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singhjagpreet commited on Sep 10, 2023

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13993ca

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1 Parent(s): bf0670d

model trainer

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.gitignore +0 -1
artifacts/data.csv +1001 -0
artifacts/model.pkl +0 -0
artifacts/preprocessor.pkl +0 -0
artifacts/test.csv +201 -0
artifacts/train.csv +801 -0
logs/09_10_2023_16_55_47.log/09_10_2023_16_55_47.log +12 -0
logs/09_10_2023_16_56_28.log/09_10_2023_16_56_28.log +12 -0
logs/09_10_2023_16_58_22.log/09_10_2023_16_58_22.log +13 -0
logs/09_10_2023_17_00_03.log/09_10_2023_17_00_03.log +12 -0
logs/09_10_2023_17_01_32.log/09_10_2023_17_01_32.log +12 -0
logs/09_10_2023_17_07_50.log/09_10_2023_17_07_50.log +11 -0
logs/09_10_2023_17_13_00.log/09_10_2023_17_13_00.log +0 -0
logs/09_10_2023_17_13_07.log/09_10_2023_17_13_07.log +20 -0
logs/09_10_2023_17_13_47.log/09_10_2023_17_13_47.log +21 -0
src/__pycache__/utils.cpython-310.pyc +0 -0
src/components/__pycache__/model_trainer.cpython-310.pyc +0 -0
src/components/data_ingestion.py +9 -1
src/components/model_trainer.py +80 -0
src/utils.py +31 -1

