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Lecture 15 files

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Lecture,Age,Primary major,Other majors,Zip Code,Pizza topping,Pet owner,Runner,Sleep habit,Procrastinator
LEC002,19,Engineering: Mechanical,,53711,pepperoni,Yes,No,night owl,Maybe
LEC002,20,Science: Physics,"Astronomy-Physics, History",53726,pineapple,Yes,Yes,night owl,Yes
LEC001,20,Science: Chemistry,,53703,pepperoni,Yes,No,early bird,No
LEC004,19,Engineering: Biomedical,,53703,pepperoni,Yes,Yes,night owl,No
LEC004,20,Other,Economics ,53715,mushroom,Yes,Yes,no preference,Maybe
LEC003,18,Statistics,,53706,Other,Yes,No,night owl,Yes
LEC003,18,Mathematics/AMEP,,53706,sausage,No,No,night owl,No
LEC004,18,Engineering: Biomedical,,53706,pepperoni,Yes,No,night owl,Maybe
LEC003,19,Data Science,Stats,53715,pineapple,Yes,No,no preference,No
LEC003,19,Business: Finance,,53703,sausage,Yes,Yes,early bird,Yes
LEC003,18,Engineering: Mechanical,,53706,Other,No,No,no preference,No
LEC004,18,Other,I am undecided – thinking about Data Science Major,53706,basil/spinach,Yes,No,night owl,Maybe
LEC004,19,Engineering: Other,,53706,pepperoni,Yes,No,night owl,Maybe
LEC003,18,Statistics,psychology,53706,mushroom,No,No,night owl,Yes
LEC004,20,Statistics,Mathematics ,53726,pepperoni,Yes,Yes,early bird,Maybe
LEC004,20,Mathematics/AMEP,,53711,sausage,Yes,No,night owl,Yes
LEC003,18,Science: Physics,Data Science,53706,pepperoni,No,Yes,early bird,No
LEC003,19,Data Science,Economics,53715,pepperoni,No,Yes,no preference,Maybe
LEC003,19,Engineering: Mechanical,nuclear engineering,53706,sausage,Yes,No,night owl,Yes
LEC003,21,Science: Chemistry,,,green pepper,Yes,No,early bird,Maybe
LEC003,18,Engineering: Other,,53706,pepperoni,Yes,Yes,no preference,Yes
LEC003,,Engineering: Other,,,pineapple,Yes,No,early bird,Maybe
LEC002,20,Computer Science,Data Science,53706,basil/spinach,Yes,No,night owl,Maybe
LEC002,21,Science: Other,,53703,sausage,Yes,No,early bird,Maybe
LEC001,21,Computer Science,Data Science,53715,pepperoni,Yes,No,night owl,Maybe
LEC004,18,Engineering: Mechanical,,53706,pepperoni,Yes,No,early bird,Maybe
LEC002,18,Languages,Linguistics,53706,macaroni/pasta,Yes,Yes,night owl,Yes
LEC002,18,Engineering: Mechanical,,53706,Other,No,Yes,night owl,Maybe
LEC002,18,Other,,53706,none (just cheese),Yes,Yes,night owl,Yes
LEC001,19,Science: Other,,53706,mushroom,Yes,No,night owl,Yes
LEC001,18,Engineering: Biomedical,,,pepperoni,Yes,No,no preference,Maybe
LEC003,19,Engineering: Biomedical,,53706,none (just cheese),Yes,No,night owl,Maybe
LEC001,20,Science: Physics,Mathematics,53703,pineapple,Yes,No,early bird,No
LEC002,28,Science: Other,,53703,pineapple,Yes,Yes,night owl,Maybe
LEC001,18,Other,,53706,pepperoni,Yes,No,night owl,Yes
LEC001,20,Engineering: Other,,53715,pepperoni,Yes,No,night owl,Yes
LEC001,19,Science: Physics,Life Science Communication,53706,pineapple,Yes,No,night owl,Yes
LEC003,18,Engineering: Biomedical,pre-medicine,53706,sausage,Yes,Yes,early bird,No
LEC003,,Engineering: Biomedical,,53706,none (just cheese),No,Yes,early bird,Yes
LEC001,21,Science: Other,,53711,pepperoni,Yes,No,night owl,No
LEC002,18,Engineering: Biomedical,,53706,sausage,Yes,No,no preference,No
LEC001,18,Engineering: Biomedical,,53706,macaroni/pasta,Yes,No,early bird,Yes
LEC004,21,Engineering: Biomedical,,53703,pepperoni,Yes,No,no preference,Yes
LEC004,18,Business: Information Systems,,53706,pepperoni,Yes,Yes,night owl,No
LEC001,19,Business: Actuarial,Data Science and Analytics,53706,pepperoni,Yes,Yes,night owl,No
LEC001,22,Engineering: Industrial,,,sausage,Yes,No,night owl,Yes
LEC003,20,Other,"data science, business",53703,mushroom,Yes,Yes,no preference,Maybe
LEC004,18,Engineering: Mechanical,,53706,pepperoni,Yes,No,night owl,Yes
LEC001,18,Engineering: Other,,53706,mushroom,No,No,early bird,No
LEC001,19,Data Science,Sports Journalism certificate,53703,pepperoni,Yes,Yes,no preference,No
LEC004,18,Data Science,,53706,none (just cheese),Yes,No,night owl,Yes
LEC002,20,Statistics,"Data Science, Math",53715,mushroom,No,No,night owl,No
LEC001,19,Engineering: Biomedical,,53706,mushroom,Yes,Yes,early bird,No
LEC003,20,Other,Data science certificate,,sausage,Yes,Yes,no preference,Yes
LEC003,20,Engineering: Industrial,Computer science,53719,sausage,No,No,early bird,Maybe
LEC003,,Computer Science,Minors in Data Science and Chicano and Latino Studies,53715,macaroni/pasta,No,Yes,night owl,Yes
LEC002,19,Computer Science,,,mushroom,Yes,No,no preference,No
LEC002,18,Engineering: Biomedical,,,pepperoni,Yes,No,night owl,Yes
LEC002,20,Business: Finance,Economics,53715,pepperoni,Yes,No,night owl,Yes
LEC002,19,Engineering: Biomedical,,53706,sausage,Yes,Yes,no preference,Maybe
LEC002,19,Engineering: Biomedical,,52706,pepperoni,Yes,Yes,early bird,No
LEC001,19,Science: Biology/Life,,53703,basil/spinach,Yes,No,night owl,Maybe
LEC002,19,Engineering: Mechanical,History,53706,none (just cheese),No,Yes,no preference,Yes
LEC002,21,Computer Science,Math,53715,sausage,Yes,No,night owl,Yes
LEC004,19,Data Science,Economics,53706,pepperoni,No,No,night owl,Yes
LEC001,18,Engineering: Mechanical,,53715,none (just cheese),Yes,Yes,no preference,Maybe
LEC004,18,Engineering: Biomedical,,53706,pineapple,Yes,No,night owl,Yes
LEC003,18,Other,Sociology,53706,pineapple,Yes,No,night owl,Yes
LEC004,18,Engineering: Biomedical,,53706,pepperoni,Yes,Yes,early bird,No
LEC001,23,Business: Other,,53705,pineapple,No,No,no preference,No
LEC004,18,Engineering: Biomedical,,53706,mushroom,Yes,Yes,no preference,Maybe
LEC001,18,Data Science,,53703,pepperoni,Yes,No,night owl,No
LEC001,19,Business: Finance,,53706,pineapple,No,No,night owl,Maybe
LEC004,19,Science: Biology/Life,"Environmental Sciences, Conservation Biology",53715,basil/spinach,Yes,No,no preference,No
LEC001,20,Computer Science,,53715,pepperoni,Yes,Yes,night owl,Yes
LEC004,18,Computer Science,Data Science,53706,none (just cheese),Yes,No,early bird,Yes
LEC003,18,Science: Other,,53706,pepperoni,Yes,No,night owl,Yes
LEC002,19,Engineering: Biomedical,,53706,sausage,Yes,Yes,no preference,Yes
LEC001,19,Computer Science,Economics,53715,sausage,Yes,No,no preference,Yes
LEC001,21,Other,,,mushroom,No,No,night owl,Maybe
LEC004,21,Data Science,,53703,none (just cheese),Yes,No,night owl,Yes
LEC002,20,Data Science,,53703,pineapple,Yes,Yes,early bird,Maybe
LEC002,18,Data Science,,53715,Other,Yes,No,early bird,No
LEC003,19,Mathematics/AMEP,Double major math and economics,,pepperoni,Yes,Yes,night owl,No
LEC003,18,Science: Biology/Life,,53706,none (just cheese),No,Yes,night owl,Yes
LEC003,20,Computer Science,Computer Engineering,,pepperoni,Yes,No,night owl,Maybe
LEC002,20,Engineering: Industrial,Maybe Data Science,53703,none (just cheese),Yes,No,night owl,Yes
LEC003,18,Data Science,Biochemistry,53706,basil/spinach,No,Yes,no preference,Yes
LEC003,19,Science: Other,,53706,Other,No,Yes,early bird,No
LEC003,20,Engineering: Mechanical,,53706,pepperoni,No,No,night owl,Maybe
LEC001,36,Other,,53705,sausage,No,No,no preference,Maybe
LEC003,18,Data Science,,53706,pineapple,Yes,No,early bird,No
LEC003,19,Engineering: Mechanical,,,pepperoni,Yes,No,no preference,No
LEC004,20,Science: Biology/Life,,53703,pepperoni,Yes,No,night owl,Yes
LEC001,22,Engineering: Biomedical,,53703,sausage,Yes,No,night owl,Yes
LEC002,18,Business: Information Systems,,53706,macaroni/pasta,Yes,Yes,no preference,Maybe
LEC001,18,Engineering: Other,,53703,basil/spinach,Yes,Yes,no preference,Yes
LEC002,19,Statistics,mathematics,53703,Other,No,Yes,night owl,Yes
LEC001,20,Engineering: Biomedical,,53715,pepperoni,Yes,No,early bird,Yes
LEC002,24,Science: Other,,53703,mushroom,Yes,No,night owl,Yes
LEC001,20,Computer Science,Data science,53715,pepperoni,Yes,Yes,night owl,No
LEC001,19,Mathematics/AMEP,Spanish,53715,pepperoni,Yes,Yes,night owl,Yes
LEC003,19,Engineering: Mechanical,,53706,pepperoni,Yes,Yes,night owl,Yes
