, {'name', 'eye colour'}) == [['name', 'eye colour'], + ['Bob', 'blue'], + ['Mary', 'brown'], + ['Vij', 'green']] + + +def test_row2dict(): + hmap = header_map(table[0]) + assert row2dict(hmap, table[1]) == {'name': 'Bob', 'age': '5', 'eye colour': 'blue'} + + +def test_check_row(): + row = {'name': 'Bob', 'age': '5', 'eye colour': 'blue'} + assert check_row(row, ('age', '==', 5)) + assert not check_row(row, ('eye colour', '==', 5)) + assert check_row(row, ('eye colour', '==', 'blue')) + assert check_row(row, ('age', '>=', 4)) + assert check_row(row, ('age', '<=', 1000)) + + +def test_check_row_logical(): + row = {'name': 'Bob', 'age': '5', 'eye colour': 'blue'} + assert check_row(row, (('age', '==', 5), 'OR', ('eye colour', '==', 5))) + assert not check_row(row, (('age', '==', 5), 'AND', ('eye colour', '==', 5))) + + +def test_filter_table1(): + assert filter_table(table, ('age', '>=', 0)) == [['name', 'age', 'eye colour'], + ['Bob', '5', 'blue'], + ['Mary', '27', 'brown'], + ['Vij', '54', 'green']] + + assert filter_table(table, ('age', '<=', 27)) == [['name', 'age', 'eye colour'], + ['Bob', '5', 'blue'], + ['Mary', '27', 'brown']] + + assert filter_table(table, ('eye colour', '==', 'brown')) == [['name', 'age', 'eye colour'], + ['Mary', '27', 'brown']] + + assert filter_table(table, ('name', '==', 'Vij')) == [['name', 'age', 'eye colour'], + ['Vij', '54', 'green']] + + +def test_filter_table2(): + assert filter_table(table, (('age', '>=', 0), 'AND', ('age', '>=', '27'))) == [['name', 'age', 'eye colour'], + ['Mary', '27', 'brown'], + ['Vij', '54', 'green']] + + assert filter_table(table, (('age', '<=', 27), 'AND', ('age', '>=', '27'))) == [['name', 'age', 'eye colour'], + ['Mary', '27', 'brown']] + + assert filter_table(table, (('eye colour', '==', 'brown'), + 'OR', + ('name', '==', 'Vij'))) == [['name', 'age', 'eye colour'], + ['Mary', '27', 'brown'], + ['Vij', '54', 'green']] + + +# Student Tests + +def test_check_row_2(): + row = {'name': 'Bob', 'age': '5', 'eye colour': 'blue'} + assert not check_row(row, ('age', '===', 5)) + + +def test_check_row_3(): + # Could not get test to pass, but included for completeness of tests + table2 = read_csv('test2.csv') + assert check_row(table2[1], ("100", "==", "500")) diff --git a/assignments/A5/test_readcsv_bigdata.py b/assignments/A5/test_readcsv_bigdata.py new file mode 100644 index 0000000..13b28d4 --- /dev/null +++ b/assignments/A5/test_readcsv_bigdata.py @@ -0,0 +1,1751 @@ +from readcsv import * + +sampledata = read_csv('2014-1000.csv') + +# Wanted to make more tests but time-consuming to check data for correctness +# Student Tests +def test_header_map_big_data(): + assert header_map(sampledata[0]) == {'UNITID': 0, 'OPEID': 1, 'OPEID6': 2, 'INSTNM': 3, 'CITY': 4, 'STABBR': 5, + 'ZIP': 6, 'ACCREDAGENCY': 7, 'INSTURL': 8, 'NPCURL': 9, 'SCH_DEG': 10, + 'HCM2': 11, 'MAIN': 12, 'NUMBRANCH': 13, 'PREDDEG': 14, 'HIGHDEG': 15, + 'CONTROL': 16, 'ST_FIPS': 17, 'REGION': 18, 'LOCALE': 19, 'LOCALE2': 20, + 'LATITUDE': 21, 'LONGITUDE': 22, 'CCBASIC': 23, 'CCUGPROF': 24, 'CCSIZSET': 25, + 'HBCU': 26, 'PBI': 27, 'ANNHI': 28, 'TRIBAL': 29, 'AANAPII': 30, 'HSI': 31, + 'NANTI': 32, 'MENONLY': 33, 'WOMENONLY': 34, 'RELAFFIL': 35, 'ADM_RATE': 36, + 'ADM_RATE_ALL': 37, 'SATVR25': 38, 'SATVR75': 39, 'SATMT25': 40, 'SATMT75': 41, + 'SATWR25': 42, 'SATWR75': 43, 'SATVRMID': 44, 'SATMTMID': 45, 'SATWRMID': 46, + 'ACTCM25': 47, 'ACTCM75': 48, 'ACTEN25': 49, 'ACTEN75': 50, 'ACTMT25': 51, + 'ACTMT75': 52, 'ACTWR25': 53, 'ACTWR75': 54, 'ACTCMMID': 55, 'ACTENMID': 56, + 'ACTMTMID': 57, 'ACTWRMID': 58, 'SAT_AVG': 59, 'SAT_AVG_ALL': 60, 'PCIP01': 61, + 'PCIP03': 62, 'PCIP04': 63, 'PCIP05': 64, 'PCIP09': 65, 'PCIP10': 66, + 'PCIP11': 67, 'PCIP12': 68, 'PCIP13': 69, 'PCIP14': 70, 'PCIP15': 71, + 'PCIP16': 72, 'PCIP19': 73, 'PCIP22': 74, 'PCIP23': 75, 'PCIP24': 76, + 'PCIP25': 77, 'PCIP26': 78, 'PCIP27': 79, 'PCIP29': 80, 'PCIP30': 81, + 'PCIP31': 82, 'PCIP38': 83, 'PCIP39': 84, 'PCIP40': 85, 'PCIP41': 86, + 'PCIP42': 87, 'PCIP43': 88, 'PCIP44': 89, 'PCIP45': 90, 'PCIP46': 91, + 'PCIP47': 92, 'PCIP48': 93, 'PCIP49': 94, 'PCIP50': 95, 'PCIP51': 96, + 'PCIP52': 97, 'PCIP54': 98, 'CIP01CERT1': 99, 'CIP01CERT2': 100, + 'CIP01ASSOC': 101, 'CIP01CERT4': 102, 'CIP01BACHL': 103, 'CIP03CERT1': 104, + 'CIP03CERT2': 105, 'CIP03ASSOC': 106, 'CIP03CERT4': 107, 'CIP03BACHL': 108, + 'CIP04CERT1': 109, 'CIP04CERT2': 110, 'CIP04ASSOC': 111, 'CIP04CERT4': 112, + 'CIP04BACHL': 113, 'CIP05CERT1': 114, 'CIP05CERT2': 115, 'CIP05ASSOC': 116, + 'CIP05CERT4': 117, 'CIP05BACHL': 118, 'CIP09CERT1': 119, 'CIP09CERT2': 120, + 'CIP09ASSOC': 121, 'CIP09CERT4': 122, 'CIP09BACHL': 123, 'CIP10CERT1': 124, + 'CIP10CERT2': 125, 'CIP10ASSOC': 126, 'CIP10CERT4': 127, 'CIP10BACHL': 128, + 'CIP11CERT1': 129, 'CIP11CERT2': 130, 'CIP11ASSOC': 131, 'CIP11CERT4': 132, + 'CIP11BACHL': 133, 'CIP12CERT1': 134, 'CIP12CERT2': 135, 'CIP12ASSOC': 136, + 'CIP12CERT4': 137, 'CIP12BACHL': 138, 'CIP13CERT1': 139, 'CIP13CERT2': 140, + 'CIP13ASSOC': 141, 'CIP13CERT4': 142, 'CIP13BACHL': 143, 'CIP14CERT1': 144, + 'CIP14CERT2': 145, 'CIP14ASSOC': 146, 'CIP14CERT4': 147, 'CIP14BACHL': 148, + 'CIP15CERT1': 149, 'CIP15CERT2': 150, 'CIP15ASSOC': 151, 'CIP15CERT4': 152, + 'CIP15BACHL': 153, 'CIP16CERT1': 154, 'CIP16CERT2': 155, 'CIP16ASSOC': 156, + 'CIP16CERT4': 157, 'CIP16BACHL': 158, 'CIP19CERT1': 159, 'CIP19CERT2': 160, + 'CIP19ASSOC': 161, 'CIP19CERT4': 162, 'CIP19BACHL': 163, 'CIP22CERT1': 164, + 'CIP22CERT2': 165, 'CIP22ASSOC': 166, 'CIP22CERT4': 167, 'CIP22BACHL': 168, + 'CIP23CERT1': 169, 'CIP23CERT2': 170, 'CIP23ASSOC': 171, 'CIP23CERT4': 172, + 'CIP23BACHL': 173, 'CIP24CERT1': 174, 'CIP24CERT2': 175, 'CIP24ASSOC': 176, + 'CIP24CERT4': 177, 'CIP24BACHL': 178, 'CIP25CERT1': 179, 'CIP25CERT2': 180, + 'CIP25ASSOC': 181, 'CIP25CERT4': 182, 'CIP25BACHL': 183, 'CIP26CERT1': 184, + 'CIP26CERT2': 185, 'CIP26ASSOC': 186, 'CIP26CERT4': 187, 'CIP26BACHL': 188, + 'CIP27CERT1': 189, 'CIP27CERT2': 190, 'CIP27ASSOC': 191, 'CIP27CERT4': 192, + 'CIP27BACHL': 193, 'CIP29CERT1': 194, 'CIP29CERT2': 195, 'CIP29ASSOC': 196, + 'CIP29CERT4': 197, 'CIP29BACHL': 198, 'CIP30CERT1': 199, 'CIP30CERT2': 200, + 'CIP30ASSOC': 201, 'CIP30CERT4': 202, 'CIP30BACHL': 203, 'CIP31CERT1': 204, + 'CIP31CERT2': 205, 'CIP31ASSOC': 206, 'CIP31CERT4': 207, 'CIP31BACHL': 208, + 'CIP38CERT1': 209, 'CIP38CERT2': 210, 'CIP38ASSOC': 211, 'CIP38CERT4': 212, + 'CIP38BACHL': 213, 'CIP39CERT1': 214, 'CIP39CERT2': 215, 'CIP39ASSOC': 216, + 'CIP39CERT4': 217, 'CIP39BACHL': 218, 'CIP40CERT1': 219, 'CIP40CERT2': 220, + 'CIP40ASSOC': 221, 'CIP40CERT4': 222, 'CIP40BACHL': 223, 'CIP41CERT1': 224, + 'CIP41CERT2': 225, 'CIP41ASSOC': 226, 'CIP41CERT4': 227, 'CIP41BACHL': 228, + 'CIP42CERT1': 229, 'CIP42CERT2': 230, 'CIP42ASSOC': 231, 'CIP42CERT4': 232, + 'CIP42BACHL': 233, 'CIP43CERT1': 234, 'CIP43CERT2': 235, 'CIP43ASSOC': 236, + 'CIP43CERT4': 237, 'CIP43BACHL': 238, 'CIP44CERT1': 239, 'CIP44CERT2': 240, + 'CIP44ASSOC': 241, 'CIP44CERT4': 242, 'CIP44BACHL': 243, 'CIP45CERT1': 244, + 'CIP45CERT2': 245, 'CIP45ASSOC': 246, 'CIP45CERT4': 247, 'CIP45BACHL': 248, + 'CIP46CERT1': 249, 'CIP46CERT2': 250, 'CIP46ASSOC': 251, 'CIP46CERT4': 252, + 'CIP46BACHL': 253, 'CIP47CERT1': 254, 'CIP47CERT2': 255, 'CIP47ASSOC': 256, + 'CIP47CERT4': 257, 'CIP47BACHL': 258, 'CIP48CERT1': 259, 'CIP48CERT2': 260, + 'CIP48ASSOC': 261, 'CIP48CERT4': 262, 'CIP48BACHL': 263, 'CIP49CERT1': 264, + 'CIP49CERT2': 265, 'CIP49ASSOC': 266, 'CIP49CERT4': 267, 'CIP49BACHL': 268, + 'CIP50CERT1': 269, 'CIP50CERT2': 270, 'CIP50ASSOC': 271, 'CIP50CERT4': 272, + 'CIP50BACHL': 273, 'CIP51CERT1': 274, 'CIP51CERT2': 275, 'CIP51ASSOC': 276, + 'CIP51CERT4': 277, 'CIP51BACHL': 278, 'CIP52CERT1': 279, 'CIP52CERT2': 280, + 'CIP52ASSOC': 281, 'CIP52CERT4': 282, 'CIP52BACHL': 283, 'CIP54CERT1': 284, + 'CIP54CERT2': 285, 'CIP54ASSOC': 286, 'CIP54CERT4': 287, 'CIP54BACHL': 288, + 'DISTANCEONLY': 289, 'UGDS': 290, 'UG': 291, 'UGDS_WHITE': 292, + 'UGDS_BLACK': 293, 'UGDS_HISP': 294, 'UGDS_ASIAN': 295, 'UGDS_AIAN': 296, + 'UGDS_NHPI': 297, 'UGDS_2MOR': 298, 'UGDS_NRA': 299, 'UGDS_UNKN': 300, + 'UGDS_WHITENH': 301, 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1205, + 'MD_INC_UNKN_4YR_TRANS_YR8_RT': 1206, 'MD_INC_UNKN_2YR_TRANS_YR8_RT': 1207, + 'HI_INC_DEATH_YR8_RT': 1208, 'HI_INC_COMP_ORIG_YR8_RT': 1209, + 'HI_INC_COMP_4YR_TRANS_YR8_RT': 1210, 'HI_INC_COMP_2YR_TRANS_YR8_RT': 1211, + 'HI_INC_WDRAW_ORIG_YR8_RT': 1212, 'HI_INC_WDRAW_4YR_TRANS_YR8_RT': 1213, + 'HI_INC_WDRAW_2YR_TRANS_YR8_RT': 1214, 'HI_INC_ENRL_ORIG_YR8_RT': 1215, + 'HI_INC_ENRL_4YR_TRANS_YR8_RT': 1216, 'HI_INC_ENRL_2YR_TRANS_YR8_RT': 1217, + 'HI_INC_UNKN_ORIG_YR8_RT': 1218, 'HI_INC_UNKN_4YR_TRANS_YR8_RT': 1219, + 'HI_INC_UNKN_2YR_TRANS_YR8_RT': 1220, 'DEP_DEATH_YR8_RT': 1221, + 'DEP_COMP_ORIG_YR8_RT': 1222, 'DEP_COMP_4YR_TRANS_YR8_RT': 1223, + 'DEP_COMP_2YR_TRANS_YR8_RT': 1224, 'DEP_WDRAW_ORIG_YR8_RT': 1225, + 'DEP_WDRAW_4YR_TRANS_YR8_RT': 1226, 'DEP_WDRAW_2YR_TRANS_YR8_RT': 1227, + 'DEP_ENRL_ORIG_YR8_RT': 1228, 'DEP_ENRL_4YR_TRANS_YR8_RT': 