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 D,master's degree,standard,none,62,70,753female,group C,bachelor's degree,free/reduced,completed,66,83,834female,group D,some college,free/reduced,none,79,89,865male,group C,master's degree,free/reduced,none,61,67,666male,group E,high school,standard,none,73,64,577male,group B,high school,free/reduced,none,30,24,158female,group C,bachelor's degree,standard,completed,96,100,1009female,group C,associate's degree,standard,completed,57,77,8010male,group D,high school,standard,completed,68,64,6611female,group C,some high school,free/reduced,none,48,58,5212male,group B,some high school,standard,none,67,64,6113female,group C,some college,free/reduced,none,59,62,6414male,group E,some high school,standard,completed,74,64,6015female,group C,some high school,standard,none,65,69,7616female,group B,some college,standard,none,62,67,6717male,group C,associate's degree,standard,none,47,37,3518male,group D,associate's degree,standard,none,80,63,6319male,group C,high school,standard,none,68,60,5320female,group D,some college,standard,completed,79,84,9121male,group D,high school,standard,none,89,87,7922male,group A,some college,standard,none,69,67,6923female,group E,some college,free/reduced,none,53,58,5724female,group C,some college,standard,completed,64,82,7725male,group C,high school,standard,completed,82,84,8226male,group B,high school,free/reduced,none,36,29,2727female,group B,master's degree,standard,none,90,95,9328female,group D,master's degree,standard,none,64,63,6629female,group B,bachelor's degree,standard,none,52,65,6930female,group D,some high school,free/reduced,none,67,84,8431male,group C,associate's degree,standard,completed,51,60,5832male,group D,some college,standard,none,79,73,6733male,group A,high school,standard,none,63,63,6234female,group D,associate's degree,free/reduced,none,52,59,5635male,group A,associate's degree,free/reduced,completed,40,55,5336male,group D,some college,standard,none,40,42,3837female,group B,some college,standard,none,63,65,6138male,group C,associate's degree,standard,none,46,43,4239female,group C,some high school,free/reduced,completed,65,76,7540female,group B,some high school,standard,none,62,64,6641male,group B,associate's degree,standard,none,90,78,8142male,group A,associate's degree,free/reduced,none,47,57,4443male,group C,some college,standard,none,59,41,4244female,group B,master's degree,free/reduced,completed,77,97,9445female,group C,associate's degree,standard,none,52,55,5746male,group E,some college,standard,completed,99,87,8147female,group B,some high school,standard,none,70,64,7248male,group C,associate's degree,free/reduced,none,64,66,5949male,group A,bachelor's degree,standard,completed,80,78,8150male,group D,high school,free/reduced,none,42,39,3451male,group E,associate's degree,standard,completed,97,82,8852male,group A,some college,free/reduced,completed,50,47,5453female,group B,some high school,standard,completed,65,82,7854female,group C,master's degree,free/reduced,none,52,65,6155female,group E,associate's degree,standard,none,59,62,6956male,group B,some high school,standard,none,74,63,5757female,group C,some high school,free/reduced,none,43,53,5358female,group B,high school,free/reduced,completed,67,78,7959male,group E,bachelor's degree,standard,completed,100,100,10060male,group D,high school,standard,none,72,66,6661female,group B,associate's degree,standard,none,71,83,7862male,group A,some high school,free/reduced,none,55,46,4363female,group C,some college,standard,none,84,87,9164female,group E,some college,standard,completed,63,72,7065female,group C,bachelor's degree,standard,none,63,75,8166female,group C,some college,free/reduced,completed,42,66,6967male,group E,associate's degree,free/reduced,completed,78,74,7268male,group E,some college,standard,none,69,60,5469female,group B,associate's degree,standard,none,80,86,8370male,group B,high school,standard,none,79,60,6571male,group C,associate's degree,standard,completed,87,100,9572female,group A,associate's degree,free/reduced,none,65,85,7673female,group D,some high school,standard,none,51,63,6174male,group D,master's degree,standard,none,85,84,8975male,group