.gitignore CHANGED Viewed

	@@ -1,2 +1 @@
1	venv/
2	- artifacts/


1	venv/

artifacts/data.csv ADDED Viewed

	@@ -0,0 +1,1001 @@

+gender,race_ethnicity,parental_level_of_education,lunch,test_preparation_course,math_score,reading_score,writing_score
+female,group B,bachelor's degree,standard,none,72,72,74
+female,group C,some college,standard,completed,69,90,88
+female,group B,master's degree,standard,none,90,95,93
+male,group A,associate's degree,free/reduced,none,47,57,44
+male,group C,some college,standard,none,76,78,75
+female,group B,associate's degree,standard,none,71,83,78
+female,group B,some college,standard,completed,88,95,92
+male,group B,some college,free/reduced,none,40,43,39
+male,group D,high school,free/reduced,completed,64,64,67
+female,group B,high school,free/reduced,none,38,60,50
+male,group C,associate's degree,standard,none,58,54,52
+male,group D,associate's degree,standard,none,40,52,43
+female,group B,high school,standard,none,65,81,73
+male,group A,some college,standard,completed,78,72,70
+female,group A,master's degree,standard,none,50,53,58
+female,group C,some high school,standard,none,69,75,78
+male,group C,high school,standard,none,88,89,86
+female,group B,some high school,free/reduced,none,18,32,28
+male,group C,master's degree,free/reduced,completed,46,42,46
+female,group C,associate's degree,free/reduced,none,54,58,61
+male,group D,high school,standard,none,66,69,63
+female,group B,some college,free/reduced,completed,65,75,70
+male,group D,some college,standard,none,44,54,53
+female,group C,some high school,standard,none,69,73,73
+male,group D,bachelor's degree,free/reduced,completed,74,71,80
+male,group A,master's degree,free/reduced,none,73,74,72
+male,group B,some college,standard,none,69,54,55
+female,group C,bachelor's degree,standard,none,67,69,75
+male,group C,high school,standard,none,70,70,65
+female,group D,master's degree,standard,none,62,70,75
+female,group D,some college,standard,none,69,74,74
+female,group B,some college,standard,none,63,65,61
+female,group E,master's degree,free/reduced,none,56,72,65
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+male,group E,some college,standard,none,97,87,82
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+male,group B,associate's degree,free/reduced,none,57,56,57
+male,group C,associate's degree,free/reduced,none,55,61,54
+female,group C,associate's degree,standard,none,58,73,68
+female,group B,associate's degree,standard,none,53,58,65
+male,group B,some college,free/reduced,completed,59,65,66
+female,group E,associate's degree,free/reduced,none,50,56,54
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+female,group A,associate's degree,standard,completed,55,65,62
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+male,group D,associate's degree,standard,none,52,55,49
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+male,group A,some high school,free/reduced,none,39,39,34
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+male,group D,some college,standard,none,79,73,67
+female,group C,high school,standard,none,72,80,75
+male,group B,some college,standard,none,62,61,57
+female,group C,bachelor's degree,standard,completed,77,94,95
+male,group D,high school,free/reduced,none,75,74,66
+male,group E,associate's degree,standard,none,87,74,76
+female,group B,bachelor's degree,standard,none,52,65,69
+male,group E,some college,standard,none,66,57,52
+female,group C,some college,standard,completed,63,78,80
+female,group C,associate's degree,standard,none,46,58,57
+female,group C,some college,standard,none,59,71,70
+female,group B,bachelor's degree,standard,none,61,72,70
+male,group A,associate's degree,standard,none,63,61,61
+female,group C,some college,free/reduced,completed,42,66,69
+male,group D,some college,free/reduced,none,59,62,61
+female,group D,some college,standard,none,80,90,89
+female,group B,high school,standard,none,58,62,59
+male,group B,some high school,standard,completed,85,84,78
+female,group C,some college,standard,none,52,58,58
+female,group D,some high school,free/reduced,none,27,34,32
+male,group C,some college,standard,none,59,60,58
+male,group A,bachelor's degree,free/reduced,completed,49,58,60
+male,group C,high school,standard,completed,69,58,53
+male,group C,bachelor's degree,free/reduced,none,61,66,61
+female,group A,some high school,free/reduced,none,44,64,58
+female,group D,some high school,standard,none,73,84,85
+male,group E,some college,standard,none,84,77,71
+female,group C,some college,free/reduced,completed,45,73,70
+male,group D,some high school,standard,none,74,74,72
+female,group D,some college,standard,completed,82,97,96
+female,group D,bachelor's degree,standard,none,59,70,73
+male,group E,associate's degree,free/reduced,none,46,43,41
+female,group D,some high school,standard,none,80,90,82
+female,group D,master's degree,free/reduced,completed,85,95,100
+female,group A,some high school,standard,none,71,83,77
+male,group A,bachelor's degree,standard,none,66,64,62
+female,group B,associate's degree,standard,none,80,86,83
+male,group C,associate's degree,standard,completed,87,100,95
+male,group C,master's degree,free/reduced,none,79,81,71
+female,group E,some high school,free/reduced,none,38,49,45
+female,group A,some high school,free/reduced,none,38,43,43
+female,group E,some college,standard,none,67,76,75
+female,group E,bachelor's degree,standard,none,64,73,70
+female,group C,associate's degree,free/reduced,none,57,78,67
+female,group D,high school,standard,none,62,64,64
+male,group D,master's degree,standard,none,73,70,75
+male,group E,some high school,free/reduced,completed,73,67,59
+female,group D,some college,standard,none,77,68,77
+male,group E,some college,standard,none,76,67,67
+male,group C,associate's degree,standard,completed,57,54,56
+female,group C,some high school,standard,completed,65,74,77
+male,group A,high school,free/reduced,none,48,45,41
+female,group B,high school,free/reduced,none,50,67,63
+female,group C,associate's degree,standard,none,85,89,95
+male,group B,some high school,standard,none,74,63,57
+male,group D,some high school,standard,none,60,59,54
+female,group C,some high school,standard,completed,59,54,67
+male,group A,some college,standard,none,53,43,43
+female,group A,some college,free/reduced,none,49,65,55
+female,group D,high school,standard,completed,88,99,100
+female,group C,high school,standard,none,54,59,62
+female,group C,some high school,standard,none,63,73,68
+male,group B,associate's degree,standard,completed,65,65,63
+female,group B,associate's degree,standard,none,82,80,77
+female,group D,high school,free/reduced,completed,52,57,56
+male,group D,associate's degree,standard,completed,87,84,85
+female,group D,master's degree,standard,completed,70,71,74
+male,group E,some college,standard,completed,84,83,78
+male,group D,associate's degree,standard,none,71,66,60
+male,group B,some high school,standard,completed,63,67,67
+female,group C,bachelor's degree,free/reduced,completed,51,72,79
+male,group E,high school,standard,none,84,73,69
+male,group C,bachelor's degree,standard,completed,71,74,68
+male,group C,associate's degree,standard,none,74,73,67
+male,group D,some college,standard,none,68,59,62
+male,group E,high school,free/reduced,completed,57,56,54
+female,group C,associate's degree,free/reduced,completed,82,93,93
+female,group D,high school,standard,completed,57,58,64
+female,group D,master's degree,free/reduced,completed,47,58,67
+female,group A,some high school,standard,completed,59,85,80
+male,group B,some college,free/reduced,none,41,39,34
+female,group C,some college,free/reduced,none,62,67,62
+male,group C,bachelor's degree,standard,none,86,83,86
+male,group C,some high school,free/reduced,none,69,71,65
+male,group A,some high school,free/reduced,none,65,59,53
+male,group C,some high school,free/reduced,none,68,63,54
+male,group C,associate's degree,free/reduced,none,64,66,59
+female,group C,high school,standard,none,61,72,70
+male,group C,high school,standard,none,61,56,55
+female,group A,some high school,free/reduced,none,47,59,50
+male,group C,some high school,standard,none,73,66,66
+male,group C,some college,free/reduced,completed,50,48,53
+male,group D,associate's degree,standard,none,75,68,64
+male,group D,associate's degree,free/reduced,none,75,66,73
+male,group C,high school,standard,none,70,56,51
+male,group D,some high school,standard,completed,89,88,82
+female,group C,some college,standard,completed,67,81,79
+female,group D,high school,standard,none,78,81,80
+female,group A,some high school,free/reduced,none,59,73,69
+female,group B,associate's degree,standard,none,73,83,76
+male,group A,some high school,free/reduced,none,79,82,73
+female,group C,some high school,standard,completed,67,74,77
+male,group D,some college,free/reduced,none,69,66,60
+male,group C,high school,standard,completed,86,81,80
+male,group B,high school,standard,none,47,46,42
+male,group B,associate's degree,standard,none,81,73,72
+female,group C,some college,free/reduced,completed,64,85,85
+female,group E,some college,standard,none,100,92,97
+female,group C,associate's degree,free/reduced,none,65,77,74
+male,group C,some college,free/reduced,none,65,58,49
+female,group C,associate's degree,free/reduced,none,53,61,62
+male,group C,bachelor's degree,free/reduced,none,37,56,47
+female,group D,bachelor's degree,standard,none,79,89,89
+male,group D,associate's degree,free/reduced,none,53,54,48
+female,group E,bachelor's degree,standard,none,100,100,100
+male,group B,high school,standard,completed,72,65,68
+male,group C,bachelor's degree,free/reduced,none,53,58,55
+male,group B,some college,free/reduced,none,54,54,45
+female,group E,some college,standard,none,71,70,76
+female,group C,some college,free/reduced,none,77,90,91
+male,group A,bachelor's degree,standard,completed,75,58,62
+female,group C,some college,standard,none,84,87,91
+female,group D,associate's degree,free/reduced,none,26,31,38
+male,group A,high school,free/reduced,completed,72,67,65
+female,group A,high school,free/reduced,completed,77,88,85
+male,group C,some college,standard,none,91,74,76
+female,group C,associate's degree,standard,completed,83,85,90
+female,group C,high school,standard,none,63,69,74
+female,group C,associate's degree,standard,completed,68,86,84
+female,group D,some high school,standard,none,59,67,61
+female,group B,associate's degree,standard,completed,90,90,91
+female,group D,bachelor's degree,standard,completed,71,76,83
+male,group E,bachelor's degree,standard,completed,76,62,66
+male,group D,associate's degree,standard,none,80,68,72
+female,group D,master's degree,standard,none,55,64,70
+male,group E,associate's degree,standard,none,76,71,67
+male,group B,high school,standard,completed,73,71,68
+female,group D,associate's degree,free/reduced,none,52,59,56
+male,group C,some college,free/reduced,none,68,68,61
+male,group A,high school,standard,none,59,52,46
+female,group B,associate's degree,standard,none,49,52,54
+male,group C,high school,standard,none,70,74,71
+male,group D,some college,free/reduced,none,61,47,56
+female,group C,associate's degree,free/reduced,none,60,75,74
+male,group B,some high school,standard,completed,64,53,57
+male,group A,associate's degree,free/reduced,completed,79,82,82
+female,group A,associate's degree,free/reduced,none,65,85,76
+female,group C,associate's degree,standard,none,64,64,70
+female,group C,some college,standard,none,83,83,90
+female,group C,bachelor's degree,standard,none,81,88,90
+female,group B,high school,standard,none,54,64,68
+male,group D,high school,standard,completed,68,64,66
+female,group C,some college,standard,none,54,48,52
+female,group D,some college,free/reduced,completed,59,78,76
+female,group B,some high school,standard,none,66,69,68
+male,group E,some college,standard,none,76,71,72
+female,group D,master's degree,standard,none,74,79,82
+female,group B,associate's degree,standard,completed,94,87,92
+male,group C,some college,free/reduced,none,63,61,54
+female,group E,associate's degree,standard,completed,95,89,92
+female,group D,master's degree,free/reduced,none,40,59,54
+female,group B,some high school,standard,none,82,82,80
+male,group A,high school,standard,none,68,70,66
+male,group B,bachelor's degree,free/reduced,none,55,59,54
+male,group C,master's degree,standard,none,79,78,77
+female,group C,bachelor's degree,standard,none,86,92,87
+male,group D,some college,standard,none,76,71,73
+male,group A,some high school,standard,none,64,50,43
+male,group D,some high school,free/reduced,none,62,49,52
+female,group B,some high school,standard,completed,54,61,62
+female,group B,master's degree,free/reduced,completed,77,97,94
+female,group C,some high school,standard,completed,76,87,85
+female,group D,some college,standard,none,74,89,84
+female,group E,some college,standard,completed,66,74,73
+female,group D,some high school,standard,completed,66,78,78
+female,group B,high school,free/reduced,completed,67,78,79
+male,group D,some college,standard,none,71,49,52
+female,group C,associate's degree,standard,none,91,86,84
+male,group D,bachelor's degree,standard,none,69,58,57
+male,group C,master's degree,free/reduced,none,54,59,50
+male,group C,high school,standard,completed,53,52,49
+male,group E,some college,standard,none,68,60,59
+male,group C,some high school,free/reduced,completed,56,61,60
+female,group C,high school,free/reduced,none,36,53,43
+female,group D,bachelor's degree,free/reduced,none,29,41,47
+female,group C,associate's degree,standard,none,62,74,70
+female,group C,associate's degree,standard,completed,68,67,73
+female,group C,some high school,standard,none,47,54,53
+male,group E,associate's degree,standard,completed,62,61,58
+female,group E,associate's degree,standard,completed,79,88,94
+male,group B,high school,standard,completed,73,69,68
+female,group C,bachelor's degree,free/reduced,completed,66,83,83
+male,group C,associate's degree,standard,completed,51,60,58
+female,group D,high school,standard,none,51,66,62
+male,group E,bachelor's degree,standard,completed,85,66,71
+male,group A,associate's degree,standard,completed,97,92,86
+male,group C,high school,standard,completed,75,69,68
+male,group D,associate's degree,free/reduced,completed,79,82,80
+female,group C,associate's degree,standard,none,81,77,79
+female,group D,associate's degree,standard,none,82,95,89
+female,group D,master's degree,standard,none,64,63,66
+male,group E,some high school,free/reduced,completed,78,83,80
+female,group A,some high school,standard,completed,92,100,97
+male,group C,high school,standard,completed,72,67,64
+female,group C,high school,free/reduced,none,62,67,64
+male,group C,master's degree,standard,none,79,72,69
+male,group C,some high school,free/reduced,none,79,76,65
+male,group B,bachelor's degree,free/reduced,completed,87,90,88
+female,group B,associate's degree,standard,none,40,48,50
+male,group D,some college,free/reduced,none,77,62,64
+male,group E,associate's degree,standard,none,53,45,40
+female,group C,some college,free/reduced,none,32,39,33
+female,group C,associate's degree,standard,completed,55,72,79
+male,group C,master's degree,free/reduced,none,61,67,66
+female,group B,associate's degree,free/reduced,none,53,70,70
+male,group D,some high school,standard,none,73,66,62
+female,group D,some college,standard,completed,74,75,79
+female,group C,some college,standard,none,63,74,74
+male,group C,bachelor's degree,standard,completed,96,90,92
+female,group D,some college,free/reduced,completed,63,80,80
+male,group B,bachelor's degree,free/reduced,none,48,51,46
+male,group B,associate's degree,standard,none,48,43,45
+female,group E,bachelor's degree,free/reduced,completed,92,100,100
+female,group D,master's degree,free/reduced,completed,61,71,78
+male,group B,high school,free/reduced,none,63,48,47
+male,group D,bachelor's degree,free/reduced,none,68,68,67
+male,group B,some college,standard,completed,71,75,70
+male,group A,bachelor's degree,standard,none,91,96,92
+female,group C,some college,standard,none,53,62,56
+female,group C,high school,free/reduced,completed,50,66,64
+female,group E,high school,standard,none,74,81,71
+male,group A,associate's degree,free/reduced,completed,40,55,53
+male,group A,some college,standard,completed,61,51,52
+female,group B,high school,standard,none,81,91,89
+female,group B,some college,free/reduced,completed,48,56,58
+female,group D,master's degree,standard,none,53,61,68
+female,group D,some high school,standard,none,81,97,96
+female,group E,some high school,standard,none,77,79,80
+female,group D,bachelor's degree,free/reduced,none,63,73,78
+female,group D,associate's degree,standard,completed,73,75,80
+female,group D,some college,standard,none,69,77,77
+female,group C,associate's degree,standard,none,65,76,76
+female,group A,high school,standard,none,55,73,73
+female,group C,bachelor's degree,free/reduced,none,44,63,62
+female,group C,some college,standard,none,54,64,65
+female,group A,some high school,standard,none,48,66,65
+male,group C,some college,free/reduced,none,58,57,54
+male,group A,some high school,standard,none,71,62,50
+male,group E,bachelor's degree,standard,none,68,68,64
+female,group E,high school,standard,none,74,76,73
+female,group C,bachelor's degree,standard,completed,92,100,99
+female,group C,bachelor's degree,standard,completed,56,79,72
+male,group B,high school,free/reduced,none,30,24,15
+male,group A,some high school,standard,none,53,54,48
+female,group D,high school,standard,none,69,77,73
+female,group D,some high school,standard,none,65,82,81
+female,group D,master's degree,standard,none,54,60,63
+female,group C,high school,standard,none,29,29,30
+female,group E,some college,standard,none,76,78,80
+male,group D,high school,free/reduced,none,60,57,51
+male,group D,master's degree,free/reduced,completed,84,89,90
+male,group C,some high school,standard,none,75,72,62
+female,group C,associate's degree,standard,none,85,84,82
+female,group C,master's degree,free/reduced,none,40,58,54
+female,group E,some college,standard,none,61,64,62
+female,group B,associate's degree,standard,none,58,63,65
+male,group D,some college,free/reduced,completed,69,60,63
+female,group C,some college,standard,none,58,59,66
+male,group C,bachelor's degree,standard,completed,94,90,91
+female,group C,associate's degree,standard,none,65,77,74
+female,group A,associate's degree,standard,none,82,93,93
+female,group C,high school,standard,none,60,68,72
+female,group E,bachelor's degree,standard,none,37,45,38
+male,group D,bachelor's degree,standard,none,88,78,83
+male,group D,master's degree,standard,none,95,81,84
+male,group C,associate's degree,free/reduced,completed,65,73,68
+female,group C,high school,free/reduced,none,35,61,54
+male,group B,bachelor's degree,free/reduced,none,62,63,56
+male,group C,high school,free/reduced,completed,58,51,52
+male,group A,some college,standard,completed,100,96,86
+female,group E,bachelor's degree,free/reduced,none,61,58,62
+male,group D,some college,standard,completed,100,97,99
+male,group B,associate's degree,free/reduced,completed,69,70,63
+male,group D,associate's degree,standard,none,61,48,46
+male,group D,some college,free/reduced,none,49,57,46
+female,group C,some high school,standard,completed,44,51,55
+male,group D,some college,standard,none,67,64,70
+male,group B,high school,standard,none,79,60,65
+female,group B,bachelor's degree,standard,completed,66,74,81
+female,group C,high school,standard,none,75,88,85
+male,group D,some high school,standard,none,84,84,80
+male,group A,high school,standard,none,71,74,64
+female,group B,high school,free/reduced,completed,67,80,81
+female,group D,some high school,standard,completed,80,92,88
+male,group E,some college,standard,none,86,76,74
+female,group D,associate's degree,standard,none,76,74,73
+male,group D,high school,standard,none,41,52,51
+female,group D,associate's degree,free/reduced,completed,74,88,90
+female,group B,some high school,free/reduced,none,72,81,79
+female,group E,high school,standard,completed,74,79,80
+male,group B,high school,standard,none,70,65,60
+female,group B,bachelor's degree,standard,completed,65,81,81
+female,group D,associate's degree,standard,none,59,70,65
+female,group E,high school,free/reduced,none,64,62,68
+female,group B,high school,standard,none,50,53,55
+female,group D,some college,standard,completed,69,79,81
+male,group C,some high school,free/reduced,completed,51,56,53
+female,group A,high school,standard,completed,68,80,76
+female,group D,some college,standard,completed,85,86,98
+female,group A,associate's degree,standard,completed,65,70,74
+female,group B,some high school,standard,none,73,79,79
+female,group B,some college,standard,none,62,67,67
+male,group C,associate's degree,free/reduced,none,77,67,64
+male,group D,some high school,standard,none,69,66,61
+female,group D,associate's degree,free/reduced,none,43,60,58
+male,group D,associate's degree,standard,none,90,87,85
+male,group C,some college,free/reduced,none,74,77,73
+male,group C,some high school,standard,none,73,66,63
+female,group D,some college,free/reduced,none,55,71,69
+female,group C,high school,standard,none,65,69,67
+male,group D,associate's degree,standard,none,80,63,63
+female,group C,some high school,free/reduced,completed,50,60,60
+female,group C,some college,free/reduced,completed,63,73,71
+female,group B,bachelor's degree,free/reduced,none,77,85,87
+male,group C,some college,standard,none,73,74,61
+male,group D,associate's degree,standard,completed,81,72,77
+female,group C,high school,free/reduced,none,66,76,68
+male,group D,associate's degree,free/reduced,none,52,57,50
+female,group C,some college,standard,none,69,78,76
+female,group C,associate's degree,standard,completed,65,84,84
+female,group D,high school,standard,completed,69,77,78
+female,group B,some college,standard,completed,50,64,66
+female,group E,some college,standard,completed,73,78,76
+female,group C,some high school,standard,completed,70,82,76
+male,group D,associate's degree,free/reduced,none,81,75,78
+male,group D,some college,free/reduced,none,63,61,60
+female,group D,high school,standard,none,67,72,74
+male,group B,high school,standard,none,60,68,60
+male,group B,high school,standard,none,62,55,54
+female,group C,some high school,free/reduced,completed,29,40,44
+male,group B,some college,standard,completed,62,66,68
+female,group E,master's degree,standard,completed,94,99,100
+male,group E,some college,standard,completed,85,75,68
+male,group D,associate's degree,free/reduced,none,77,78,73
+male,group A,high school,free/reduced,none,53,58,44
+male,group E,some college,free/reduced,none,93,90,83
+female,group C,associate's degree,standard,none,49,53,53
+female,group E,associate's degree,free/reduced,none,73,76,78
+female,group C,bachelor's degree,free/reduced,completed,66,74,81
+female,group D,associate's degree,standard,none,77,77,73
+female,group C,some high school,standard,none,49,63,56
+female,group D,some college,free/reduced,none,79,89,86
+female,group C,associate's degree,standard,completed,75,82,90
+female,group A,bachelor's degree,standard,none,59,72,70
+female,group D,associate's degree,standard,completed,57,78,79
+male,group C,high school,free/reduced,none,66,66,59
+female,group E,bachelor's degree,standard,completed,79,81,82
+female,group B,some high school,standard,none,57,67,72
+male,group A,bachelor's degree,standard,completed,87,84,87
+female,group D,some college,standard,none,63,64,67
+female,group B,some high school,free/reduced,completed,59,63,64
+male,group A,bachelor's degree,free/reduced,none,62,72,65
+male,group D,high school,standard,none,46,34,36
+male,group C,some college,standard,none,66,59,52
+male,group D,high school,standard,none,89,87,79
+female,group D,associate's degree,free/reduced,completed,42,61,58
+male,group C,some college,standard,completed,93,84,90
+female,group E,some high school,standard,completed,80,85,85
+female,group D,some college,standard,none,98,100,99
+male,group D,master's degree,standard,none,81,81,84
+female,group B,some high school,standard,completed,60,70,74
+female,group B,associate's degree,free/reduced,completed,76,94,87
+male,group C,associate's degree,standard,completed,73,78,72
+female,group C,associate's degree,standard,completed,96,96,99
+female,group C,high school,standard,none,76,76,74
+male,group E,associate's degree,free/reduced,completed,91,73,80
+female,group C,some college,free/reduced,none,62,72,70
+male,group D,some high school,free/reduced,completed,55,59,59
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+female,group D,some college,free/reduced,none,77,86,86