1229, + 'DEP_ENRL_2YR_TRANS_YR8_RT': 1230, 'DEP_UNKN_ORIG_YR8_RT': 1231, + 'DEP_UNKN_4YR_TRANS_YR8_RT': 1232, 'DEP_UNKN_2YR_TRANS_YR8_RT': 1233, + 'IND_DEATH_YR8_RT': 1234, 'IND_COMP_ORIG_YR8_RT': 1235, + 'IND_COMP_4YR_TRANS_YR8_RT': 1236, 'IND_COMP_2YR_TRANS_YR8_RT': 1237, + 'IND_WDRAW_ORIG_YR8_RT': 1238, 'IND_WDRAW_4YR_TRANS_YR8_RT': 1239, + 'IND_WDRAW_2YR_TRANS_YR8_RT': 1240, 'IND_ENRL_ORIG_YR8_RT': 1241, + 'IND_ENRL_4YR_TRANS_YR8_RT': 1242, 'IND_ENRL_2YR_TRANS_YR8_RT': 1243, + 'IND_UNKN_ORIG_YR8_RT': 1244, 'IND_UNKN_4YR_TRANS_YR8_RT': 1245, + 'IND_UNKN_2YR_TRANS_YR8_RT': 1246, 'FEMALE_DEATH_YR8_RT': 1247, + 'FEMALE_COMP_ORIG_YR8_RT': 1248, 'FEMALE_COMP_4YR_TRANS_YR8_RT': 1249, + 'FEMALE_COMP_2YR_TRANS_YR8_RT': 1250, 'FEMALE_WDRAW_ORIG_YR8_RT': 1251, + 'FEMALE_WDRAW_4YR_TRANS_YR8_RT': 1252, 'FEMALE_WDRAW_2YR_TRANS_YR8_RT': 1253, + 'FEMALE_ENRL_ORIG_YR8_RT': 1254, 'FEMALE_ENRL_4YR_TRANS_YR8_RT': 1255, + 'FEMALE_ENRL_2YR_TRANS_YR8_RT': 1256, 'FEMALE_UNKN_ORIG_YR8_RT': 1257, + 'FEMALE_UNKN_4YR_TRANS_YR8_RT': 1258, 'FEMALE_UNKN_2YR_TRANS_YR8_RT': 1259, + 'MALE_DEATH_YR8_RT': 1260, 'MALE_COMP_ORIG_YR8_RT': 1261, + 'MALE_COMP_4YR_TRANS_YR8_RT': 1262, 'MALE_COMP_2YR_TRANS_YR8_RT': 1263, + 'MALE_WDRAW_ORIG_YR8_RT': 1264, 'MALE_WDRAW_4YR_TRANS_YR8_RT': 1265, + 'MALE_WDRAW_2YR_TRANS_YR8_RT': 1266, 'MALE_ENRL_ORIG_YR8_RT': 1267, + 'MALE_ENRL_4YR_TRANS_YR8_RT': 1268, 'MALE_ENRL_2YR_TRANS_YR8_RT': 1269, + 'MALE_UNKN_ORIG_YR8_RT': 1270, 'MALE_UNKN_4YR_TRANS_YR8_RT': 1271, + 'MALE_UNKN_2YR_TRANS_YR8_RT': 1272, 'PELL_DEATH_YR8_RT': 1273, + 'PELL_COMP_ORIG_YR8_RT': 1274, 'PELL_COMP_4YR_TRANS_YR8_RT': 1275, + 'PELL_COMP_2YR_TRANS_YR8_RT': 1276, 'PELL_WDRAW_ORIG_YR8_RT': 1277, + 'PELL_WDRAW_4YR_TRANS_YR8_RT': 1278, 'PELL_WDRAW_2YR_TRANS_YR8_RT': 1279, + 'PELL_ENRL_ORIG_YR8_RT': 1280, 'PELL_ENRL_4YR_TRANS_YR8_RT': 1281, + 'PELL_ENRL_2YR_TRANS_YR8_RT': 1282, 'PELL_UNKN_ORIG_YR8_RT': 1283, + 'PELL_UNKN_4YR_TRANS_YR8_RT': 1284, 'PELL_UNKN_2YR_TRANS_YR8_RT': 1285, + 'NOPELL_DEATH_YR8_RT': 1286, 'NOPELL_COMP_ORIG_YR8_RT': 1287, + 'NOPELL_COMP_4YR_TRANS_YR8_RT': 1288, 'NOPELL_COMP_2YR_TRANS_YR8_RT': 1289, + 'NOPELL_WDRAW_ORIG_YR8_RT': 1290, 'NOPELL_WDRAW_4YR_TRANS_YR8_RT': 1291, + 'NOPELL_WDRAW_2YR_TRANS_YR8_RT': 1292, 'NOPELL_ENRL_ORIG_YR8_RT': 1293, + 'NOPELL_ENRL_4YR_TRANS_YR8_RT': 1294, 'NOPELL_ENRL_2YR_TRANS_YR8_RT': 1295, + 'NOPELL_UNKN_ORIG_YR8_RT': 1296, 'NOPELL_UNKN_4YR_TRANS_YR8_RT': 1297, + 'NOPELL_UNKN_2YR_TRANS_YR8_RT': 1298, 'LOAN_DEATH_YR8_RT': 1299, + 'LOAN_COMP_ORIG_YR8_RT': 1300, 'LOAN_COMP_4YR_TRANS_YR8_RT': 1301, + 'LOAN_COMP_2YR_TRANS_YR8_RT': 1302, 'LOAN_WDRAW_ORIG_YR8_RT': 1303, + 'LOAN_WDRAW_4YR_TRANS_YR8_RT': 1304, 'LOAN_WDRAW_2YR_TRANS_YR8_RT': 1305, + 'LOAN_ENRL_ORIG_YR8_RT': 1306, 'LOAN_ENRL_4YR_TRANS_YR8_RT': 1307, + 'LOAN_ENRL_2YR_TRANS_YR8_RT': 1308, 'LOAN_UNKN_ORIG_YR8_RT': 1309, + 'LOAN_UNKN_4YR_TRANS_YR8_RT': 1310, 'LOAN_UNKN_2YR_TRANS_YR8_RT': 1311, + 'NOLOAN_DEATH_YR8_RT': 1312, 'NOLOAN_COMP_ORIG_YR8_RT': 1313, + 'NOLOAN_COMP_4YR_TRANS_YR8_RT': 1314, 'NOLOAN_COMP_2YR_TRANS_YR8_RT': 1315, + 'NOLOAN_WDRAW_ORIG_YR8_RT': 1316, 'NOLOAN_WDRAW_4YR_TRANS_YR8_RT': 1317, + 'NOLOAN_WDRAW_2YR_TRANS_YR8_RT': 1318, 'NOLOAN_ENRL_ORIG_YR8_RT': 1319, + 'NOLOAN_ENRL_4YR_TRANS_YR8_RT': 1320, 'NOLOAN_ENRL_2YR_TRANS_YR8_RT': 1321, + 'NOLOAN_UNKN_ORIG_YR8_RT': 1322, 'NOLOAN_UNKN_4YR_TRANS_YR8_RT': 1323, + 'NOLOAN_UNKN_2YR_TRANS_YR8_RT': 1324, 'FIRSTGEN_DEATH_YR8_RT': 1325, + 'FIRSTGEN_COMP_ORIG_YR8_RT': 1326, 'FIRSTGEN_COMP_4YR_TRANS_YR8_RT': 1327, + 'FIRSTGEN_COMP_2YR_TRANS_YR8_RT': 1328, 'FIRSTGEN_WDRAW_ORIG_YR8_RT': 1329, + 'FIRSTGEN_WDRAW_4YR_TRANS_YR8_RT': 1330, + 'FIRSTGEN_WDRAW_2YR_TRANS_YR8_RT': 1331, 'FIRSTGEN_ENRL_ORIG_YR8_RT': 1332, + 'FIRSTGEN_ENRL_4YR_TRANS_YR8_RT': 1333, 'FIRSTGEN_ENRL_2YR_TRANS_YR8_RT': 1334, + 'FIRSTGEN_UNKN_ORIG_YR8_RT': 1335, 'FIRSTGEN_UNKN_4YR_TRANS_YR8_RT': 1336, + 'FIRSTGEN_UNKN_2YR_TRANS_YR8_RT': 1337, 'NOT1STGEN_DEATH_YR8_RT': 1338, + 'NOT1STGEN_COMP_ORIG_YR8_RT': 1339, 'NOT1STGEN_COMP_4YR_TRANS_YR8_RT': 1340, + 'NOT1STGEN_COMP_2YR_TRANS_YR8_RT': 1341, 'NOT1STGEN_WDRAW_ORIG_YR8_RT': 1342, + 'NOT1STGEN_WDRAW_4YR_TRANS_YR8_RT': 1343, + 'NOT1STGEN_WDRAW_2YR_TRANS_YR8_RT': 1344, 'NOT1STGEN_ENRL_ORIG_YR8_RT': 1345, + 'NOT1STGEN_ENRL_4YR_TRANS_YR8_RT': 1346, + 'NOT1STGEN_ENRL_2YR_TRANS_YR8_RT': 1347, 'NOT1STGEN_UNKN_ORIG_YR8_RT': 1348, + 'NOT1STGEN_UNKN_4YR_TRANS_YR8_RT': 1349, + 'NOT1STGEN_UNKN_2YR_TRANS_YR8_RT': 1350, 'RPY_1YR_RT': 1351, + 'COMPL_RPY_1YR_RT': 1352, 'NONCOM_RPY_1YR_RT': 1353, 'LO_INC_RPY_1YR_RT': 1354, + 'MD_INC_RPY_1YR_RT': 1355, 'HI_INC_RPY_1YR_RT': 1356, 'DEP_RPY_1YR_RT': 1357, + 'IND_RPY_1YR_RT': 1358, 'PELL_RPY_1YR_RT': 1359, 'NOPELL_RPY_1YR_RT': 1360, + 'FEMALE_RPY_1YR_RT': 1361, 'MALE_RPY_1YR_RT': 1362, + 'FIRSTGEN_RPY_1YR_RT': 1363, 'NOTFIRSTGEN_RPY_1YR_RT': 1364, + 'RPY_3YR_RT': 1365, 'COMPL_RPY_3YR_RT': 1366, 'NONCOM_RPY_3YR_RT': 1367, + 'LO_INC_RPY_3YR_RT': 1368, 'MD_INC_RPY_3YR_RT': 1369, + 'HI_INC_RPY_3YR_RT': 1370, 'DEP_RPY_3YR_RT': 1371, 'IND_RPY_3YR_RT': 1372, + 'PELL_RPY_3YR_RT': 1373, 'NOPELL_RPY_3YR_RT': 1374, 'FEMALE_RPY_3YR_RT': 1375, + 'MALE_RPY_3YR_RT': 1376, 'FIRSTGEN_RPY_3YR_RT': 1377, + 'NOTFIRSTGEN_RPY_3YR_RT': 1378, 'RPY_5YR_RT': 1379, 'COMPL_RPY_5YR_RT': 1380, + 'NONCOM_RPY_5YR_RT': 1381, 'LO_INC_RPY_5YR_RT': 1382, + 'MD_INC_RPY_5YR_RT': 1383, 'HI_INC_RPY_5YR_RT': 1384, 'DEP_RPY_5YR_RT': 1385, + 'IND_RPY_5YR_RT': 1386, 'PELL_RPY_5YR_RT': 1387, 'NOPELL_RPY_5YR_RT': 1388, + 'FEMALE_RPY_5YR_RT': 1389, 'MALE_RPY_5YR_RT': 1390, + 'FIRSTGEN_RPY_5YR_RT': 1391, 'NOTFIRSTGEN_RPY_5YR_RT': 1392, + 'RPY_7YR_RT': 1393, 'COMPL_RPY_7YR_RT': 1394, 'NONCOM_RPY_7YR_RT': 1395, + 'LO_INC_RPY_7YR_RT': 1396, 'MD_INC_RPY_7YR_RT': 1397, + 'HI_INC_RPY_7YR_RT': 1398, 'DEP_RPY_7YR_RT': 1399, 'IND_RPY_7YR_RT': 1400, + 'PELL_RPY_7YR_RT': 1401, 'NOPELL_RPY_7YR_RT': 1402, 'FEMALE_RPY_7YR_RT': 1403, + 'MALE_RPY_7YR_RT': 1404, 'FIRSTGEN_RPY_7YR_RT': 1405, + 'NOTFIRSTGEN_RPY_7YR_RT': 1406, 'INC_PCT_LO': 1407, 'DEP_STAT_PCT_IND': 1408, + 'DEP_INC_PCT_LO': 1409, 'IND_INC_PCT_LO': 1410, 'PAR_ED_PCT_1STGEN': 1411, + 'INC_PCT_M1': 1412, 'INC_PCT_M2': 1413, 'INC_PCT_H1': 1414, 'INC_PCT_H2': 1415, + 'DEP_INC_PCT_M1': 1416, 'DEP_INC_PCT_M2': 1417, 'DEP_INC_PCT_H1': 1418, + 'DEP_INC_PCT_H2': 1419, 'IND_INC_PCT_M1': 1420, 'IND_INC_PCT_M2': 1421, + 'IND_INC_PCT_H1': 1422, 'IND_INC_PCT_H2': 1423, 'PAR_ED_PCT_MS': 1424, + 'PAR_ED_PCT_HS': 1425, 'PAR_ED_PCT_PS': 1426, 'APPL_SCH_PCT_GE2': 1427, + 'APPL_SCH_PCT_GE3': 1428, 'APPL_SCH_PCT_GE4': 1429, 'APPL_SCH_PCT_GE5': 1430, + 'DEP_INC_AVG': 1431, 'IND_INC_AVG': 1432, 'OVERALL_YR2_N': 1433, + 'LO_INC_YR2_N': 1434, 'MD_INC_YR2_N': 1435, 'HI_INC_YR2_N': 1436, + 'DEP_YR2_N': 1437, 'IND_YR2_N': 1438, 'FEMALE_YR2_N': 1439, 'MALE_YR2_N': 1440, + 'PELL_YR2_N': 1441, 'NOPELL_YR2_N': 1442, 'LOAN_YR2_N': 1443, + 'NOLOAN_YR2_N': 1444, 'FIRSTGEN_YR2_N': 1445, 'NOT1STGEN_YR2_N': 1446, + 'OVERALL_YR3_N': 1447, 'LO_INC_YR3_N': 1448, 'MD_INC_YR3_N': 1449, + 'HI_INC_YR3_N': 1450, 'DEP_YR3_N': 1451, 'IND_YR3_N': 1452, + 'FEMALE_YR3_N': 1453, 'MALE_YR3_N': 1454, 'PELL_YR3_N': 1455, + 'NOPELL_YR3_N': 1456, 'LOAN_YR3_N': 1457, 'NOLOAN_YR3_N': 1458, + 'FIRSTGEN_YR3_N': 1459, 'NOT1STGEN_YR3_N': 1460, 'OVERALL_YR4_N': 1461, + 'LO_INC_YR4_N': 1462, 'MD_INC_YR4_N': 1463, 'HI_INC_YR4_N': 1464, + 'DEP_YR4_N': 1465, 'IND_YR4_N': 1466, 'FEMALE_YR4_N': 1467, 'MALE_YR4_N': 1468, + 'PELL_YR4_N': 1469, 'NOPELL_YR4_N': 1470, 'LOAN_YR4_N': 1471, + 'NOLOAN_YR4_N': 1472, 'FIRSTGEN_YR4_N': 1473, 'NOT1STGEN_YR4_N': 1474, + 'OVERALL_YR6_N': 1475, 'LO_INC_YR6_N': 1476, 'MD_INC_YR6_N': 1477, + 'HI_INC_YR6_N': 1478, 'DEP_YR6_N': 1479, 'IND_YR6_N': 1480, + 'FEMALE_YR6_N': 1481, 'MALE_YR6_N': 1482, 'PELL_YR6_N': 1483, + 'NOPELL_YR6_N': 1484, 'LOAN_YR6_N': 1485, 'NOLOAN_YR6_N': 1486, + 'FIRSTGEN_YR6_N': 1487, 'NOT1STGEN_YR6_N': 1488, 'OVERALL_YR8_N': 1489, + 'LO_INC_YR8_N': 1490, 'MD_INC_YR8_N': 1491, 'HI_INC_YR8_N': 1492, + 'DEP_YR8_N': 1493, 'IND_YR8_N': 1494, 'FEMALE_YR8_N': 1495, 'MALE_YR8_N': 1496, + 'PELL_YR8_N': 1497, 'NOPELL_YR8_N': 1498, 'LOAN_YR8_N': 1499, + 'NOLOAN_YR8_N': 1500, 'FIRSTGEN_YR8_N': 1501, 'NOT1STGEN_YR8_N': 1502, + 'DEBT_MDN': 1503, 'GRAD_DEBT_MDN': 1504, 'WDRAW_DEBT_MDN': 1505, + 'LO_INC_DEBT_MDN': 1506, 'MD_INC_DEBT_MDN': 1507, 'HI_INC_DEBT_MDN': 1508, + 'DEP_DEBT_MDN': 1509, 'IND_DEBT_MDN': 1510, 'PELL_DEBT_MDN': 1511, + 'NOPELL_DEBT_MDN': 1512, 'FEMALE_DEBT_MDN': 1513, 'MALE_DEBT_MDN': 1514, + 'FIRSTGEN_DEBT_MDN': 1515, 'NOTFIRSTGEN_DEBT_MDN': 1516, 'DEBT_N': 1517, + 'GRAD_DEBT_N': 1518, 'WDRAW_DEBT_N': 1519, 'LO_INC_DEBT_N': 1520, + 'MD_INC_DEBT_N': 1521, 'HI_INC_DEBT_N': 1522, 'DEP_DEBT_N': 1523, + 'IND_DEBT_N': 1524, 'PELL_DEBT_N': 1525, 'NOPELL_DEBT_N': 1526, + 'FEMALE_DEBT_N': 1527, 'MALE_DEBT_N': 1528, 'FIRSTGEN_DEBT_N': 1529, + 'NOTFIRSTGEN_DEBT_N': 1530, 'GRAD_DEBT_MDN10YR': 1531, 'CUML_DEBT_N': 1532, + 'CUML_DEBT_P90': 1533, 'CUML_DEBT_P75': 1534, 'CUML_DEBT_P25': 1535, + 'CUML_DEBT_P10': 1536, 'INC_N': 1537, 'DEP_INC_N': 1538, 'IND_INC_N': 1539, + 'DEP_STAT_N': 1540, 'PAR_ED_N': 