A,some high school,standard,completed,47,49,4976male,group C,master's degree,free/reduced,none,54,59,5077female,group B,high school,free/reduced,none,38,60,5078male,group C,some high school,free/reduced,completed,59,69,6579male,group D,high school,free/reduced,none,60,57,5180male,group B,high school,free/reduced,none,49,45,4581female,group C,associate's degree,standard,completed,52,59,6282female,group C,bachelor's degree,free/reduced,none,44,63,6283female,group E,associate's degree,free/reduced,none,70,84,8184male,group C,associate's degree,standard,none,84,80,8085male,group C,associate's degree,standard,none,76,70,6886male,group C,some college,free/reduced,none,35,28,2787female,group C,associate's degree,standard,completed,96,96,9988female,group D,some college,standard,none,80,90,8989male,group B,associate's degree,standard,none,81,73,7290male,group D,high school,standard,none,57,50,5491male,group E,high school,standard,none,94,73,7192male,group B,high school,standard,none,82,82,8093male,group D,high school,standard,none,70,70,7094female,group B,associate's degree,standard,completed,94,87,9295male,group A,bachelor's degree,standard,completed,75,58,6296female,group C,some college,standard,none,52,58,5897female,group A,high school,free/reduced,completed,77,88,8598male,group D,some college,free/reduced,none,70,63,5899male,group A,some high school,free/reduced,none,65,59,53100male,group B,some college,free/reduced,none,40,43,39101female,group C,some college,standard,completed,70,89,88102male,group D,associate's degree,free/reduced,completed,79,82,80103female,group C,some college,standard,completed,67,81,79104male,group C,some college,free/reduced,none,68,68,61105female,group D,master's degree,free/reduced,completed,47,58,67106female,group A,some college,standard,completed,72,79,82107female,group E,high school,free/reduced,completed,57,75,73108female,group C,bachelor's degree,standard,none,83,93,95109male,group A,some college,standard,completed,61,51,52110male,group C,associate's degree,standard,completed,98,87,90111female,group D,master's degree,free/reduced,completed,61,71,78112female,group C,bachelor's degree,standard,completed,92,100,99113female,group C,associate's degree,standard,completed,68,67,73114female,group E,some high school,standard,none,77,79,80115male,group C,some college,standard,none,66,59,52116male,group B,high school,standard,none,47,46,42117male,group C,some college,free/reduced,none,65,58,49118male,group A,some high school,free/reduced,none,68,72,64119female,group C,some college,standard,completed,63,78,80120female,group D,high school,free/reduced,none,73,92,84121female,group C,high school,free/reduced,none,42,62,60122female,group E,master's degree,standard,none,62,68,68123female,group D,bachelor's degree,standard,completed,68,75,81124female,group C,associate's degree,standard,completed,67,84,81125male,group D,some college,free/reduced,none,49,57,46126female,group C,some college,free/reduced,none,35,44,43127male,group A,high school,standard,none,68,70,66128female,group B,high school,standard,completed,69,76,74129male,group C,high school,standard,none,70,74,71130female,group E,some high school,standard,completed,80,85,85131female,group C,some college,standard,completed,75,81,84132female,group D,some college,standard,none,63,64,67133male,group B,bachelor's degree,standard,none,66,60,57134female,group B,some high school,free/reduced,completed,74,90,88135female,group C,some high school,standard,completed,44,51,55136female,group B,bachelor's degree,standard,none,72,72,74137female,group D,master's degree,standard,completed,77,82,91138male,group D,high school,standard,none,46,34,36139male,group C,high school,standard,completed,72,67,64140male,group B,associate's degree,standard,completed,82,84,78141male,group E,associate's degree,standard,completed,62,61,58142male,group D,associate's degree,standard,none,80,68,72143female,group C,high school,standard,none,54,59,62144female,group D,some college,standard,none,79,86,81145female,group B,high school,standard,none,87,95,86146female,group C,some high school,standard,completed,65,74,77147female,group C,associate's