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artifacts/test.csv ADDED Viewed

	@@ -0,0 +1,201 @@

+gender,race_ethnicity,parental_level_of_education,lunch,test_preparation_course,math_score,reading_score,writing_score
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+female,group E,some college,standard,none,100,92,97
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+female,group C,associate's degree,free/reduced,completed,56,68,70
+male,group C,associate's degree,standard,completed,73,78,72
+male,group E,some college,standard,none,66,57,52
+male,group A,associate's degree,standard,none,67,57,53
+female,group C,associate's degree,free/reduced,none,64,73,68
+male,group A,high school,standard,none,71,74,64
+male,group B,high school,standard,none,70,65,60
+male,group E,associate's degree,standard,none,53,45,40
+male,group C,high school,standard,none,75,81,71
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+female,group C,high school,standard,none,44,61,52
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+male,group A,high school,standard,none,57,51,54
+female,group A,bachelor's degree,standard,none,45,59,64
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+male,group C,some high school,free/reduced,completed,45,52,49
+male,group D,high school,standard,completed,55,41,48
+male,group B,high school,standard,completed,73,69,68
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+female,group C,some college,free/reduced,none,62,67,62
+male,group D,master's degree,standard,none,81,81,84
+female,group C,some high school,free/reduced,completed,64,79,77
+female,group D,some high school,standard,completed,64,60,74
+male,group D,some high school,standard,none,73,66,62
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+female,group C,some high school,standard,completed,67,74,77
+male,group B,associate's degree,standard,none,61,42,41
+male,group C,some high school,standard,completed,67,73,68
+female,group D,some high school,standard,none,65,82,81
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+female,group E,master's degree,standard,completed,88,99,95
+female,group C,associate's degree,standard,none,62,74,70
+female,group C,high school,free/reduced,none,33,41,43
+female,group C,bachelor's degree,standard,completed,79,92,89
+male,group B,some high school,standard,completed,84,83,75
+male,group A,master's degree,free/reduced,none,73,74,72
+female,group A,associate's degree,free/reduced,none,41,51,48
+female,group E,associate's degree,free/reduced,none,50,56,54
+female,group B,high school,standard,completed,58,70,68
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+male,group D,high school,standard,none,45,48,46
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+female,group B,associate's degree,free/reduced,none,46,61,55
+male,group A,some high school,standard,none,51,31,36
+male,group D,some high school,standard,none,75,74,69
+male,group E,some college,free/reduced,completed,49,52,51
+female,group E,high school,standard,none,75,86,79
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+male,group C,associate's degree,standard,none,62,65,58
+male,group C,some high school,free/reduced,none,68,63,54
+female,group D,master's degree,standard,none,78,91,96
+female,group E,some college,standard,none,71,70,76
+female,group D,high school,free/reduced,none,49,57,52
+female,group A,bachelor's degree,standard,none,59,72,70
+male,group E,bachelor's degree,free/reduced,completed,79,74,72
+female,group E,associate's degree,standard,none,51,51,54
+female,group C,bachelor's degree,standard,completed,56,79,72
+male,group B,high school,standard,completed,76,62,60
+female,group D,some college,standard,completed,69,79,81
+male,group C,some high school,free/reduced,completed,51,56,53
+male,group D,some college,standard,completed,82,82,88
+male,group C,some college,standard,none,73,74,61
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+male,group E,some college,free/reduced,none,93,90,83
+female,group C,bachelor's degree,standard,completed,59,64,75
+female,group B,associate's degree,standard,none,73,76,80
+male,group B,some high school,standard,completed,85,84,78
+male,group E,associate's degree,standard,none,76,71,67
+female,group D,associate's degree,free/reduced,completed,77,89,98
+female,group D,some college,free/reduced,completed,67,86,83
+male,group D,some college,free/reduced,none,61,47,56
+female,group D,some high school,free/reduced,none,27,34,32
+male,group D,high school,standard,none,54,52,52
+female,group C,master's degree,free/reduced,completed,65,81,81
+female,group E,associate's degree,standard,none,87,94,95
+female,group C,some high school,standard,completed,70,82,76
+female,group B,high school,standard,none,54,64,68
+female,group C,high school,free/reduced,none,66,76,68
+female,group D,master's degree,free/reduced,completed,85,95,100
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+male,group E,master's degree,standard,none,90,85,84
+male,group E,high school,standard,none,70,55,56
+female,group B,bachelor's degree,standard,none,61,72,70
+male,group A,bachelor's degree,free/reduced,completed,49,58,60
+male,group C,high school,standard,none,81,66,64
+male,group B,some college,standard,completed,87,84,86
+male,group B,some high school,free/reduced,completed,49,50,52
+male,group B,some high school,standard,none,68,54,53
+male,group C,associate's degree,free/reduced,none,77,67,64
+female,group B,bachelor's degree,free/reduced,none,78,79,76
+male,group C,associate's degree,free/reduced,completed,60,51,56
+female,group D,high school,free/reduced,completed,52,57,56
+male,group E,associate's degree,standard,completed,62,56,53
+female,group B,some college,free/reduced,none,74,81,76
+female,group C,associate's degree,standard,none,65,77,74
+female,group D,some high school,standard,completed,61,74,72