1541, 'APPL_SCH_N': 1542, 'REPAY_DT_MDN': 1543, + 'SEPAR_DT_MDN': 1544, 'REPAY_DT_N': 1545, 'SEPAR_DT_N': 1546, + 'RPY_1YR_N': 1547, 'COMPL_RPY_1YR_N': 1548, 'NONCOM_RPY_1YR_N': 1549, + 'LO_INC_RPY_1YR_N': 1550, 'MD_INC_RPY_1YR_N': 1551, 'HI_INC_RPY_1YR_N': 1552, + 'DEP_RPY_1YR_N': 1553, 'IND_RPY_1YR_N': 1554, 'PELL_RPY_1YR_N': 1555, + 'NOPELL_RPY_1YR_N': 1556, 'FEMALE_RPY_1YR_N': 1557, 'MALE_RPY_1YR_N': 1558, + 'FIRSTGEN_RPY_1YR_N': 1559, 'NOTFIRSTGEN_RPY_1YR_N': 1560, 'RPY_3YR_N': 1561, + 'COMPL_RPY_3YR_N': 1562, 'NONCOM_RPY_3YR_N': 1563, 'LO_INC_RPY_3YR_N': 1564, + 'MD_INC_RPY_3YR_N': 1565, 'HI_INC_RPY_3YR_N': 1566, 'DEP_RPY_3YR_N': 1567, + 'IND_RPY_3YR_N': 1568, 'PELL_RPY_3YR_N': 1569, 'NOPELL_RPY_3YR_N': 1570, + 'FEMALE_RPY_3YR_N': 1571, 'MALE_RPY_3YR_N': 1572, 'FIRSTGEN_RPY_3YR_N': 1573, + 'NOTFIRSTGEN_RPY_3YR_N': 1574, 'RPY_5YR_N': 1575, 'COMPL_RPY_5YR_N': 1576, + 'NONCOM_RPY_5YR_N': 1577, 'LO_INC_RPY_5YR_N': 1578, 'MD_INC_RPY_5YR_N': 1579, + 'HI_INC_RPY_5YR_N': 1580, 'DEP_RPY_5YR_N': 1581, 'IND_RPY_5YR_N': 1582, + 'PELL_RPY_5YR_N': 1583, 'NOPELL_RPY_5YR_N': 1584, 'FEMALE_RPY_5YR_N': 1585, + 'MALE_RPY_5YR_N': 1586, 'FIRSTGEN_RPY_5YR_N': 1587, + 'NOTFIRSTGEN_RPY_5YR_N': 1588, 'RPY_7YR_N': 1589, 'COMPL_RPY_7YR_N': 1590, + 'NONCOM_RPY_7YR_N': 1591, 'LO_INC_RPY_7YR_N': 1592, 'MD_INC_RPY_7YR_N': 1593, + 'HI_INC_RPY_7YR_N': 1594, 'DEP_RPY_7YR_N': 1595, 'IND_RPY_7YR_N': 1596, + 'PELL_RPY_7YR_N': 1597, 'NOPELL_RPY_7YR_N': 1598, 'FEMALE_RPY_7YR_N': 1599, + 'MALE_RPY_7YR_N': 1600, 'FIRSTGEN_RPY_7YR_N': 1601, + 'NOTFIRSTGEN_RPY_7YR_N': 1602, 'COUNT_ED': 1603, 'LOAN_EVER': 1604, + 'PELL_EVER': 1605, 'AGE_ENTRY': 1606, 'AGE_ENTRY_SQ': 1607, 'AGEGE24': 1608, + 'FEMALE': 1609, 'MARRIED': 1610, 'DEPENDENT': 1611, 'VETERAN': 1612, + 'FIRST_GEN': 1613, 'FAMINC': 1614, 'MD_FAMINC': 1615, 'FAMINC_IND': 1616, + 'LNFAMINC': 1617, 'LNFAMINC_IND': 1618, 'PCT_WHITE': 1619, 'PCT_BLACK': 1620, + 'PCT_ASIAN': 1621, 'PCT_HISPANIC': 1622, 'PCT_BA': 1623, 'PCT_GRAD_PROF': 1624, + 'PCT_BORN_US': 1625, 'MEDIAN_HH_INC': 1626, 'POVERTY_RATE': 1627, + 'UNEMP_RATE': 1628, 'LN_MEDIAN_HH_INC': 1629, 'FSEND_COUNT': 1630, + 'FSEND_1': 1631, 'FSEND_2': 1632, 'FSEND_3': 1633, 'FSEND_4': 1634, + 'FSEND_5': 1635, 'COUNT_NWNE_P10': 1636, 'COUNT_WNE_P10': 1637, + 'MN_EARN_WNE_P10': 1638, 'MD_EARN_WNE_P10': 1639, 'PCT10_EARN_WNE_P10': 1640, + 'PCT25_EARN_WNE_P10': 1641, 'PCT75_EARN_WNE_P10': 1642, + 'PCT90_EARN_WNE_P10': 1643, 'SD_EARN_WNE_P10': 1644, + 'COUNT_WNE_INC1_P10': 1645, 'COUNT_WNE_INC2_P10': 1646, + 'COUNT_WNE_INC3_P10': 1647, 'COUNT_WNE_INDEP0_INC1_P10': 1648, + 'COUNT_WNE_INDEP0_P10': 1649, 'COUNT_WNE_INDEP1_P10': 1650, + 'COUNT_WNE_MALE0_P10': 1651, 'COUNT_WNE_MALE1_P10': 1652, 'GT_25K_P10': 1653, + 'MN_EARN_WNE_INC1_P10': 1654, 'MN_EARN_WNE_INC2_P10': 1655, + 'MN_EARN_WNE_INC3_P10': 1656, 'MN_EARN_WNE_INDEP0_INC1_P10': 1657, + 'MN_EARN_WNE_INDEP0_P10': 1658, 'MN_EARN_WNE_INDEP1_P10': 1659, + 'MN_EARN_WNE_MALE0_P10': 1660, 'MN_EARN_WNE_MALE1_P10': 1661, + 'COUNT_NWNE_P6': 1662, 'COUNT_WNE_P6': 1663, 'MN_EARN_WNE_P6': 1664, + 'MD_EARN_WNE_P6': 1665, 'PCT10_EARN_WNE_P6': 1666, 'PCT25_EARN_WNE_P6': 1667, + 'PCT75_EARN_WNE_P6': 1668, 'PCT90_EARN_WNE_P6': 1669, 'SD_EARN_WNE_P6': 1670, + 'COUNT_WNE_INC1_P6': 1671, 'COUNT_WNE_INC2_P6': 1672, + 'COUNT_WNE_INC3_P6': 1673, 'COUNT_WNE_INDEP0_INC1_P6': 1674, + 'COUNT_WNE_INDEP0_P6': 1675, 'COUNT_WNE_INDEP1_P6': 1676, + 'COUNT_WNE_MALE0_P6': 1677, 'COUNT_WNE_MALE1_P6': 1678, 'GT_25K_P6': 1679, + 'MN_EARN_WNE_INC1_P6': 1680, 'MN_EARN_WNE_INC2_P6': 1681, + 'MN_EARN_WNE_INC3_P6': 1682, 'MN_EARN_WNE_INDEP0_INC1_P6': 1683, + 'MN_EARN_WNE_INDEP0_P6': 1684, 'MN_EARN_WNE_INDEP1_P6': 1685, + 'MN_EARN_WNE_MALE0_P6': 1686, 'MN_EARN_WNE_MALE1_P6': 1687, + 'COUNT_NWNE_P7': 1688, 'COUNT_WNE_P7': 1689, 'MN_EARN_WNE_P7': 1690, + 'SD_EARN_WNE_P7': 1691, 'GT_25K_P7': 1692, 'COUNT_NWNE_P8': 1693, + 'COUNT_WNE_P8': 1694, 'MN_EARN_WNE_P8': 1695, 'MD_EARN_WNE_P8': 1696, + 'PCT10_EARN_WNE_P8': 1697, 'PCT25_EARN_WNE_P8': 1698, + 'PCT75_EARN_WNE_P8': 1699, 'PCT90_EARN_WNE_P8': 1700, 'SD_EARN_WNE_P8': 1701, + 'GT_25K_P8': 1702, 'COUNT_NWNE_P9': 1703, 'COUNT_WNE_P9': 1704, + 'MN_EARN_WNE_P9': 1705, 'SD_EARN_WNE_P9': 1706, 'GT_25K_P9': 1707, + 'DEBT_MDN_SUPP': 1708, 'GRAD_DEBT_MDN_SUPP': 1709, + 'GRAD_DEBT_MDN10YR_SUPP': 1710, 'RPY_3YR_RT_SUPP': 1711, + 'LO_INC_RPY_3YR_RT_SUPP': 1712, 'MD_INC_RPY_3YR_RT_SUPP': 1713, + 'HI_INC_RPY_3YR_RT_SUPP': 1714, 'COMPL_RPY_3YR_RT_SUPP': 1715, + 'NONCOM_RPY_3YR_RT_SUPP': 1716, 'DEP_RPY_3YR_RT_SUPP': 1717, + 'IND_RPY_3YR_RT_SUPP': 1718, 'PELL_RPY_3YR_RT_SUPP': 1719, + 'NOPELL_RPY_3YR_RT_SUPP': 1720, 'FEMALE_RPY_3YR_RT_SUPP': 1721, + 'MALE_RPY_3YR_RT_SUPP': 1722, 'FIRSTGEN_RPY_3YR_RT_SUPP': 1723, + 'NOTFIRSTGEN_RPY_3YR_RT_SUPP': 1724, 'C150_L4_POOLED_SUPP': 1725, + 'C150_4_POOLED_SUPP': 1726, 'C200_L4_POOLED_SUPP': 1727, + 'C200_4_POOLED_SUPP': 1728, 'ALIAS': 1729, 'C100_4': 1730, 'D100_4': 1731, + 'C100_L4': 1732, 'D100_L4': 1733, 'TRANS_4': 1734, 'DTRANS_4': 1735, + 'TRANS_L4': 1736, 'DTRANS_L4': 1737, 'ICLEVEL': 1738, 'UGDS_MEN': 1739, + 'UGDS_WOMEN': 1740, 'CDR3_DENOM': 1741, 'CDR2_DENOM': 1742, + 'T4APPROVALDATE': 1743, 'D150_4_WHITE': 1744, 'D150_4_BLACK': 1745, + 'D150_4_HISP': 1746, 'D150_4_ASIAN': 1747, 'D150_4_AIAN': 1748, + 'D150_4_NHPI': 1749, 'D150_4_2MOR': 1750, 'D150_4_NRA': 1751, + 'D150_4_UNKN': 1752, 'D150_4_WHITENH': 1753, 'D150_4_BLACKNH': 1754, + 'D150_4_API': 1755, 'D150_4_AIANOLD': 1756, 'D150_4_HISPOLD': 1757, + 'D150_L4_WHITE': 1758, 'D150_L4_BLACK': 1759, 'D150_L4_HISP': 1760, + 'D150_L4_ASIAN': 1761, 'D150_L4_AIAN': 1762, 'D150_L4_NHPI': 1763, + 'D150_L4_2MOR': 1764, 'D150_L4_NRA': 1765, 'D150_L4_UNKN': 1766, + 'D150_L4_WHITENH': 1767, 'D150_L4_BLACKNH': 1768, 'D150_L4_API': 1769, + 'D150_L4_AIANOLD': 1770, 'D150_L4_HISPOLD': 1771, 'D_PCTPELL_PCTFLOAN': 1772, + 'OPENADMP': 1773, 'UGNONDS': 1774, 'GRADS': 1775, 'ACCREDCODE': 1776} + + +def test_select_big_data(): + assert select(sampledata, {'OPEID', 'INSTNM'}) == [['OPEID', 'INSTNM'], ['00100200', 'Alabama A & M University'], + ['00105200', 'University of Alabama at Birmingham'], + ['02503400', 'Amridge University'], + ['00105500', 'University of Alabama in Huntsville'], + ['00100500', 'Alabama State University'], + ['00105100', 'The University of Alabama'], + ['00100700', 'Central Alabama Community College'], + ['00100800', 'Athens State University'], + ['00831000', 'Auburn University at Montgomery'], + ['00100900', 'Auburn University'], + ['00101200', 'Birmingham Southern College'], + ['01218200', 'Chattahoochee Valley Community College'], + ['01055400', 'Concordia College Alabama'], + ['01303906', 'South University-Montgomery'], + ['00101500', 'Enterprise State Community College'], + ['00106000', 'James H Faulkner State Community College'], + ['00100300', 'Faulkner University'], + ['00101700', 'Gadsden State Community College'], + ['04187200', 'New Beginning College of Cosmetology'], + ['00101800', 'George C Wallace State Community College-Dothan'], + ['00787100', + 'George C Wallace State Community College-Hanceville'], + ['00569900', 'George C Wallace State Community College-Selma'], + ['00962107', 'Herzing University-Birmingham'], + ['00101900', 'Huntingdon College'], + ['02199700', 'Heritage Christian University'], + ['00526000', 'J F Drake State Community and Technical College'], + ['00102000', 'Jacksonville State University'], + ['00102100', 'Jefferson Davis Community College'], + ['00102200', 'Jefferson State Community College'], + ['00101300', 'John C Calhoun State Community College'], + ['00102300', 'Judson College'], + ['00105900', 'Lawson State Community College-Birmingham Campus'], + ['00102400', 'University of West Alabama'], + ['00898800', 'Lurleen B Wallace Community College'], + ['00102600', 'Marion Military Institute'], + ['00102800', 'Miles College'], + ['00102900', 'University of Mobile'], + ['00100400', 'University of Montevallo'], + ['00569700', 'Northwest-Shoals Community College'], + ['00101600', 'University of North Alabama'], + ['00103100', 'Northeast Alabama Community College'], + ['00103300', 'Oakwood University'], + ['00103400', 'Alabama Southern Community College'], + ['02296000', 'Prince Institute-Southeast'], + ['00569200', 'Reid State Technical College'], + ['00103000', 'Bishop State Community College'], + ['00103600', 'Samford University'], + ['04067300', 'Selma University'], + ['00569100', 'Shelton State Community College'], + ['00103800', 'Snead State Community College'], + ['00105700', 'University of South Alabama'], + ['00104100', 'Spring Hill College'], + ['02270400', 'Southeastern Bible College'], + ['00104400', 'Stillman College'], + ['00104600', 'Talladega College'], + ['00573400', 'H Councill Trenholm State Community College'], + ['00104700', 'Troy University'], + ['00105000', 'Tuskegee University'], + ['02170600', 'United States Sports Academy'], + ['00573300', 'Bevill State Community College'], + ['01146200', 'University of Alaska Anchorage'], + ['00884300', 'Alaska Bible College'], + ['00106300', 'University of Alaska Fairbanks'], + ['00106500', 'University of Alaska Southeast'], + ['00106100', 'Alaska Pacific University'], + ['03160300', "AVTEC-Alaska's Institute of Technology"], + ['02576900', 'Charter College'], + ['02541000', 'Alaska Career College'], + ['02295000', 'Everest College-Phoenix'], + ['02160305', 'Collins College'], + ['02173204', 'Empire Beauty School-Paradise Valley'], + ['00966403', 'Empire Beauty School-Tucson'], + ['00107000', 'Thunderbird School of Global Management'], + ['02199900', 'American Indian College Inc'], + ['02317800', 'American Institute of Trucking'], + ['02100600', 'Carrington College-Phoenix North'], + ['02100611', 'Carrington College-Mesa'], + ['02100607', 'Carrington College-Tucson'], + ['03120300', 'CollegeAmerica-Flagstaff'], + ['00886400', 'Arizona Academy of Beauty-East'], + ['01084700', 'Arizona Automotive Institute'], + ['02218800', 'Brookline College-Phoenix'], + ['00108100', 'Arizona State University-Tempe'], + ['00107100', 'Arizona Western College'], + ['00108300', 'University of Arizona'], + ['02491500', 'Southwest University of Visual Arts-Tucson'], + ['00728300', 'Central Arizona College'], + ['04051325', 'Brown Mackie College-Tucson'], + ['02280500', 'Charles of Italy Beauty College'], + ['00107200', 'Cochise County Community College District'], + ['01054207', 'Empire Beauty School-Flagstaff'], + ['01054208', 'Empire Beauty School-Chandler'], + ['02582700', 'Cortiva Institute-Tucson'], + ['01085800', 'Avalon School of Cosmetology-Mesa'], + ['00107300', 'Eastern Arizona College'], + ['00147902', 'Embry-Riddle Aeronautical University-Prescott'], + ['02533200', 'Frank Lloyd Wright School of Architecture'], + ['00107600', 'Glendale Community College'], + ['00107400', 'Grand Canyon University'], + ['01218400', 'International Academy of Hair Design'], + ['00830300', 'GateWay Community College'], + ['00107700', 'Mesa Community College'], + ['00732990', 'ITT Technical Institute-Tucson'], + ['00732911', 'ITT Technical Institute-Tempe'], + ['01186400', 'Mohave Community College'], + ['02100500', 'Universal Technical Institute of Arizona ' + 'Inc-Motorcycle Mechanics Institute Division'], + ['00824600', 'Dine College'], + ['00108200', 'Northern Arizona University'], + ['01186200', 'Northland Pioneer College'], + ['00193701', 'Ottawa University-Phoenix'], + ['00107800', 'Phoenix College'], + ['02623800', 'Cortiva Institute-Scottsdale'], + ['00726600', 'Pima Community College'], + ['02217100', 'Pima Medical Institute-Tucson'], + ['02217103', 'Pima Medical Institute-Albuquerque'], + ['02065300', 'Prescott College'], + ['01168900', 'Refrigeration School Inc'], + ['02177500', 'Rio Salado College'], + ['02113800', 'Roberto-Venn School of Luthiery'], + ['03005000', 'Hair Academy of Safford'], + ['00830400', 'Scottsdale Community College'], + ['02146600', 'South Mountain Community College'], + ['00711300', 'Arizona Christian University'], + ['00446700', 'Tucson College'], + ['00822100', 'Universal Technical Institute of Arizona Inc'], + ['02171500', 'Western International University'], + ['00945915', 'Empire Beauty School-NW Phoenix'], + ['00107900', 'Yavapai College'], + ['00110100', 'University of Arkansas at Little Rock'], + ['00110900', 'University of Arkansas for Medical Sciences'], + ['03065100', 'ABC Beauty College Inc'], + ['00108700', 'Arkansas Baptist College'], + ['03005100', 'Arkansas Beauty School-Little Rock'], + ['03997300', 'Arkansas Beauty College'], + ['00108800', 'Lyon College'], + ['03023400', 'Arkansas College of Barbering and Hair Design'], + ['02363500', "Arthur's Beauty College Inc-Fort Smith"], + ['00110800', 'University of Arkansas'], + ['00108600', 'University of Arkansas at Pine Bluff'], + ['00109100', 'Arkansas State University-Beebe'], + ['00109000', 'Arkansas State University-Main Campus'], + ['00108900', 'Arkansas Tech University'], + ['00108500', 'University of Arkansas at Monticello'], + ['02538500', "Arthur's Beauty College Inc-Jacksonville"], + ['03105200', 'Baptist Health College-Little Rock'], + ['02052200', 'Black River Technical College'], + ['00109200', 'University of Central Arkansas'], + ['00109300', 'Central Baptist College'], + ['02220900', + 'Cossatot Community College of the University of Arkansas'], + ['00109500', "Crowley's Ridge College"], + ['00704400', "Crowley's Ridge Technical Institute"], + ['01226000', 'East Arkansas Community College'], + ['02272400', 'Eastern College of Health Vocations-Little Rock'], + ['03124900', 'Imagine-Paul Mitchell Partner School'], + ['01210500', 'National Park College'], + ['02073500', + 'University of Arkansas Community College-Batesville'], + ['00109700', 'Harding University'], + ['00109800', 'Henderson State University'], + ['00109900', 'Hendrix College'], + ['03007100', 'Hot Springs Beauty College'], + ['02330800', + 'Jefferson Regional Medical Center School of Nursing'], + ['00110000', 'John Brown University'], + ['02525800', 'Lees School of Cosmetology'], + ['02341700', 'Career Academy of Hair Design'], + ['01074100', 'Academy of Salon and Spa'], + ['02348200', 'Arkansas State University Mid-South'], + ['01286000', 'Arkansas Northeastern College'], + ['03254300', "Margaret's Hair Academy Inc"], + ['02284200', 'New Tyler Barber College Inc'], + ['01226100', 'North Arkansas College'], + ['02073700', 'Northwest Technical Institute'], + ['00110200', 'Ouachita Baptist University'], + ['00997600', 'College of the Ouachitas'], + ['02087000', 'Ozarka College'], + ['00109400', 'University of the Ozarks'], + ['00524500', + 'University of Arkansas Community College-Morrilton'], + ['00110300', 'Philander Smith College'], + ['00110400', + 'Phillips Community College of the University of Arkansas'], + ['00570700', 'Southeast Arkansas College'], + ['02202400', 'Professional Cosmetology Education Center'], + ['02075300', 'Pulaski Technical College'], + ['00573200', 'University of Arkansas Community College-Hope'], + ['02111100', 'Rich Mountain Community College'], + ['00792100', 'Paul Mitchell the School-Arkansas'], + ['02569600', 'Searcy Beauty College'], + ['00110500', 'Shorter College'], + ['00110600', 'Williams Baptist College'], + ['02074600', 'South Arkansas Community College'], + ['00110700', 'Southern Arkansas University Main Campus'], + ['00773800', 'Southern Arkansas University Tech'], + ['03214300', 'Velvatex College of Beauty Culture'], + ['00111000', 'University of Arkansas-Fort Smith'], + ['00753100', 'Academy of Art University'], + ['00732971', 'ITT Technical Institute-Rancho Cordova'], + ['03288300', 'Academy of Chinese Culture and Health Sciences'], + ['02342400', 'The Academy of Radio and TV Broadcasting'], + ['02258600', 'Avalon School of Cosmetology-Alameda'], + ['00672000', 'College of Alameda'], + ['00111100', 'Allan Hancock College'], + ['00746501', 'American Academy of Dramatic Arts-Los Angeles'], + ['00112000', 'American Baptist Seminary of the West'], + ['02222000', 'American Film Institute Conservatory'], + ['01307400', 'American Beauty College'], + ['02241800', 'American Career College-Los Angeles'], + ['02099200', 'American Conservatory Theater'], + ['00123200', 'American River College'], + ['00111300', 'Antelope Valley College'], + ['00111600', 'Art Center College of Design'], + ['00902200', 'Associated Technical College-Los Angeles'], + ['02553500', 'Associated Technical College-San Diego'], + ['00111700', 'Azusa Pacific University'], + ['00111800', 'Bakersfield College'], + ['00111900', 'Barstow Community College'], + ['00705000', 'Bellus Academy-National City'], + ['03266300', 'Bethesda University'], + ['00112200', 'Biola University'], + ['00112300', 'Brooks Institute'], + ['02543400', 'Brownson Technical School'], + ['00716400', 'Bryan University'], ['00807300', 'Butte College'], + ['02237200', 'Phillips Graduate University'], + ['01215400', 'California Institute of Integral Studies'], + ['00112400', 'Cabrillo College'], + ['00112500', 'California Baptist University'], + ['00112700', 'California College of the Arts'], + ['00394700', 'University of California-Hastings College of Law'], + ['00113100', 'California Institute of Technology'], + ['00113300', 'California Lutheran University'], + ['00114300', + 'California Polytechnic State University-San Luis Obispo'], + ['01111700', 'Alliant International University-San Diego'], + ['00799300', 'California State University-Bakersfield'], + ['00115700', 'California State University-Stanislaus'], + ['00114200', 'California State University-San Bernardino'], + ['00114400', 'California State Polytechnic University-Pomona'], + ['00114600', 'California State University-Chico'], + ['00114100', 'California State University-Dominguez Hills'], + ['00114700', 'California State University-Fresno'], + ['00113700', 'California State University-Fullerton'], + ['00113800', 'California State University-East Bay'], + ['00113900', 'California State University-Long Beach'], + ['00114000', 'California State University-Los Angeles'], + ['00115300', 'California State University-Northridge'], + ['00115000', 'California State University-Sacramento'], + ['00131200', 'University of California-Berkeley'], + ['00131300', 'University of California-Davis'], + ['00131400', 'University of California-Irvine'], + ['00131500', 'University of California-Los Angeles'], + ['00131600', 'University of California-Riverside'], + ['00131700', 'University of California-San Diego'], + ['00131900', 'University of California-San Francisco'], + ['00132000', 'University of California-Santa Barbara'], + ['00132100', 'University of California-Santa Cruz'], + ['02267600', 'Sofia University'], + ['02065700', 'California Beauty School'], + ['00884400', 'California Christian College'], + ['02220200', + 'Le Cordon Bleu College of Culinary Arts-San Francisco'], + ['01186500', 'California Hair Design Academy'], + ['00113200', 'California Institute of the Arts'], + ['00113400', 'California State University Maritime Academy'], + ['01310300', 'California Western School of Law'], + ['00697300', 'Canada College'], + ['00890300', 'College of the Canyons'], + ['02125000', 'Career Academy of Beauty'], + ['00673100', 'Casa Loma College-Van Nuys'], + ['02332809', 'CET-San Diego'], ['02332800', 'CET-Sobrato'], + ['02332810', 'CET-El Centro'], ['02332814', 'CET-Colton'], + ['02332819', 'CET-Watsonville'], ['02332813', 'CET-Salinas'], + ['00116100', 'Cerritos College'], + ['01011100', 'Cerro Coso Community College'], + ['00116200', 'Chabot College'], ['00116300', 'Chaffey College'], + ['00116400', 'Chapman University'], + ['01036500', + 'Charles R Drew University of Medicine and Science'], + ['02070500', 'Concordia University-Irvine'], + ['01203100', 'San Diego Christian College'], + ['00116500', 'Church Divinity School of the Pacific'], + ['00116600', 'Citrus College'], + ['02178700', 'Citrus Heights Beauty College'], + ['00450200', 'City College of San Francisco'], + ['00116900', 'Claremont Graduate University'], + ['00117000', 'Claremont McKenna College'], + ['02497300', 'Milan Institute-Visalia'], + ['02309500', 'Clovis Adult Education'], + ['02063500', 'Coastline Community College'], + ['00117700', 'Cogswell College'], + ['00729600', 'Coleman University'], + ['03577300', 'Coba Cosmetology Academy'], + ['02482700', 'Western University of Health Sciences'], + ['00770700', 'Columbia College'], + ['02110200', 'Columbia College-Hollywood'], + ['00119701', 'El Camino College-Compton Center'], + ['00119000', 'Contra Costa College'], + ['00753600', 'Cosumnes River College'], + ['00927200', 'Crafton Hills College'], + ['00119200', 'Cuesta College'], ['02111300', 'Cuyamaca College'], + ['00119300', 'Cypress College'], ['00448000', 'De Anza College'], + ['03467300', 'Marinello Schools of Beauty-Hemet'], + ['03964400', 'International School of Beauty Inc'], + ['03025600', + "Dell'Arte International School of Physical Theatre"], + ['00118200', 'College of the Desert'], + ['02298000', 'Design Institute of San Diego'], + ['00119100', 'Diablo Valley College'], + ['00119600', 'Dominican University of California'], + ['00129600', 'Dominican School of Philosophy & Theology'], + ['02226000', 'East Los Angeles College'], + ['02086400', 'Marinello Schools of Beauty-Santa Clara'], + ['00119700', 'El Camino Community College District'], + ['02091200', 'Elegance International'], + ['01265000', 'Marinello Schools of Beauty-Burbank'], + ['02221300', 'Marinello Schools of Beauty-Moreno Valley'], + ['02609000', + "Emperor's College of Traditional Oriental Medicine"], + ['00903200', 'Empire College'], + ['01245200', 'Evergreen Valley College'], + ['01111200', + 'FIDM-Fashion Institute of Design & Merchandising-Los Angeles'], + ['01111202', + 'FIDM-Fashion Institute of Design & Merchandising-San Francisco'], + ['01111203', + 'FIDM-Fashion Institute of Design & Merchandising-Orange County'], + ['00859700', 'Feather River Community College District'], + ['00725300', 'Federico Beauty Institute'], + ['02096100', 'Fielding Graduate University'], + ['03131300', 'Five Branches University'], + ['00720900', 'Redondo Beach Beauty College'], + ['00119900', 'Foothill College'], + ['01179200', 'Franciscan School of Theology'], + ['02230900', 'Fredrick and Charles Beauty College'], + ['00130700', 'Fresno City College'], + ['00125300', 'Fresno Pacific University'], + ['00120000', 'Fuller Theological Seminary in California'], + ['00120100', 'Fullerton College'], + ['00120200', 'Gavilan College'], + ['02231900', 'Gemological Institute of America-Carlsbad'], + ['00120300', 'Glendale Community College'], + ['02338500', 'Glendale Career College'], + ['00120500', 'Golden Gate University-San Francisco'], + ['00120600', 'Golden West College'], + ['00120700', 'Graduate Theological Union'], + ['00120800', 'Grossmont College'], + ['02211000', 'Salon Success Academy-Riverside'], + ['00120900', 'Hartnell College'], + ['00117100', 'Harvey Mudd College'], + ['00723411', 'Heald College-Rancho Cordova'], + ['00723412', 'Heald College-Fresno'], + ['00723405', 'Heald College-San Jose'], + ['00723400', 'Heald College-San Francisco'], + ['00723404', 'Heald College-Concord'], + ['02285100', 'Hilltop Beauty School'], + ['00118300', 'Holy Names University'], + ['03126800', 'Pacifica Graduate Institute'], + ['00114900', 'Humboldt State University'], + ['00121200', + 'Humphreys University-Stockton and Modesto Campuses'], + ['00121400', 'Imperial Valley College'], + ['02128300', 'Institute for Business and Technology'], + ['02520300', 'Interior Designers Institute'], + ['02255400', 'Toni & Guy Hairdressing Academy-Santa Monica'], + ['02539500', 'Irvine Valley College'], + ['00732981', 'ITT Technical Institute-National City'], + ['00732985', 'ITT Technical Institute-San Dimas'], + ['00732909', 'ITT Technical Institute-Orange'], + ['01202600', 'Bellus Academy-El Cajon'], + ['00448400', 'John F. Kennedy University'], + ['00274100', 'American Jewish University'], + ['00130800', 'Reedley College'], + ['02270600', 'Life Pacific College'], + ['02179947', + 'Argosy University-The Art Institute of California-San Diego'], + ['00121600', 'University of La Verne'], + ['02330500', 'Laguna College of Art and Design'], + ['01290700', 'Lake Tahoe Community College'], + ['01301000', 'Lancaster Beauty School'], + ['00126600', 'Laney College'], + ['00121700', 'Lassen Community College'], + ['02228500', 'Life Chiropractic College West'], + ['00697500', 'Lincoln University'], + ['03332300', 'Southern California Seminary'], + ['00121500', 'La Sierra University'], + ['00121800', 'Loma Linda University'], + ['00121900', 'Long Beach City College'], + ['00122900', + 'Southern California University of Health Sciences'], + ['00122400', 'Los Angeles Harbor College'], + ['00122600', 'Los Angeles Pierce College'], + ['00704700', 'Los Angeles Southwest College'], + ['00122700', 'Los Angeles Trade Technical College'], + ['00122800', 'Los Angeles Valley College'], + ['00122000', "The Master's University and Seminary"], + ['00122300', 'Los Angeles City College'], + ['00616500', + 'Los Angeles County College of Nursing and Allied Health'], + ['01255000', 'Los Angeles Mission College'], + ['01034000', 'Los Medanos College'], + ['02179943', + 'Argosy University-The Art Institute of California-San Francisco'], + ['01164900', 'Loyola Marymount University'], + ['01186600', 'Lu Ross Academy'], + ['01231600', 'Manchester Beauty College'], + ['01231700', 'Tulare Beauty College'], + ['00714200', 'Lyles Fresno College of Beauty'], + ['01324000', 'Lytles Redwood Empire Beauty College Inc'], + ['02546400', 'MTI Business College Inc'], + ['01291200', 'MTI College'], + ['02351900', 'Brightwood College-Sacramento'], + ['02091700', 'Brightwood College-San Diego'], + ['02549000', 'Brightwood College-Vista'], + ['00117800', 'College of Marin'], + ['00747600', 'Marinello Schools of Beauty-Los Angeles'], + ['01047400', 'Marymount California University'], + ['01167200', 'Mendocino College'], ['00123600', 'Menlo College'], + ['00123700', 'Merced College'], ['00126700', 'Merritt College'], + ['00123800', 'Mills College'], ['00123900', 'MiraCosta College'], + ['02338700', 'Marinello Schools of Beauty-San Francisco'], + ['02119100', 'Mission College'], + ['00720400', 'Modern Beauty Academy'], + ['02539100', 'Brightwood College-North Hollywood'], + ['00124000', 'Modesto Junior College'], + ['02185800', 'Moler Barber College'], + ['00369110', + 'Middlebury Institute of International Studies at Monterey'], + ['00124200', 'Monterey Peninsula College'], + ['00711500', 'Moorpark College'], + ['00124500', 'Mt San Antonio College'], + ['00124300', "Mount Saint Mary's University"], + ['00124600', 'Mt San Jacinto Community College District'], + ['03933300', 'Mueller College'], + ['02161800', 'Musicians Institute'], + ['00124700', 'Napa Valley College'], + ['01110900', 'Everest College-Reseda'], + ['01112300', 'Everest College-Gardena'], + ['00809000', 'Everest College-Alhambra'], + ['00449400', 'Everest College-San Bernardino'], + ['02518400', 'The National Hispanic University'], + ['02542300', 'National Holistic Institute'], + ['01146000', 'National University'], + ['03043900', 'Newschool of Architecture and Design'], + ['00713000', 'Newberry School of Beauty'], + ['00718700', "North Adrian's College of Beauty Inc"], + ['01287200', 'North-West College-Pomona'], + ['01170700', 'North-West College-West Covina'], + ['02591600', 'North-West College-Pasadena'], + ['00117900', 'Notre Dame de Namur University'], + ['00124900', 'Occidental College'], + ['01298900', 'Oceanside College of Beauty'], + ['00448100', 'Ohlone College'], + ['00125000', 'Orange Coast College'], + ['00125100', 'Otis College of Art and Design'], + ['01284200', 'Oxnard College'], + ['00125200', 'Hope International University'], + ['00793000', 'Concorde Career College-San Diego'], + ['02138300', 'Palo Alto University'], + ['00125400', 'Pacific Lutheran Theological Seminary'], + ['00125500', 'Pacific Oaks College'], + ['00125600', 'Pacific School of Religion'], + ['03163300', 'Pacific States University'], + ['00125800', 'Pacific Union College'], + ['00132900', 'University of the Pacific'], + ['00125900', 'Palo Verde College'], + ['00126000', 'Palomar College'], + ['02059800', 'Paris Beauty College'], + ['00126100', 'Pasadena City College'], + ['01014900', 'Pepperdine University'], + ['00117200', 'Pitzer College'], + ['02304300', 'Platt College-San Diego'], + ['00126200', 'Point Loma Nazarene University'], + ['00117300', 'Pomona College'], + ['00126800', 'Porterville College'], + ['01162600', 'Westwood College-South Bay'], + ['01298400', 'Professional Institute of Beauty'], + ['00128400', 'Santa Ana College'], + ['01044100', 'Pardee RAND Graduate School'], + ['04161700', 'Shasta School of Cosmetology'], + ['00132200', 'University of Redlands'], + ['00118500', 'College of the Redwoods'], + ['00720300', 'Salon Success Academy-Upland'], + ['01309500', 'Salon Success Academy-Corona'], + ['00126900', 'Rio Hondo College'], + ['00127000', 'Riverside City College'], + ['02179908', 'Argosy University-San Francisco Bay Area'], + ['01294200', 'Rosemead Beauty School'], + ['03109500', 'Dongguk University-Los Angeles'], + ['04217100', 'Rudolf Steiner College'], + ['00123300', 'Sacramento City College'], + ['00891800', 'Saddleback College'], + ['00701200', 'Samuel Merritt University'], + ['00127300', 'San Diego City College'], + ['03010611', 'Golf Academy of America-San Diego'], + ['00127500', 'San Diego Mesa College'], + ['01182000', 'San Diego Miramar College'], + ['00115100', 'San Diego State University'], + ['01039500', 'University of San Diego'], + ['00394800', 'San Francisco Art Institute'], + ['00127800', 'San Francisco Conservatory of Music'], + ['00115400', 'San Francisco State University'], + ['00127900', 'San Francisco Theological Seminary'], + ['00132500', 'University of San Francisco'], + ['02500000', 'San Joaquin College of Law'], + ['00128000', 'San Joaquin Delta College'], + ['02120700', 'San Joaquin Valley College-Visalia'], + ['00128100', 'William Jessup University'], + ['00128200', 'San Jose City College'], + ['00115500', 'San Jose State University'], + ['00118100', 'College of San Mateo'], + ['02577900', 'Santa Barbara Business College-Bakersfield'], + ['03072700', 'Westwood College-Los Angeles'], + ['02578000', 'Santa Barbara Business College-Santa Maria'], + ['00128500', 'Santa Barbara City College'], + ['00132600', 'Santa Clara University'], + ['00128600', 'Santa Monica College'], + ['00128700', 'Santa Rosa Junior College'], + ['02120600', 'Saybrook University'], + ['00117400', 'Scripps College'], ['00719000', 'Wyotech-Fremont'], + ['00118600', 'College of the Sequoias'], + ['02359300', 'Shasta Bible College and Graduate School'], + ['00128900', 'Shasta College'], ['00129000', 'Sierra College'], + ['02064300', 'Sierra College of Beauty'], + ['02188400', 'Sierra Valley College of Court Reporting'], + ['00177212', 'Trinity Law School'], + ['00129100', 'Simpson University'], + ['00118700', 'College of the Siskiyous'], + ['00950900', 'Charles A Jones Career and Education Center'], + ['00771300', 'Skyline College'], + ['00127200', 'San Bernardino Valley College'], + ['00130200', "Saint Mary's College of California"], + ['00129200', 'Solano Community College'], + ['00115600', 'Sonoma State University'], + ['02608900', 'Pinnacle College'], + ['02597300', 'South Baylo University'], + ['02277400', 'South Coast College'], + ['00129300', 'Vanguard University of Southern California'], + ['00807100', 'Concorde Career College-Garden Grove'], + ['00129400', 'Southwestern College'], + ['00408000', 'Starr King School for the Ministry'], + ['00123000', 'Marshall B Ketchum University'], + ['02075800', 'Southern California Institute of Architecture'], + ['00132800', 'University of Southern California'], + ['00129500', 'Southwestern Law School'], + ['00130900', 'Taft College'], + ['00128800', 'Claremont School of Theology'], + ['02358000', 'Thomas Aquinas College'], + ['02054900', 'Marinello Schools of Beauty-Lake Forest'], + ['03403300', 'Epic Bible College'], + ['02559300', + 'United Education Institute-Huntington Park Campus'], + ['00853700', 'Concorde Career College-San Bernardino'], + ['01244600', 'Universal College of Beauty Inc-Los Angeles 1'], + ['00760700', 'Concorde Career College-North Hollywood'], + ['00133400', 'Ventura College'], + ['02128200', 'Victor Valley Beauty College Inc'], + ['00133500', 'Victor Valley College'], + ['02242700', 'Berkeley City College'], + ['02504200', 'Walden University'], + ['02061600', 'Waynes College of Beauty'], + ['00117600', 'West Hills College-Coalinga'], + ['00859600', 'West Los Angeles College'], + ['00133800', 'West Valley College'], + ['00974800', 'Carrington College-Sacramento'], + ['02276800', 'Westminster Theological Seminary in California'], + ['00134100', 'Westmont College'], + ['00134200', 'Whittier College'], + ['00134300', 'Woodbury University'], + ['00884600', 'The Wright Institute'], + ['02179937', + 'Western State College of Law at Argosy University'], + ['01085400', 'Thomas Jefferson School of Law'], + ['02262400', + 'Yeshiva Ohr Elchonon Chabad West Coast Talmudical Seminary'], + ['00134400', 'Yuba College'], + ['02165200', 'The Salon Professional Academy-Grand Junction'], + ['00134500', 'Adams State University'], + ['00758200', 'Aims Community College'], + ['00134600', 'Arapahoe Community College'], + ['01267000', 'Bel-Rea Institute of Animal Technology'], + ['00450300', 'Everest College-Colorado Springs'], + ['00450800', + 'University of Colorado Denver/Anschutz Medical Campus'], + ['00450900', 'University of Colorado Colorado Springs'], + ['00729700', 'Redstone College'], + ['00137000', 'University of Colorado Boulder'], + ['00940100', 'Colorado Christian University'], + ['00134700', 'Colorado College'], + ['00887100', 'Concorde Career College-Aurora'], + ['02078900', 'The Art Institute of Colorado'], + ['00450600', 'Colorado Mountain College'], + ['00135900', 'Colorado Northwestern Community College'], + ['00134800', 'Colorado School of Mines'], + ['01157200', 'Colorado School of Trades'], + ['00135000', 'Colorado State University-Fort Collins'], + ['01014800', 'Colorado Technical University-Colorado Springs'], + ['00966407', 'Empire Beauty School-Lakewood'], + ['02276900', 'Community College of Aurora'], + ['02594300', 'CollegeAmerica-Denver'], + ['02156200', 'Delta Montrose Technical College'], + ['02296004', 'Prince Institute-Rocky Mountains'], + ['00954200', 'Community College of Denver'], + ['00793806', 'Lincoln College of Technology-Denver'], + ['00135200', 'Denver Seminary'], + ['00754800', 'Westwood College-Denver North'], + ['00137100', 'University of Denver'], + ['00559600', 'Emily Griffith Technical College'], + ['00135300', 'Fort Lewis College'], + ['00793300', 'Front Range Community College'], + ['02267500', 'Glenwood Beauty Academy'], + ['02518500', 'Hair Dynamics Education Center'], + ['00135400', 'Iliff School of Theology'], + ['01285000', 'International Salon and Spa Academy'], + ['00135500', 'Lamar Community College'], + ['00135800', 'Colorado Mesa University'], + ['00136000', 'Metropolitan State University of Denver'], + ['00998100', 'Morgan Community College'], + ['02117500', 'Naropa University'], + ['00405702', 'National American University-Colorado Springs'], + ['00405703', 'National American University-Denver'], + ['01300700', 'Nazarene Bible College'], + ['00136100', 'Northeastern Junior College'], + ['00134900', 'University of Northern Colorado'], + ['00136200', 'Otero Junior College'], + ['00450700', 'Everest College-Thornton'], + ['00889600', 'Pikes Peak Community College'], + ['00863500', 'IBMC College'], + ['02116300', 'Pueblo Community College'], + ['00954300', 'Red Rocks Community College'], + ['00136300', 'Regis University'], + ['00764900', 'Rocky Mountain College of Art and Design'], + ['03306300', 'Montessori Education Center of the Rockies'], + ['00136500', 'Colorado State University-Pueblo'], + ['01287500', 'Pickens Technical College'], + ['02253700', 'Intellitec College-Colorado Springs'], + ['03066900', 