degree,free/reduced,completed,82,93,93148female,group B,associate's degree,standard,none,40,48,50149female,group D,bachelor's degree,free/reduced,completed,93,100,100150female,group C,bachelor's degree,standard,none,65,72,74151male,group D,some high school,standard,completed,77,68,69152female,group C,some college,free/reduced,none,46,64,66153male,group B,some college,standard,completed,88,85,76154female,group E,some high school,free/reduced,none,32,34,38155female,group C,associate's degree,standard,none,39,64,57156male,group D,some high school,standard,none,86,73,70157male,group C,some high school,free/reduced,completed,53,37,40158male,group A,some college,free/reduced,completed,81,78,81159male,group B,some college,free/reduced,none,41,39,34160male,group C,some college,standard,none,61,61,62161male,group D,some college,standard,none,88,73,78162female,group A,some high school,standard,completed,59,85,80163female,group D,some high school,standard,none,81,97,96164male,group C,bachelor's degree,standard,none,58,55,48165female,group C,some college,free/reduced,completed,64,85,85166female,group E,master's degree,standard,none,81,92,91167male,group C,high school,standard,none,70,70,65168female,group C,bachelor's degree,free/reduced,none,62,78,79169male,group D,some college,standard,completed,77,62,62170female,group D,high school,standard,none,62,64,64171female,group E,some college,standard,none,87,85,93172female,group C,some college,free/reduced,completed,67,75,70173male,group A,bachelor's degree,free/reduced,none,62,72,65174female,group D,some high school,standard,none,76,72,71175female,group C,associate's degree,standard,none,63,67,70176female,group B,some college,standard,completed,88,95,92177male,group D,associate's degree,standard,none,72,79,74178female,group D,master's degree,standard,none,55,64,70179male,group C,some high school,free/reduced,none,61,57,56180male,group D,bachelor's degree,free/reduced,none,50,42,48181male,group E,some high school,standard,completed,87,84,76182male,group B,some college,standard,none,54,52,51183female,group C,some college,free/reduced,none,22,39,33184male,group D,high school,free/reduced,none,66,74,69185male,group C,bachelor's degree,standard,completed,83,82,84186female,group D,high school,standard,completed,56,68,74187female,group B,associate's degree,free/reduced,none,54,65,65188female,group D,master's degree,standard,none,74,79,82189male,group E,some college,free/reduced,completed,87,74,70190male,group E,high school,free/reduced,completed,86,81,75191male,group B,some college,standard,none,66,65,60192male,group C,associate's degree,free/reduced,completed,65,67,65193female,group C,associate's degree,standard,none,58,73,68194female,group C,associate's degree,standard,completed,75,82,90195female,group B,associate's degree,free/reduced,none,52,76,70196female,group C,some college,standard,none,54,64,65197female,group E,associate's degree,standard,completed,82,85,86198female,group C,some high school,standard,none,63,73,68199female,group A,some high school,free/reduced,none,59,73,69200male,group E,bachelor's degree,free/reduced,completed,70,68,72201female,group C,high school,free/reduced,completed,59,71,65202male,group D,bachelor's degree,free/reduced,completed,74,71,80203male,group A,high school,free/reduced,completed,72,67,65204male,group A,associate's degree,standard,completed,97,92,86205female,group C,some high school,standard,none,47,54,53206male,group D,master's degree,standard,none,95,81,84207female,group C,some high school,standard,none,49,63,56208male,group E,associate's degree,free/reduced,none,64,56,52209female,group B,some high school,free/reduced,none,24,38,27210male,group E,associate's degree,free/reduced,completed,77,69,68211male,group B,bachelor's degree,free/reduced,none,55,59,54212female,group D,some college,standard,none,74,89,84213male,group D,high school,free/reduced,none,69,70,67214female,group B,master's degree,standard,none,77,90,84215male,group D,high school,standard,none,76,73,68216male,group D,bachelor's degree,free/reduced,completed,61,70,76217male,group C,some college,standard,completed,93,84,90218male,group B,high school,standard,none,62,55,54219male,group A,bachelor's degree,standard,none,64,60,58220female,group D,some high school,standard,completed,66,78,78221male,group C,high school,standard,completed,86,81,80222male,group C,master's degree,free/reduced,completed,46,42,46223female,group B,associate's degree,free/reduced,completed,76,94,87224male,group A,high school,standard,none,59,52,46225male,group B,high school,free/reduced,none,63,48,47226female,group A,some high school,free/reduced,none,47,59,50227male,group C,bachelor's degree,free/reduced,none,61,66,61228male,group E,associate's degree,standard,none,72,64,63229male,group A,some high school,free/reduced,none,39,39,34230male,group E,some college,standard,none,86,76,74231female,group D,associate's degree,free/reduced,none,47,53,58232male,group B,associate's degree,standard,completed,81,82,82233female,group B,high school,standard,none,58,62,59234female,group C,some college,standard,none,59,71,70235female,group D,bachelor's degree,standard,none,79,89,89236female,group C,some high school,free/reduced,none,65,86,80237female,group B,high school,standard,none,65,81,73238female,group E,high school,standard,none,50,50,47239female,group A,some high 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B,high school,standard,none,65,64,62257male,group D,some high school,standard,none,84,84,80258female,group C,associate's degree,standard,completed,62,76,80259male,group D,associate's degree,standard,completed,81,72,77260male,group E,associate's degree,free/reduced,none,46,43,41261male,group D,associate's degree,standard,none,71,66,60262male,group C,some high school,standard,none,49,49,41263female,group D,some college,standard,none,51,58,54264female,group D,high school,standard,none,69,77,73265female,group D,some high school,free/reduced,none,48,54,53266male,group E,some high school,free/reduced,completed,73,67,59267male,group C,some college,standard,completed,98,86,90268female,group E,bachelor's degree,standard,completed,99,100,100269male,group C,associate's degree,standard,none,74,73,67270male,group E,some college,standard,none,68,60,59271male,group D,associate's degree,free/reduced,none,53,54,48272male,group D,associate's degree,standard,completed,87,84,85273male,group C,high school,standard,none,71,79,71274male,group C,some college,free/reduced,completed,67,74,70275female,group D,some high school,standard,none,73,86,82276male,group D,some high school,standard,completed,76,70,69277female,group A,some high school,free/reduced,none,44,45,45278female,group C,high school,free/reduced,none,35,53,46279male,group C,bachelor's degree,free/reduced,completed,70,75,74280male,group C,some high school,standard,none,75,72,62281female,group E,high school,standard,none,74,76,73282female,group C,some college,standard,none,58,59,66283female,group B,some college,standard,none,79,86,92284male,group D,associate's degree,standard,none,40,52,43285female,group B,high school,free/reduced,none,50,67,63286female,group E,associate's degree,standard,completed,79,88,94287male,group B,some college,free/reduced,completed,59,65,66288female,group B,associate's degree,standard,none,53,58,65289female,group B,some high school,standard,none,41,55,51290female,group B,master's 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college,standard,none,56,58,64308male,group B,some college,standard,completed,62,66,68309female,group E,some high school,free/reduced,none,38,49,45310male,group C,some college,standard,none,84,87,81311male,group E,some college,standard,none,68,72,65312male,group C,associate's degree,standard,completed,78,77,77313male,group E,bachelor's degree,standard,completed,85,66,71314female,group B,some college,free/reduced,none,61,68,66315female,group C,some high school,standard,none,69,75,78316female,group C,high school,free/reduced,none,41,46,43317female,group D,some college,free/reduced,completed,52,59,65318female,group C,some high school,free/reduced,none,55,65,62319female,group D,some high school,standard,completed,97,100,100320female,group A,some college,standard,completed,78,87,91321male,group D,some college,standard,none,44,54,53322male,group A,associate's degree,standard,none,63,61,61323female,group C,some college,free/reduced,completed,63,73,71324female,group E,master's degree,free/reduced,none,81,86,87325male,group C,high school,free/reduced,none,58,61,52326female,group C,high school,standard,none,61,72,70327male,group B,bachelor's degree,free/reduced,completed,87,90,88328female,group B,high school,standard,completed,77,82,89329female,group B,associate's degree,standard,none,57,69,68330male,group D,some college,standard,none,67,64,70331male,group C,associate's degree,free/reduced,completed,43,45,50332female,group B,associate's degree,free/reduced,none,53,70,70333male,group B,associate's degree,free/reduced,none,61,58,56334male,group C,high school,free/reduced,completed,58,51,52335female,group B,some high school,standard,none,37,46,46336female,group D,some high school,free/reduced,completed,40,65,64337male,group C,some high school,standard,none,73,66,66338male,group D,bachelor's degree,standard,none,54,49,47339male,group B,associate's degree,free/reduced,none,44,41,38340female,group B,associate's degree,free/reduced,completed,68,77,80341male,group 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degree,free/reduced,completed,74,86,89750male,group E,some college,standard,none,59,51,43751female,group E,bachelor's degree,free/reduced,completed,92,100,100752male,group C,some college,free/reduced,none,80,64,66753male,group C,bachelor's degree,standard,completed,96,90,92754male,group E,some college,standard,completed,85,75,68755female,group C,bachelor's degree,standard,none,77,88,87756female,group B,high school,free/reduced,completed,76,85,82757male,group C,high school,free/reduced,none,66,66,59758female,group D,bachelor's degree,standard,completed,71,76,83759male,group B,high school,standard,none,60,68,60760male,group D,some college,standard,none,76,71,73761male,group D,some college,standard,completed,58,59,58762female,group B,associate's degree,standard,completed,90,90,91763female,group D,some college,standard,completed,74,75,79764male,group B,some college,free/reduced,none,75,68,65765male,group C,some college,standard,none,69,64,68766female,group B,some high school,standard,completed,60,70,70767female,group B,some college,free/reduced,completed,65,75,70768female,group C,associate's degree,free/reduced,completed,68,67,69769male,group B,high school,standard,completed,72,65,68770male,group B,associate's degree,free/reduced,completed,82,78,74771female,group C,some high school,standard,completed,85,92,93772male,group E,associate's degree,standard,none,72,57,62773male,group D,some college,standard,completed,76,83,79774female,group E,some college,standard,none,67,76,75775male,group A,some college,free/reduced,none,75,81,74776male,group B,some high school,standard,completed,63,67,67777female,group C,associate's degree,standard,none,64,64,70778male,group D,associate's degree,standard,completed,67,72,67779male,group A,some college,free/reduced,none,58,60,57780female,group B,associate's degree,free/reduced,none,53,71,67781male,group C,some high school,standard,none,73,66,63782male,group D,master's degree,standard,none,89,84,82783female,group C,high school,standard,none,65,69,67784female,group C,some college,standard,completed,70,72,76785female,group D,bachelor's degree,standard,none,65,67,62786male,group D,some high school,standard,none,74,74,72787female,group D,associate's degree,standard,none,71,71,74788female,group E,bachelor's degree,standard,none,100,100,100789male,group C,high school,standard,none,71,60,61790male,group E,high school,standard,completed,87,91,81791female,group D,associate's degree,free/reduced,none,26,31,38792male,group B,associate's degree,standard,completed,91,89,92793female,group A,associate's degree,standard,none,82,93,93794male,group D,high school,standard,none,66,69,63795female,group E,bachelor's degree,standard,completed,79,81,82796male,group D,some college,standard,completed,63,55,63797female,group D,master's degree,standard,none,87,100,100798male,group C,bachelor's degree,standard,none,69,63,61799female,group C,associate's degree,standard,none,53,62,53800male,group C,some college,free/reduced,completed,50,48,53801female,group D,associate's degree,standard,none,85,91,89802