artifacts/train.csv ADDED Viewed

	@@ -0,0 +1,801 @@

+gender,race_ethnicity,parental_level_of_education,lunch,test_preparation_course,math_score,reading_score,writing_score
+female,group D,master's degree,standard,none,62,70,75
+female,group C,bachelor's degree,free/reduced,completed,66,83,83
+female,group D,some college,free/reduced,none,79,89,86
+male,group C,master's degree,free/reduced,none,61,67,66
+male,group E,high school,standard,none,73,64,57
+male,group B,high school,free/reduced,none,30,24,15
+female,group C,bachelor's degree,standard,completed,96,100,100
+female,group C,associate's degree,standard,completed,57,77,80
+male,group D,high school,standard,completed,68,64,66
+female,group C,some high school,free/reduced,none,48,58,52
+male,group B,some high school,standard,none,67,64,61
+female,group C,some college,free/reduced,none,59,62,64
+male,group E,some high school,standard,completed,74,64,60
+female,group C,some high school,standard,none,65,69,76
+female,group B,some college,standard,none,62,67,67
+male,group C,associate's degree,standard,none,47,37,35
+male,group D,associate's degree,standard,none,80,63,63
+male,group C,high school,standard,none,68,60,53
+female,group D,some college,standard,completed,79,84,91
+male,group D,high school,standard,none,89,87,79
+male,group A,some college,standard,none,69,67,69
+female,group E,some college,free/reduced,none,53,58,57
+female,group C,some college,standard,completed,64,82,77
+male,group C,high school,standard,completed,82,84,82
+male,group B,high school,free/reduced,none,36,29,27
+female,group B,master's degree,standard,none,90,95,93
+female,group D,master's degree,standard,none,64,63,66
+female,group B,bachelor's degree,standard,none,52,65,69
+female,group D,some high school,free/reduced,none,67,84,84
+male,group C,associate's degree,standard,completed,51,60,58
+male,group D,some college,standard,none,79,73,67
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+male,group D,some college,standard,none,40,42,38
+female,group B,some college,standard,none,63,65,61
+male,group C,associate's degree,standard,none,46,43,42
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+female,group B,some high school,standard,none,62,64,66
+male,group B,associate's degree,standard,none,90,78,81
+male,group A,associate's degree,free/reduced,none,47,57,44
+male,group C,some college,standard,none,59,41,42
+female,group B,master's degree,free/reduced,completed,77,97,94
+female,group C,associate's degree,standard,none,52,55,57
+male,group E,some college,standard,completed,99,87,81
+female,group B,some high school,standard,none,70,64,72
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+male,group A,bachelor's degree,standard,completed,80,78,81
+male,group D,high school,free/reduced,none,42,39,34
+male,group E,associate's degree,standard,completed,97,82,88
+male,group A,some college,free/reduced,completed,50,47,54
+female,group B,some high school,standard,completed,65,82,78
+female,group C,master's degree,free/reduced,none,52,65,61
+female,group E,associate's degree,standard,none,59,62,69
+male,group B,some high school,standard,none,74,63,57
+female,group C,some high school,free/reduced,none,43,53,53
+female,group B,high school,free/reduced,completed,67,78,79
+male,group E,bachelor's degree,standard,completed,100,100,100
+male,group D,high school,standard,none,72,66,66
+female,group B,associate's degree,standard,none,71,83,78
+male,group A,some high school,free/reduced,none,55,46,43
+female,group C,some college,standard,none,84,87,91
+female,group E,some college,standard,completed,63,72,70
+female,group C,bachelor's degree,standard,none,63,75,81
+female,group C,some college,free/reduced,completed,42,66,69
+male,group E,associate's degree,free/reduced,completed,78,74,72
+male,group E,some college,standard,none,69,60,54
+female,group B,associate's degree,standard,none,80,86,83
+male,group B,high school,standard,none,79,60,65
+male,group C,associate's degree,standard,completed,87,100,95
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+female,group D,some high school,standard,none,51,63,61
+male,group D,master's degree,standard,none,85,84,89
+male,group A,some high school,standard,completed,47,49,49
+male,group C,master's degree,free/reduced,none,54,59,50
+female,group B,high school,free/reduced,none,38,60,50
+male,group C,some high school,free/reduced,completed,59,69,65
+male,group D,high school,free/reduced,none,60,57,51
+male,group B,high school,free/reduced,none,49,45,45
+female,group C,associate's degree,standard,completed,52,59,62
+female,group C,bachelor's degree,free/reduced,none,44,63,62
+female,group E,associate's degree,free/reduced,none,70,84,81
+male,group C,associate's degree,standard,none,84,80,80
+male,group C,associate's degree,standard,none,76,70,68
+male,group C,some college,free/reduced,none,35,28,27
+female,group C,associate's degree,standard,completed,96,96,99
+female,group D,some college,standard,none,80,90,89
+male,group B,associate's degree,standard,none,81,73,72
+male,group D,high school,standard,none,57,50,54
+male,group E,high school,standard,none,94,73,71
+male,group B,high school,standard,none,82,82,80
+male,group D,high school,standard,none,70,70,70
+female,group B,associate's degree,standard,completed,94,87,92
+male,group A,bachelor's degree,standard,completed,75,58,62
+female,group C,some college,standard,none,52,58,58
+female,group A,high school,free/reduced,completed,77,88,85
+male,group D,some college,free/reduced,none,70,63,58
+male,group A,some high school,free/reduced,none,65,59,53
+male,group B,some college,free/reduced,none,40,43,39
+female,group C,some college,standard,completed,70,89,88
+male,group D,associate's degree,free/reduced,completed,79,82,80
+female,group C,some college,standard,completed,67,81,79
+male,group C,some college,free/reduced,none,68,68,61
+female,group D,master's degree,free/reduced,completed,47,58,67
+female,group A,some college,standard,completed,72,79,82
+female,group E,high school,free/reduced,completed,57,75,73
+female,group C,bachelor's degree,standard,none,83,93,95
+male,group A,some college,standard,completed,61,51,52
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+female,group D,master's degree,free/reduced,completed,61,71,78
+female,group C,bachelor's degree,standard,completed,92,100,99
+female,group C,associate's degree,standard,completed,68,67,73
+female,group E,some high school,standard,none,77,79,80
+male,group C,some college,standard,none,66,59,52
+male,group B,high school,standard,none,47,46,42
+male,group C,some college,free/reduced,none,65,58,49
+male,group A,some high school,free/reduced,none,68,72,64
+female,group C,some college,standard,completed,63,78,80
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+female,group C,associate's degree,standard,completed,67,84,81
+male,group D,some college,free/reduced,none,49,57,46
+female,group C,some college,free/reduced,none,35,44,43
+male,group A,high school,standard,none,68,70,66
+female,group B,high school,standard,completed,69,76,74
+male,group C,high school,standard,none,70,74,71
+female,group E,some high school,standard,completed,80,85,85
+female,group C,some college,standard,completed,75,81,84
+female,group D,some college,standard,none,63,64,67
+male,group B,bachelor's degree,standard,none,66,60,57
+female,group B,some high school,free/reduced,completed,74,90,88
+female,group C,some high school,standard,completed,44,51,55
+female,group B,bachelor's degree,standard,none,72,72,74
+female,group D,master's degree,standard,completed,77,82,91
+male,group D,high school,standard,none,46,34,36
+male,group C,high school,standard,completed,72,67,64
+male,group B,associate's degree,standard,completed,82,84,78
+male,group E,associate's degree,standard,completed,62,61,58
+male,group D,associate's degree,standard,none,80,68,72
+female,group C,high school,standard,none,54,59,62
+female,group D,some college,standard,none,79,86,81
+female,group B,high school,standard,none,87,95,86
+female,group C,some high school,standard,completed,65,74,77
+female,group C,associate's degree,free/reduced,completed,82,93,93
+female,group B,associate's degree,standard,none,40,48,50
+female,group D,bachelor's degree,free/reduced,completed,93,100,100
+female,group C,bachelor's degree,standard,none,65,72,74
+male,group D,some high school,standard,completed,77,68,69
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+male,group B,some college,standard,completed,88,85,76
+female,group E,some high school,free/reduced,none,32,34,38
+female,group C,associate's degree,standard,none,39,64,57
+male,group D,some high school,standard,none,86,73,70
+male,group C,some high school,free/reduced,completed,53,37,40
+male,group A,some college,free/reduced,completed,81,78,81
+male,group B,some college,free/reduced,none,41,39,34
+male,group C,some college,standard,none,61,61,62
+male,group D,some college,standard,none,88,73,78
+female,group A,some high school,standard,completed,59,85,80
+female,group D,some high school,standard,none,81,97,96
+male,group C,bachelor's degree,standard,none,58,55,48
+female,group C,some college,free/reduced,completed,64,85,85
+female,group E,master's degree,standard,none,81,92,91
+male,group C,high school,standard,none,70,70,65
+female,group C,bachelor's degree,free/reduced,none,62,78,79
+male,group D,some college,standard,completed,77,62,62
+female,group D,high school,standard,none,62,64,64
+female,group E,some college,standard,none,87,85,93
+female,group C,some college,free/reduced,completed,67,75,70
+male,group A,bachelor's degree,free/reduced,none,62,72,65
+female,group D,some high school,standard,none,76,72,71
+female,group C,associate's degree,standard,none,63,67,70
+female,group B,some college,standard,completed,88,95,92
+male,group D,associate's degree,standard,none,72,79,74
+female,group D,master's degree,standard,none,55,64,70
+male,group C,some high school,free/reduced,none,61,57,56
+male,group D,bachelor's degree,free/reduced,none,50,42,48
+male,group E,some high school,standard,completed,87,84,76
+male,group B,some college,standard,none,54,52,51
+female,group C,some college,free/reduced,none,22,39,33
+male,group D,high school,free/reduced,none,66,74,69
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+female,group D,high school,standard,completed,56,68,74
+female,group B,associate's degree,free/reduced,none,54,65,65
+female,group D,master's degree,standard,none,74,79,82
+male,group E,some college,free/reduced,completed,87,74,70
+male,group E,high school,free/reduced,completed,86,81,75
+male,group B,some college,standard,none,66,65,60
+male,group C,associate's degree,free/reduced,completed,65,67,65
+female,group C,associate's degree,standard,none,58,73,68
+female,group C,associate's degree,standard,completed,75,82,90
+female,group B,associate's degree,free/reduced,none,52,76,70
+female,group C,some college,standard,none,54,64,65
+female,group E,associate's degree,standard,completed,82,85,86
+female,group C,some high school,standard,none,63,73,68
+female,group A,some high school,free/reduced,none,59,73,69
+male,group E,bachelor's degree,free/reduced,completed,70,68,72
+female,group C,high school,free/reduced,completed,59,71,65
+male,group D,bachelor's degree,free/reduced,completed,74,71,80
+male,group A,high school,free/reduced,completed,72,67,65
+male,group A,associate's degree,standard,completed,97,92,86
+female,group C,some high school,standard,none,47,54,53
+male,group D,master's degree,standard,none,95,81,84
+female,group C,some high school,standard,none,49,63,56
+male,group E,associate's degree,free/reduced,none,64,56,52
+female,group B,some high school,free/reduced,none,24,38,27
+male,group E,associate's degree,free/reduced,completed,77,69,68
+male,group B,bachelor's degree,free/reduced,none,55,59,54
+female,group D,some college,standard,none,74,89,84
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+female,group B,master's degree,standard,none,77,90,84
+male,group D,high school,standard,none,76,73,68
+male,group D,bachelor's degree,free/reduced,completed,61,70,76
+male,group C,some college,standard,completed,93,84,90
+male,group B,high school,standard,none,62,55,54
+male,group A,bachelor's degree,standard,none,64,60,58
+female,group D,some high school,standard,completed,66,78,78
+male,group C,high school,standard,completed,86,81,80
+male,group C,master's degree,free/reduced,completed,46,42,46
+female,group B,associate's degree,free/reduced,completed,76,94,87
+male,group A,high school,standard,none,59,52,46
+male,group B,high school,free/reduced,none,63,48,47
+female,group A,some high school,free/reduced,none,47,59,50
+male,group C,bachelor's degree,free/reduced,none,61,66,61
+male,group E,associate's degree,standard,none,72,64,63
+male,group A,some high school,free/reduced,none,39,39,34
+male,group E,some college,standard,none,86,76,74
+female,group D,associate's degree,free/reduced,none,47,53,58
+male,group B,associate's degree,standard,completed,81,82,82
+female,group B,high school,standard,none,58,62,59
+female,group C,some college,standard,none,59,71,70
+female,group D,bachelor's degree,standard,none,79,89,89
+female,group C,some high school,free/reduced,none,65,86,80
+female,group B,high school,standard,none,65,81,73
+female,group E,high school,standard,none,50,50,47
+female,group A,some high school,free/reduced,none,44,64,58
+female,group E,bachelor's degree,standard,completed,71,70,70
+female,group C,high school,standard,none,60,68,72
+male,group D,some high school,standard,none,86,80,75
+female,group C,some college,standard,none,53,62,56
+female,group D,bachelor's degree,standard,none,89,100,100
+female,group A,associate's degree,standard,completed,65,70,74
+male,group E,some high school,free/reduced,completed,78,83,80
+female,group D,bachelor's degree,free/reduced,none,63,73,78
+female,group C,high school,standard,none,75,88,85
+female,group B,high school,free/reduced,completed,46,54,58
+female,group C,some high school,free/reduced,completed,50,60,60
+female,group C,associate's degree,standard,completed,65,84,84
+female,group C,associate's degree,standard,none,65,76,76
+male,group E,associate's degree,free/reduced,none,90,90,82
+male,group C,associate's degree,standard,completed,57,54,56
+male,group C,high school,standard,none,52,53,49
+female,group B,high school,standard,none,65,64,62
+male,group D,some high school,standard,none,84,84,80
+female,group C,associate's degree,standard,completed,62,76,80
+male,group D,associate's degree,standard,completed,81,72,77
+male,group E,associate's degree,free/reduced,none,46,43,41
+male,group D,associate's degree,standard,none,71,66,60
+male,group C,some high school,standard,none,49,49,41
+female,group D,some college,standard,none,51,58,54
+female,group D,high school,standard,none,69,77,73
+female,group D,some high school,free/reduced,none,48,54,53
+male,group E,some high school,free/reduced,completed,73,67,59
+male,group C,some college,standard,completed,98,86,90
+female,group E,bachelor's degree,standard,completed,99,100,100
+male,group C,associate's degree,standard,none,74,73,67
+male,group E,some college,standard,none,68,60,59
+male,group D,associate's degree,free/reduced,none,53,54,48
+male,group D,associate's degree,standard,completed,87,84,85
+male,group C,high school,standard,none,71,79,71
+male,group C,some college,free/reduced,completed,67,74,70
+female,group D,some high school,standard,none,73,86,82
+male,group D,some high school,standard,completed,76,70,69
+female,group A,some high school,free/reduced,none,44,45,45
+female,group C,high school,free/reduced,none,35,53,46
+male,group C,bachelor's degree,free/reduced,completed,70,75,74
+male,group C,some high school,standard,none,75,72,62
+female,group E,high school,standard,none,74,76,73
+female,group C,some college,standard,none,58,59,66
+female,group B,some college,standard,none,79,86,92
+male,group D,associate's degree,standard,none,40,52,43
+female,group B,high school,free/reduced,none,50,67,63
+female,group E,associate's degree,standard,completed,79,88,94
+male,group B,some college,free/reduced,completed,59,65,66
+female,group B,associate's degree,standard,none,53,58,65
+female,group B,some high school,standard,none,41,55,51
+female,group B,master's degree,free/reduced,completed,58,76,78
+female,group D,some college,free/reduced,completed,59,78,76
+male,group D,some college,standard,none,81,82,84
+male,group A,some high school,standard,none,53,54,48
+male,group D,some college,standard,none,55,58,52
+male,group B,some college,standard,none,79,67,67
+male,group C,bachelor's degree,standard,none,86,83,86
+female,group B,master's degree,free/reduced,completed,52,70,62
+male,group A,some high school,free/reduced,none,79,82,73
+male,group C,bachelor's degree,standard,completed,71,74,68
+male,group B,high school,standard,none,59,58,47
+female,group B,high school,free/reduced,none,64,73,71
+female,group D,high school,standard,none,67,72,74
+female,group C,associate's degree,standard,completed,71,77,77
+male,group A,high school,free/reduced,none,48,45,41
+female,group A,some college,standard,none,69,84,82
+male,group E,some high school,standard,completed,89,84,77
+female,group A,some college,standard,none,56,58,64
+male,group B,some college,standard,completed,62,66,68
+female,group E,some high school,free/reduced,none,38,49,45
+male,group C,some college,standard,none,84,87,81
+male,group E,some college,standard,none,68,72,65
+male,group C,associate's degree,standard,completed,78,77,77
+male,group E,bachelor's degree,standard,completed,85,66,71
+female,group B,some college,free/reduced,none,61,68,66
+female,group C,some high school,standard,none,69,75,78
+female,group C,high school,free/reduced,none,41,46,43
+female,group D,some college,free/reduced,completed,52,59,65
+female,group C,some high school,free/reduced,none,55,65,62
+female,group D,some high school,standard,completed,97,100,100
+female,group A,some college,standard,completed,78,87,91
+male,group D,some college,standard,none,44,54,53
+male,group A,associate's degree,standard,none,63,61,61
+female,group C,some college,free/reduced,completed,63,73,71
+female,group E,master's degree,free/reduced,none,81,86,87
+male,group C,high school,free/reduced,none,58,61,52
+female,group C,high school,standard,none,61,72,70
+male,group B,bachelor's degree,free/reduced,completed,87,90,88
+female,group B,high school,standard,completed,77,82,89
+female,group B,associate's degree,standard,none,57,69,68
+male,group D,some college,standard,none,67,64,70
+male,group C,associate's degree,free/reduced,completed,43,45,50
+female,group B,associate's degree,free/reduced,none,53,70,70
+male,group B,associate's degree,free/reduced,none,61,58,56
+male,group C,high school,free/reduced,completed,58,51,52
+female,group B,some high school,standard,none,37,46,46
+female,group D,some high school,free/reduced,completed,40,65,64
+male,group C,some high school,standard,none,73,66,66
+male,group D,bachelor's degree,standard,none,54,49,47
+male,group B,associate's degree,free/reduced,none,44,41,38
+female,group B,associate's degree,free/reduced,completed,68,77,80
+male,group D,some college,free/reduced,none,69,66,60
+male,group B,some high school,free/reduced,none,48,52,45
+male,group C,some college,standard,none,58,49,42
+male,group D,bachelor's degree,free/reduced,none,63,66,67
+female,group C,associate's degree,free/reduced,none,60,75,74
+female,group D,bachelor's degree,standard,none,78,82,79
+male,group A,some high school,free/reduced,completed,61,62,61
+male,group D,some high school,free/reduced,none,62,49,52
+male,group C,high school,standard,none,62,67,58
+male,group A,some high school,standard,none,71,62,50
+male,group B,some high school,standard,none,72,68,67
+female,group B,bachelor's degree,free/reduced,none,75,85,82
+female,group D,some high school,standard,none,59,67,61
+female,group D,associate's degree,standard,none,77,77,73
+male,group D,associate's degree,standard,none,52,55,49
+female,group C,some college,standard,completed,71,71,80
+female,group C,bachelor's degree,standard,completed,52,61,66
+female,group D,some high school,standard,none,73,84,85
+female,group D,associate's degree,standard,completed,88,92,95
+female,group A,associate's degree,standard,completed,55,65,62
+male,group E,associate's degree,standard,none,87,74,76
+male,group D,associate's degree,standard,none,61,55,52
+female,group D,some college,free/reduced,none,77,86,86
+male,group B,some college,standard,none,58,50,45
+male,group C,associate's degree,standard,none,92,79,84
+female,group E,high school,standard,none,99,93,90
+female,group B,associate's degree,standard,none,73,83,76
+female,group B,some college,standard,completed,50,64,66
+female,group C,associate's degree,standard,completed,74,75,83
+female,group C,high school,standard,none,61,73,63
+male,group A,some high school,standard,completed,66,68,64
+male,group E,associate's degree,free/reduced,completed,100,100,93
+male,group E,some college,standard,none,83,80,73
+female,group E,some high school,free/reduced,none,72,79,77
+male,group E,some college,standard,none,53,55,48
+female,group C,associate's degree,standard,none,46,58,57
+female,group D,high school,free/reduced,completed,65,61,71
+female,group E,some college,free/reduced,completed,42,55,54
+female,group C,associate's degree,standard,completed,83,85,90
+male,group D,some high school,standard,none,60,59,54
+male,group D,some college,standard,completed,100,97,99
+female,group C,high school,free/reduced,completed,67,79,84
+female,group C,associate's degree,free/reduced,none,54,58,61
+male,group B,bachelor's degree,standard,none,59,54,51
+female,group B,high school,standard,none,48,62,60
+male,group C,high school,standard,none,90,75,69
+female,group B,associate's degree,standard,none,82,80,77
+female,group D,high school,standard,none,51,66,62
+female,group C,high school,free/reduced,none,35,61,54
+female,group D,associate's degree,free/reduced,completed,75,90,88
+female,group C,master's degree,standard,completed,81,91,87
+male,group C,associate's degree,standard,none,85,76,71
+female,group D,some high school,free/reduced,completed,69,86,81
+female,group B,bachelor's degree,free/reduced,none,77,85,87
+male,group C,associate's degree,free/reduced,none,58,55,53
+male,group B,high school,standard,completed,52,49,46
+male,group D,some high school,standard,none,62,67,61
+female,group B,some high school,standard,none,67,89,82
+female,group E,some college,standard,none,76,78,80
+male,group D,bachelor's degree,free/reduced,none,68,68,67
+female,group C,associate's degree,standard,completed,59,73,72
+female,group B,some high school,free/reduced,none,18,32,28
+male,group D,some college,standard,completed,65,77,74
+female,group C,some college,standard,none,71,81,80
+female,group E,some college,standard,none,62,73,70
+male,group D,some high school,standard,none,69,66,61
+male,group D,some college,standard,none,72,57,58
+female,group E,associate's degree,standard,none,66,65,69
+male,group C,high school,standard,none,84,77,74
+female,group E,bachelor's degree,standard,none,37,45,38
+female,group C,associate's degree,standard,none,85,84,82
+male,group C,master's degree,free/reduced,completed,62,68,75
+male,group D,some high school,free/reduced,none,56,54,52
+male,group B,some college,standard,completed,69,77,77
+female,group D,some college,standard,none,98,100,99
+male,group C,high school,standard,none,50,48,42
+female,group E,master's degree,standard,completed,94,99,100
+female,group C,associate's degree,standard,none,91,95,94
+female,group E,some college,standard,completed,66,74,73
+female,group C,some high school,standard,none,74,75,82
+male,group B,associate's degree,standard,none,65,54,57
+male,group E,bachelor's degree,standard,completed,70,64,70
+male,group B,some college,free/reduced,none,60,60,60
+female,group A,high school,standard,none,61,68,63
+male,group E,some high school,standard,none,94,88,78
+male,group C,high school,standard,none,88,89,86
+male,group A,some high school,standard,none,64,50,43
+female,group D,associate's degree,free/reduced,completed,57,74,76
+male,group C,some high school,standard,completed,78,72,69
+male,group C,master's degree,free/reduced,completed,72,66,72
+female,group C,some high school,standard,completed,76,87,85
+female,group E,some high school,free/reduced,none,74,74,72
+male,group B,high school,standard,completed,73,71,68
+female,group D,some college,free/reduced,completed,70,78,78
+female,group C,high school,standard,none,76,76,74
+male,group C,some high school,standard,none,57,61,54
+female,group E,master's degree,free/reduced,none,45,56,54
+male,group B,some college,standard,none,69,54,55
+female,group C,some college,standard,none,62,69,69
+male,group D,associate's degree,free/reduced,none,75,66,73
+female,group D,some college,standard,completed,75,77,83
+male,group C,some college,standard,none,59,60,58
+female,group C,some college,standard,completed,88,95,94
+female,group D,some high school,free/reduced,none,50,64,59
+female,group D,some college,standard,none,62,70,72
+female,group D,bachelor's degree,standard,none,59,70,73
+male,group C,some college,standard,none,91,74,76
+male,group C,some college,standard,none,63,63,60
+male,group C,master's degree,standard,none,71,67,67
+female,group B,some high school,free/reduced,completed,59,63,64
+male,group C,some high school,standard,none,64,58,51
+female,group C,master's degree,standard,completed,69,84,85
+male,group C,some high school,standard,none,62,64,55
+male,group C,associate's degree,standard,none,97,93,91
+female,group E,associate's degree,standard,completed,95,89,92
+female,group B,bachelor's degree,standard,none,75,84,80
+female,group A,some college,free/reduced,none,61,60,57
+female,group D,master's degree,standard,none,53,61,68
+female,group E,associate's degree,standard,none,68,76,67
+male,group B,master's degree,free/reduced,none,49,53,52
+female,group C,bachelor's degree,free/reduced,none,67,75,72
+female,group B,associate's degree,standard,completed,59,70,66
+male,group C,some high school,standard,completed,76,80,73
+female,group D,bachelor's degree,free/reduced,none,62,72,74
+female,group E,associate's degree,standard,none,84,95,92
+male,group C,high school,standard,none,62,55,49
+female,group C,some college,standard,none,72,72,71
+male,group A,high school,free/reduced,none,53,58,44
+male,group B,high school,standard,completed,60,44,47
+female,group D,high school,standard,completed,57,58,64
+male,group E,high school,free/reduced,completed,57,56,54
+male,group D,some high school,standard,completed,71,69,68
+female,group A,high school,standard,none,55,73,73
+female,group D,associate's degree,free/reduced,none,46,56,57
+female,group C,some college,standard,none,69,78,76
+female,group C,some college,standard,none,55,69,65
+male,group D,high school,standard,none,88,78,75
+male,group A,bachelor's degree,standard,none,77,67,68
+female,group D,high school,standard,completed,88,99,100
+female,group C,associate's degree,standard,none,54,61,58
+male,group E,high school,standard,completed,81,80,76
+female,group D,associate's degree,free/reduced,none,43,60,58
+male,group B,some college,free/reduced,completed,74,77,76
+male,group D,some high school,standard,completed,78,81,86
+male,group D,high school,free/reduced,completed,64,64,67
+female,group E,high school,free/reduced,none,41,45,40
+female,group D,associate's degree,standard,none,74,81,83
+female,group C,associate's degree,free/reduced,none,65,77,74
+female,group A,high school,standard,completed,68,80,76
+male,group D,master's degree,standard,none,80,80,72
+male,group B,associate's degree,standard,none,80,76,64
+male,group D,high school,standard,none,69,75,71
+male,group A,bachelor's degree,standard,none,91,96,92
+male,group A,some college,standard,completed,100,96,86
+female,group C,some college,standard,completed,87,89,94
+female,group E,associate's degree,standard,none,85,92,85
+female,group C,some high school,free/reduced,none,44,50,51
+male,group D,some college,free/reduced,completed,69,60,63
+male,group E,associate's degree,standard,completed,71,74,68
+female,group C,bachelor's degree,free/reduced,completed,51,72,79
+male,group A,some high school,standard,completed,62,67,69
+male,group C,associate's degree,free/reduced,none,68,65,61
+male,group D,high school,standard,none,41,52,51
+male,group D,high school,free/reduced,none,44,51,48
+male,group C,some high school,free/reduced,none,79,76,65
+female,group E,associate's degree,standard,completed,93,100,95
+male,group B,some high school,standard,completed,64,53,57
+male,group C,associate's degree,free/reduced,none,73,68,66
+male,group B,some high school,standard,none,88,84,75
+female,group C,some college,free/reduced,none,62,72,70
+male,group D,some college,free/reduced,none,62,57,62
+male,group C,high school,free/reduced,none,61,60,55
+male,group D,associate's degree,standard,none,90,87,85
+male,group D,high school,free/reduced,none,75,74,66
+female,group C,some college,free/reduced,none,77,90,91
+female,group C,some college,standard,none,82,90,94
+male,group E,high school,standard,none,80,76,65
+male,group D,high school,free/reduced,none,63,57,56
+male,group E,some high school,standard,none,82,67,61
+female,group E,some college,standard,none,61,64,62
+male,group A,high school,standard,none,57,43,47
+female,group D,high school,standard,none,45,63,59
+male,group E,high school,free/reduced,none,55,56,51
+female,group B,associate's degree,standard,none,58,63,65
+male,group B,bachelor's degree,free/reduced,none,73,56,57
+female,group E,bachelor's degree,standard,none,65,73,75
+female,group C,some high school,standard,completed,59,54,67
+female,group C,some college,standard,completed,88,93,93
+female,group D,associate's degree,standard,none,65,69,70
+male,group C,associate's degree,standard,none,69,77,69
+male,group C,high school,standard,none,70,56,51
+male,group E,associate's degree,standard,none,89,76,74
+male,group E,high school,standard,none,84,73,69
+male,group D,associate's degree,free/reduced,completed,61,71,73
+female,group B,high school,standard,none,74,72,72
+male,group B,high school,standard,none,57,48,51
+female,group C,high school,standard,completed,60,64,74
+male,group C,high school,free/reduced,none,54,72,59
+female,group A,bachelor's degree,standard,none,51,49,51
+female,group D,some high school,standard,completed,80,92,88
+female,group A,some college,free/reduced,none,49,65,55
+male,group C,bachelor's degree,standard,completed,91,81,79
+male,group B,high school,standard,none,52,48,49
+male,group C,master's degree,standard,none,67,57,59
+female,group C,bachelor's degree,free/reduced,completed,47,62,66
+male,group B,some high school,standard,completed,61,56,56
+female,group D,associate's degree,free/reduced,completed,74,88,90
+female,group E,some college,standard,none,68,70,66
+male,group C,master's degree,free/reduced,completed,79,77,75
+female,group D,some college,free/reduced,none,64,74,75
+male,group B,some college,standard,completed,91,96,91
+female,group E,bachelor's degree,free/reduced,none,61,58,62
+female,group C,bachelor's degree,free/reduced,none,43,62,61
+female,group C,high school,free/reduced,none,53,72,64
+female,group E,bachelor's degree,standard,none,64,73,70
+female,group A,high school,free/reduced,completed,53,50,60
+female,group C,bachelor's degree,standard,none,86,92,87
+female,group D,high school,standard,none,69,72,77
+female,group C,some high school,standard,none,77,91,88
+female,group D,high school,standard,none,78,81,80
+female,group C,some college,standard,none,54,48,52
+male,group A,associate's degree,standard,none,54,53,47
+female,group E,associate's degree,free/reduced,none,73,76,78
+female,group B,bachelor's degree,standard,none,67,86,83
+male,group C,associate's degree,free/reduced,none,49,51,51
+female,group C,master's degree,free/reduced,none,40,58,54
+male,group D,associate's degree,free/reduced,none,52,57,50
+female,group D,some college,standard,completed,82,97,96
+male,group D,some high school,standard,none,81,78,78
+female,group B,high school,free/reduced,completed,23,44,36
+male,group E,some high school,standard,none,92,87,78
+female,group B,some high school,standard,completed,32,51,44
+female,group E,some college,standard,completed,73,78,76
+male,group C,associate's degree,standard,none,83,72,78
+female,group B,high school,standard,none,50,53,55
+female,group D,master's degree,standard,completed,70,71,74
+male,group D,associate's degree,standard,completed,67,54,63
+female,group D,associate's degree,free/reduced,completed,42,61,58
+male,group D,some college,free/reduced,none,59,62,61
+female,group B,some college,standard,none,70,75,78
+male,group B,some college,free/reduced,none,55,55,47
+male,group D,associate's degree,standard,none,61,48,46
+female,group B,bachelor's degree,standard,completed,66,74,81
+female,group D,bachelor's degree,free/reduced,none,73,79,84
+female,group D,some high school,standard,none,80,90,82
+female,group A,some high school,free/reduced,none,38,43,43
+female,group B,associate's degree,standard,completed,52,66,73
+male,group C,high school,standard,completed,58,52,54
+female,group C,high school,standard,none,72,80,83
+female,group C,associate's degree,standard,completed,68,86,84
+female,group C,bachelor's degree,standard,completed,77,94,95
+female,group B,some high school,standard,none,82,82,80
+female,group D,associate's degree,standard,none,76,74,73
+male,group E,some high school,standard,completed,81,75,76
+male,group E,associate's degree,free/reduced,completed,46,43,44
+male,group D,some college,standard,none,88,77,77
+male,group C,associate's degree,free/reduced,completed,65,73,68
+female,group B,bachelor's degree,standard,none,97,97,96
+female,group B,some college,standard,none,82,85,87
+female,group B,bachelor's degree,standard,completed,65,81,81
+male,group C,master's degree,standard,completed,91,85,85
+female,group C,associate's degree,standard,completed,55,72,79
+female,group D,master's degree,standard,none,92,100,100
+female,group B,high school,standard,none,81,91,89
+female,group E,associate's degree,free/reduced,completed,57,68,73
+female,group C,some college,standard,none,73,80,82
+female,group D,high school,standard,none,56,52,55
+female,group D,associate's degree,standard,completed,57,78,79
+male,group D,associate's degree,free/reduced,none,66,62,64
+male,group C,high school,standard,completed,53,52,49
+male,group E,associate's degree,standard,completed,81,81,79
+male,group C,high school,standard,completed,75,69,68
+male,group A,high school,standard,completed,72,73,74
+female,group B,some high school,standard,none,73,79,79
+female,group E,some college,standard,completed,86,85,91
+female,group C,bachelor's degree,standard,none,65,79,81
+male,group D,high school,standard,none,64,54,50
+female,group B,high school,standard,none,58,68,61
+male,group D,some high school,standard,none,55,47,44
+male,group C,associate's degree,free/reduced,completed,78,81,82
+female,group D,some college,free/reduced,completed,63,80,80
+male,group D,high school,free/reduced,completed,73,68,66
+female,group C,high school,standard,none,81,84,82
+female,group E,high school,standard,none,74,81,71
+female,group C,associate's degree,standard,none,49,53,53
+male,group C,bachelor's degree,free/reduced,none,53,58,55
+male,group D,some college,free/reduced,none,77,62,64
+female,group D,some college,free/reduced,none,69,65,74
+male,group E,bachelor's degree,standard,none,82,62,62
+male,group E,some college,standard,none,76,67,67
+female,group B,high school,standard,none,42,52,51
+female,group C,associate's degree,standard,none,85,89,95
+female,group C,high school,standard,completed,58,75,77
+female,group C,high school,standard,none,59,72,68
+female,group C,high school,free/reduced,none,34,42,39
+male,group C,some college,standard,none,76,78,75
+female,group D,some high school,standard,none,68,71,75
+female,group B,some high school,free/reduced,none,72,81,79
+female,group C,some high school,free/reduced,none,48,56,51
+male,group C,bachelor's degree,standard,completed,94,90,91
+male,group D,associate's degree,standard,none,81,71,73
+female,group A,some high school,standard,completed,92,100,97
+male,group E,some college,standard,completed,81,74,71
+female,group C,some high school,free/reduced,completed,29,40,44
+female,group D,some college,free/reduced,none,58,67,62
+female,group C,some college,standard,none,73,76,78
+male,group E,some high school,standard,completed,68,51,57
+female,group C,high school,free/reduced,completed,50,66,64
+male,group B,associate's degree,standard,completed,65,65,63
+male,group C,some college,free/reduced,none,63,61,54
+female,group C,high school,standard,none,66,71,76
+female,group E,master's degree,free/reduced,none,56,72,65
+male,group E,associate's degree,standard,completed,94,85,82
+female,group C,associate's degree,standard,none,66,77,73
+female,group C,associate's degree,standard,completed,67,84,86
+male,group D,bachelor's degree,free/reduced,completed,74,79,75
+female,group C,bachelor's degree,standard,none,67,69,75
+male,group C,bachelor's degree,standard,completed,63,64,66
+male,group D,some college,standard,none,76,64,66
+male,group A,associate's degree,free/reduced,completed,79,82,82
+female,group B,some high school,free/reduced,completed,52,67,72
+female,group A,some high school,standard,none,71,83,77
+male,group B,bachelor's degree,free/reduced,none,88,75,76
+male,group D,some college,standard,none,68,59,62
+female,group D,high school,standard,completed,69,77,78
+female,group D,some college,standard,none,77,68,77
+male,group E,bachelor's degree,standard,none,68,68,64
+female,group B,some high school,standard,none,66,69,68
+female,group C,associate's degree,standard,none,59,66,67
+male,group A,associate's degree,free/reduced,none,62,61,55
+female,group C,high school,standard,none,63,69,74
+female,group E,high school,free/reduced,none,64,62,68
+male,group D,master's degree,standard,none,82,82,74
+male,group B,some college,free/reduced,completed,60,62,60
+male,group D,some college,standard,none,71,49,52
+male,group B,associate's degree,free/reduced,completed,58,57,53
+female,group E,associate's degree,standard,none,100,100,100
+female,group D,some high school,standard,none,59,58,59
+female,group C,master's degree,standard,completed,54,64,67
+female,group A,master's degree,standard,none,50,53,58
+female,group E,high school,free/reduced,completed,66,74,78
+male,group C,associate's degree,free/reduced,none,55,61,54
+female,group C,some college,standard,none,83,83,90
+male,group A,bachelor's degree,standard,none,66,64,62
+male,group D,some high school,standard,completed,62,66,68
+female,group B,high school,standard,none,62,62,63
+female,group E,associate's degree,free/reduced,completed,83,86,88
+female,group D,some college,free/reduced,none,60,66,70
+male,group C,some college,standard,none,53,44,42
+female,group D,some high school,standard,none,59,72,80
+male,group C,associate's degree,standard,none,49,51,43
+female,group C,bachelor's degree,free/reduced,none,50,60,59
+male,group E,associate's degree,free/reduced,completed,91,73,80
+male,group B,some college,standard,none,47,43,41
+male,group B,associate's degree,free/reduced,none,67,62,60
+female,group B,some high school,standard,none,57,67,72
+female,group D,some college,free/reduced,none,71,83,83
+female,group E,associate's degree,standard,completed,65,75,77
+male,group B,some college,free/reduced,none,54,54,45
+male,group C,bachelor's degree,free/reduced,none,37,56,47
+male,group C,high school,free/reduced,none,62,55,55
+male,group B,some high school,standard,completed,94,86,87
+male,group D,bachelor's degree,free/reduced,completed,39,42,38
+female,group E,some college,free/reduced,none,71,76,70
+female,group D,some college,free/reduced,none,65,81,77
+female,group E,some college,free/reduced,completed,75,88,85
+female,group C,some college,free/reduced,none,32,39,33
+male,group C,some college,standard,none,53,39,37
+male,group A,some college,standard,none,53,43,43
+male,group A,bachelor's degree,standard,completed,87,84,87
+male,group E,bachelor's degree,standard,completed,76,62,66
+female,group D,bachelor's degree,free/reduced,none,78,90,93
+male,group D,bachelor's degree,standard,none,75,73,74
+female,group C,some college,standard,none,58,67,72
+male,group B,associate's degree,standard,none,48,43,45
+male,group D,master's degree,standard,none,73,70,75
+female,group C,some college,standard,completed,69,90,88
+female,group E,high school,free/reduced,none,57,58,57
+male,group B,some high school,standard,completed,79,85,86
+female,group C,some college,standard,none,63,74,74
+female,group B,associate's degree,standard,none,47,49,50
+male,group D,some high school,standard,completed,74,71,78
+male,group E,some college,standard,none,97,87,82
+female,group B,some high school,free/reduced,none,49,58,55
+male,group C,master's degree,standard,none,79,78,77
+male,group C,some high school,free/reduced,none,69,71,65
+female,group C,associate's degree,free/reduced,none,53,61,62
+male,group C,high school,standard,completed,69,58,53
+male,group C,high school,free/reduced,none,27,34,36
+female,group D,some high school,free/reduced,completed,35,55,60
+female,group B,some high school,free/reduced,completed,63,78,79
+male,group B,bachelor's degree,free/reduced,none,48,51,46
+female,group C,high school,standard,none,72,80,75
+female,group B,high school,standard,none,66,72,70
+female,group E,bachelor's degree,standard,none,80,83,83
+male,group A,some college,standard,completed,78,72,70
+male,group C,high school,standard,none,71,66,65
+female,group D,master's degree,standard,none,54,60,63
+female,group C,associate's degree,free/reduced,none,57,78,67
+female,group D,some college,standard,none,65,70,71
+male,group C,high school,free/reduced,completed,53,51,51
+female,group D,high school,free/reduced,none,39,52,46
+female,group D,associate's degree,free/reduced,none,55,76,76
+female,group D,associate's degree,standard,none,59,70,65
+female,group B,high school,free/reduced,none,60,72,68
+female,group B,associate's degree,standard,none,49,52,54
+female,group B,high school,free/reduced,none,8,24,23
+female,group D,master's degree,free/reduced,none,40,59,54
+female,group C,bachelor's degree,free/reduced,completed,74,86,89
+male,group E,some college,standard,none,59,51,43
+female,group E,bachelor's degree,free/reduced,completed,92,100,100
+male,group C,some college,free/reduced,none,80,64,66
+male,group C,bachelor's degree,standard,completed,96,90,92
+male,group E,some college,standard,completed,85,75,68
+female,group C,bachelor's degree,standard,none,77,88,87
+female,group B,high school,free/reduced,completed,76,85,82
+male,group C,high school,free/reduced,none,66,66,59
+female,group D,bachelor's degree,standard,completed,71,76,83
+male,group B,high school,standard,none,60,68,60
+male,group D,some college,standard,none,76,71,73
+male,group D,some college,standard,completed,58,59,58
+female,group B,associate's degree,standard,completed,90,90,91
+female,group D,some college,standard,completed,74,75,79
+male,group B,some college,free/reduced,none,75,68,65
+male,group C,some college,standard,none,69,64,68
+female,group B,some high school,standard,completed,60,70,70
+female,group B,some college,free/reduced,completed,65,75,70
+female,group C,associate's degree,free/reduced,completed,68,67,69
+male,group B,high school,standard,completed,72,65,68
+male,group B,associate's degree,free/reduced,completed,82,78,74
+female,group C,some high school,standard,completed,85,92,93
+male,group E,associate's degree,standard,none,72,57,62
+male,group D,some college,standard,completed,76,83,79
+female,group E,some college,standard,none,67,76,75
+male,group A,some college,free/reduced,none,75,81,74
+male,group B,some high school,standard,completed,63,67,67
+female,group C,associate's degree,standard,none,64,64,70
+male,group D,associate's degree,standard,completed,67,72,67
+male,group A,some college,free/reduced,none,58,60,57
+female,group B,associate's degree,free/reduced,none,53,71,67
+male,group C,some high school,standard,none,73,66,63
+male,group D,master's degree,standard,none,89,84,82
+female,group C,high school,standard,none,65,69,67
+female,group C,some college,standard,completed,70,72,76
+female,group D,bachelor's degree,standard,none,65,67,62
+male,group D,some high school,standard,none,74,74,72
+female,group D,associate's degree,standard,none,71,71,74
+female,group E,bachelor's degree,standard,none,100,100,100
+male,group C,high school,standard,none,71,60,61
+male,group E,high school,standard,completed,87,91,81
+female,group D,associate's degree,free/reduced,none,26,31,38
+male,group B,associate's degree,standard,completed,91,89,92
+female,group A,associate's degree,standard,none,82,93,93
+male,group D,high school,standard,none,66,69,63
+female,group E,bachelor's degree,standard,completed,79,81,82
+male,group D,some college,standard,completed,63,55,63
+female,group D,master's degree,standard,none,87,100,100
+male,group C,bachelor's degree,standard,none,69,63,61
+female,group C,associate's degree,standard,none,53,62,53
+male,group C,some college,free/reduced,completed,50,48,53
+female,group D,associate's degree,standard,none,85,91,89

