diff --git a/madyshev_egor_lab_5/StudentsPerformance.csv b/madyshev_egor_lab_5/StudentsPerformance.csv new file mode 100644 index 0000000..4fe7063 --- /dev/null +++ b/madyshev_egor_lab_5/StudentsPerformance.csv @@ -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" +"male","group D","some college","standard","none","40","42","38" +"male","group E","some college","standard","none","97","87","82" +"male","group E","associate's degree","standard","completed","81","81","79" +"female","group D","associate's degree","standard","none","74","81","83" +"female","group D","some high school","free/reduced","none","50","64","59" +"female","group D","associate's degree","free/reduced","completed","75","90","88" +"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" +"male","group B","associate's degree","standard","none","65","54","57" +"female","group A","associate's degree","standard","completed","55","65","62" +"female","group C","high school","standard","none","66","71","76" +"female","group D","associate's degree","free/reduced","completed","57","74","76" +"male","group C","high school","standard","completed","82","84","82" +"male","group E","some college","standard","none","53","55","48" +"male","group E","associate's degree","free/reduced","completed","77","69","68" +"male","group C","some college","standard","none","53","44","42" +"male","group D","high school","standard","none","88","78","75" +"female","group C","some high school","free/reduced","completed","71","84","87" +"female","group C","high school","free/reduced","none","33","41","43" +"female","group E","associate's degree","standard","completed","82","85","86" +"male","group D","associate's degree","standard","none","52","55","49" +"male","group D","some college","standard","completed","58","59","58" +"female","group C","some high school","free/reduced","none","0","17","10" +"male","group E","bachelor's degree","free/reduced","completed","79","74","72" +"male","group A","some high school","free/reduced","none","39","39","34" +"male","group A","associate's degree","free/reduced","none","62","61","55" +"female","group C","associate's degree","standard","none","69","80","71" +"female","group D","some high school","standard","none","59","58","59" +"male","group B","some high school","standard","none","67","64","61" +"male","group D","some high school","free/reduced","none","45","37","37" +"female","group C","some college","standard","none","60","72","74" +"male","group B","associate's degree","free/reduced","none","61","58","56" +"female","group C","associate's degree","standard","none","39","64","57" +"female","group D","some college","free/reduced","completed","58","63","73" +"male","group D","some college","standard","completed","63","55","63" +"female","group A","associate's degree","free/reduced","none","41","51","48" +"male","group C","some high school","free/reduced","none","61","57","56" +"male","group C","some high school","standard","none","49","49","41" +"male","group B","associate's degree","free/reduced","none","44","41","38" +"male","group E","some high school","standard","none","30","26","22" +"male","group A","bachelor's degree","standard","completed","80","78","81" +"female","group D","some high school","standard","completed","61","74","72" +"female","group E","master's degree","standard","none","62","68","68" +"female","group B","associate's degree","standard","none","47","49","50" +"male","group B","high school","free/reduced","none","49","45","45" +"male","group A","some college","free/reduced","completed","50","47","54" +"male","group E","associate's degree","standard","none","72","64","63" +"male","group D","high school","free/reduced","none","42","39","34" +"female","group C","some college","standard","none","73","80","82" +"female","group C","some college","free/reduced","none","76","83","88" +"female","group D","associate's degree","standard","none","71","71","74" +"female","group A","some college","standard","none","58","70","67" +"female","group D","some high school","standard","none","73","86","82" +"female","group C","bachelor's degree","standard","none","65","72","74" +"male","group C","high school","free/reduced","none","27","34","36" +"male","group C","high school","standard","none","71","79","71" +"male","group C","associate's degree","free/reduced","completed","43","45","50" +"female","group B","some college","standard","none","79","86","92" +"male","group C","associate's degree","free/reduced","completed","78","81","82" +"male","group B","some high school","standard","completed","65","66","62" +"female","group E","some college","standard","completed","63","72","70" +"female","group D","some college","free/reduced","none","58","67","62" +"female","group D","bachelor's degree","standard","none","65","67","62" +"male","group B","some college","standard","none","79","67","67" +"male","group D","bachelor's degree","standard","completed","68","74","74" +"female","group D","associate's degree","standard","none","85","91","89" +"male","group B","high school","standard","completed","60","44","47" +"male","group C","some college","standard","completed","98","86","90" +"female","group C","some college","standard","none","58","67","72" +"female","group D","master's degree","standard","none","87","100","100" +"male","group E","associate's degree","standard","completed","66","63","64" +"female","group B","associate's degree","free/reduced","none","52","76","70" +"female","group B","some high school","standard","none","70","64","72" +"female","group D","associate's degree","free/reduced","completed","77","89","98" +"male","group C","high school","standard","none","62","55","49" +"male","group A","associate's degree","standard","none","54","53","47" +"female","group D","some college","standard","none","51","58","54" +"female","group E","bachelor's degree","standard","completed","99","100","100" +"male","group C","high school","standard","none","84","77","74" +"female","group