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 B,bachelor's degree,standard,none,72,72,743female,group C,some college,standard,completed,69,90,884female,group B,master's degree,standard,none,90,95,935male,group A,associate's degree,free/reduced,none,47,57,446male,group C,some college,standard,none,76,78,757female,group B,associate's degree,standard,none,71,83,788female,group B,some college,standard,completed,88,95,929male,group B,some college,free/reduced,none,40,43,3910male,group D,high school,free/reduced,completed,64,64,6711female,group B,high school,free/reduced,none,38,60,5012male,group C,associate's degree,standard,none,58,54,5213male,group D,associate's degree,standard,none,40,52,4314female,group B,high school,standard,none,65,81,7315male,group A,some college,standard,completed,78,72,7016female,group A,master's degree,standard,none,50,53,5817female,group C,some high school,standard,none,69,75,7818male,group C,high school,standard,none,88,89,8619female,group B,some high school,free/reduced,none,18,32,2820male,group C,master's degree,free/reduced,completed,46,42,4621female,group C,associate's degree,free/reduced,none,54,58,6122male,group D,high school,standard,none,66,69,6323female,group B,some college,free/reduced,completed,65,75,7024male,group D,some college,standard,none,44,54,5325female,group C,some high school,standard,none,69,73,7326male,group D,bachelor's degree,free/reduced,completed,74,71,8027male,group A,master's degree,free/reduced,none,73,74,7228male,group B,some college,standard,none,69,54,5529female,group C,bachelor's degree,standard,none,67,69,7530male,group C,high school,standard,none,70,70,6531female,group D,master's degree,standard,none,62,70,7532female,group D,some college,standard,none,69,74,7433female,group B,some college,standard,none,63,65,6134female,group E,master's degree,free/reduced,none,56,72,6535male,group D,some college,standard,none,40,42,3836male,group E,some college,standard,none,97,87,8237male,group E,associate's degree,standard,completed,81,81,7938female,group D,associate's degree,standard,none,74,81,8339female,group D,some high school,free/reduced,none,50,64,5940female,group D,associate's degree,free/reduced,completed,75,90,8841male,group B,associate's degree,free/reduced,none,57,56,5742male,group C,associate's degree,free/reduced,none,55,61,5443female,group C,associate's degree,standard,none,58,73,6844female,group B,associate's degree,standard,none,53,58,6545male,group B,some college,free/reduced,completed,59,65,6646female,group E,associate's degree,free/reduced,none,50,56,5447male,group B,associate's degree,standard,none,65,54,5748female,group A,associate's degree,standard,completed,55,65,6249female,group C,high school,standard,none,66,71,7650female,group D,associate's degree,free/reduced,completed,57,74,7651male,group C,high school,standard,completed,82,84,8252male,group E,some college,standard,none,53,55,4853male,group E,associate's degree,free/reduced,completed,77,69,6854male,group C,some college,standard,none,53,44,4255male,group D,high school,standard,none,88,78,7556female,group C,some high school,free/reduced,completed,71,84,8757female,group C,high school,free/reduced,none,33,41,4358female,group E,associate's degree,standard,completed,82,85,8659male,group D,associate's degree,standard,none,52,55,4960male,group D,some college,standard,completed,58,59,5861female,group C,some high school,free/reduced,none,0,17,1062male,group E,bachelor's degree,free/reduced,completed,79,74,7263male,group A,some high school,free/reduced,none,39,39,3464male,group A,associate's degree,free/reduced,none,62,61,5565female,group C,associate's degree,standard,none,69,80,7166female,group D,some high school,standard,none,59,58,5967male,group B,some high school,standard,none,67,64,6168male,group D,some high school,free/reduced,none,45,37,3769female,group C,some college,standard,none,60,72,7470male,group B,associate's degree,free/reduced,none,61,58,5671female,group C,associate's degree,standard,none,39,64,5772female,group D,some college,free/reduced,completed,58,63,7373male,group D,some college,standard,completed,63,55,6374female,group A,associate's degree,free/reduced,none,41,51,4875male,group C,some high school,free/reduced,none,61,57,5676male,group C,some high school,standard,none,49,49,4177male,group B,associate's degree,free/reduced,none,44,41,3878male,group E,some high school,standard,none,30,26,2279male,group A,bachelor's degree,standard,completed,80,78,8180female,group D,some high school,standard,completed,61,74,7281female,group E,master's degree,standard,none,62,68,6882female,group B,associate's degree,standard,none,47,49,5083male,group B,high