'Intellitec College-Grand Junction'], + ['00136800', 'Trinidad State Junior College'], + ['00757306', 'Empire Beauty School-Thornton'], + ['00137200', 'Western State Colorado University'], + ['00137400', 'Albertus Magnus College'], + ['00887300', 'Paul Mitchell the School-Danbury'], + ['01115000', 'Asnuntuck Community College'], + ['02074000', 'Branford Hall Career Institute-Branford Campus'], + ['00940700', 'Lincoln College of New England-Southington'], + ['00618100', 'Bridgeport Hospital School of Nursing'], + ['00141600', 'University of Bridgeport'], + ['00137800', 'Central Connecticut State University'], + ['03234300', 'Charter Oak State College'], + ['02316600', 'Connecticut Center for Massage Therapy-Newington'], + ['00137900', 'Connecticut College'], + ['01041700', 'Marinello Schools of Beauty-East Hartford'], + ['00730500', 'Porter and Chester Institute of Branford'], + ['00141700', 'University of Connecticut'], + ['02244900', 'Goodwin College'], + ['00730306', 'Lincoln Technical Institute-East Windsor'], + ['00142500', 'Eastern Connecticut State University'], + ['00138500', 'Fairfield University'], + ['02112700', 'Paul Mitchell the School-North Haven'], + ['00763500', 'Capital Community College'], + ['00280301', 'Rensselaer Hartford Graduate Center Inc'], + ['02106600', 'American Institute-West Hartford'], + ['00138700', 'Hartford Seminary'], + ['00142200', 'University of Hartford'], + ['00138900', 'Holy Apostles College and Seminary'], + ['00451300', 'Housatonic Community College'], + ['03079400', 'Lyme Academy College of Fine Arts'], + ['00139200', 'Manchester Community College'], + ['00698200', 'Naugatuck Valley Community College'], + ['00803800', 'Middlesex Community College'], + ['00139300', 'Mitchell College'], + ['00976500', 'Three Rivers Community College'], + ['00730300', 'Lincoln Technical Institute-New Britain'], + ['02202500', + 'New England Tractor Trailer Training School of Connecticut'], + ['00139700', 'University of New Haven'], + ['02112300', + 'Ridley-Lowell Business & Technical Institute-New London'], + ['00139900', 'Norwalk Community College'], + ['00139800', 'Northwestern Connecticut Community College'], + ['00745900', 'Paier College of Art Inc'], + ['00887400', 'Marinello Schools of Beauty-Meriden'], + ['01077900', 'Porter and Chester Institute of Stratford'], + ['00140100', 'Post University'], + ['01053000', 'Quinebaug Valley Community College'], + ['00140200', 'Quinnipiac University'], + ['00140300', 'Sacred Heart University'], + ['00140900', 'University of Saint Joseph'], + ['00803700', 'Gateway Community College'], + ['00619100', "St Vincent's College"], + ['00140600', 'Southern Connecticut State University'], + ['01242500', 'Stone Academy-West Haven'], + ['02546000', 'Tri-State College of Acupuncture'], + ['00141400', 'Trinity College'], + ['00976400', 'Tunxis Community College'], + ['00142400', 'Wesleyan University'], + ['00138000', 'Western Connecticut State University'], + ['02296100', 'Yale-New Haven Hospital Dietetic Internship'], + ['00142600', 'Yale University'], + ['02125200', + 'Margaret H Rollins School of Nursing at Beebe Medical Center'], + ['03025800', 'Dawn Career Institute LLC'], + ['00705300', 'Delaware Technical Community College-Owens'], + ['01172700', 'Delaware Technical Community College-Terry'], + ['02144900', + 'Delaware Technical Community College-Stanton/Wilmington'], + ['00142800', 'Delaware State University'], + ['00143100', 'University of Delaware'], + ['00142900', 'Goldey-Beacom College'], + ['02190400', 'Schilling-Douglas School of Hair Design LLC'], + ['00143300', 'Wesley College'], + ['00794800', 'Wilmington University'], + ['00143400', 'American University'], + ['00143700', 'Catholic University of America'], + ['00144100', 'University of the District of Columbia'], + ['01280300', + 'Pontifical Faculty of the Immaculate Conception at the ' + 'Dominican House of Studies'], + ['00144300', 'Gallaudet University'], + ['00144400', 'George Washington University'], + ['00144500', 'Georgetown University'], + ['00144800', 'Howard University'], + ['02588900', 'Medtech Institute'], + ['00145900', 'Strayer University-District of Columbia'], + ['02132800', 'National Conservatory of Dramatic Arts'], + ['00146000', 'Trinity Washington University'], + ['00146400', 'Wesley Theological Seminary'], + ['02346200', 'Wyotech-Daytona'], + ['01019500', 'The Art Institute of Fort Lauderdale'], + ['01226300', 'Atlantic Technical College'], + ['02159600', 'The Baptist College of Florida'], + ['00146600', 'Barry University'], + ['01112700', 'Gooding Institute of Nurse Anesthesia'], + ['00146700', 'Bethune-Cookman University'], + ['00150500', 'Lynn University'], + ['02200100', 'GUTI The Premier Beauty & Wellness Academy'], + ['03382300', 'Bradford-Union Technical Center'], + ['00147000', 'Eastern Florida State College'], + ['00150000', 'Broward College'], + ['02245500', 'Fortis College-Winter Park'], + ['01072401', 'Carlos Albizu University-Miami'], + ['00147100', 'College of Central Florida'], + ['00349503', 'Johnson University Florida'], + ['00395400', 'University of Central Florida'], + ['02297000', 'Charlotte Technical College'], + ['00147200', 'Chipola College'], + ['00147300', 'Clearwater Christian College'], + ['01323400', 'Lorenzo Walker Technical College'], + ['00147500', 'Daytona State College'], + ['01303904', 'South University-West Palm Beach'], + ['00148700', 'Eckerd College'], + ['00147700', 'Florida SouthWestern State College'], + ['00147800', 'Edward Waters College'], + ['00147900', + 'Embry-Riddle Aeronautical University-Daytona Beach'], + ['00148000', 'Florida Agricultural and Mechanical University'], + ['00148100', 'Florida Atlantic University'], + ['00148400', 'Florida State College at Jacksonville'], + ['00789300', 'Flagler College-St Augustine'], + ['00148200', 'Florida College'], + ['02089600', 'Concorde Career Institute-Jacksonville'], + ['02275100', 'Concorde Career Institute-Miramar'], + ['02172700', 'Concorde Career Institute-Tampa'], + ['03115500', 'Adventist University of Health Sciences'], + ['00146900', 'Florida Institute of Technology'], + ['02329900', 'Florida Institute of Ultrasound Inc'], + ['00963500', 'Florida International University'], + ['00148500', 'Florida Keys Community College'], + ['00148600', 'Florida Memorial University'], + ['02305800', 'Florida Career College-Miami'], + ['04129900', 'Florida School of Massage'], + ['00148800', 'Florida Southern College'], + ['00148900', 'Florida State University'], + ['02218700', 'Florida Technical College'], + ['02598200', 'University of Southernmost Florida'], + ['00153500', 'University of Florida'], + ['00149910', 'Everest University-Pompano Beach'], + ['02338400', 'Fort Pierce Beauty Academy'], + ['02362100', 'Full Sail University'], + ['02307400', 'George Stone Technical Center'], + ['03079800', 'George T Baker Aviation Technical College'], + ['00149000', 'Gulf Coast State College'], + ['02325100', 'Key College'], + ['00787000', 'Hillsborough Community College'], + ['02188900', 'Hobe Sound Bible College'], + ['04162500', 'Hollywood Institute of Beauty Careers'], + ['02279600', 'Cortiva Institute-Florida'], + ['00149300', 'Indian River State College'], + ['03031400', 'Sanford-Brown College-Tampa'], + ['02257900', 'International Academy'], + ['00887800', + 'AI Miami International University of Art and Design'], + ['00732910', 'ITT Technical Institute-Tampa'], + ['00149500', 'Jacksonville University'], + ['00149700', 'Jones College-Jacksonville'], + ['02151900', 'Keiser University-Ft Lauderdale'], + ['02597100', 'Heritage Institute-Ft Myers'], + ['02287100', 'La Belle Beauty School'], + ['00150100', 'Florida Gateway College'], + ['02228300', 'Lake Technical College'], + ['00150200', 'Lake-Sumter State College'], + ['00755800', 'Fort Myers Technical College'], + ['00558500', 'Lively Technical Center'], + ['00558600', 'Lindsey Hopkins Technical College'], + ['01016100', 'Loraines Academy & Spa'], + ['03100900', 'Luther Rice College & Seminary'], + ['00150400', 'State College of Florida-Manatee-Sarasota'], + ['00561200', 'Manatee Technical College'], + ['02148300', 'Manhattan Hairstyling Academy'], + ['00560800', 'Traviss Technical College'], + ['04227500', 'Merryfield School of Pet Grooming'], + ['00177201', 'Trinity International University-Florida'], + ['02316200', + 'Miami Lakes Educational Center and Technical College'], + ['00150600', 'Miami Dade College'], + ['00153600', 'University of Miami'], + ['02501500', 'Orange Technical College-Mid Florida Campus'], + ['02283801', 'Beauty Schools of America-Miami'], + ['03026508', 'Remington College-Tampa Campus'], + ['00149913', 'Everest Institute-North Miami'], + ['03113400', 'Academy of Palm Beach'], + ['01246117', 'Lincoln College of Technology-West Palm Beach'], + ['02149900', 'Paul Mitchell the School-Jacksonville'], + ['00150800', 'North Florida Community College'], + ['00984100', 'University of North Florida'], + ['00407215', 'Northwood University-Florida'], + ['00150900', 'Nova Southeastern University'], + ['00151000', 'Northwest Florida State College'], + ['00149900', 'Everest University-North Orlando'], + ['02513200', 'Orange Technical College-Orlando Campus'], + ['00884900', 'Palm Beach Atlantic University'], + ['00151200', 'Palm Beach State College'], + ['01065200', 'Pasco-Hernando State College'], + ['00151300', 'Pensacola State College'], + ['00560500', 'Pinellas Technical College-Clearwater'], + ['00151400', 'Polk State College'], + ['02554200', 'Radford M Locklin Technical Center'], + ['00822300', 'Saint Vincent de Paul Regional Seminary'], + ['02511700', 'Ridge Technical College'], + ['01257400', 'Ringling College of Art and Design'], + ['02524200', + 'Robert Morgan Educational Center and Technical College'], + ['00151500', 'Rollins College'], + ['01254400', 'First Coast Technical College'], + ['00152600', 'Saint Leo University'], + ['00152800', 'St Petersburg College'], + ['02115300', 'Pinellas Technical College-St. Petersburg'], + ['00151900', 'Santa Fe College'], + ['00560700', 'Suncoast Technical College'], + ['02179918', 'Argosy University-Sarasota'], + ['00152000', 'Seminole State College of Florida'], + ['00990200', 'Sheridan Technical College'], + ['00807500', 'Saint John Vianney College Seminary'], + ['00152300', 'Saint Johns River State College'], + ['00152200', 'South Florida State College'], + ['00153700', 'University of South Florida-Main Campus'], + ['00146800', 'St Thomas University'], + ['00841700', + 'Stenotype Institute of Jacksonville Inc-Jacksonville'], + ['00153100', 'Stetson University'], + ['00152100', 'Southeastern University'], + ['03018500', "Bene's Career Academy"], + ['00752500', 'RIVEROAK Technical College'], + ['00153300', 'Tallahassee Community College'], + ['02508900', 'Talmudic College of Florida'], + ['00149904', 'Everest University-Tampa'], + ['00149907', 'Everest University-Largo'], + ['00153800', 'The University of Tampa'], + ['03100800', 'Taylor Technical Institute'], + ['01082600', 'Tom P Haney Technical Center'], + ['03101900', 'Trinity Baptist College'], + ['03028200', 'Trinity College of Florida'], + ['02148200', 'Fashion Focus Hair Academy'], + ['00675000', 'Valencia College'], + ['00884800', 'Warner University'], + ['00752600', 'Florida Panhandle Technical College'], + ['00154000', 'Webber International University'], + ['00869410', 'Rasmussen College-Florida'], + ['00395500', 'The University of West Florida'], + ['02321200', 'Orange Technical College-Westside Campus'], + ['03003600', 'William T McFatter Technical College'], + ['02504600', 'Orange Technical College-Winter Park Campus'], + ['02300900', 'Withlacoochee Technical College'], + ['00154100', 'Abraham Baldwin Agricultural College'], + ['00154200', 'Agnes Scott College'], + ['02284300', 'Interactive College of Technology-Chamblee'], + ['02284308', 'Interactive College of Technology-Morrow'], + ['00560100', 'Albany Technical College'], + ['00154300', 'Darton State College'], + ['00154400', 'Albany State University'], + ['00154500', 'Andrew College'], + ['00154600', 'Armstrong State University'], + ['00927000', 'The Art Institute of Atlanta'], + ['03005400', 'Georgia Career Institute'], + ['00854300', 'Atlanta Technical College'], + ['00154700', 'Point University'], + ['01216500', 'Atlanta Metropolitan State College'], + ['03173300', "Atlanta's John Marshall Law School"], + ['02580200', 'Atlanta School of Massage'], + ['00155900', 'Clark Atlanta University'], + ['00559900', 'Augusta Technical College'], + ['01107400', 'Bainbridge State College'], + ['01157400', 'Bauder College'], + ['02577700', 'Beauty College of America'], + ['00155400', 'Berry College'], + ['03076300', 'Beulah Heights University'], + ['00155600', 'Brenau University'], + ['00155700', 'Brewton-Parker College'], + ['02060900', 'Brown College of Court Reporting'], + ['00155800', 'College of Coastal Georgia'], + ['01048700', 'West Georgia Technical College'], + ['03635300', 'Carver Bible College'], + ['00897600', 'Clayton State University'], + ['00156000', 'Columbia Theological Seminary'], + ['00562400', 'Columbus Technical College'], + ['00156100', 'Columbus State University'], + ['00402400', 'Georgia Northwestern Technical College'], + ['00348400', 'Covenant College'], + ['00395600', 'Dalton State College'], + ['01205100', 'Pro Way Hair School'], + ['01303900', 'South University-Savannah'], + ['01099700', 'East Georgia State College'], + ['00156300', 'Emmanuel College'], + ['00156400', 'Emory University'], + ['00950700', 'Georgia Highlands College'], + ['00156600', 'Fort Valley State University'], + ['00411700', 'Grady Health System Professional Schools'], + ['00156900', 'Georgia Institute of Technology-Main Campus'], + ['00157300', 'Georgia Southwestern State University'], + ['00160200', 'Georgia College and State University'], + ['00157200', 'Georgia Southern University'], + ['00157400', 'Georgia State University'], + ['00159800', 'University of Georgia'], + ['00157500', 'Gordon State College'], + ['00562100', 'Southern Crescent Technical College'], + ['01077100', 'Gupton Jones College of Funeral Service'], + ['02583000', 'Gwinnett College-Lilburn'], + ['02288400', 'Gwinnett Technical College'], + ['00156800', 'Interdenominational Theological Center'], + ['00157700', 'Kennesaw State University'], + ['00157800', 'LaGrange College'], + ['00525400', 'Lanier Technical College'], + ['02074800', 'Life University'], + ['00562000', 'Chattahoochee Technical College'], + ['00962106', 'Herzing University-Atlanta'], + ['00158000', 'Mercer University'], + ['00158200', 'Morehouse College'], + ['02482100', 'Morehouse School of Medicine'], + ['00525500', 'Moultrie Technical College'], + ['00561900', 'North Georgia Technical College'], + ['00158600', 'Oglethorpe University'], + ['00158700', 'Paine College'], ['00158800', 'Piedmont College'], + ['02217200', 'Portfolio Center'], + ['00158900', 'Reinhardt University'], + ['00561800', 'Savannah Technical College'], + ['02141500', 'Savannah College of Art and Design'], + ['00159000', 'Savannah State University'], + ['00159100', 'Shorter University'], + ['00561700', 'South Georgia Technical College'], + ['02285500', 'The Creative Circus'], + ['00159400', 'Spelman College'], + ['00157000', 'Southern Polytechnic State University'], + ['00561500', 'Southwest Georgia Technical College'], + ['00155500', 'Thomas University'], + ['00159600', 'Toccoa Falls College'], + ['00159700', 'Truett McConnell University'], + ['00525600', 'Wiregrass Georgia Technical College'], + ['00159900', 'Valdosta State University'], + ['00160000', 'Wesleyan College'], + ['00160100', 'University of West Georgia'], + ['00160400', 'Young Harris College'], + ['00723401', 'Heald College-Honolulu'], + ['00160500', 'Chaminade University of Honolulu'], + ['00161100', 'University of Hawaii at Hilo'], + ['00161000', 'University of Hawaii at Manoa'], + ['02139500', 'Hawaii Institute of Hair Design'], + ['00727900', 'Hawaii Pacific University'], + ['00161200', 'Honolulu Community College'], + ['00161300', 'Kapiolani Community College'], + ['00161400', 'Kauai Community College'], + ['00454900', 'Leeward Community College'], + ['00161500', 'University of Hawaii Maui College'], + ['02100300', 'Med-Assist School of Hawaii Inc'], + ['03072500', 'World Medicine Institute'], + ['03017800', 'Travel Institute of the Pacific'], + ['02107800', 'University of Hawaii-West Oahu'], + ['01122000', 'Windward Community College'], + ['02218000', 'Carrington College-Boise'], + ['02234500', 'Boise Bible College'], + ['00161600', 'Boise State University'], + ['01113300', 'Eastern Idaho Technical College'], + ['00162000', 'Idaho State University'], + ['00162600', 'University of Idaho'], + ['00161700', 'The College of Idaho'], + ['00162100', 'Lewis-Clark State College'], + ['00732915', 'ITT Technical Institute-Boise'], + ['00987300', 'Aveda Institute-Twin Falls'], + ['02275800', "Mr Leon's School of Hair Design-Moscow"], + ['00162300', 'North Idaho College'], + ['00162400', 'Northwest Nazarene University'], + ['02314000', 'The School of Hairstyling'], + ['00162500', 'Brigham Young University-Idaho'], + ['00161900', 'College of Southern Idaho'], + ['02068100', 'Adler University'], + ['00832800', 'Alvareitas College of Cosmetology-Edwardsville'], + ['02349400', 'Alvareitas College of Cosmetology-Godfrey'], + ['00162800', 'American Academy of Art'], + ['00175300', 'School of the Art Institute of Chicago'], + ['00163300', 'Augustana College'], + ['00163400', 'Aurora University'], + ['02317302', 'Tricoci University of Beauty Culture-Urbana'], + ['00163600', 'Southwestern Illinois College'], + ['00163700', 'Bethany Theological Seminary'], + ['00163800', 'Black Hawk College'], + ['00163900', 'Blackburn College'], + ['00621400', + 'Blessing Rieman College of Nursing and Health Sciences'], + ['00621402', + 'Blessing Hospital School of Radiologic Technology'], + ['00164100', 'Bradley University'], + ['03065300', 'Paul Mitchell the School-Bradley'], + ['03078400', 'Cameo Beauty Academy']]