LEC003,20,Data Science,,53726,sausage,Yes,No,night owl,Maybe
LEC004,20,Other,,53713,pineapple,Yes,No,early bird,Maybe
LEC002,23,Engineering: Other,,53705,pineapple,Yes,No,night owl,Maybe
LEC001,21,Engineering: Mechanical,,53706,pepperoni,No,Yes,night owl,Yes
LEC003,21,Science: Biology/Life,,53726,basil/spinach,Yes,No,night owl,Yes
LEC003,19,Engineering: Mechanical,,53706,pepperoni,Yes,No,night owl,No
LEC004,19,Engineering: Other,,53706,sausage,Yes,No,night owl,Yes
LEC001,19,Science: Physics,,53706,Other,Yes,No,night owl,Maybe
LEC002,20,Engineering: Industrial,,53715,basil/spinach,Yes,No,night owl,Yes
LEC003,19,Science: Biology/Life,Data sciences ,53706,pineapple,Yes,Yes,early bird,No
LEC003,19,Other,undecided/exploring majors in science/math/tech,53706,macaroni/pasta,Yes,Yes,night owl,Maybe
LEC001,19,Engineering: Industrial,,53703,sausage,Yes,No,night owl,Yes
LEC003,20,Engineering: Industrial,,53703,sausage,Yes,Yes,night owl,Yes
LEC002,18,Other,,53706,pepperoni,Yes,No,no preference,Yes
LEC003,19,Business: Information Systems,Management and Human Resources ,53706,none (just cheese),No,No,night owl,No
LEC001,19,Computer Science,Computer engineering,53726,pepperoni,Yes,Yes,night owl,Yes
LEC001,18,Business: Finance,Minor: Data Science,53703,pepperoni,Yes,No,night owl,Maybe
LEC002,18,Engineering: Mechanical,,53706,Other,Yes,No,night owl,Yes
LEC004,18,Engineering: Mechanical,,53715,sausage,Yes,No,no preference,Maybe
LEC002,19,Engineering: Biomedical,,53715,pepperoni,Yes,No,night owl,Maybe
LEC002,22,Science: Other,,53715,sausage,Yes,Yes,night owl,Yes
LEC001,19,Other,Education Studies,53715,mushroom,No,No,night owl,Yes
LEC001,24,Business: Actuarial,,53713,sausage,Yes,No,night owl,Maybe
LEC001,18,Engineering: Mechanical,,53706,pepperoni,Yes,No,night owl,Yes
LEC001,25,Engineering: Industrial,,53705,pineapple,No,No,night owl,Maybe
LEC003,20,Engineering: Biomedical,,53703,pepperoni,Yes,Yes,night owl,Yes
LEC003,18,Engineering: Mechanical,business,53706,pepperoni,Yes,Yes,night owl,Yes
LEC002,21,Engineering: Biomedical,,53703,basil/spinach,Yes,No,night owl,Maybe
LEC003,19,Computer Science,,53703,pepperoni,Yes,No,no preference,No
LEC003,18,Data Science,,53703,pepperoni,Yes,Yes,early bird,No
LEC001,19,Engineering: Mechanical,,53706,pepperoni,Yes,Yes,night owl,Yes
LEC003,18,Mathematics/AMEP,,52706,mushroom,Yes,Yes,night owl,No
LEC001,19,Data Science,,53706,macaroni/pasta,Yes,No,night owl,Maybe
LEC003,18,Business: Other,I wasn't sure what to answer in the question above because I'm a Freshman and I'm Pre-Business.,53703,none (just cheese),Yes,No,night owl,Yes
LEC001,21,Data Science,,53715,pepperoni,Yes,Yes,early bird,No
LEC003,18,Computer Science,,53706-1203,Other,Yes,No,night owl,Yes
LEC001,20,Computer Science,,53706,pepperoni,No,No,night owl,Yes
LEC003,19,Business: Information Systems,,53706,sausage,Yes,Yes,no preference,No
LEC001,21,Business: Actuarial,Risk Management and Insurance,53715,pineapple,Yes,No,night owl,Maybe
LEC003,19,Science: Biology/Life,Data Science,53706,pepperoni,Yes,No,night owl,Yes
LEC003,19,Engineering: Mechanical,,53706,pepperoni,Yes,Yes,night owl,Yes
LEC004,20,Engineering: Biomedical,,53703,pepperoni,Yes,Yes,early bird,No
LEC002,21,Other,Economics with Math Emphasis,53703,pepperoni,Yes,No,no preference,Yes
LEC001,20,Business: Other,Certificates in Data Science and Digital Studies,53715,sausage,Yes,Yes,early bird,Maybe
LEC001,18,Engineering: Mechanical,,,pineapple,No,No,no preference,Yes
LEC003,19,Computer Science,,53706,pepperoni,No,Yes,no preference,Maybe
LEC003,18,Statistics,Data Science ,53706,pepperoni,Yes,No,night owl,No
LEC004,18,Engineering: Mechanical,,53706,pepperoni,Yes,Yes,night owl,Maybe
LEC002,26,Engineering: Other,,53705,Other,Yes,Yes,early bird,Yes
LEC001,19,Engineering: Mechanical,,53706,pepperoni,Yes,No,night owl,Yes
LEC003,18,Engineering: Mechanical,,53706,basil/spinach,Yes,No,night owl,Yes
LEC001,27,Computer Science,,53703,sausage,No,No,early bird,Maybe
LEC003,20,Engineering: Biomedical,,,mushroom,Yes,No,early bird,Yes
LEC001,18,Statistics,,,sausage,Yes,No,night owl,Maybe
LEC004,19,Statistics,Considering data science as my secondary field of study.,53726,pepperoni,Yes,No,night owl,Yes
LEC001,19,Engineering: Industrial,,,basil/spinach,Yes,Yes,night owl,Yes
LEC001,20,Other,,53706,macaroni/pasta,Yes,Yes,night owl,Maybe
LEC004,20,Other,,53703,sausage,Yes,Yes,night owl,Yes
LEC001,21,Engineering: Other,,53715,pepperoni,No,No,night owl,Yes
LEC004,20,Engineering: Mechanical,,53711,mushroom,Yes,No,night owl,Yes
LEC003,20,Business: Information Systems,,53715,pepperoni,Yes,No,night owl,Yes
LEC003,21,Engineering: Other,,,mushroom,Yes,No,night owl,Yes
LEC001,24,Statistics,data science,53703,basil/spinach,Yes,No,early bird,No
LEC003,19,Computer Science,math,53706,basil/spinach,Yes,No,early bird,Maybe
LEC004,21,Computer Science,,53715,pepperoni,Yes,Yes,early bird,No
LEC002,21,Mathematics/AMEP,,53715,pepperoni,Yes,No,early bird,Maybe
LEC001,,Science: Biology/Life,,,Other,Yes,Yes,early bird,No
LEC003,18,Engineering: Mechanical,Computer Science Certificate,53706,basil/spinach,No,Yes,early bird,No
LEC002,18,Other,Data Science,53706,basil/spinach,Yes,No,early bird,No
LEC003,18,Business: Information Systems,Data Science Certificate,53706,basil/spinach,Yes,Yes,early bird,No
LEC002,19,Engineering: Industrial,,53706,sausage,Yes,No,early bird,Maybe
LEC004,18,Engineering: Mechanical,,53706,sausage,Yes,No,night owl,Maybe
LEC001,22,Science: Other,Mathematics,53726,pepperoni,Yes,Yes,no preference,Yes
LEC001,18,Engineering: Industrial,,53706,mushroom,No,Yes,early bird,Yes
LEC002,19,Engineering: Mechanical,,53706,green pepper,No,Yes,night owl,No
LEC003,18,Statistics,mathematics,53706,mushroom,Yes,No,night owl,No
LEC003,19,Other,,53706,pepperoni,Yes,Yes,no preference,Yes
LEC003,20,Other,"Education, Psychology, Data Science",53715,pineapple,Yes,Yes,no preference,Yes
LEC003,19,Statistics,,53703,pepperoni,Yes,No,early bird,Maybe
LEC003,20,Data Science,,53703,macaroni/pasta,Yes,Yes,night owl,Yes
LEC004,20,Business: Actuarial,,53706,pepperoni,Yes,No,early bird,No
LEC003,20,Data Science,,53703,mushroom,Yes,No,night owl,Yes
LEC003,19,Mathematics/AMEP,finance,53706,sausage,No,Yes,early bird,Maybe
LEC003,21,Other,Political Science,53703,pepperoni,Yes,No,night owl,Maybe
LEC002,19,Engineering: Mechanical,,53706,basil/spinach,Yes,Yes,night owl,Maybe
LEC001,19,Mathematics/AMEP,Data Science,53706,pepperoni,Yes,Yes,night owl,Maybe
LEC001,18,Computer Science,Information Systems (Maybe),53706,sausage,Yes,No,early bird,Yes
LEC001,20,Business: Actuarial,Business: Risk Management,53703,pepperoni,Yes,No,early bird,Yes
LEC002,26,Engineering: Other,,53705,mushroom,No,No,night owl,Maybe
LEC001,18,Business: Information Systems,,53706,pepperoni,Yes,No,night owl,Yes
LEC003,23,Engineering: Other,Environmental Science,53703,mushroom,Yes,Yes,early bird,Maybe
LEC003,18,Science: Biology/Life,,53706,pineapple,No,No,early bird,Yes
LEC002,18,Engineering: Biomedical,,53706,pepperoni,Yes,No,no preference,No
LEC001,18,Other,,53706,pepperoni,Yes,No,night owl,Yes
LEC003,19,Engineering: Mechanical,Data Science,53726,sausage,Yes,No,no preference,Yes
LEC003,20,Data Science,,53715,pepperoni,Yes,No,night owl,Yes
LEC003,19,Engineering: Biomedical,,53706,pepperoni,No,Yes,early bird,No
LEC004,19,Business: Information Systems,,53715,none (just cheese),Yes,No,night owl,Yes
LEC001,20,Computer Science,,53703,mushroom,Yes,Yes,early bird,Maybe
LEC002,18,Data Science,,53703,none (just cheese),Yes,No,night owl,Yes
LEC004,19,Engineering: Mechanical,,53575,sausage,Yes,No,night owl,Maybe
LEC004,20,Business: Other,Information Systems,53703,sausage,Yes,Yes,no preference,Maybe
LEC003,18,Engineering: Biomedical,,53715,pineapple,Yes,No,no preference,Yes
LEC004,19,Engineering: Mechanical,,53706,mushroom,Yes,No,early bird,Maybe
LEC003,,Engineering: Biomedical,Certificate in French,,macaroni/pasta,Yes,Yes,night owl,No