school,free/reduced,none,49,45,4584male,group A,some college,free/reduced,completed,50,47,5485male,group E,associate's degree,standard,none,72,64,6386male,group D,high school,free/reduced,none,42,39,3487female,group C,some college,standard,none,73,80,8288female,group C,some college,free/reduced,none,76,83,8889female,group D,associate's degree,standard,none,71,71,7490female,group A,some college,standard,none,58,70,6791female,group D,some high school,standard,none,73,86,8292female,group C,bachelor's degree,standard,none,65,72,7493male,group C,high school,free/reduced,none,27,34,3694male,group C,high school,standard,none,71,79,7195male,group C,associate's degree,free/reduced,completed,43,45,5096female,group B,some college,standard,none,79,86,9297male,group C,associate's degree,free/reduced,completed,78,81,8298male,group B,some high school,standard,completed,65,66,6299female,group E,some college,standard,completed,63,72,70100female,group D,some college,free/reduced,none,58,67,62101female,group D,bachelor's degree,standard,none,65,67,62102male,group B,some college,standard,none,79,67,67103male,group D,bachelor's degree,standard,completed,68,74,74104female,group D,associate's degree,standard,none,85,91,89105male,group B,high school,standard,completed,60,44,47106male,group C,some college,standard,completed,98,86,90107female,group C,some college,standard,none,58,67,72108female,group D,master's degree,standard,none,87,100,100109male,group E,associate's degree,standard,completed,66,63,64110female,group B,associate's degree,free/reduced,none,52,76,70111female,group B,some high school,standard,none,70,64,72112female,group D,associate's degree,free/reduced,completed,77,89,98113male,group C,high school,standard,none,62,55,49114male,group A,associate's degree,standard,none,54,53,47115female,group D,some college,standard,none,51,58,54116female,group E,bachelor's degree,standard,completed,99,100,100117male,group C,high school,standard,none,84,77,74118female,group B,bachelor's degree,free/reduced,none,75,85,82119female,group D,bachelor's degree,standard,none,78,82,79120female,group D,some high school,standard,none,51,63,61121female,group C,some college,standard,none,55,69,65122female,group C,bachelor's degree,standard,completed,79,92,89123male,group B,associate's degree,standard,completed,91,89,92124female,group C,some college,standard,completed,88,93,93125male,group D,high school,free/reduced,none,63,57,56126male,group E,some college,standard,none,83,80,73127female,group B,high school,standard,none,87,95,86128male,group B,some high school,standard,none,72,68,67129male,group D,some college,standard,completed,65,77,74130male,group D,master's degree,standard,none,82,82,74131female,group A,bachelor's degree,standard,none,51,49,51132male,group D,master's degree,standard,none,89,84,82133male,group C,some high school,free/reduced,completed,53,37,40134male,group E,some college,free/reduced,completed,87,74,70135female,group C,some college,standard,completed,75,81,84136male,group D,bachelor's degree,free/reduced,completed,74,79,75137male,group C,bachelor's degree,standard,none,58,55,48138male,group B,some high school,standard,completed,51,54,41139male,group E,high school,standard,none,70,55,56140female,group C,associate's degree,standard,none,59,66,67141male,group D,some college,standard,completed,71,61,69142female,group D,some high school,standard,none,76,72,71143female,group C,some college,free/reduced,none,59,62,64144female,group E,some college,free/reduced,completed,42,55,54145male,group A,high school,standard,none,57,43,47146male,group D,some college,standard,none,88,73,78147female,group C,some college,free/reduced,none,22,39,33148male,group B,some high school,standard,none,88,84,75149male,group C,associate's degree,free/reduced,none,73,68,66150female,group D,bachelor's degree,standard,completed,68,75,81151male,group E,associate's degree,free/reduced,completed,100,100,93152male,group A,some high school,standard,completed,62,67,69153male,group A,bachelor's degree,standard,none,77,67,68154female,group B,associate's degree,standard,completed,59,70,66155male,group D,bachelor's degree,standard,none,54,49,47156male,group D,some high school,standard,none,62,67,61157female,group C,some college,standard,completed,70,89,88158female,group E,high school,free/reduced,completed,66,74,78159male,group B,some college,free/reduced,none,60,60,60160female,group B,associate's degree,standard,completed,61,86,87161male,group D,associate's degree,free/reduced,none,66,62,64162male,group B,associate's degree,free/reduced,completed,82,78,74163female,group E,some college,free/reduced,completed,75,88,85164male,group B,master's degree,free/reduced,none,49,53,52165male,group C,high school,standard,none,52,53,49166female,group E,master's degree,standard,none,81,92,91167female,group C,bachelor's degree,standard,completed,96,100,100168male,group C,high school,free/reduced,completed,53,51,51169female,group B,master's degree,free/reduced,completed,58,76,78170female,group B,high school,standard,completed,68,83,78171female,group C,some college,free/reduced,completed,67,75,70172male,group A,high school,standard,completed,72,73,74173male,group E,some high school,standard,none,94,88,78174female,group D,some college,standard,none,79,86,81175female,group C,associate's degree,standard,none,63,67,70176female,group C,bachelor's degree,free/reduced,completed,43,51,54177female,group C,master's degree,standard,completed,81,91,87178female,group B,high school,free/reduced,completed,46,54,58179female,group C,associate's degree,standard,completed,71,77,77180female,group B,master's degree,free/reduced,completed,52,70,62181female,group D,some high school,standard,completed,97,100,100182male,group C,master's degree,free/reduced,completed,62,68,75183female,group C,some college,free/reduced,none,46,64,66184female,group E,high school,standard,none,50,50,47185female,group D,associate's degree,standard,none,65,69,70186male,group C,some high school,free/reduced,completed,45,52,49187male,group C,associate's degree,free/reduced,completed,65,67,65188male,group E,high school,standard,none,80,76,65189male,group D,some high school,standard,completed,62,66,68190male,group B,some high school,free/reduced,none,48,52,45191female,group C,bachelor's degree,standard,none,77,88,87192female,group E,associate's degree,standard,none,66,65,69193male,group D,some college,standard,completed,76,83,79194female,group B,some high school,standard,none,62,64,66195male,group D,some college,standard,completed,77,62,62196female,group C,master's degree,standard,completed,69,84,85197male,group D,associate's degree,standard,none,61,55,52198male,group C,some high school,free/reduced,completed,59,69,65199male,group E,high school,free/reduced,none,55,56,51200female,group B,some college,free/reduced,none,45,53,55201female,group B,bachelor's degree,free/reduced,none,78,79,76202female,group C,associate's degree,standard,completed,67,84,86203female,group D,some college,free/reduced,none,65,81,77204male,group C,associate's degree,standard,none,69,77,69205female,group B,associate's degree,standard,none,57,69,68206male,group C,some college,standard,none,59,41,42207male,group D,some high school,standard,completed,74,71,78208male,group E,bachelor's degree,standard,none,82,62,62209male,group E,high school,standard,completed,81,80,76210female,group B,some college,free/reduced,none,74,81,76211female,group B,some college,free/reduced,none,58,61,66212male,group D,some high school,free/reduced,completed,80,79,79213male,group C,some college,free/reduced,none,35,28,27214female,group C,high school,free/reduced,none,42,62,60215male,group C,associate's degree,free/reduced,completed,60,51,56216male,group E,high school,standard,completed,87,91,81217male,group B,some high school,standard,completed,84,83,75218female,group E,associate's degree,free/reduced,completed,83,86,88219female,group C,high school,free/reduced,none,34,42,39220male,group B,high school,free/reduced,none,66,77,70221male,group B,some high school,standard,completed,61,56,56222female,group D,high school,standard,completed,56,68,74223male,group B,associate's degree,standard,none,87,85,73224female,group C,some high school,free/reduced,none,55,65,62225male,group D,some high school,standard,none,86,80,75226female,group B,associate's degree,standard,completed,52,66,73227female,group E,master's degree,free/reduced,none,45,56,54228female,group C,some college,standard,none,72,72,71229male,group D,high school,standard,none,57,50,54230male,group A,some high school,free/reduced,none,68,72,64231female,group C,some college,standard,completed,88,95,94232male,group D,some college,standard,none,76,64,66233male,group C,associate's degree,standard,none,46,43,42234female,group B,bachelor's degree,standard,none,67,86,83235male,group E,some high school,standard,none,92,87,78236male,group C,bachelor's degree,standard,completed,83,82,84237male,group D,associate's degree,standard,none,80,75,77238male,group D,bachelor's degree,free/reduced,none,63,66,67239female,group D,some high school,standard,completed,64,60,74240male,group B,some college,standard,none,54,52,51241male,group C,associate's degree,standard,none,84,80,80242male,group D,high school,free/reduced,completed,73,68,66243female,group E,bachelor's degree,standard,none,80,83,83244female,group D,high school,standard,none,56,52,55245male,group E,some college,standard,none,59,51,43246male,group D,some high school,standard,none,75,74,69247male,group C,associate's degree,standard,none,85,76,71248male,group E,associate's degree,standard,none,89,76,74249female,group B,high school,standard,completed,58,70,68250female,group B,high school,standard,none,65,64,62251male,group C,high school,standard,none,68,60,53252male,group A,some high school,standard,completed,47,49,49253female,group D,some college,free/reduced,none,71,83,83254female,group B,some high school,standard,completed,60,70,70255male,group D,master's degree,standard,none,80,80,72256male,group D,high school,standard,none,54,52,52257female,group E,some college,standard,none,62,73,70258female,group C,associate's degree,free/reduced,none,64,73,68259male,group C,associate's degree,standard,completed,78,77,77260female,group B,some college,standard,none,70,75,78261female,group C,master's degree,free/reduced,completed,65,81,81262female,group C,some high school,free/reduced,completed,64,79,77263male,group C,some college,standard,completed,79,79,78264female,group C,some high school,free/reduced,none,44,50,51265female,group E,high school,standard,none,99,93,90266male,group D,high school,standard,none,76,73,68267male,group D,some high school,free/reduced,none,59,42,41268female,group C,bachelor's degree,standard,none,63,75,81269female,group D,high school,standard,none,69,72,77270female,group D,associate's degree,standard,completed,88,92,95271female,group E,some college,free/reduced,none,71,76,70272male,group C,bachelor's degree,standard,none,69,63,61273male,group C,some college,standard,none,58,49,42274female,group D,associate's degree,free/reduced,none,47,53,58275female,group D,some college,standard,none,65,70,71276male,group B,some college,standard,completed,88,85,76277male,group C,bachelor's degree,standard,none,83,78,73278female,group C,some high school,standard,completed,85,92,93279female,group E,high school,standard,completed,59,63,75280female,group C,some high school,free/reduced,none,65,86,80281male,group B,bachelor's degree,free/reduced,none,73,56,57282male,group D,high school,standard,none,53,52,42283male,group D,high school,standard,none,45,48,46284female,group D,bachelor's degree,free/reduced,none,73,79,84285female,group D,some college,free/reduced,completed,70,78,78286female,group B,some high school,standard,none,37,46,46287male,group B,associate's degree,standard,completed,81,82,82288male,group E,associate's degree,standard,completed,97,82,88289female,group B,some high school,standard,none,67,89,82290male,group B,bachelor's 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degree,standard,completed,74,75,83307male,group A,some college,standard,none,69,67,69308male,group E,some college,standard,completed,99,87,81309male,group C,some high school,standard,none,51,52,44310female,group B,associate's degree,free/reduced,none,53,71,67311female,group D,high school,free/reduced,none,49,57,52312female,group B,associate's degree,standard,none,73,76,80313male,group B,bachelor's degree,standard,none,66,60,57314male,group D,bachelor's degree,standard,completed,67,61,68315female,group C,associate's degree,free/reduced,completed,68,67,69316female,group C,bachelor's degree,standard,completed,59,64,75317male,group C,high school,standard,none,71,66,65318female,group D,master's degree,standard,completed,77,82,91319male,group C,associate's degree,standard,none,83,72,78320male,group B,bachelor's degree,standard,none,63,71,69321female,group D,associate's degree,free/reduced,none,56,65,63322female,group C,high school,free/reduced,completed,67,79,84323female,group E,high school,standard,none,75,86,79324female,group C,some college,standard,none,71,81,80325female,group C,some high school,free/reduced,none,43,53,53326female,group C,high school,free/reduced,none,41,46,43327female,group C,some college,standard,none,82,90,94328male,group C,some college,standard,none,61,61,62329male,group A,some college,free/reduced,none,28,23,19330male,group C,associate's degree,standard,completed,82,75,77331female,group B,some high school,standard,none,41,55,51332male,group C,high school,standard,none,71,60,61333male,group C,associate's degree,standard,none,47,37,35334male,group E,associate's degree,standard,completed,62,56,53335male,group B,associate's degree,standard,none,90,78,81336female,group C,bachelor's degree,standard,none,83,93,95337female,group B,some college,free/reduced,none,61,68,66338male,group D,some high school,standard,completed,76,70,69339male,group C,associate's degree,standard,none,49,51,43340female,group B,some high 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