B","bachelor's degree","free/reduced","none","75","85","82" +"female","group D","bachelor's degree","standard","none","78","82","79" +"female","group D","some high school","standard","none","51","63","61" +"female","group C","some college","standard","none","55","69","65" +"female","group C","bachelor's degree","standard","completed","79","92","89" +"male","group B","associate's degree","standard","completed","91","89","92" +"female","group C","some college","standard","completed","88","93","93" +"male","group D","high school","free/reduced","none","63","57","56" +"male","group E","some college","standard","none","83","80","73" +"female","group B","high school","standard","none","87","95","86" +"male","group B","some high school","standard","none","72","68","67" +"male","group D","some college","standard","completed","65","77","74" +"male","group D","master's degree","standard","none","82","82","74" +"female","group A","bachelor's degree","standard","none","51","49","51" +"male","group D","master's degree","standard","none","89","84","82" +"male","group C","some high school","free/reduced","completed","53","37","40" +"male","group E","some college","free/reduced","completed","87","74","70" +"female","group C","some college","standard","completed","75","81","84" +"male","group D","bachelor's degree","free/reduced","completed","74","79","75" +"male","group C","bachelor's degree","standard","none","58","55","48" +"male","group B","some high school","standard","completed","51","54","41" +"male","group E","high school","standard","none","70","55","56" +"female","group C","associate's degree","standard","none","59","66","67" +"male","group D","some college","standard","completed","71","61","69" +"female","group D","some high school","standard","none","76","72","71" +"female","group C","some college","free/reduced","none","59","62","64" +"female","group E","some college","free/reduced","completed","42","55","54" +"male","group A","high school","standard","none","57","43","47" +"male","group D","some college","standard","none","88","73","78" +"female","group C","some college","free/reduced","none","22","39","33" +"male","group B","some high school","standard","none","88","84","75" +"male","group C","associate's degree","free/reduced","none","73","68","66" +"female","group D","bachelor's degree","standard","completed","68","75","81" +"male","group E","associate's degree","free/reduced","completed","100","100","93" +"male","group A","some high school","standard","completed","62","67","69" +"male","group A","bachelor's degree","standard","none","77","67","68" +"female","group B","associate's degree","standard","completed","59","70","66" +"male","group D","bachelor's degree","standard","none","54","49","47" +"male","group D","some high school","standard","none","62","67","61" +"female","group C","some college","standard","completed","70","89","88" +"female","group E","high school","free/reduced","completed","66","74","78" +"male","group B","some college","free/reduced","none","60","60","60" +"female","group B","associate's degree","standard","completed","61","86","87" +"male","group D","associate's degree","free/reduced","none","66","62","64" +"male","group B","associate's degree","free/reduced","completed","82","78","74" +"female","group E","some college","free/reduced","completed","75","88","85" +"male","group B","master's degree","free/reduced","none","49","53","52" +"male","group C","high school","standard","none","52","53","49" +"female","group E","master's degree","standard","none","81","92","91" +"female","group C","bachelor's degree","standard","completed","96","100","100" +"male","group C","high school","free/reduced","completed","53","51","51" +"female","group B","master's degree","free/reduced","completed","58","76","78" +"female","group B","high school","standard","completed","68","83","78" +"female","group C","some college","free/reduced","completed","67","75","70" +"male","group A","high school","standard","completed","72","73","74" +"male","group E","some high school","standard","none","94","88","78" +"female","group D","some college","standard","none","79","86","81" +"female","group C","associate's degree","standard","none","63","67","70" +"female","group C","bachelor's degree","free/reduced","completed","43","51","54" +"female","group C","master's degree","standard","completed","81","91","87" +"female","group B","high school","free/reduced","completed","46","54","58" +"female","group C","associate's degree","standard","completed","71","77","77" +"female","group B","master's degree","free/reduced","completed","52","70","62" +"female","group D","some high school","standard","completed","97","100","100" +"male","group C","master's degree","free/reduced","completed","62","68","75" +"female","group C","some college","free/reduced","none","46","64","66" +"female","group E","high school","standard","none","50","50","47" +"female","group D","associate's degree","standard","none","65","69","70" +"male","group C","some high school","free/reduced","completed","45","52","49" +"male","group C","associate's degree","free/reduced","completed","65","67","65" +"male","group E","high school","standard","none","80","76","65" +"male","group D","some high school","standard","completed","62","66","68" +"male","group B","some high school","free/reduced","none","48","52","45" +"female","group C","bachelor's degree","standard","none","77","88","87" +"female","group E","associate's degree","standard","none","66","65","69" +"male","group D","some college","standard","completed","76","83","79" +"female","group B","some high school","standard","none","62","64","66" +"male","group D","some college","standard","completed","77","62","62" +"female","group C","master's degree","standard","completed","69","84","85" +"male","group D","associate's degree","standard","none","61","55","52" +"male","group C","some high school","free/reduced","completed","59","69","65" +"male","group