LEC003,21,Business: Information Systems,,53703,pepperoni,Yes,Yes,night owl,Maybe
LEC001,,Data Science,,5 3706,mushroom,Yes,No,night owl,No
LEC004,19,Engineering: Biomedical,,53715,none (just cheese),Yes,Yes,no preference,Yes
LEC002,19,Engineering: Biomedical,,53703,pepperoni,Yes,Yes,night owl,No
LEC003,20,Computer Science,,53711,sausage,No,No,night owl,Maybe
LEC004,21,Science: Biology/Life,,53711,sausage,Yes,Yes,night owl,No
LEC003,21,Other,"Psychology, Chinese",53703,Other,Yes,Yes,night owl,Maybe
LEC003,20,Data Science,Minor - Comp Sci,53703,basil/spinach,Yes,Yes,no preference,Yes
LEC004,21,Science: Other,"Global Health is main major, possibly on the premed track, Data Science Certificate",53715,pineapple,Yes,Yes,early bird,No
LEC003,20,Engineering: Mechanical,,53726,pepperoni,Yes,Yes,night owl,Yes
LEC001,22,Science: Biology/Life,,53703,green pepper,Yes,No,night owl,Yes
LEC002,19,Science: Biology/Life,,53703,pepperoni,Yes,No,night owl,Maybe
LEC004,21,Engineering: Biomedical,,53715,green pepper,Yes,Yes,night owl,Maybe
LEC002,20,Business: Finance,Real Estate,53703,pepperoni,Yes,Yes,night owl,No
LEC004,21,Engineering: Biomedical,,53703,pepperoni,Yes,Yes,night owl,Yes
LEC002,19,Engineering: Industrial,"not positive on IE, maybe ME",53703,pepperoni,Yes,No,night owl,Maybe
LEC004,18,Engineering: Biomedical,,53706,mushroom,Yes,No,early bird,No
LEC003,19,Business: Actuarial,Data Science,53706,pepperoni,Yes,No,night owl,Yes
LEC001,24,Other,Life Science Communications,53703,pineapple,Yes,No,night owl,No
LEC004,22,Engineering: Other,,53715,pepperoni,No,Yes,early bird,No
LEC002,18,Engineering: Mechanical,,53715,pepperoni,Yes,Yes,night owl,Maybe
LEC004,19,Data Science,business: finance,53703,pepperoni,Yes,Yes,night owl,Yes
LEC003,19,Business: Other,"Economics, Data Science",53703,pepperoni,Yes,Yes,early bird,No
LEC004,18,Engineering: Other,,53706,pineapple,Yes,Yes,night owl,Maybe
LEC003,19,Engineering: Mechanical,,53706,none (just cheese),Yes,No,early bird,No
LEC002,18,Engineering: Mechanical,,53706,Other,Yes,Yes,early bird,No
LEC001,19,Other,,53706,green pepper,Yes,Yes,night owl,Yes
LEC004,18,Engineering: Biomedical,,53706,basil/spinach,Yes,Yes,no preference,No
LEC001,19,Business: Information Systems,,53726,green pepper,No,Yes,night owl,Maybe
LEC001,18,Engineering: Biomedical,,53706,sausage,Yes,No,night owl,Yes
LEC003,19,Engineering: Industrial,,53715,pepperoni,No,Yes,early bird,Yes
LEC002,27,Business: Information Systems,,53703,mushroom,No,Yes,night owl,No
LEC001,30,Business: Other,,57305,pineapple,Yes,No,night owl,Yes
LEC004,18,Engineering: Biomedical,Neuroscience/pre-med,53706,none (just cheese),Yes,No,night owl,Yes
LEC002,20,Data Science,,53703,mushroom,No,No,early bird,Yes
LEC001,19,Data Science,,53706,Other,Yes,Yes,no preference,Maybe
LEC001,22,Engineering: Biomedical,,53706,sausage,Yes,No,night owl,Yes
LEC003,20,Data Science,,,mushroom,Yes,No,no preference,Maybe
LEC003,20,Other,Economics with Math emphasis,53703,pineapple,No,No,early bird,Maybe
LEC002,20,Computer Science,Data Science,53706,basil/spinach,Yes,No,no preference,Yes
LEC001,24,Science: Biology/Life,,53706,mushroom,Yes,Yes,early bird,No
LEC004,20,Business: Information Systems,Real Estate,53703,pepperoni,Yes,No,night owl,Maybe
LEC001,20,Data Science,Economics,53703,sausage,Yes,No,no preference,Maybe
LEC002,20,Engineering: Mechanical,,53703,pepperoni,Yes,Yes,night owl,Maybe
LEC004,20,Engineering: Mechanical,,53715,pineapple,Yes,Yes,night owl,No
LEC004,20,Science: Biology/Life,Data Science Certificate (maybe) ,53703,sausage,Yes,Yes,night owl,Maybe
LEC004,18,Engineering: Mechanical,,19002,pepperoni,Yes,No,no preference,Yes
LEC001,19,Engineering: Other,,53706,pepperoni,Yes,No,no preference,Maybe
LEC002,18,Engineering: Mechanical,,53706,pepperoni,Yes,Yes,early bird,Maybe
LEC004,19,Computer Science,Mathematics,53706,pineapple,Yes,No,no preference,Maybe
LEC003,18,Business: Information Systems,,53706,pepperoni,Yes,No,night owl,Yes
LEC003,19,Science: Physics,,53706,pineapple,Yes,Yes,night owl,Maybe
LEC004,18,Other,,53706,pepperoni,Yes,Yes,night owl,Maybe
LEC001,25,Engineering: Other,"Architect, Landscape Planner",,mushroom,Yes,Yes,early bird,No
LEC001,21,Engineering: Mechanical,Physics,53706,mushroom,No,Yes,no preference,Maybe
LEC004,20,Other,"I major in economics, hoping to obtain a data science certificate.",53703,pepperoni,Yes,No,night owl,Yes
LEC001,20,Data Science,Economics,53703,none (just cheese),No,Yes,night owl,Maybe
LEC001,21,Science: Other,,53703,mushroom,Yes,No,night owl,Yes
LEC002,18,Data Science,,53706,pepperoni,Yes,No,night owl,No
LEC002,24,Business: Other,,53711,sausage,Yes,No,night owl,Yes
LEC001,19,Engineering: Mechanical,,53706,pepperoni,Yes,No,night owl,Maybe
LEC003,20,Business: Actuarial,,53703,pepperoni,No,Yes,night owl,No
LEC001,21,Data Science,Economics,53715,pineapple,Yes,No,night owl,Maybe
LEC001,23,Other,"Marketing, Data science ",,none (just cheese),No,No,early bird,Maybe
LEC002,22,Engineering: Biomedical,,53703,pepperoni,Yes,Yes,night owl,No
LEC003,18,Computer Science,,53703,sausage,Yes,No,night owl,Yes
LEC003,19,Science: Physics,Astronomy-Physics ,53706,pepperoni,Yes,No,night owl,Yes
LEC003,19,Engineering: Mechanical,,53715,pepperoni,Yes,No,early bird,No
LEC001,18,Data Science,,53706,pepperoni,Yes,Yes,early bird,Yes
LEC001,18,Business: Information Systems,,53706,pepperoni,No,No,night owl,Yes
LEC002,20,Mathematics/AMEP,data and risk analysis (data science),53726,pineapple,Yes,No,night owl,Yes
LEC001,18,Other,,53706,mushroom,Yes,No,no preference,Yes
LEC002,20,Science: Biology/Life,Economics with Math Emphasis,53703,pepperoni,Yes,No,early bird,Yes
LEC001,18,Data Science,,53706,none (just cheese),Yes,No,night owl,Yes
LEC001,,Statistics,Econ,,pineapple,No,No,night owl,Maybe
LEC003,19,Engineering: Biomedical,,53706,pineapple,Yes,No,night owl,Yes
LEC003,18,Engineering: Mechanical,,53706,Other,Yes,Yes,night owl,Yes
LEC003,18,Engineering: Biomedical,,53089,pepperoni,Yes,No,night owl,Yes
LEC003,18,Mathematics/AMEP,,53703,sausage,No,No,no preference,Maybe
LEC001,18,Data Science,,53706,pepperoni,Yes,Yes,night owl,Yes
LEC003,19,Data Science,,53706,pepperoni,Yes,No,early bird,Yes
LEC003,21,Engineering: Biomedical,,53726,sausage,Yes,No,early bird,Maybe
LEC004,22,Business: Other,,53703,green pepper,Yes,Yes,night owl,Yes
LEC002,19,Engineering: Mechanical,computer science,53706,pineapple,Yes,Yes,night owl,Maybe
LEC004,21,Science: Biology/Life,,53703,sausage,Yes,No,early bird,No
LEC002,18,Engineering: Other,,53706,sausage,Yes,Yes,night owl,Maybe
LEC001,20,Data Science,Economics,53703,pepperoni,Yes,Yes,night owl,Yes
LEC003,19,Engineering: Industrial,,53703,pepperoni,Yes,Yes,early bird,Maybe
LEC003,21,Computer Science,no,53703,pineapple,Yes,No,night owl,No
LEC002,20,Engineering: Mechanical,,53706,mushroom,Yes,No,night owl,Yes
LEC003,21,Business: Finance,,53715,pepperoni,Yes,No,night owl,Yes
LEC001,20,Science: Other,,53703,Other,Yes,Yes,night owl,Maybe
LEC001,20,Engineering: Other,,53715,pepperoni,Yes,Yes,night owl,Yes
LEC003,19,Engineering: Biomedical,,53706,green pepper,Yes,Yes,early bird,No
LEC002,19,Engineering: Mechanical,"German Certificate, Theatre Certificate",53706,pepperoni,Yes,No,night owl,Yes
LEC001,20,Engineering: Biomedical,,53703,pepperoni,Yes,No,night owl,Yes
LEC001,19,Statistics,,53715,sausage,Yes,No,night owl,Yes
LEC001,18,Engineering: Industrial,,53706,none (just cheese),Yes,No,night owl,Maybe
LEC004,22,Data Science,Economics,53703,pepperoni,Yes,No,night owl,Maybe
LEC001,18,Other,,53703,pepperoni,Yes,No,night owl,Yes
LEC002,19,Engineering: Mechanical,,53706,pepperoni,Yes,Yes,night owl,Yes
LEC001,23,Other,Biological Anthropology,53705,none (just cheese),Yes,No,early bird,Yes
LEC001,19,Engineering: Biomedical,,53706,pineapple,Yes,Yes,no preference,Maybe
LEC004,19,Business: Actuarial,econ,53715,sausage,Yes,No,night owl,Yes
LEC001,18,Engineering: Mechanical,,53703,macaroni/pasta,Yes,No,night owl,Yes
LEC002,18,Business: Other,,53706,mushroom,No,No,night owl,Maybe
LEC002,20,Other,,53703,mushroom,Yes,Yes,no preference,Yes
LEC002,19,Business: Actuarial,,53703,Other,Yes,No,no preference,Maybe
LEC001,21,Business: Other,,53715,pepperoni,Yes,No,night owl,Yes
LEC001,21,Business: Other,econ with math emphasis,53715,mushroom,Yes,Yes,night owl,Maybe
LEC004,21,Science: Biology/Life,,53703,none (just cheese),Yes,No,night owl,Maybe
LEC004,22,Other,"Psychology, communications",53715,basil/spinach,Yes,No,night owl,Yes
LEC003,18,Statistics,,53706,pepperoni,Yes,Yes,night owl,Maybe
LEC001,20,Statistics,,53703,pepperoni,Yes,Yes,night owl,Maybe
LEC002,21,Data Science,,,pepperoni,Yes,Yes,no preference,Maybe
LEC001,18,Engineering: Biomedical,,,sausage,Yes,Yes,early bird,No
LEC003,20,Statistics,,53706,sausage,Yes,No,night owl,No
LEC002,21,Business: Other,,53703,pineapple,Yes,Yes,night owl,Maybe
LEC001,22,Data Science,,53715,pineapple,Yes,Yes,night owl,Maybe
LEC003,25,Computer Science,,53705,mushroom,Yes,No,night owl,Yes
LEC004,20,Other,,53715,pepperoni,Yes,Yes,early bird,Yes
LEC002,19,Computer Science,"ds,econ",53711,Other,Yes,No,night owl,No
LEC002,18,Other,,53706,pepperoni,No,No,night owl,Yes
LEC002,21,Business: Actuarial,Management,53706,pepperoni,Yes,No,night owl,Yes
LEC001,19,Business: Finance,Data science,53703,pepperoni,No,No,no preference,Maybe
LEC003,18,Engineering: Mechanical,,53703,pineapple,Yes,Yes,no preference,No
LEC001,21,Business: Other,"Consumer Behavior & Marketplace Studies, Data Science",53703,pepperoni,Yes,No,night owl,No
LEC002,20,Business: Finance,,53715,sausage,Yes,No,night owl,Yes
LEC001,19,Other,Psychology,53703,pepperoni,No,Yes,night owl,Yes
LEC003,18,Engineering: Biomedical,,53706,pepperoni,Yes,No,night owl,Yes
LEC001,19,Business: Information Systems,,53711,sausage,Yes,No,night owl,No
LEC003,21,Computer Science,,53715,sausage,No,Yes,early bird,Yes
LEC004,20,Business: Other,,53703,pineapple,Yes,Yes,early bird,Yes
LEC001,,Other,,53706,pineapple,Yes,No,no preference,Maybe
LEC001,18,Statistics,economics,53703,pineapple,Yes,No,no preference,Yes
LEC003,19,Business: Finance,,53706,mushroom,Yes,No,night owl,Maybe
LEC001,18,Computer Science,Data Science,53706,mushroom,No,No,night owl,Maybe
LEC003,20,Statistics,,53703,pepperoni,Yes,No,night owl,Yes
LEC002,19,Engineering: Biomedical,,,macaroni/pasta,Yes,No,night owl,Yes
LEC003,19,Data Science,,53715,green pepper,Yes,No,early bird,Maybe
LEC001,19,Other,Psychology,53703,pepperoni,Yes,Yes,night owl,Maybe
LEC003,21,Business: Finance,Economics,53703,pepperoni,Yes,No,night owl,Maybe
LEC002,24,Engineering: Other,,53703,sausage,Yes,No,night owl,Yes
LEC003,19,Engineering: Industrial,,53703,pepperoni,Yes,Yes,no preference,Maybe
LEC002,20,Engineering: Other,"urban & regional planning, environmental engineering, data science",53706-1406,macaroni/pasta,Yes,Yes,night owl,Yes
LEC003,23,Engineering: Other,,53705,pepperoni,No,Yes,night owl,Yes
LEC001,19,Science: Biology/Life,,53703,pepperoni,Yes,No,early bird,No
LEC001,18,Data Science,,53706,basil/spinach,Yes,No,night owl,Maybe
LEC003,19,Business: Information Systems,,53703,macaroni/pasta,Yes,No,night owl,Yes
LEC003,19,Engineering: Mechanical,,53706,pepperoni,Yes,No,night owl,Maybe
LEC004,18,Science: Biology/Life,,53706,pepperoni,Yes,Yes,early bird,No
LEC003,27,Science: Biology/Life,,53705,mushroom,Yes,No,early bird,Maybe
LEC004,,Computer Science,,53715,pepperoni,Yes,No,night owl,Yes
LEC004,20,Engineering: Biomedical,,53715,pepperoni,Yes,Yes,early bird,No
LEC001,18,Computer Science,,53706,none (just cheese),No,Yes,night owl,Yes
LEC004,17,Science: Biology/Life,Data science certificate,53706,pepperoni,Yes,No,no preference,Maybe
LEC002,19,Data Science,"Econ, data science",53715,Other,Yes,No,night owl,Maybe
LEC001,18,Computer Science,Data Science,53706,mushroom,No,No,night owl,Yes
LEC002,18,Data Science,Economics,,pineapple,No,Yes,no preference,Yes
LEC002,18,Engineering: Industrial,,53703-1104,sausage,Yes,No,night owl,Maybe
LEC001,20,Business: Actuarial,Risk Management & Insurance,53703,pepperoni,Yes,No,early bird,No
LEC001,19,Data Science,,53715,mushroom,Yes,Yes,no preference,Maybe
LEC001,18,Engineering: Mechanical,,53706-1127,pepperoni,Yes,Yes,night owl,Yes
LEC003,18,Engineering: Other,,53703,Other,No,Yes,early bird,No
LEC001,24,Science: Other,data science,53715,pepperoni,Yes,Yes,early bird,Yes
LEC004,19,Engineering: Biomedical,,53715,green pepper,Yes,No,early bird,Yes
LEC003,20,Engineering: Biomedical,,53703,pepperoni,Yes,Yes,early bird,Maybe
LEC003,21,Mathematics/AMEP,Biochemistry,53715,none (just cheese),Yes,Yes,early bird,No
LEC003,20,Business: Other,,53706,sausage,Yes,No,night owl,Maybe
LEC003,19,Engineering: Mechanical,,53706,pepperoni,Yes,Yes,no preference,Yes
LEC003,21,Engineering: Industrial,,53711,basil/spinach,No,Yes,night owl,Yes
LEC001,20,Engineering: Industrial,,53703,pepperoni,Yes,Yes,no preference,No
LEC003,18,Engineering: Industrial,,53706,sausage,Yes,Yes,night owl,No
LEC003,20,Science: Biology/Life,Global Health,55416,pineapple,Yes,Yes,night owl,Yes
LEC003,18,Engineering: Biomedical,,53706,basil/spinach,No,No,no preference,Maybe
LEC003,19,Business: Other,,53706,sausage,Yes,No,night owl,Yes
LEC003,18,Engineering: Industrial,,53706,green pepper,Yes,Yes,night owl,Yes
LEC004,20,Data Science,Economics - math emphasis,53703,pepperoni,Yes,No,no preference,Yes
LEC003,19,Business: Information Systems," Operations, Technology, Management",53715,pepperoni,Yes,No,night owl,Maybe
LEC004,21,Engineering: Other,,53706,pineapple,No,Yes,early bird,No
LEC003,19,Engineering: Mechanical,,53715,Other,Yes,No,early bird,No
LEC003,20,Computer Science,Data Science,53703,none (just cheese),No,Yes,night owl,Maybe
LEC003,18,Science: Biology/Life,Data science,53706,sausage,Yes,No,night owl,No
LEC004,20,Engineering: Mechanical,,53715,macaroni/pasta,Yes,Yes,night owl,Yes
LEC002,,Business: Other,Double Business Major (Supply Chain and Business Management),53703,basil/spinach,Yes,No,night owl,Maybe
LEC003,18,Business: Finance,,53715,none (just cheese),No,Yes,night owl,Yes
LEC002,20,Engineering: Industrial,,53703,pepperoni,Yes,Yes,night owl,Yes
LEC001,22,Data Science,Stat or CS,53705,basil/spinach,Yes,Yes,early bird,No
LEC003,20,Business: Information Systems,"International Business, French",53703,basil/spinach,Yes,Yes,early bird,No
LEC004,19,Engineering: Other,,53706,none (just cheese),Yes,Yes,night owl,Maybe
LEC002,20,Other,ECONOMICS,53715,none (just cheese),Yes,Yes,night owl,Maybe
LEC004,19,Engineering: Mechanical, ,53715,pepperoni,Yes,No,night owl,Maybe
LEC004,19,Engineering: Mechanical,,53715,pepperoni,Yes,Yes,no preference,Yes
LEC004,20,Statistics,,53703,pepperoni,Yes,No,early bird,Yes
LEC001,19,Business: Actuarial,RMI,53706,basil/spinach,Yes,Yes,night owl,Yes
LEC001,20,Engineering: Biomedical,,53703,sausage,No,Yes,night owl,Yes
LEC004,19,Engineering: Biomedical,,53706,basil/spinach,Yes,No,early bird,Yes
LEC003,18,Data Science,,53706,none (just cheese),Yes,No,night owl,Maybe
LEC001,21,Computer Science,,53703,Other,Yes,Yes,night owl,Maybe
LEC001,19,Engineering: Industrial,,53706,pepperoni,Yes,No,night owl,No
LEC004,20,Science: Other,,53713,pineapple,Yes,Yes,night owl,Maybe
LEC004,18,Data Science,,53706,macaroni/pasta,Yes,No,night owl,Yes
LEC004,20,Engineering: Industrial,NA,54636,macaroni/pasta,Yes,Yes,early bird,Maybe
LEC001,19,Computer Science,,53711,mushroom,Yes,No,night owl,Yes
LEC004,19,Computer Science,,53711,sausage,No,No,night owl,Maybe
LEC004,19,Engineering: Biomedical,,53706,pepperoni,Yes,No,night owl,Maybe
LEC004,19,Engineering: Mechanical,,53711,macaroni/pasta,Yes,No,night owl,Yes
LEC004,19,Engineering: Mechanical,,53597,pepperoni,No,Yes,night owl,No
LEC004,18,Engineering: Biomedical,,53706,sausage,Yes,Yes,night owl,Maybe
LEC004,18,Computer Science,Data science,53706,basil/spinach,No,Yes,no preference,Maybe
LEC004,21,Engineering: Biomedical,,53703,sausage,Yes,Yes,night owl,Yes
LEC004,19,Business: Information Systems,Accounting,53706,mushroom,Yes,No,night owl,No
LEC004,18,Engineering: Other,,53706,sausage,Yes,Yes,night owl,Yes
LEC004,20,Data Science,,53715,Other,Yes,No,night owl,Yes
LEC004,18,Engineering: Mechanical,,53706,mushroom,Yes,Yes,night owl,Yes
LEC004,18,Engineering: Mechanical,,53706,macaroni/pasta,Yes,Yes,no preference,Maybe
LEC001,18,Engineering: Biomedical,,53706,Other,No,No,night owl,Maybe
LEC004,19,Business: Finance,Industrial Engineering,53706,sausage,Yes,No,night owl,Maybe
LEC001,18,Business: Other,Main one is economics and data science,53706,pepperoni,No,No,no preference,Maybe
LEC004,18,Engineering: Industrial,,83001,sausage,Yes,Yes,night owl,Yes
LEC004,20,Engineering: Biomedical,,53715,pepperoni,Yes,Yes,night owl,Maybe
LEC004,18,Engineering: Mechanical,,53706,none (just cheese),No,No,night owl,Yes
LEC004,20,Other,,53715,sausage,No,No,night owl,Maybe
LEC004,19,Business: Information Systems,Business: Supply Chain Management,53703,pepperoni,Yes,No,no preference,Maybe
LEC004,20,Other,,53703,basil/spinach,Yes,No,night owl,Yes
LEC004,18,Engineering: Mechanical,,53706,pepperoni,Yes,Yes,night owl,Yes
LEC004,19,Engineering: Mechanical,,53706,pepperoni,Yes,No,night owl,Yes
LEC003,27,Computer Science,,53711,mushroom,Yes,Yes,no preference,Yes
LEC004,19,Business: Actuarial,,53706-1188,sausage,Yes,No,no preference,Yes
LEC004,21,Other,,53703,pepperoni,Yes,No,night owl,Yes
LEC001,19,Business: Other,,53703,pepperoni,Yes,No,no preference,Maybe
LEC004,18,Business: Finance,Data Science,53706,basil/spinach,Yes,No,night owl,Yes
LEC004,18,Science: Physics,,53706,mushroom,Yes,No,night owl,Yes
LEC002,19,Mathematics/AMEP,Actuarial Science,53706,sausage,Yes,Yes,night owl,Yes
LEC004,19,Business: Finance,data science,53706,pepperoni,Yes,Yes,no preference,Maybe
LEC002,19,Data Science,"Electrical engineering, physics",53703,none (just cheese),Yes,No,night owl,Yes
LEC004,21,Engineering: Biomedical,History Certificate ,53715,green pepper,Yes,No,no preference,Maybe
LEC001,19,Business: Finance,,53703,sausage,Yes,Yes,night owl,Maybe
LEC001,18,Business: Finance,,53703,pepperoni,Yes,No,night owl,Yes
LEC004,21,Engineering: Mechanical,Mechanical Engineering ,53703,green pepper,No,No,no preference,No
LEC004,19,Business: Information Systems,,53706,pepperoni,Yes,Yes,no preference,Maybe
LEC002,18,Computer Science,,53706,pepperoni,Yes,Yes,night owl,Yes
LEC001,21,Computer Science,,43706,mushroom,Yes,Yes,no preference,Yes
LEC002,20,Business: Finance,Data Science,53703,pepperoni,No,Yes,no preference,No
LEC002,20,Engineering: Biomedical,,53703,pineapple,Yes,Yes,early bird,Maybe
LEC001,19,Business: Actuarial,risk management and insurance,53711,pepperoni,No,No,night owl,Yes
LEC002,21,Other,"Linguistics, Communication Sciences and Disorders",53715,green pepper,Yes,Yes,night owl,No
LEC001,19,Engineering: Mechanical,,53706,none (just cheese),Yes,Yes,night owl,Yes
LEC002,18,Engineering: Mechanical,,53706,macaroni/pasta,Yes,Yes,night owl,Yes
LEC001,19,Data Science,,53703,pineapple,Yes,No,night owl,Yes
LEC001,18,Science: Biology/Life,"Either stats, data science, or math (undecided)",53706,macaroni/pasta,Yes,Yes,night owl,Yes
LEC001,19,Data Science,Mathematics,53703,green pepper,Yes,Yes,night owl,Maybe
LEC001,23,Business: Other,,53711,pineapple,Yes,No,night owl,Maybe
LEC001,20,Data Science,economics,53703,none (just cheese),Yes,No,early bird,Yes
LEC001,18,Computer Science,Planning on Data Sci but unsure,53708,macaroni/pasta,Yes,No,night owl,Yes
LEC002,18,Science: Other,,53706,pepperoni,Yes,No,early bird,Maybe
LEC001,18,Computer Science,,53706,green pepper,Yes,Yes,night owl,Yes
LEC001,19,Statistics,,53703,pineapple,Yes,No,night owl,No
LEC001,20,Computer Science,Data Science,53703,pepperoni,Yes,Yes,no preference,Yes
LEC001,19,Business: Information Systems,,53706,basil/spinach,Yes,No,night owl,Yes
LEC001,19,Data Science,,53703,pineapple,No,Yes,night owl,Maybe
LEC001,18,Engineering: Mechanical,,53706,macaroni/pasta,Yes,Yes,night owl,No
LEC001,18,Data Science,,53706,pepperoni,Yes,No,night owl,Yes
LEC001,19,Engineering: Industrial,Data Science,53706,green pepper,Yes,No,night owl,Yes
LEC004,21,Other,,53726,sausage,Yes,No,night owl,Yes
LEC001,19,Engineering: Mechanical,,53704,sausage,Yes,No,no preference,Yes
LEC001,18,Computer Science,Data Science,53706,pepperoni,No,Yes,no preference,No
LEC001,19,Other,,53705,pepperoni,No,No,night owl,Yes
LEC001,21,Computer Science,data science,53706,pineapple,No,No,night owl,Yes
LEC001,19,Statistics,,53703,sausage,Yes,No,night owl,Maybe
LEC001,19,Science: Chemistry,,53706,pepperoni,Yes,No,night owl,Yes
LEC001,20,Other,legal study,53705,sausage,Yes,No,no preference,Maybe
LEC001,19,Statistics,biochemistry,53703,pineapple,Yes,No,no preference,Yes
LEC001,22,Engineering: Biomedical,,,basil/spinach,Yes,Yes,night owl,Maybe
LEC001,19,Engineering: Industrial,,53706,sausage,Yes,No,night owl,Yes
LEC003,19,Engineering: Mechanical,,53711,sausage,Yes,No,no preference,Yes
LEC001,19,Engineering: Mechanical,,53703,none (just cheese),Yes,Yes,night owl,Yes
LEC001,21,Computer Science,Computer Engineering,53703,sausage,No,No,night owl,Yes
LEC003,20,Engineering: Mechanical,,53703,sausage,No,No,night owl,No
LEC001,21,Computer Science,Electrical Engineering,53715,pepperoni,Yes,Yes,night owl,Maybe
LEC001,19,Engineering: Industrial,Business,53706,pepperoni,Yes,Yes,night owl,Maybe
LEC001,18,Other,,53706,none (just cheese),Yes,No,night owl,Yes
LEC001,18,Science: Biology/Life,"Data Science Minor, French",53706,pineapple,Yes,No,night owl,Yes
LEC001,21,Other,,53703,mushroom,Yes,Yes,early bird,Yes
LEC001,22,Computer Science,DS,53711,Other,Yes,No,no preference,Maybe
LEC003,19,Other,,53703,pepperoni,No,No,no preference,Yes
LEC001,19,Data Science,,53706,Other,No,Yes,early bird,Yes
LEC002,18,Engineering: Mechanical,Minor in Business ,53706,sausage,Yes,No,no preference,Yes
LEC001,21,Engineering: Other,Civil Engineering,53715,Other,No,Yes,no preference,Yes
LEC002,19,Statistics,Economics,53703,pepperoni,Yes,No,night owl,Yes
LEC002,20,Business: Actuarial,,53703,sausage,Yes,No,night owl,No
LEC001,24,Business: Other,,53703,green pepper,No,No,early bird,Maybe
LEC004,18,Engineering: Biomedical,,53706,sausage,Yes,No,no preference,No
LEC001,23,Other,,53703,pineapple,Yes,No,night owl,Yes
LEC003,19,Statistics,,53706,none (just cheese),Yes,Yes,early bird,Yes
LEC002,18,Other,,53706,basil/spinach,Yes,No,night owl,Yes
LEC001,20,Statistics,,53703,mushroom,Yes,Yes,night owl,Yes
LEC004,18,Computer Science,Data Science,,none (just cheese),Yes,Yes,night owl,Yes
LEC002,19,Engineering: Mechanical,,53706,Other,Yes,No,no preference,Yes
LEC002,22,Science: Biology/Life,,53703,pepperoni,Yes,Yes,night owl,Yes
LEC003,,Computer Science,Possibly Data Science (Definitely a Certificate),53706,Other,No,No,night owl,Yes
LEC002,19,Engineering: Mechanical,,53562,pepperoni,Yes,Yes,night owl,Yes
LEC002,19,Other,Data Science,53715,green pepper,Yes,Yes,no preference,Yes
LEC003,18,Statistics,,53706,Other,No,No,night owl,Yes
LEC004,19,Engineering: Mechanical,,53715,sausage,Yes,No,night owl,Yes
LEC003,19,Engineering: Mechanical,,53706,pepperoni,Yes,No,night owl,Maybe
LEC002,21,Business: Other,,53703,mushroom,No,No,no preference,Yes
LEC003,19,Business: Information Systems,,53711,pepperoni,Yes,No,night owl,Yes
LEC002,19,Business: Actuarial,,53706,sausage,No,No,night owl,Yes
LEC002,21,Data Science,,53703,sausage,Yes,Yes,night owl,Yes
LEC001,23,Data Science,,53705,mushroom,Yes,No,night owl,Yes
LEC002,20,Computer Science,Data Science,53726,pineapple,Yes,Yes,night owl,Maybe
LEC003,18,Engineering: Industrial,,53706,pepperoni,Yes,No,night owl,Yes
LEC002,27,Data Science,,53705,basil/spinach,Yes,No,night owl,Yes
LEC002,18,Computer Science,Data Science,53706,mushroom,Yes,No,early bird,Yes
LEC001,22,Data Science,,53706,sausage,Yes,No,night owl,Yes
LEC002,20,Computer Science,,53715,pepperoni,No,Yes,night owl,Yes
LEC002,21,Data Science,,53703,macaroni/pasta,No,No,night owl,No
LEC002,20,Computer Science,,,mushroom,Yes,No,early bird,Maybe
LEC001,19,Computer Science,prolly data science,92376,pepperoni,Yes,No,night owl,Yes
LEC002,19,Engineering: Mechanical,,53706,pepperoni,Yes,No,night owl,Maybe
LEC002,19,Engineering: Mechanical,,,none (just cheese),Yes,No,night owl,Yes
LEC002,19,Data Science,,53717,none (just cheese),Yes,No,night owl,Yes
LEC002,22,Science: Other,,53715,green pepper,Yes,Yes,early bird,Yes
LEC002,19,Engineering: Biomedical,,53706,sausage,Yes,No,early bird,No
LEC002,20,Business: Finance,,53703,pepperoni,Yes,No,early bird,No
LEC002,18,Business: Actuarial,,53706,pepperoni,Yes,No,early bird,No
LEC002,19,Engineering: Mechanical,,53706,Other,Yes,No,night owl,Yes
LEC002,20,Data Science,economics,internation student,mushroom,Yes,Yes,early bird,Maybe
LEC003,19,Engineering: Mechanical,,,Other,No,No,night owl,Yes
LEC002,19,Engineering: Industrial,,53703,sausage,No,Yes,night owl,Yes
LEC002,19,Engineering: Mechanical,,53701,pepperoni,Yes,Yes,no preference,Yes
LEC002,22,Computer Science,,53703,sausage,Yes,No,night owl,Yes
LEC001,19,Engineering: Industrial,,53715,pepperoni,Yes,No,no preference,Maybe
LEC002,18,Engineering: Mechanical,,53706,pepperoni,Yes,Yes,night owl,Maybe
LEC002,23,Mathematics/AMEP,,53719,sausage,No,Yes,early bird,Yes
LEC002,18,Engineering: Industrial,,53706,pineapple,No,Yes,no preference,Maybe
LEC002,20,Other,Communication Arts,53711,sausage,Yes,Yes,no preference,Maybe
LEC002,21,Business: Information Systems,Finance ,53703,pepperoni,Yes,Yes,night owl,Maybe
LEC002,21,Science: Physics,Astrophysics,,macaroni/pasta,Yes,No,no preference,Maybe
LEC002,21,Science: Biology/Life,,53703,green pepper,Yes,No,early bird,Maybe
LEC003,21,Engineering: Other,,53706,none (just cheese),Yes,No,early bird,Maybe
LEC002,19,Data Science,Economics,53715,pepperoni,Yes,No,night owl,Yes
LEC001,19,Data Science,,53706,none (just cheese),No,Yes,night owl,Yes
LEC001,20,Statistics,"economics, social science",53715,pepperoni,No,No,no preference,Yes
LEC004,19,Business: Other,"Information systems, Data science",53706,sausage,Yes,Yes,night owl,Yes
LEC004,18,Computer Science,,53706,basil/spinach,Yes,No,no preference,Yes
LEC003,18,Computer Science,,53703,pepperoni,Yes,No,night owl,Yes
LEC003,,Mathematics/AMEP,,,mushroom,No,Yes,night owl,Yes
LEC004,19,Data Science,,53706,mushroom,Yes,No,night owl,Yes
LEC001,19,Science: Chemistry,Data Science,53706,sausage,Yes,No,night owl,No
LEC002,19,Mathematics/AMEP,,53703,Other,No,No,night owl,Yes
LEC003,18,Other,,53703,pineapple,No,No,early bird,No
LEC004,19,Engineering: Mechanical,,53703,pepperoni,Yes,No,early bird,Yes
LEC003,19,Statistics,thinking about a data science certificate or switching major to data science,53706,pepperoni,Yes,No,night owl,Yes
LEC001,19,Other,,53706,pepperoni,Yes,Yes,night owl,Maybe
LEC003,18,Statistics,data science,53706,pineapple,No,No,night owl,Maybe
LEC003,21,Computer Science,,53705,mushroom,Yes,No,night owl,Maybe
LEC002,21,Other,Data Science,53705,sausage,Yes,No,night owl,Yes
LEC003,20,Science: Biology/Life,,53703,pineapple,No,No,early bird,Maybe
LEC003,18,Other,,53715,pepperoni,Yes,No,early bird,No
LEC004,18,Engineering: Biomedical,,53706,pepperoni,Yes,Yes,early bird,Yes
LEC001,21,Computer Science,,53715,macaroni/pasta,Yes,No,night owl,Yes
LEC003,21,Science: Other,Data Science,53711,mushroom,Yes,Yes,night owl,Yes
LEC004,19,Engineering: Mechanical,,,sausage,No,No,early bird,No
LEC002,20,Engineering: Industrial,,53715,mushroom,No,No,night owl,Yes
LEC002,19,Engineering: Mechanical,,53706,pepperoni,Yes,No,no preference,No
LEC002,22,Science: Physics,,53703,sausage,Yes,No,night owl,Yes
LEC004,19,Engineering: Other,,53706,sausage,Yes,Yes,no preference,Maybe
LEC001,19,Engineering: Biomedical,,53711,macaroni/pasta,Yes,No,night owl,Yes
LEC001,23,Data Science,,53703,mushroom,Yes,Yes,night owl,Maybe
LEC001,20,Engineering: Industrial,,53703,pepperoni,Yes,No,night owl,Yes
LEC003,18,Science: Other,,53706,pineapple,Yes,Yes,night owl,Yes
LEC003,25,Computer Science,,53713,sausage,Yes,No,night owl,Yes
LEC001,31,Data Science,,53575,sausage,Yes,Yes,early bird,Maybe
LEC001,19,Data Science,,53715,pepperoni,Yes,Yes,night owl,Yes
LEC002,21,Computer Science,,53703,pepperoni,Yes,No,night owl,Yes
LEC003,20,Business: Actuarial,Risk Management and Insurance,53715,pepperoni,Yes,No,night owl,No
LEC004,19,Data Science,,53715,pepperoni,Yes,Yes,night owl,Yes
LEC001,19,Computer Science,,53706,mushroom,Yes,No,early bird,Maybe
LEC001,19,Mathematics/AMEP,,,pepperoni,Yes,No,night owl,Maybe
LEC001,19,Engineering: Mechanical,,53705,sausage,Yes,No,night owl,Yes
LEC004,19,Engineering: Mechanical,,53706,pineapple,Yes,No,night owl,Yes
LEC002,19,Science: Physics,,53706,Other,Yes,No,no preference,Yes
LEC001,21,Computer Science,Data science,53703,basil/spinach,No,Yes,night owl,No
LEC003,19,Mathematics/AMEP,data science,53706,sausage,Yes,No,night owl,Yes
LEC002,18,Science: Biology/Life,data science certificate,53706,pineapple,Yes,Yes,night owl,Yes
LEC004,18,Statistics,,53706,sausage,No,Yes,night owl,Yes
LEC003,21,Engineering: Industrial,,53562,pepperoni,Yes,No,night owl,Maybe
LEC001,20,Engineering: Mechanical,,53715,green pepper,Yes,No,early bird,Yes
LEC003,19,Engineering: Mechanical,,,pineapple,No,No,early bird,No
LEC003,20,Statistics,,53703,mushroom,Yes,Yes,no preference,No
LEC002,18,Engineering: Mechanical,"Industrial, Buisness",53701,pepperoni,No,No,night owl,Maybe
LEC001,18,Other,Legal Studies,53706,mushroom,No,No,night owl,Yes
LEC001,20,Data Science,,53703,none (just cheese),Yes,Yes,night owl,Yes
LEC001,21,Other,,53703,Other,Yes,Yes,no preference,Maybe
LEC001,22,Engineering: Biomedical,pre-med,53715,none (just cheese),Yes,Yes,no preference,Yes
LEC003,20,Other,"Philosophy, Data Science Certificate, Pre-Med",53703,basil/spinach,No,Yes,early bird,Yes
LEC001,21,Business: Finance,Economics,53703,basil/spinach,Yes,No,night owl,Yes
LEC003,19,Statistics,,53705,none (just cheese),Yes,Yes,no preference,Yes
LEC001,18,Engineering: Industrial,,53703,sausage,Yes,Yes,night owl,Yes
LEC003,21,Science: Biology/Life,My majors are Environmental Science and Spanish,53703,macaroni/pasta,Yes,No,night owl,Maybe
LEC001,18,Other,,,pepperoni,Yes,No,no preference,Yes
LEC004,23,Science: Physics,Astronomy,53703,pepperoni,Yes,Yes,night owl,Yes
LEC002,21,Computer Science,,53711,sausage,Yes,No,night owl,Maybe
LEC002,18,Engineering: Mechanical,,53706,sausage,Yes,Yes,early bird,Yes
LEC003,19,Engineering: Other,Environmental Science,53706,pepperoni,Yes,No,night owl,Yes
LEC003,19,Science: Other,Life science communications,53706,Other,Yes,No,night owl,Maybe
LEC004,21,Engineering: Mechanical,,53703,sausage,Yes,Yes,no preference,No
LEC001,20,Computer Science,,53703,pineapple,Yes,No,night owl,Yes
LEC001,20,Other,,53703,macaroni/pasta,Yes,Yes,night owl,Yes
LEC001,22,Other,"psychology, legal studies, certificate in criminal justice ",53711,sausage,Yes,No,night owl,Maybe
LEC002,21,Data Science,,53711,none (just cheese),Yes,No,night owl,Yes
LEC003,21,Other,,53703,mushroom,Yes,No,early bird,Yes
LEC002,20,Engineering: Industrial,,53703,pineapple,Yes,Yes,early bird,Yes
LEC001,19,Computer Science,data science,53706,pineapple,No,No,night owl,No
LEC003,19,Statistics,Data Science,53703,pineapple,No,No,night owl,Maybe
LEC001,20,Computer Science,,53726,none (just cheese),Yes,No,night owl,Yes
LEC002,,Computer Science,,,pepperoni,Yes,No,night owl,Maybe
LEC001,18,Computer Science,,53706,pineapple,No,No,no preference,Maybe
LEC001,19,Computer Science,data science,53706,pepperoni,Yes,Yes,night owl,Yes
LEC003,19,Other,Undecided in STEM,53706,pepperoni,No,No,night owl,No
LEC001,18,Computer Science,data science,53590,Other,No,No,night owl,Yes
LEC004,18,Other,,53706,Other,Yes,No,night owl,Maybe
LEC003,19,Data Science,,53706,basil/spinach,Yes,No,no preference,Maybe
LEC001,19,Business: Finance,,53706,pepperoni,Yes,No,night owl,Maybe
LEC001,19,Engineering: Industrial,,53704,basil/spinach,No,No,no preference,Yes
LEC004,18,Engineering: Other,,53706,pepperoni,Yes,No,night owl,Maybe
LEC002,18,Computer Science,,,macaroni/pasta,Yes,Yes,night owl,Yes
LEC003,20,Engineering: Biomedical,,53715,none (just cheese),Yes,Yes,no preference,Maybe
LEC001,18,Other,,52816,none (just cheese),Yes,No,night owl,Yes
LEC002,18,Engineering: Mechanical,Computes Science Certificate Potentially,53706,sausage,Yes,Yes,night owl,Yes
LEC002,18,Engineering: Mechanical,,53706,pepperoni,Yes,Yes,no preference,No
LEC003,20,Business: Finance,Business: Risk Management ,53703,sausage,Yes,Yes,night owl,Yes
LEC001,19,Science: Chemistry,,53706,pineapple,Yes,No,night owl,Yes
LEC001,20,Engineering: Mechanical,,59301,pepperoni,Yes,Yes,no preference,Maybe
LEC001,22,Mathematics/AMEP,Economics ,53715,basil/spinach,Yes,Yes,early bird,No
LEC001,22,Other,,53703,green pepper,Yes,Yes,night owl,Yes
LEC001,19,Engineering: Other,,53715,none (just cheese),Yes,Yes,night owl,No
LEC002,18,Engineering: Mechanical,,53706,sausage,Yes,Yes,night owl,Yes
LEC001,23,Engineering: Other,,53711,green pepper,Yes,Yes,no preference,Maybe
LEC001,18,Science: Chemistry,,53706,sausage,Yes,Yes,night owl,No
LEC001,23,Engineering: Mechanical,,53715,pepperoni,Yes,Yes,night owl,Maybe
LEC002,19,Data Science,Economics,53706,macaroni/pasta,No,No,early bird,Yes
LEC001,20,Engineering: Industrial,"Science: Other, Economics",53703,sausage,Yes,Yes,early bird,No
LEC003,21,Data Science,"Economics, Social Science",53703,sausage,Yes,Yes,no preference,Maybe
LEC002,18,Data Science,,10306,none (just cheese),Yes,No,night owl,Maybe
LEC002,20,Mathematics/AMEP,Environmental Sciences,53715,pepperoni,No,No,night owl,Maybe
LEC002,18,Statistics,,53706,pepperoni,Yes,No,night owl,Maybe
LEC003,21,Engineering: Mechanical,,53715,pepperoni,Yes,Yes,night owl,Yes
LEC002,20,Engineering: Biomedical,,53703,pepperoni,Yes,No,night owl,Yes
LEC002,19,Data Science,,53703,pineapple,Yes,No,no preference,Yes
LEC001,21,Engineering: Other,,53715,mushroom,No,No,early bird,Maybe
LEC003,18,Data Science,possibly Statistics / Math,53706,mushroom,Yes,No,night owl,Yes
LEC002,,Business: Other,,,pepperoni,Yes,No,early bird,No
LEC002,19,Other,,53706,pepperoni,Yes,No,night owl,Yes
LEC001,19,Engineering: Other,,53706,pineapple,Yes,No,night owl,Maybe
LEC003,19,Computer Science,data science I havent decided on a major yet but it might be either one of these,53726,none (just cheese),No,No,night owl,Maybe
LEC003,20,Business: Finance,,53703,Other,Yes,No,night owl,Yes
LEC001,21,Science: Other,,53703,sausage,No,No,night owl,Yes
LEC001,20,Other,,53703,pepperoni,No,No,night owl,Yes
LEC004,20,Engineering: Other,,53703,none (just cheese),Yes,No,night owl,Yes
LEC001,21,Business: Information Systems,,53703,Other,Yes,Yes,no preference,No
LEC003,21,Mathematics/AMEP,,,mushroom,No,No,night owl,Yes
LEC001,18,Other,,53703,mushroom,Yes,No,night owl,Yes
LEC003,19,Business: Actuarial,,53175,sausage,Yes,Yes,early bird,Yes
LEC003,20,Engineering: Mechanical,Naval Architecture & Marnie Engineering (self-tutored),53711,green pepper,Yes,No,night owl,Maybe
LEC002,20,Business: Other,,53703,pineapple,Yes,No,night owl,Maybe
LEC003,20,Data Science,"computer science, stats ",53711,pineapple,Yes,No,early bird,Yes
LEC004,19,Statistics,,53706,pepperoni,Yes,No,night owl,Yes
LEC003,18,Engineering: Industrial,Data science ,53715,pepperoni,No,Yes,early bird,Maybe
LEC004,20,Other,"Economics, Data Science",53715,mushroom,Yes,No,no preference,Maybe
LEC001,19,Engineering: Mechanical,,53706,sausage,Yes,Yes,night owl,Yes
LEC002,21,Engineering: Mechanical,Spanish,53719,none (just cheese),Yes,Yes,night owl,Maybe
LEC001,24,Engineering: Industrial,Business,53726,mushroom,Yes,No,night owl,Maybe
LEC002,20,Other,NA,53703,basil/spinach,Yes,Yes,night owl,Yes
LEC004,18,Engineering: Mechanical,,53706,sausage,Yes,Yes,early bird,Yes
LEC001,19,Other,"Data Science Certificate, Economics",53703,sausage,No,Yes,night owl,Yes
LEC001,18,Engineering: Mechanical,,53706,pepperoni,No,No,night owl,Yes
LEC003,18,Engineering: Mechanical,,53706,pepperoni,Yes,Yes,night owl,Yes
LEC004,19,Engineering: Biomedical,,53706,none (just cheese),Yes,No,no preference,Yes
LEC001,20,Computer Science,,53715,sausage,Yes,No,night owl,Yes
LEC001,17,Engineering: Mechanical,,53706,pineapple,Yes,No,night owl,Yes
LEC002,20,Data Science,,53703,pepperoni,Yes,Yes,night owl,Yes
LEC003,18,Engineering: Mechanical,,53715,pineapple,No,No,night owl,Maybe
LEC003,19,Engineering: Biomedical,,53703,none (just cheese),Yes,Yes,night owl,Yes
LEC003,20,Other,Data Science,53715,mushroom,Yes,Yes,early bird,Maybe
LEC003,19,Mathematics/AMEP,,53705,pineapple,No,No,night owl,Yes
LEC002,19,Engineering: Mechanical,chemical engineering,53711,green pepper,Yes,No,night owl,Maybe
LEC003,21,Computer Science,Data Science,53715,mushroom,No,No,night owl,Maybe
LEC003,19,Data Science,,53590,pepperoni,No,No,no preference,Yes
LEC001,20,Computer Science,,,pepperoni,Yes,No,early bird,Yes
LEC001,20,Data Science,"Biology, Bioinformatics",53703,sausage,Yes,No,no preference,Yes
LEC002,21,Engineering: Mechanical,,53705,none (just cheese),Yes,No,no preference,Maybe
LEC001,19,Computer Science,Data Science,53706,Other,No,Yes,night owl,No
LEC001,20,Business: Finance,Data Science,53715,sausage,Yes,Yes,night owl,Yes
LEC001,19,Data Science,Computer science,53706,pineapple,No,Yes,no preference,Yes
LEC002,23,Science: Other,Computer Science,53711,pineapple,Yes,Yes,early bird,No
LEC003,18,Engineering: Mechanical,,53706,sausage,No,No,night owl,No
LEC001,19,Computer Science,Data Science,53703,Other,No,No,no preference,Maybe
LEC001,19,Science: Other,,53706,macaroni/pasta,Yes,No,night owl,Yes
LEC003,19,Other,I do not have a secondary major but my major is International Studies. ,53076,pepperoni,Yes,Yes,early bird,Yes
LEC001,21,Science: Biology/Life,,53715,pepperoni,Yes,No,night owl,Yes
LEC001,20,Engineering: Mechanical,,53726,pepperoni,Yes,No,night owl,Yes
LEC002,20,Engineering: Industrial,,53715,pepperoni,Yes,No,no preference,Yes
LEC003,20,Science: Biology/Life,Life Science Communication,53703,pepperoni,Yes,No,early bird,Maybe
LEC002,19,Science: Biology/Life,Data Science,,pepperoni,No,No,no preference,Maybe
LEC002,22,Computer Science,,53703,sausage,Yes,No,night owl,Yes
LEC001,20,Business: Information Systems,,53706,mushroom,Yes,No,night owl,Yes
LEC001,19,Business: Other,,53706,pepperoni,Yes,No,early bird,Yes
LEC001,21,Other,"Economics/Philosophy, Data Science Certificate",53703,pepperoni,Yes,No,no preference,Yes
LEC003,19,Computer Science,Data science,53706,pineapple,Yes,Yes,night owl,Yes
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%% Cell type:markdown id:72348536 tags:
# Comma Separated Values (CSV)
%% Cell type:code id:ba562f5e tags:
``` python
import csv
```
%% Cell type:markdown id:ddcf7595 tags:
### Warmup 1
- Use `list` type's `index` method to lookup index of "ice cream"
- Take a look at other list methods: https://www.w3schools.com/python/python_ref_list.asp
%% Cell type:code id:a0fecc18 tags:
``` python
dairy = ["milk", "ice cream", "cheese", "yogurt" ]
print(dairy.index("ice cream"))
# print(dairy.index("paneer")) # doesn't work due to ValueError (runtime error)
```
%% Output
1
%% Cell type:markdown id:a1a4e2e7 tags:
### Warmup 2
Use `in` operator to complete the condition to check if food_shelf contains any dairy products.
%% Cell type:code id:eae06501 tags:
``` python
food_shelf = ["peanut butter", "milk", "bread", "cheese", "YOGURT"]
for item in food_shelf:
if item.lower() in dairy:
print(item, "is dairy")
else:
print(item, "is not dairy")
```
%% Output
peanut butter is not dairy
milk is dairy
bread is not dairy
cheese is dairy
YOGURT is dairy
%% Cell type:markdown id:75811c5d tags:
## Warmup 3
Determine median of a list.
Examples:
- Median of [1, 2, 3, 4, 5] is: 3
- Median of [1, 2, 3, 4, 5, 6] is: 3.5
%% Cell type:code id:97b3f76f tags:
``` python
def median(some_items):
"""
Returns median of a list passed as argument
"""
some_items.sort()
n = len(some_items)
if n % 2 == 1:
return some_items[n // 2]
else:
first_middle = some_items[n//2 - 1]
second_middle = some_items[n // 2]
median = (first_middle + second_middle) / 2
return median
```
%% Cell type:code id:a4d704c0 tags:
``` python
nums = [5, 4, 3, 2, 1]
print("Median of", nums, "is" , median(nums))
nums = [6, 5, 4, 3, 2, 1]
print("Median of", nums, "is" , median(nums))
vals = ["A", "C", "B"]
print("Median of", nums, "is" , median(vals))
vals = ["A", "C", "B", "D"]
# print("Median of", nums, "is" , median(vals)) # does not work due to TypeError
```
%% Output
Median of [1, 2, 3, 4, 5] is 3
Median of [1, 2, 3, 4, 5, 6] is 3.5
Median of [1, 2, 3, 4, 5, 6] is B
%% Cell type:markdown id:a9d5085c tags:
## Learning Objectives:
- Open an Excel file and export it to a Comma Separated Value file.
- Open a CSV file in TextEditor/Jupyter and connect the elements of the CSV file to the rows and columns in the spreadsheet.
- Use pre-written Python code to read a CSV file into a list of lists.
- Write Python statements with double list indexing to access any element of a CSV file via a list of lists.
- Write code that answers questions about CSV data by writing for loops on lists of lists.
%% Cell type:code id:9d936c1c tags:
``` python
# inspired by https://automatetheboringstuff.com/2e/chapter16/
def process_csv(filename):
# open the file, its a text file utf-8
example_file = open(filename, encoding="utf-8")
# prepare it for reading as a CSV object
example_reader = csv.reader(example_file)
# use the built-in list function to convert this into a list of lists
example_data = list(example_reader)
# close the file to tidy up our workspace
example_file.close()
# return the list of lists
return example_data
```
%% Cell type:markdown id:89621c98 tags:
### Student Information Survey data
%% Cell type:code id:d3c252b4 tags:
``` python
# TODO: call the process_csv function and store the list of lists in cs220_csv
cs220_csv = process_csv("cs220_survey_data.csv")
```
%% Cell type:code id:5838ae5f tags:
``` python
# Store the header row into cs220_header, using indexing
cs220_header = cs220_csv[0]
cs220_header
```
%% Output
['Lecture',
'Age',
'Primary major',
'Other majors',
'Major',
'Zip Code',
'Latitude',
'Longitude',
'Pizza topping',
'Pet owner',
'Pet preference',
'Runner',
'Sleep habit',
'Procrastinator']
%% Cell type:code id:66fda88d tags:
``` python
# TODO: Store all of the data rows into cs220_data, using slicing
cs220_data = cs220_csv[1:]
# TODO: use slicing to display top 3 rows data
cs220_data[:3]
```
%% Output
[['LEC002',
'19',
'Engineering: Mechanical',
'',
'53711',
'pepperoni',
'Yes',
[['LEC001',
'22',
'Engineering: Biomedical',
'53703',
'43.073051',
'-89.40123',
'none (just cheese)',
'neither',
'No',
'night owl',
'no preference',
'Maybe'],
['LEC002',
'20',
'Science: Physics',
'Astronomy-Physics, History',
'53726',
'pineapple',
'Yes',
'Yes',
'night owl',
'Yes'],
['LEC001',
'20',
'Science: Chemistry',
['LEC006',
'',
'53703',
'pepperoni',
'Yes',
'Undecided',
'53706',
'43.073051',
'-89.40123',
'none (just cheese)',
'neither',
'No',
'no preference',
'Maybe'],
['LEC004',
'18',
'Engineering: Industrial',
'53715',
'43.073051',
'-89.40123',
'none (just cheese)',
'neither',
'No',
'early bird',
'No']]
'no preference',
'Maybe']]
%% Cell type:markdown id:4267fe3e tags:
### What is the Sleep habit for the 2nd student?
%% Cell type:code id:4b8dbe8b tags:
``` python
cs220_data[1][8] # bad example: we hard-coded the column index
cs220_data[1][9] # bad example: we hard-coded the column index
```
%% Output
'night owl'
'no preference'
%% Cell type:markdown id:4f125240 tags:
What if we decided to add a new column before sleeping habit? Your code will no longer work.
Instead of hard-coding column index, you should use `index` method, to lookup column index from the header variable. This will also make your code so much readable.
%% Cell type:code id:f2e52e06 tags:
``` python
cs220_data[1][cs220_header.index("Sleep habit")]
```
%% Output
'night owl'
'no preference'
%% Cell type:markdown id:5d298a4c tags:
### What is the Lecture of the 4th student?
%% Cell type:code id:3617b3de tags:
``` python
cs220_data[3][cs220_header.index("Lecture")]
```
%% Output
'LEC004'
'LEC005'
%% Cell type:markdown id:059de363 tags:
### Create a list containing Age of all students 10 years from now
%% Cell type:code id:45909f22 tags:
``` python
ages_in_ten_years = []
for row in cs220_data:
age = row[cs220_header.index("Age")]
if age == '':
continue
age = int(age)
ages_in_ten_years.append(age + 10)
ages_in_ten_years[:3]
```
%% Output
[29, 30, 30]
[32, 28, 28]
%% Cell type:markdown id:8e18663d tags:
### cell function
- It would be very helpful to define a cell function, which can handle missing data and type conversions
%% Cell type:code id:bba90038 tags:
``` python
def cell(row_idx, col_name):
"""
Returns the data value (cell) corresponding to the row index and
the column name of a CSV file.
"""
# TODO: get the index of col_name
col_idx = cs220_header.index(col_name)
# TODO: get the value of cs220_data at the specified cell
val = cs220_data[row_idx][col_idx]
# TODO: handle missing values, by returning None
if val == '':
return None
# TODO: handle type conversions
if col_name in ["Age",]:
if col_name in ["Age", 'Zip Code',]:
return int(val)
elif col_name in ['Latitude', 'Longitude']:
return float(val)
return val
```
%% Cell type:markdown id:b7c8e726 tags:
### Find average age per lecture.
%% Cell type:code id:f0a05e42 tags:
``` python
# TODO: initialize 4 lists for the 4 lectures
# TODO: initialize 6 lists for the 6 lectures
lec1_ages = []
lec2_ages = []
lec3_ages = []
lec4_ages = []
lec5_ages = []
lec6_ages = []
# Iterate over the data and populate the lists
for row_idx in range(len(cs220_data)):
age = cell(row_idx, "Age")
if age != None:
if age != None and age > 0 and age < 120:
lecture = cell(row_idx, "Lecture")
if lecture == "LEC001":
lec1_ages.append(age)
elif lecture == "LEC002":
lec2_ages.append(age)
elif lecture == "LEC003":
lec3_ages.append(age)
elif lecture == "LEC004":
lec4_ages.append(age)
elif lecture == "LEC005":
lec5_ages.append(age)
elif lecture == "LEC006":
lec6_ages.append(age)
# TODO: compute average age of each lecture
print("LEC001 average student age:", round(sum(lec1_ages) / len(lec1_ages), 2))
print("LEC002 average student age:", round(sum(lec2_ages) / len(lec2_ages), 2))
print("LEC003 average student age:", round(sum(lec3_ages) / len(lec3_ages), 2))
print("LEC004 average student age:", round(sum(lec4_ages) / len(lec4_ages), 2))
print("LEC005 average student age:", round(sum(lec5_ages) / len(lec5_ages), 2))
print("LEC006 average student age:", round(sum(lec6_ages) / len(lec6_ages), 2))
```
%% Output
LEC001 average student age: 19.93
LEC002 average student age: 19.8
LEC003 average student age: 19.38
LEC004 average student age: 19.27
LEC001 average student age: 20.05
LEC002 average student age: 19.68
LEC003 average student age: 19.14
LEC004 average student age: 19.99
LEC005 average student age: 19.42
LEC006 average student age: 18.63
%% Cell type:markdown id:64fd0945 tags:
### Find all unique zip codes.
%% Cell type:code id:c28e77ce tags:
``` python
# TODO: initialize list of keep track of zip codes
zip_codes = []
for row_idx in range(len(cs220_data)):
zip_code = cell(row_idx, "Zip Code")
if zip_code != None:
zip_codes.append(zip_code)
list(set(zip_codes))
```
%% Output
['53713',
'55416',
'53076',
'53703-1104',
'52816',
'53706-1203',
'53590',
'53705',
'59301',
'53706-1188',
'53706',
'5 3706',
'52706',
'10306',
'54636',
'53717',
'53726',
'internation student',
'53708',
'53703',
'53706-1406',
'53719',
'43706',
'53704',
'19002',
'53089',
'53597',
'53706-1127',
'57305',
'53711',
'53562',
'53715',
'53175',
'92376',
'83001',
'53701',
'53575']
[5,
53511,
53132,
50703,
53532,
53151,
55088,
54706,
53555,
53558,
48823,
53562,
53051,
53701,
53703,
53704,
53705,
53706,
53066,
53711,
20815,
53713,
53714,
53715,
53716,
53717,
53590,
53719,
57303,
53593,
53718,
53726,
60521,
89451,
94707,
57075,
26617,
60540]
%% Cell type:markdown id:31a381fe tags:
## Self-practice
%% Cell type:markdown id:8ac26620 tags:
### How many students are both a procrastinator and a pet owner?
%% Cell type:markdown id:172141ea tags:
### What percentage of 18-year-olds have their major declared as "Other"?
%% Cell type:markdown id:d9a7a2b1 tags:
### How old is the oldest basil/spinach-loving Business major?
%% Cell type:code id:5fcc04f2 tags:
``` python
```
......
f22/meena_lec_notes/lec-15/lec_15_CSV_template.ipynb
+ 5
− 3
View file @ dea2c050
%% Cell type:markdown id:72348536 tags:
# Comma Separated Values (CSV)
%% Cell type:code id:ba562f5e tags:
``` python
import csv
```
%% Cell type:markdown id:ddcf7595 tags:
### Warmup 1
- Use `list` type's `index` method to lookup index of "ice cream"
- Take a look at other list methods: https://www.w3schools.com/python/python_ref_list.asp
%% Cell type:code id:a0fecc18 tags:
``` python
dairy = ["milk", "ice cream", "cheese", "yogurt" ]
print()
```
%% Cell type:markdown id:a1a4e2e7 tags:
### Warmup 2
Use `in` operator to complete the condition to check if food_shelf contains any dairy products.
%% