AlainDeLong/End-To-End-Machine-Learning-Project

1gender,race_ethnicity,parental_level_of_education,lunch,test_preparation_course,math_score,reading_score,writing_score2female,group C,associate's degree,standard,none,91,86,843female,group B,some college,free/reduced,completed,53,66,734male,group D,bachelor's degree,standard,none,80,73,725male,group C,some college,free/reduced,none,74,77,736male,group E,some college,standard,completed,84,83,787male,group D,associate's degree,free/reduced,none,81,75,788male,group B,associate's degree,free/reduced,completed,69,70,639female,group B,some high school,standard,completed,54,61,6210male,group C,associate's degree,free/reduced,none,87,73,7211male,group B,some high school,standard,completed,51,54,4112male,group A,high school,free/reduced,none,45,47,4913male,group E,some high school,standard,none,30,26,2214female,group B,high school,free/reduced,completed,67,80,8115female,group D,some college,free/reduced,none,49,65,6116male,group D,some college,standard,completed,85,81,8517female,group D,some high school,standard,completed,65,78,8218male,group D,high school,standard,none,53,52,4219male,group D,bachelor's degree,free/reduced,none,55,46,4420female,group D,some high school,standard,none,48,58,5421female,group D,associate's degree,free/reduced,none,56,65,6322male,group C,master's degree,standard,none,79,72,6923female,group C,bachelor's degree,free/reduced,completed,43,51,5424female,group C,some college,free/reduced,completed,45,73,7025female,group C,high school,free/reduced,none,36,53,4326male,group D,some high school,free/reduced,completed,80,79,7927male,group D,associate's degree,standard,none,80,75,7728male,group D,bachelor's degree,standard,completed,68,74,7429female,group C,associate's degree,standard,none,40,59,5130female,group A,high school,free/reduced,completed,34,48,4131female,group D,some college,free/reduced,none,49,58,6032male,group B,some college,standard,none,62,61,5733male,group D,some college,standard,completed,71,61,6934male,group B,bachelor's degree,free/reduced,none,62,63,5635male,group E,some college,standard,none,76,71,7236male,group E,some college,standard,none,84,77,7137female,group B,some college,free/reduced,none,45,53,5538male,group D,associate's degree,free/reduced,none,77,78,7339female,group D,some college,standard,none,69,77,7740female,group C,master's degree,standard,none,73,78,7441female,group C,some high school,free/reduced,none,0,17,1042male,group C,associate's degree,standard,completed,82,75,7743male,group B,some high school,standard,completed,65,66,6244male,group D,bachelor's degree,standard,completed,67,61,6845female,group A,some college,standard,none,54,63,6746male,group D,associate's degree,free/reduced,none,90,87,7547female,group E,high school,standard,completed,59,63,7548male,group D,high school,free/reduced,none,74,70,6949female,group C,high school,standard,none,29,29,3050male,group D,some high school,standard,completed,89,88,8251female,group A,high school,standard,completed,75,82,7952male,group B,some college,standard,completed,71,75,7053female,group D,associate's degree,standard,none,64,76,7454male,group C,some college,standard,completed,79,79,7855female,group B,some college,free/reduced,completed,48,56,5856female,group C,some high school,standard,none,69,73,7357female,group D,some college,standard,none,69,74,7458male,group D,bachelor's degree,standard,none,88,78,8359male,group C,associate's degree,standard,none,58,54,5260male,group B,associate's degree,standard,none,87,85,7361female,group A,some high school,standard,completed,85,90,9262male,group A,some high school,standard,completed,46,41,4363female,group C,some high school,free/reduced,completed,71,84,8764female,group C,associate's degree,standard,none,81,77,7965female,group B,some college,free/reduced,none,58,61,6666male,group D,master's degree,free/reduced,completed,84,89,9067female,group C,bachelor's degree,free/reduced,completed,66,74,8168female,group D,some college,free/reduced,none,55,71,6969male,group C,high school,free/reduced,none,59,53,5270female,group D,some college,free/reduced,completed,58,63,7371female,group D,associate's degree,standard,none,82,95,8972male,group E,associate's degree,standard,completed,66,63,6473female,group C,bachelor's degree,standard,none,81,88,9074male,group C,some college,free/reduced,none,58,57,5475female,group A,associate's degree,free/reduced,none,37,57,5676male,group C,some high school,standard,completed,63,60,5777male,group E,some high school,standard,completed,77,76,7778female,group D,some college,standard,completed,85,86,9879male,group B,associate's degree,free/reduced,none,57,56,5780female,group A,some high school,standard,none,48,66,6581male,group C,some high school,standard,none,51,52,4482male,group D,some college,free/reduced,none,63,61,6083male,group D,some high school,free/reduced,none,45,37,3784male,group C,bachelor's degree,standard,none,83,78,7385female,group C,some college,standard,none,60,72,7486male,group B,bachelor's degree,standard,none,63,71,6987female,group C,high school,free/reduced,none,62,67,6488female,group D,some college,standard,completed,68,78,7789female,group B,some high school,standard,completed,60,70,7490female,group C,some high school,standard,completed,77,90,8591male,group A,some college,free/reduced,none,28,23,1992male,group C,master's degree,free/reduced,none,79,81,7193female,group E,some college,standard,none,100,92,9794male,group D,bachelor's degree,standard,none,69,58,5795male,group B,high school,free/reduced,none,66,77,7096female,group B,some college,standard,none,19,38,3297male,group D,associate's degree,standard,none,75,68,6498male,group D,some college,standard,none,60,63,5999female,group A,some college,standard,none,58,70,67100female,group C,associate's degree,standard,none,69,80,71101female,group C,associate's