logs/09_10_2023_16_55_47.log/09_10_2023_16_55_47.log ADDED Viewed

	@@ -0,0 +1,12 @@

+[ 2023-09-10 16:55:50,158 ] 26 root - INFO - Entered the data ingestion method or component
+[ 2023-09-10 16:55:50,163 ] 29 root - INFO - read the dataset as dataframe
+[ 2023-09-10 16:55:50,166 ] 38 root - INFO - Train test split initiated
+[ 2023-09-10 16:55:50,172 ] 45 root - INFO - ingestion of data completed
+[ 2023-09-10 16:55:50,174 ] 68 root - INFO - read train and test data completed
+[ 2023-09-10 16:55:50,174 ] 70 root - INFO - obtaining preprocessing object
+[ 2023-09-10 16:55:50,174 ] 44 root - INFO - numerical columns: ['writing_score', 'reading_score']
+[ 2023-09-10 16:55:50,174 ] 51 root - INFO - categorical columns: ['gender', 'race_ethnicity', 'parental_level_of_education', 'lunch', 'test_preparation_course']
+[ 2023-09-10 16:55:50,175 ] 81 root - INFO - applying preprocessing object on training and testing dataframe
+[ 2023-09-10 16:55:50,185 ] 100 root - INFO - saved preprocessing object.
+[ 2023-09-10 16:55:50,185 ] 29 root - INFO - spliting training and test input data
+[ 2023-09-10 16:55:50,185 ] 49 root - INFO - training models

logs/09_10_2023_16_56_28.log/09_10_2023_16_56_28.log ADDED Viewed

	@@ -0,0 +1,12 @@

+[ 2023-09-10 16:56:29,571 ] 26 root - INFO - Entered the data ingestion method or component
+[ 2023-09-10 16:56:29,574 ] 29 root - INFO - read the dataset as dataframe
+[ 2023-09-10 16:56:29,577 ] 38 root - INFO - Train test split initiated
+[ 2023-09-10 16:56:29,581 ] 45 root - INFO - ingestion of data completed
+[ 2023-09-10 16:56:29,582 ] 68 root - INFO - read train and test data completed
+[ 2023-09-10 16:56:29,582 ] 70 root - INFO - obtaining preprocessing object
+[ 2023-09-10 16:56:29,582 ] 44 root - INFO - numerical columns: ['writing_score', 'reading_score']
+[ 2023-09-10 16:56:29,582 ] 51 root - INFO - categorical columns: ['gender', 'race_ethnicity', 'parental_level_of_education', 'lunch', 'test_preparation_course']
+[ 2023-09-10 16:56:29,583 ] 81 root - INFO - applying preprocessing object on training and testing dataframe
+[ 2023-09-10 16:56:29,590 ] 100 root - INFO - saved preprocessing object.
+[ 2023-09-10 16:56:29,590 ] 29 root - INFO - spliting training and test input data
+[ 2023-09-10 16:56:29,591 ] 49 root - INFO - training models

logs/09_10_2023_16_58_22.log/09_10_2023_16_58_22.log ADDED Viewed

	@@ -0,0 +1,13 @@

+[ 2023-09-10 16:58:24,040 ] 26 root - INFO - Entered the data ingestion method or component
+[ 2023-09-10 16:58:24,043 ] 29 root - INFO - read the dataset as dataframe
+[ 2023-09-10 16:58:24,045 ] 38 root - INFO - Train test split initiated
+[ 2023-09-10 16:58:24,049 ] 45 root - INFO - ingestion of data completed
+[ 2023-09-10 16:58:24,051 ] 68 root - INFO - read train and test data completed
+[ 2023-09-10 16:58:24,051 ] 70 root - INFO - obtaining preprocessing object
+[ 2023-09-10 16:58:24,051 ] 44 root - INFO - numerical columns: ['writing_score', 'reading_score']
+[ 2023-09-10 16:58:24,051 ] 51 root - INFO - categorical columns: ['gender', 'race_ethnicity', 'parental_level_of_education', 'lunch', 'test_preparation_course']
+[ 2023-09-10 16:58:24,051 ] 81 root - INFO - applying preprocessing object on training and testing dataframe
+[ 2023-09-10 16:58:24,059 ] 100 root - INFO - saved preprocessing object.
+[ 2023-09-10 16:58:24,059 ] 29 root - INFO - spliting training and test input data
+[ 2023-09-10 16:58:24,059 ] 49 root - INFO - training models
+[ 2023-09-10 16:58:24,059 ] 53 root - INFO - model trained

logs/09_10_2023_17_00_03.log/09_10_2023_17_00_03.log ADDED Viewed

	@@ -0,0 +1,12 @@

+[ 2023-09-10 17:00:04,849 ] 26 root - INFO - Entered the data ingestion method or component
+[ 2023-09-10 17:00:04,854 ] 29 root - INFO - read the dataset as dataframe
+[ 2023-09-10 17:00:04,857 ] 38 root - INFO - Train test split initiated
+[ 2023-09-10 17:00:04,866 ] 45 root - INFO - ingestion of data completed
+[ 2023-09-10 17:00:04,868 ] 68 root - INFO - read train and test data completed
+[ 2023-09-10 17:00:04,868 ] 70 root - INFO - obtaining preprocessing object
+[ 2023-09-10 17:00:04,868 ] 44 root - INFO - numerical columns: ['writing_score', 'reading_score']
+[ 2023-09-10 17:00:04,868 ] 51 root - INFO - categorical columns: ['gender', 'race_ethnicity', 'parental_level_of_education', 'lunch', 'test_preparation_course']
+[ 2023-09-10 17:00:04,869 ] 81 root - INFO - applying preprocessing object on training and testing dataframe
+[ 2023-09-10 17:00:04,877 ] 100 root - INFO - saved preprocessing object.
+[ 2023-09-10 17:00:04,877 ] 29 root - INFO - spliting training and test input data
+[ 2023-09-10 17:00:04,878 ] 49 root - INFO - training models

logs/09_10_2023_17_01_32.log/09_10_2023_17_01_32.log ADDED Viewed

	@@ -0,0 +1,12 @@

+[ 2023-09-10 17:01:33,098 ] 26 root - INFO - Entered the data ingestion method or component
+[ 2023-09-10 17:01:33,101 ] 29 root - INFO - read the dataset as dataframe
+[ 2023-09-10 17:01:33,103 ] 38 root - INFO - Train test split initiated
+[ 2023-09-10 17:01:33,107 ] 45 root - INFO - ingestion of data completed
+[ 2023-09-10 17:01:33,109 ] 68 root - INFO - read train and test data completed
+[ 2023-09-10 17:01:33,109 ] 70 root - INFO - obtaining preprocessing object
+[ 2023-09-10 17:01:33,109 ] 44 root - INFO - numerical columns: ['writing_score', 'reading_score']
+[ 2023-09-10 17:01:33,109 ] 51 root - INFO - categorical columns: ['gender', 'race_ethnicity', 'parental_level_of_education', 'lunch', 'test_preparation_course']
+[ 2023-09-10 17:01:33,109 ] 81 root - INFO - applying preprocessing object on training and testing dataframe
+[ 2023-09-10 17:01:33,118 ] 100 root - INFO - saved preprocessing object.
+[ 2023-09-10 17:01:33,118 ] 29 root - INFO - spliting training and test input data
+[ 2023-09-10 17:01:33,118 ] 49 root - INFO - training models

logs/09_10_2023_17_07_50.log/09_10_2023_17_07_50.log ADDED Viewed

	@@ -0,0 +1,11 @@

+[ 2023-09-10 17:07:51,175 ] 26 root - INFO - Entered the data ingestion method or component
+[ 2023-09-10 17:07:51,180 ] 29 root - INFO - read the dataset as dataframe
+[ 2023-09-10 17:07:51,182 ] 38 root - INFO - Train test split initiated
+[ 2023-09-10 17:07:51,186 ] 45 root - INFO - ingestion of data completed
+[ 2023-09-10 17:07:51,187 ] 68 root - INFO - read train and test data completed
+[ 2023-09-10 17:07:51,187 ] 70 root - INFO - obtaining preprocessing object
+[ 2023-09-10 17:07:51,187 ] 44 root - INFO - numerical columns: ['writing_score', 'reading_score']
+[ 2023-09-10 17:07:51,187 ] 51 root - INFO - categorical columns: ['gender', 'race_ethnicity', 'parental_level_of_education', 'lunch', 'test_preparation_course']
+[ 2023-09-10 17:07:51,188 ] 81 root - INFO - applying preprocessing object on training and testing dataframe
+[ 2023-09-10 17:07:51,195 ] 100 root - INFO - saved preprocessing object.
+[ 2023-09-10 17:07:51,195 ] 29 root - INFO - spliting training and test input data

logs/09_10_2023_17_13_00.log/09_10_2023_17_13_00.log ADDED Viewed

File without changes

logs/09_10_2023_17_13_07.log/09_10_2023_17_13_07.log ADDED Viewed

	@@ -0,0 +1,20 @@

+[ 2023-09-10 17:13:08,326 ] 26 root - INFO - Entered the data ingestion method or component
+[ 2023-09-10 17:13:08,330 ] 29 root - INFO - read the dataset as dataframe
+[ 2023-09-10 17:13:08,332 ] 38 root - INFO - Train test split initiated
+[ 2023-09-10 17:13:08,336 ] 45 root - INFO - ingestion of data completed
+[ 2023-09-10 17:13:08,337 ] 68 root - INFO - read train and test data completed
+[ 2023-09-10 17:13:08,337 ] 70 root - INFO - obtaining preprocessing object
+[ 2023-09-10 17:13:08,337 ] 44 root - INFO - numerical columns: ['writing_score', 'reading_score']
+[ 2023-09-10 17:13:08,337 ] 51 root - INFO - categorical columns: ['gender', 'race_ethnicity', 'parental_level_of_education', 'lunch', 'test_preparation_course']
+[ 2023-09-10 17:13:08,338 ] 81 root - INFO - applying preprocessing object on training and testing dataframe
+[ 2023-09-10 17:13:08,346 ] 100 root - INFO - saved preprocessing object.
+[ 2023-09-10 17:13:08,346 ] 29 root - INFO - spliting training and test input data
+[ 2023-09-10 17:13:08,346 ] 49 root - INFO - training models
+[ 2023-09-10 17:13:08,346 ] 32 root - INFO - training started
+[ 2023-09-10 17:13:08,358 ] 32 root - INFO - training started
+[ 2023-09-10 17:13:08,453 ] 32 root - INFO - training started
+[ 2023-09-10 17:13:08,540 ] 32 root - INFO - training started
+[ 2023-09-10 17:13:08,574 ] 32 root - INFO - training started
+[ 2023-09-10 17:13:08,579 ] 32 root - INFO - training started
+[ 2023-09-10 17:13:08,706 ] 32 root - INFO - training started
+[ 2023-09-10 17:13:08,878 ] 53 root - INFO - model trained

logs/09_10_2023_17_13_47.log/09_10_2023_17_13_47.log ADDED Viewed

	@@ -0,0 +1,21 @@

+[ 2023-09-10 17:13:48,777 ] 26 root - INFO - Entered the data ingestion method or component
+[ 2023-09-10 17:13:48,780 ] 29 root - INFO - read the dataset as dataframe
+[ 2023-09-10 17:13:48,783 ] 38 root - INFO - Train test split initiated
+[ 2023-09-10 17:13:48,786 ] 45 root - INFO - ingestion of data completed
+[ 2023-09-10 17:13:48,787 ] 68 root - INFO - read train and test data completed
+[ 2023-09-10 17:13:48,787 ] 70 root - INFO - obtaining preprocessing object
+[ 2023-09-10 17:13:48,787 ] 44 root - INFO - numerical columns: ['writing_score', 'reading_score']
+[ 2023-09-10 17:13:48,787 ] 51 root - INFO - categorical columns: ['gender', 'race_ethnicity', 'parental_level_of_education', 'lunch', 'test_preparation_course']
+[ 2023-09-10 17:13:48,788 ] 81 root - INFO - applying preprocessing object on training and testing dataframe
+[ 2023-09-10 17:13:48,795 ] 100 root - INFO - saved preprocessing object.
+[ 2023-09-10 17:13:48,795 ] 29 root - INFO - spliting training and test input data
+[ 2023-09-10 17:13:48,795 ] 49 root - INFO - training models
+[ 2023-09-10 17:13:48,795 ] 32 root - INFO - training started
+[ 2023-09-10 17:13:48,808 ] 32 root - INFO - training started
+[ 2023-09-10 17:13:48,905 ] 32 root - INFO - training started
+[ 2023-09-10 17:13:48,944 ] 32 root - INFO - training started
+[ 2023-09-10 17:13:48,963 ] 32 root - INFO - training started
+[ 2023-09-10 17:13:48,973 ] 32 root - INFO - training started
+[ 2023-09-10 17:13:49,161 ] 32 root - INFO - training started
+[ 2023-09-10 17:13:49,311 ] 53 root - INFO - model trained
+[ 2023-09-10 17:13:49,311 ] 66 root - INFO - best model found

src/__pycache__/utils.cpython-310.pyc CHANGED Viewed

Binary files a/src/__pycache__/utils.cpython-310.pyc and b/src/__pycache__/utils.cpython-310.pyc differ

src/components/__pycache__/model_trainer.cpython-310.pyc ADDED Viewed

Binary file (2.48 kB). View file

src/components/data_ingestion.py CHANGED Viewed

@@ -9,6 +9,7 @@ from dataclasses import dataclass
 from src.components.data_transformation import DataTransformation,DataTransformationConfig
 @dataclass
 class DataIngestionConfig:
@@ -55,4 +56,11 @@ if __name__ == '__main__':
     train_data_path, test_data_path = obj.intiate_data_ingestion()
     data_transformation = DataTransformation()
-    data_transformation.initiate_data_tranformation(train_data_path,test_data_path)

 from src.components.data_transformation import DataTransformation,DataTransformationConfig
+from src.components.model_trainer import ModelTrainerConfig,ModelTrainer
 @dataclass
 class DataIngestionConfig:
     train_data_path, test_data_path = obj.intiate_data_ingestion()
     data_transformation = DataTransformation()
+    train_arr, test_arr,_ = data_transformation.initiate_data_tranformation(train_data_path,test_data_path)
+    modelTrainer=ModelTrainer()
+    print(modelTrainer.initiate_model_trainer(train_array=train_arr,test_array=test_arr))

src/components/model_trainer.py CHANGED Viewed

	@@ -0,0 +1,80 @@

+import os
+import sys
+from dataclasses import dataclass
+from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score
+from sklearn.linear_model import LinearRegression,Ridge,Lasso
+from sklearn.tree import DecisionTreeRegressor
+from sklearn.ensemble import RandomForestRegressor, GradientBoostingRegressor,AdaBoostRegressor
+from xgboost import XGBRegressor
+from sklearn.neighbors import KNeighborsRegressor
+from src.exception import CustomException
+from src.logger import logging
+from src.utils import save_object,evaluate_models
+@dataclass
+class ModelTrainerConfig:
+    trained_model_file_path = os.path.join('artifacts','model.pkl')
+class ModelTrainer:
+    def __init__(self) -> None:
+        self.model_trainer_config = ModelTrainerConfig()
+    def initiate_model_trainer(self,train_array, test_array):
+        try:
+            logging.info('spliting training and test input data')
+            X_train, y_train, X_test, y_test= (
+                train_array[:,:-1],
+                train_array[:,-1],
+                test_array[:,:-1],
+                test_array[:,-1]
+                )
+            models = {
+                "LinearRegression":LinearRegression(),
+                "Ridge":Ridge(),
+                "Lasso":Lasso(),
+                "KNeighborsRegressor":KNeighborsRegressor(),
+                "DecisionTreeRegressor":DecisionTreeRegressor(),
+                "AdaBoostRegressor":AdaBoostRegressor(),
+                "RandomForestRegressor":RandomForestRegressor()
+                # "CatBoostRegressor":CatBoostRegressor(verbose=False),
+            }
+            logging.info('training models')
+            model_report:dict=evaluate_models(X_train=X_train,y_train=y_train,X_test=X_test,y_test=y_test,models=models)
+            logging.info("model trained")
+            best_model_score = max(sorted(model_report.values()))
+            best_model_name = list(model_report.keys())[
+                list(model_report.values()).index(best_model_score)
+            ]
+            best_model = models[best_model_name]
+            if best_model_score < 0.6:
+                raise CustomException("NO best model found")
+            logging.info("best model found")
+            save_object(
+                file_path=self.model_trainer_config.trained_model_file_path,
+                obj=best_model
+            )
+            predicted = best_model.predict(X_test)
+            r2 = r2_score(y_test,predicted)
+            return r2
+        except Exception as e:
+            raise CustomException(e,sys)

src/utils.py CHANGED Viewed

@@ -1,11 +1,15 @@
 import os
 import sys
 import numpy as np
 import pandas as pd
 import pickle
 from src.exception import CustomException
 def save_object(file_path, obj):
@@ -16,4 +20,30 @@ def save_object(file_path, obj):
             pickle.dump(obj,file_obj)
     except Exception as e:
-        raise CustomException(e,sys)

 import os
 import sys
 import numpy as np
 import pandas as pd
 import pickle
+from sklearn.metrics import r2_score
+from src.logger import logging
 from src.exception import CustomException
 def save_object(file_path, obj):
             pickle.dump(obj,file_obj)
     except Exception as e:
+        raise CustomException(e,sys)
+def evaluate_models(X_train, y_train, X_test, y_test, models):
+    try:
+        report = {}
+        for i in range(len(list(models))):
+            model = list(models.values())[i]
+            logging.info('training started')
+            model.fit(X_train,y_train)
+            y_train_pred = model.predict(X_train)
+            y_test_pred = model.predict(X_test)
+            train_model_score = r2_score(y_train, y_train_pred)
+            test_model_score = r2_score(y_test,y_test_pred)
+            report[list(models.keys())[i]] = test_model_score
+        return report
+    except Exception as e:
+        raise ConnectionAbortedError(e,sys)