E","high school","free/reduced","none","55","56","51" +"female","group B","some college","free/reduced","none","45","53","55" +"female","group B","bachelor's degree","free/reduced","none","78","79","76" +"female","group C","associate's degree","standard","completed","67","84","86" +"female","group D","some college","free/reduced","none","65","81","77" +"male","group C","associate's degree","standard","none","69","77","69" +"female","group B","associate's degree","standard","none","57","69","68" +"male","group C","some college","standard","none","59","41","42" +"male","group D","some high school","standard","completed","74","71","78" +"male","group E","bachelor's degree","standard","none","82","62","62" +"male","group E","high school","standard","completed","81","80","76" +"female","group B","some college","free/reduced","none","74","81","76" +"female","group B","some college","free/reduced","none","58","61","66" +"male","group D","some high school","free/reduced","completed","80","79","79" +"male","group C","some college","free/reduced","none","35","28","27" +"female","group C","high school","free/reduced","none","42","62","60" +"male","group C","associate's degree","free/reduced","completed","60","51","56" +"male","group E","high school","standard","completed","87","91","81" +"male","group B","some high school","standard","completed","84","83","75" +"female","group E","associate's degree","free/reduced","completed","83","86","88" +"female","group C","high school","free/reduced","none","34","42","39" +"male","group B","high school","free/reduced","none","66","77","70" +"male","group B","some high school","standard","completed","61","56","56" +"female","group D","high school","standard","completed","56","68","74" +"male","group B","associate's degree","standard","none","87","85","73" +"female","group C","some high school","free/reduced","none","55","65","62" +"male","group D","some high school","standard","none","86","80","75" +"female","group B","associate's degree","standard","completed","52","66","73" +"female","group E","master's degree","free/reduced","none","45","56","54" +"female","group C","some college","standard","none","72","72","71" +"male","group D","high school","standard","none","57","50","54" +"male","group A","some high school","free/reduced","none","68","72","64" +"female","group C","some college","standard","completed","88","95","94" +"male","group D","some college","standard","none","76","64","66" +"male","group C","associate's degree","standard","none","46","43","42" +"female","group B","bachelor's degree","standard","none","67","86","83" +"male","group E","some high school","standard","none","92","87","78" +"male","group C","bachelor's degree","standard","completed","83","82","84" +"male","group D","associate's degree","standard","none","80","75","77" +"male","group D","bachelor's degree","free/reduced","none","63","66","67" +"female","group D","some high school","standard","completed","64","60","74" +"male","group B","some college","standard","none","54","52","51" +"male","group C","associate's degree","standard","none","84","80","80" +"male","group D","high school","free/reduced","completed","73","68","66" +"female","group E","bachelor's degree","standard","none","80","83","83" +"female","group D","high school","standard","none","56","52","55" +"male","group E","some college","standard","none","59","51","43" +"male","group D","some high school","standard","none","75","74","69" +"male","group C","associate's degree","standard","none","85","76","71" +"male","group E","associate's degree","standard","none","89","76","74" +"female","group B","high school","standard","completed","58","70","68" +"female","group B","high school","standard","none","65","64","62" +"male","group C","high school","standard","none","68","60","53" +"male","group A","some high school","standard","completed","47","49","49" +"female","group D","some college","free/reduced","none","71","83","83" +"female","group B","some high school","standard","completed","60","70","70" +"male","group D","master's degree","standard","none","80","80","72" +"male","group D","high school","standard","none","54","52","52" +"female","group E","some college","standard","none","62","73","70" +"female","group C","associate's degree","free/reduced","none","64","73","68" +"male","group C","associate's degree","standard","completed","78","77","77" +"female","group B","some college","standard","none","70","75","78" +"female","group C","master's degree","free/reduced","completed","65","81","81" +"female","group C","some high school","free/reduced","completed","64","79","77" +"male","group C","some college","standard","completed","79","79","78" +"female","group C","some high school","free/reduced","none","44","50","51" +"female","group E","high school","standard","none","99","93","90" +"male","group D","high school","standard","none","76","73","68" +"male","group D","some high school","free/reduced","none","59","42","41" +"female","group C","bachelor's degree","standard","none","63","75","81" +"female","group D","high school","standard","none","69","72","77" +"female","group D","associate's degree","standard","completed","88","92","95" +"female","group E","some college","free/reduced","none","71","76","70" +"male","group C","bachelor's degree","standard","none","69","63","61" +"male","group C","some college","standard","none","58","49","42" +"female","group D","associate's degree","free/reduced","none","47","53","58" +"female","group D","some college","standard","none","65","70","71" +"male","group B","some college","standard","completed","88","85","76" +"male","group C","bachelor's degree","standard","none","83","78","73" +"female","group C","some high school","standard","completed","85","92","93" +"female","group E","high school","standard","completed","59","63","75" +"female","group C","some high school","free/reduced","none","65","86","80" +"male","group B","bachelor's degree","free/reduced","none","73","56","57" +"male","group D","high school","standard","none","53","52","42" +"male","group D","high school","standard","none","45","48","46" +"female","group D","bachelor's degree","free/reduced","none","73","79","84" +"female","group D","some college","free/reduced","completed","70","78","78" +"female","group B","some high school","standard","none","37","46","46" +"male","group B","associate's degree","standard","completed","81","82","82" +"male","group E","associate's degree","standard","completed","97","82","88" +"female","group B","some high school","standard","none","67","89","82" +"male","group B","bachelor's degree","free/reduced","none","88","75","76" +"male","group E","some high school","standard","completed","77","76","77" +"male","group C","associate's degree","standard","none","76","70","68" +"male","group D","some high school","standard","none","86","73","70" +"male","group C","some high school","standard","completed","63","60","57" +"female","group E","bachelor's degree","standard","none","65","73","75" +"male","group D","high school","free/reduced","completed","78","77","80" +"male","group B","associate's degree","free/reduced","none","67","62","60" +"male","group A","some high school","standard","completed","46","41","43" +"male","group E","associate's degree","standard","completed","71","74","68" +"male","group C","high school","free/reduced","completed","40","46","50" +"male","group D","associate's degree","free/reduced","none","90","87","75" +"male","group A","some college","free/reduced","completed","81","78","81" +"male","group D","some high school","free/reduced","none","56","54","52" +"female","group C","associate's degree","standard","completed","67","84","81" +"male","group B","associate's degree","standard","none","80","76","64" +"female","group C","associate's degree","standard","completed","74","75","83" +"male","group A","some college","standard","none","69","67","69" +"male","group E","some college","standard","completed","99","87","81" +"male","group C","some high school","standard","none","51","52","44" +"female","group B","associate's degree","free/reduced","none","53","71","67" +"female","group D","high school","free/reduced","none","49","57","52" +"female","group B","associate's degree","standard","none","73","76","80" +"male","group B","bachelor's degree","standard","none","66","60","57" +"male","group D","bachelor's degree","standard","completed","67","61","68" +"female","group C","associate's degree","free/reduced","completed","68","67","69" +"female","group C","bachelor's degree","standard","completed","59","64","75" +"male","group C","high school","standard","none","71","66","65" +"female","group D","master's degree","standard","completed","77","82","91" +"male","group C","associate's degree","standard","none","83","72","78" +"male","group B","bachelor's degree","standard","none","63","71","69" +"female","group D","associate's degree","free/reduced","none","56","65","63" +"female","group C","high school","free/reduced","completed","67","79","84" +"female","group E","high school","standard","none","75","86","79" +"female","group C","some college","standard","none","71","81","80" +"female","group C","some high school","free/reduced","none","43","53","53" +"female","group C","high school","free/reduced","none","41","46","43" +"female","group C","some college","standard","none","82","90","94" +"male","group C","some college","standard","none","61","61","62" +"male","group A","some college","free/reduced","none","28","23","19" +"male","group C","associate's degree","standard","completed","82","75","77" +"female","group B","some high school","standard","none","41","55","51" +"male","group C","high school","standard","none","71","60","61" +"male","group C","associate's degree","standard","none","47","37","35" +"male","group E","associate's degree","standard","completed","62","56","53" +"male","group B","associate's degree","standard","none","90","78","81" +"female","group C","bachelor's degree","standard","none","83","93","95" +"female","group B","some college","free/reduced","none","61","68","66" +"male","group D","some high school","standard","completed","76","70","69" +"male","group C","associate's degree","standard","none","49","51","43" +"female","group B","some high school","free/reduced","none","24","38","27" +"female","group D","some high school","free/reduced","completed","35","55","60" +"male","group C","high school","free/reduced","none","58","61","52" +"female","group C","high school","standard","none","61","73","63" +"female","group B","high school","standard","completed","69","76","74" +"male","group D","associate's degree","standard","completed","67","72","67" +"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" +"female","group B","some high school","free/reduced","completed","74","90","88" +"male","group C","high school","standard","none","50","48","42" +"male","group B","some college","standard","none","47","43","41" +"male","group E","some college","standard","completed","81","74","71" +"female","group E","associate's degree","standard","completed","65","75","77" +"male","group E","some high school","standard","completed","68","51","57" +"female","group D","high school","free/reduced","none","73","92","84" +"male","group C","some college","standard","none","53","39","37" +"female","group B","associate's degree","free/reduced","completed","68","77","80" +"male","group A","some high school","free/reduced","none","55","46","43" +"female","group C","some college","standard","completed","87","89","94" +"male","group D","some high school","standard","none","55","47","44" +"female","group E","some college","free/reduced","none","53","58","57" +"male","group C","master's degree","standard","none","67","57","59" +"male","group C","associate's degree","standard","none","92","79","84" +"female","group B","some college","free/reduced","completed","53","66","73" +"male","group D","associate's degree","standard","none","81","71","73" +"male","group C","high school","free/reduced","none","61","60","55" +"male","group D","bachelor's degree","standard","none","80","73","72" +"female","group A","associate's degree","free/reduced","none","37","57","56" +"female","group C","high school","standard","none","81","84","82" +"female","group C","associate's degree","standard","completed","59","73","72" +"male","group B","some college","free/reduced","none","55","55","47" +"male","group D","associate's degree","standard","none","72","79","74" +"male","group D","high school","standard","none","69","75","71" +"male","group C","some college","standard","none","69","64","68" +"female","group C","bachelor's degree","free/reduced","none","50","60","59" +"male","group B","some college","standard","completed","87","84","86" +"male","group D","some high school","standard","completed","71","69","68" +"male","group E","some college","standard","none","68","72","65" +"male","group C","master's degree","free/reduced","completed","79","77","75" +"female","group C","some high school","standard","completed","77","90","85" +"male","group C","associate's degree","free/reduced","none","58","55","53" +"female","group E","associate's degree","standard","none","84","95","92" +"male","group D","some college","standard","none","55","58","52" +"male","group E","bachelor's degree","free/reduced","completed","70","68","72" +"female","group D","some college","free/reduced","completed","52","59","65" +"male","group B","some college","standard","completed","69","77","77" +"female","group C","high school","free/reduced","none","53","72","64" +"female","group D","some high school","standard","none","48","58","54" +"male","group D","some high school","standard","completed","78","81","86" +"female","group B","high school","standard","none","62","62","63" +"male","group D","some college","standard","none","60","63","59" +"female","group B","high school","standard","none","74","72","72" +"female","group C","high school","standard","completed","58","75","77" +"male","group B","high school","standard","completed","76","62","60" +"female","group D","some high school","standard","none","68","71","75" +"male","group A","some college","free/reduced","none","58","60","57" +"male","group B","high school","standard","none","52","48","49" +"male","group D","bachelor's degree","standard","none","75","73","74" +"female","group B","some high school","free/reduced","completed","52","67","72" +"female","group C","bachelor's degree","free/reduced","none","62","78","79" +"male","group B","some college","standard","none","66","65","60" +"female","group B","some high school","free/reduced","none","49","58","55" +"female","group B","high school","standard","none","66","72","70" +"female","group C","some college","free/reduced","none","35","44","43" +"female","group A","some college","standard","completed","72","79","82" +"male","group E","associate's degree","standard","completed","94","85","82" +"female","group D","associate's degree","free/reduced","none","46","56","57" +"female","group B","master's degree","standard","none","77","90","84" +"female","group B","high school","free/reduced","completed","76","85","82" +"female","group C","associate's degree","standard","completed","52","59","62" +"male","group C","bachelor's degree","standard","completed","91","81","79" +"female","group B","some high school","standard","completed","32","51","44" +"female","group E","some high school","free/reduced","none","72","79","77" +"female","group B","some college","standard","none","19","38","32" +"male","group C","associate's degree","free/reduced","none","68","65","61" +"female","group C","master's degree","free/reduced","none","52","65","61" +"female","group B","high school","standard","none","48","62","60" +"female","group D","some college","free/reduced","none","60","66","70" +"male","group D","high school","free/reduced","none","66","74","69" +"male","group E","some high school","standard","completed","89","84","77" +"female","group B","high school","standard","none","42","52","51" +"female","group E","associate's degree","free/reduced","completed","57","68","73" +"male","group D","high school","standard","none","70","70","70" +"female","group E","associate's degree","free/reduced","none","70","84","81" +"male","group E","some college","standard","none","69","60","54" +"female","group C","associate's degree","standard","none","52","55","57" +"male","group C","some high school","standard","completed","67","73","68" +"male","group C","some high school","standard","completed","76","80","73" +"female","group E","associate's degree","standard","none","87","94","95" +"female","group B","some college","standard","none","82","85","87" +"female","group C","some college","standard","none","73","76","78" +"male","group A","some college","free/reduced","none","75","81","74" +"female","group D","some college","free/reduced","none","64","74","75" +"female","group E","high school","free/reduced","none","41","45","40" +"male","group C","high school","standard","none","90","75","69" +"male","group B","bachelor's degree","standard","none","59","54","51" +"male","group A","some high school","standard","none","51","31","36" +"male","group A","high school","free/reduced","none","45","47","49" +"female","group C","master's degree","standard","completed","54","64","67" +"male","group E","some high school","standard","completed","87","84","76" +"female","group C","high school","standard","none","72","80","83" +"male","group B","some high school","standard","completed","94","86","87" +"female","group A","bachelor's degree","standard","none","45","59","64" +"male","group D","bachelor's degree","free/reduced","completed","61","70","76" +"female","group B","high school","free/reduced","none","60","72","68" +"female","group C","some high school","standard","none","77","91","88" +"female","group A","some high school","standard","completed","85","90","92" +"female","group D","bachelor's degree","free/reduced","none","78","90","93" +"male","group E","some college","free/reduced","completed","49","52","51" +"female","group B","high school","free/reduced","none","71","87","82" +"female","group C","some high school","free/reduced","none","48","58","52" +"male","group C","high school","standard","none","62","67","58" +"female","group C","associate's degree","free/reduced","completed","56","68","70" +"female","group C","some high school","standard","none","65","69","76" +"female","group D","some high school","free/reduced","completed","69","86","81" +"male","group B","some high school","standard","none","68","54","53" +"female","group A","some college","free/reduced","none","61","60","57" +"female","group C","bachelor's degree","free/reduced","completed","74","86","89" +"male","group A","bachelor's degree","standard","none","64","60","58" +"female","group B","high school","standard","completed","77","82","89" +"male","group B","some college","standard","none","58","50","45" +"female","group C","high school","standard","completed","60","64","74" +"male","group E","high school","standard","none","73","64","57" +"female","group A","high school","standard","completed","75","82","79" +"male","group B","associate's degree","free/reduced","completed","58","57","53" +"female","group C","associate's degree","standard","none","66","77","73" +"female","group D","high school","free/reduced","none","39","52","46" +"male","group C","some high school","standard","none","64","58","51" +"female","group B","high school","free/reduced","completed","23","44","36" +"male","group B","some college","free/reduced","completed","74","77","76" +"female","group D","some high school","free/reduced","completed","40","65","64" +"male","group E","master's degree","standard","none","90","85","84" +"male","group C","master's degree","standard","completed","91","85","85" +"male","group D","high school","standard","none","64","54","50" +"female","group C","high school","standard","none","59","72","68" +"male","group D","associate's degree","standard","none","80","75","69" +"male","group C","master's degree","standard","none","71","67","67" +"female","group A","high school","standard","none","61","68","63" +"female","group E","some college","standard","none","87","85","93" +"male","group E","some high school","standard","none","82","67","61" +"male","group C","some high school","standard","none","62","64","55" +"female","group B","bachelor's degree","standard","none","97","97","96" +"male","group B","some college","free/reduced","none","75","68","65" +"female","group C","bachelor's degree","standard","none","65","79","81" +"male","group B","high school","standard","completed","52","49","46" +"male","group C","associate's degree","free/reduced","none","87","73","72" +"female","group C","associate's degree","standard","none","53","62","53" +"female","group E","master's degree","free/reduced","none","81","86","87" +"male","group D","bachelor's degree","free/reduced","completed","39","42","38" +"female","group C","some college","standard","completed","71","71","80" +"male","group C","associate's degree","standard","none","97","93","91" +"male","group D","some college","standard","completed","82","82","88" +"male","group C","high school","free/reduced","none","59","53","52" +"male","group B","associate's degree","standard","none","61","42","41" +"male","group E","associate's degree","free/reduced","completed","78","74","72" +"male","group C","associate's degree","free/reduced","none","49","51","51" +"male","group B","high school","standard","none","59","58","47" +"female","group C","some college","standard","completed","70","72","76" +"male","group B","associate's degree","standard","completed","82","84","78" +"male","group E","associate's degree","free/reduced","none","90","90","82" +"female","group C","bachelor's degree","free/reduced","none","43","62","61" +"male","group C","some college","free/reduced","none","80","64","66" +"male","group D","some college","standard","none","81","82","84" +"male","group C","some high school","standard","none","57","61","54" +"female","group D","some high school","standard","none","59","72","80" +"female","group D","associate's degree","standard","none","64","76","74" +"male","group C","bachelor's degree","standard","completed","63","64","66" +"female","group E","bachelor's degree","standard","completed","71","70","70" +"female","group B","high school","free/reduced","none","64","73","71" +"male","group D","bachelor's degree","free/reduced","none","55","46","44" +"female","group E","associate's degree","standard","none","51","51","54" +"female","group C","associate's degree","standard","completed","62","76","80" +"female","group E","associate's degree","standard","completed","93","100","95" +"male","group C","high school","free/reduced","none","54","72","59" +"female","group D","some college","free/reduced","none","69","65","74" +"male","group D","high school","free/reduced","none","44","51","48" +"female","group E","some college","standard","completed","86","85","91" +"female","group E","associate's degree","standard","none","85","92","85" +"female","group A","master's degree","free/reduced","none","50","67","73" +"male","group D","some high school","standard","completed","88","74","75" +"female","group E","associate's degree","standard","none","59","62","69" +"female","group E","some high school","free/reduced","none","32","34","38" +"male","group B","high school","free/reduced","none","36","29","27" +"female","group B","some high school","free/reduced","completed","63","78","79" +"male","group D","associate's degree","standard","completed","67","54","63" +"female","group D","some high school","standard","completed","65","78","82" +"male","group D","master's degree","standard","none","85","84","89" +"female","group C","master's degree","standard","none","73","78","74" +"female","group A","high school","free/reduced","completed","34","48","41" +"female","group D","bachelor's degree","free/reduced","completed","93","100","100" +"female","group D","some high school","free/reduced","none","67","84","84" +"male","group D","some college","standard","none","88","77","77" +"male","group B","high school","standard","none","57","48","51" +"female","group D","some college","standard","completed","79","84","91" +"female","group C","bachelor's degree","free/reduced","none","67","75","72" +"male","group E","bachelor's degree","standard","completed","70","64","70" +"male","group D","bachelor's degree","free/reduced","none","50","42","48" +"female","group A","some college","standard","none","69","84","82" +"female","group C","bachelor's degree","standard","completed","52","61","66" +"female","group C","bachelor's degree","free/reduced","completed","47","62","66" +"female","group B","associate's degree","free/reduced","none","46","61","55" +"female","group E","some college","standard","none","68","70","66" +"male","group E","bachelor's degree","standard","completed","100","100","100" +"female","group C","high school","standard","none","44","61","52" +"female","group C","associate's degree","standard","completed","57","77","80" +"male","group B","some college","standard","completed","91","96","91" +"male","group D","high school","free/reduced","none","69","70","67" +"female","group C","high school","free/reduced","none","35","53","46" +"male","group D","high school","standard","none","72","66","66" +"female","group B","associate's degree","free/reduced","none","54","65","65" +"male","group D","high school","free/reduced","none","74","70","69" +"male","group E","some high school","standard","completed","74","64","60" +"male","group E","associate's degree","free/reduced","none","64","56","52" +"female","group D","high school","free/reduced","completed","65","61","71" +"male","group E","associate's degree","free/reduced","completed","46","43","44" +"female","group C","some high school","free/reduced","none","48","56","51" +"male","group C","some college","free/reduced","completed","67","74","70" +"male","group D","some college","free/reduced","none","62","57","62" +"male","group D","associate's degree","free/reduced","completed","61","71","73" +"male","group C","bachelor's degree","free/reduced","completed","70","75","74" +"male","group C","associate's degree","standard","completed","98","87","90" +"male","group D","some college","free/reduced","none","70","63","58" +"male","group A","associate's degree","standard","none","67","57","53" +"female","group E","high school","free/reduced","none","57","58","57" +"male","group D","some college","standard","completed","85","81","85" +"male","group D","some high school","standard","completed","77","68","69" +"male","group C","master's degree","free/reduced","completed","72","66","72" +"female","group D","master's degree","standard","none","78","91","96" +"male","group C","high school","standard","none","81","66","64" +"male","group A","some high school","free/reduced","completed","61","62","61" +"female","group B","high school","standard","none","58","68","61" +"female","group C","associate's degree","standard","none","54","61","58" +"male","group B","high school","standard","none","82","82","80" +"female","group D","some college","free/reduced","none","49","58","60" +"male","group B","some high school","free/reduced","completed","49","50","52" +"female","group E","high school","free/reduced","completed","57","75","73" +"male","group E","high school","standard","none","94","73","71" +"female","group D","some college","standard","completed","75","77","83" +"female","group E","some high school","free/reduced","none","74","74","72" +"male","group C","high school","standard","completed","58","52","54" +"female","group C","some college","standard","none","62","69","69" +"male","group E","associate's degree","standard","none","72","57","62" +"male","group C","some college","standard","none","84","87","81" +"female","group D","master's degree","standard","none","92","100","100" +"female","group D","high school","standard","none","45","63","59" +"male","group C","high school","standard","none","75","81","71" +"female","group A","some college","standard","none","56","58","64" +"female","group D","some high school","free/reduced","none","48","54","53" +"female","group E","associate's degree","standard","none","100","100","100" +"female","group C","some high school","free/reduced","completed","65","76","75" +"male","group D","some college","standard","none","72","57","58" +"female","group D","some college","standard","none","62","70","72" +"male","group A","some high school","standard","completed","66","68","64" +"male","group C","some college","standard","none","63","63","60" +"female","group E","associate's degree","standard","none","68","76","67" +"female","group B","bachelor's degree","standard","none","75","84","80" +"female","group D","bachelor's degree","standard","none","89","100","100" +"male","group C","some high school","standard","completed","78","72","69" +"female","group A","high school","free/reduced","completed","53","50","60" +"female","group D","some college","free/reduced","none","49","65","61" +"female","group A","some college","standard","none","54","63","67" +"female","group C","some college","standard","completed","64","82","77" +"male","group B","some college","free/reduced","completed","60","62","60" +"male","group C","associate's degree","standard","none","62","65","58" +"male","group D","high school","standard","completed","55","41","48" +"female","group C","associate's degree","standard","none","91","95","94" +"female","group B","high school","free/reduced","none","8","24","23" +"male","group D","some high school","standard","none","81","78","78" +"male","group B","some high school","standard","completed","79","85","86" +"female","group A","some college","standard","completed","78","87","91" +"female","group C","some high school","standard","none","74","75","82" +"male","group A","high school","standard","none","57","51","54" +"female","group C","associate's degree","standard","none","40","59","51" +"male","group E","some high school","standard","completed","81","75","76" +"female","group A","some high school","free/reduced","none","44","45","45" +"female","group D","some college","free/reduced","completed","67","86","83" +"male","group E","high school","free/reduced","completed","86","81","75" +"female","group B","some high school","standard","completed","65","82","78" +"female","group D","associate's degree","free/reduced","none","55","76","76" +"female","group D","bachelor's degree","free/reduced","none","62","72","74" +"male","group A","high school","standard","none","63","63","62" +"female","group E","master's degree","standard","completed","88","99","95" +"male","group C","high school","free/reduced","none","62","55","55" +"female","group C","high school","free/reduced","completed","59","71","65" +"female","group D","some college","standard","completed","68","78","77" +"female","group D","some college","free/reduced","none","77","86","86" diff --git a/madyshev_egor_lab_5/main.py b/madyshev_egor_lab_5/main.py new file mode 100644 index 0000000..567c8d5 --- /dev/null +++ b/madyshev_egor_lab_5/main.py @@ -0,0 +1,57 @@ +import numpy as np +import pandas as pb +import matplotlib.pyplot as plt +from sklearn.model_selection import train_test_split +from sklearn.linear_model import LinearRegression, Perceptron, LogisticRegression, Lasso, Ridge +from sklearn.neural_network import MLPClassifier, MLPRegressor +from sklearn.pipeline import make_pipeline +from sklearn.preprocessing import LabelEncoder, OneHotEncoder, MinMaxScaler +from sklearn.tree import DecisionTreeRegressor, DecisionTreeClassifier +from sklearn.preprocessing import PolynomialFeatures + +df = pb.read_csv("StudentsPerformance.csv", sep=",", encoding="windows-1251") +df1 = df +print("Данные без подготовки:") +with pb.option_context('display.max_rows', None, 'display.max_columns', None, 'display.width', 1000): + print(df[:5]) + +def prepareStringData(columnName): + uniq = df[columnName].unique() + mp = {} + for i in uniq: + mp[i] = len(mp) + df[columnName] = df[columnName].map(mp) + + +print() +print("Данные после подготовки:") +prepareStringData("gender") +prepareStringData("race/ethnicity") +prepareStringData("parental level of education") +prepareStringData("lunch") +prepareStringData("test preparation course") +with pb.option_context('display.max_rows', None, 'display.max_columns', None, 'display.width', 1000): + print(df[:5]) + + + +X = df[["gender", "race/ethnicity", "lunch", "test preparation course", "parental level of education", "reading score", "writing score"]] +y = df["math score"] +X_train, X_Test, y_train, y_test = train_test_split(X, y, test_size=0.26, random_state=42) +lnr = LinearRegression() +lnr = lnr.fit(X_train,y_train) + +poly_regression = make_pipeline(PolynomialFeatures(degree=4), LinearRegression()) +poly_regression.fit(X_train, y_train) + +lasso = Lasso() +lasso.fit(X_train, y_train) + +ridge = Ridge() +ridge.fit(X_train, y_train) + + +print("Линейная регрессия: ", lnr.score(X_Test,y_test)) +print("Полиномиальная регрессия: ", poly_regression.score(X_Test,y_test)) +print("Лассо-регрессия: ", lasso.score(X_Test,y_test)) +print("Гребневая регрессия: ", ridge.score(X_Test,y_test)) diff --git a/madyshev_egor_lab_5/readme.md b/madyshev_egor_lab_5/readme.md new file mode 100644 index 0000000..8e22e1f --- /dev/null +++ b/madyshev_egor_lab_5/readme.md @@ -0,0 +1,41 @@ +# Задание +Использовать регрессию по варианту для данных из таблицы 1 по варианту (таблица 10), самостоятельно сформулировав задачу. Оценить, насколько хорошо она подходит для решения сформулированной вами задачи. +## Задание по варианту +Полиномиальная регрессия +## Решение +### Запуск программы +Для запуска программы необходимо запустить файл main.py, содержащий код программы +### Используемые технологии +Программа использует следующие библиотеки: +- numpy - библиотека для работы с массивами и матрицами. +- matplotlib - библиотека для создания графиков и визуализации данных. +- sklearn - библиотека для машинного обучения и анализа данных. +### Что делает программа +Программа читает данные из csv файла. Подготавливает их для работы модели, приводя текстовые параметры к числам. И пытается научиться предсказывать оценку по математике на основании остальных данных с помощью различных моделей. +### Тесты +Данные без подготовки: + gender race/ethnicity parental level of education lunch test preparation course math score reading score writing score +0 female group B bachelor's degree standard none 72 72 74 +1 female group C some college standard completed 69 90 88 +2 female group B master's degree standard none 90 95 93 +3 male group A associate's degree free/reduced none 47 57 44 +4 male group C some college standard none 76 78 75 + +Данные после подготовки: + gender race/ethnicity parental level of education lunch test preparation course math score reading score writing score +0 0 0 0 0 0 72 72 74 +1 0 1 1 0 1 69 90 88 +2 0 0 2 0 0 90 95 93 +3 1 2 3 1 0 47 57 44 +4 1 1 1 0 0 76 78 75 + +Линейная регрессия: 0.8769480272687482 +Полиномиальная регрессия: 0.736490555768213 +Лассо-регрессия: 0.8299946331354273 +Гребневая регрессия: 0.8768384994076267 + +Логическая регрессия не подошла так как требует чтобы переменная ответа была двоичной. +Из результатов четырех моделей видно, что для решения задачи предсказания оценки по математике неплохо подходит модель Линейной регрессии. +Модель гребневой регрессии имеет схожие результаты. Далее идет лассо, и хуже всех полиномиальная регрессия. + +Вывод: Для решения задачи предсказания результатов экзамена по математике неплохо подходят линейные модели, а именно линейная регрессия и гребневая регрессия \ No newline at end of file