degree,free/reduced,completed,56,68,70102male,group C,associate's degree,standard,completed,73,78,72103male,group E,some college,standard,none,66,57,52104male,group A,associate's degree,standard,none,67,57,53105female,group C,associate's degree,free/reduced,none,64,73,68106male,group A,high school,standard,none,71,74,64107male,group B,high school,standard,none,70,65,60108male,group E,associate's degree,standard,none,53,45,40109male,group C,high school,standard,none,75,81,71110female,group B,high school,standard,completed,68,83,78111female,group C,high school,standard,none,44,61,52112female,group D,bachelor's degree,free/reduced,none,29,41,47113female,group B,high school,free/reduced,none,71,87,82114male,group A,high school,standard,none,57,51,54115female,group A,bachelor's degree,standard,none,45,59,64116female,group C,some college,free/reduced,none,76,83,88117male,group C,high school,standard,none,61,56,55118male,group C,some high school,free/reduced,completed,45,52,49119male,group D,high school,standard,completed,55,41,48120male,group B,high school,standard,completed,73,69,68121male,group D,high school,free/reduced,completed,78,77,80122female,group A,master's degree,free/reduced,none,50,67,73123female,group C,some college,free/reduced,none,62,67,62124male,group D,master's degree,standard,none,81,81,84125female,group C,some high school,free/reduced,completed,64,79,77126female,group D,some high school,standard,completed,64,60,74127male,group D,some high school,standard,none,73,66,62128female,group D,associate's degree,standard,completed,73,75,80129female,group C,some high school,standard,completed,67,74,77130male,group B,associate's degree,standard,none,61,42,41131male,group C,some high school,standard,completed,67,73,68132female,group D,some high school,standard,none,65,82,81133male,group D,associate's degree,standard,none,80,75,69134male,group D,some high school,free/reduced,none,59,42,41135female,group E,master's degree,standard,completed,88,99,95136female,group C,associate's degree,standard,none,62,74,70137female,group C,high school,free/reduced,none,33,41,43138female,group C,bachelor's degree,standard,completed,79,92,89139male,group B,some high school,standard,completed,84,83,75140male,group A,master's degree,free/reduced,none,73,74,72141female,group A,associate's degree,free/reduced,none,41,51,48142female,group E,associate's degree,free/reduced,none,50,56,54143female,group B,high school,standard,completed,58,70,68144male,group D,some high school,free/reduced,completed,55,59,59145male,group D,high school,standard,none,45,48,46146male,group D,some high school,standard,completed,88,74,75147female,group B,associate's degree,free/reduced,none,46,61,55148male,group A,some high school,standard,none,51,31,36149male,group D,some high school,standard,none,75,74,69150male,group E,some college,free/reduced,completed,49,52,51151female,group E,high school,standard,none,75,86,79152female,group E,high school,standard,completed,74,79,80153female,group B,associate's degree,standard,completed,61,86,87154male,group C,associate's degree,standard,none,62,65,58155male,group C,some high school,free/reduced,none,68,63,54156female,group D,master's degree,standard,none,78,91,96157female,group E,some college,standard,none,71,70,76158female,group D,high school,free/reduced,none,49,57,52159female,group A,bachelor's degree,standard,none,59,72,70160male,group E,bachelor's degree,free/reduced,completed,79,74,72161female,group E,associate's degree,standard,none,51,51,54162female,group C,bachelor's degree,standard,completed,56,79,72163male,group B,high school,standard,completed,76,62,60164female,group D,some college,standard,completed,69,79,81165male,group C,some high school,free/reduced,completed,51,56,53166male,group D,some college,standard,completed,82,82,88167male,group C,some college,standard,none,73,74,61168male,group C,high school,free/reduced,completed,40,46,50169male,group E,some college,free/reduced,none,93,90,83170female,group C,bachelor's degree,standard,completed,59,64,75171female,group B,associate's degree,standard,none,73,76,80172male,group B,some high school,standard,completed,85,84,78173male,group E,associate's degree,standard,none,76,71,67174female,group D,associate's degree,free/reduced,completed,77,89,98175female,group D,some college,free/reduced,completed,67,86,83176male,group D,some college,free/reduced,none,61,47,56177female,group D,some high school,free/reduced,none,27,34,32178male,group D,high school,standard,none,54,52,52179female,group C,master's degree,free/reduced,completed,65,81,81180female,group E,associate's degree,standard,none,87,94,95181female,group C,some high school,standard,completed,70,82,76182female,group B,high school,standard,none,54,64,68183female,group C,high school,free/reduced,none,66,76,68184female,group D,master's degree,free/reduced,completed,85,95,100185male,group C,some high school,free/reduced,completed,56,61,60186male,group E,master's degree,standard,none,90,85,84187male,group E,high school,standard,none,70,55,56188female,group B,bachelor's degree,standard,none,61,72,70189male,group A,bachelor's degree,free/reduced,completed,49,58,60190male,group C,high school,standard,none,81,66,64191male,group B,some college,standard,completed,87,84,86192male,group B,some high school,free/reduced,completed,49,50,52193male,group B,some high school,standard,none,68,54,53194male,group C,associate's degree,free/reduced,none,77,67,64195female,group B,bachelor's degree,free/reduced,none,78,79,76196male,group C,associate's degree,free/reduced,completed,60,51,56197female,group D,high school,free/reduced,completed,52,57,56198male,group E,associate's degree,standard,completed,62,56,53199female,group B,some college,free/reduced,none,74,81,76200female,group C,associate's degree,standard,none,65,77,74201female,group D,some high school,standard,completed,61,74,72202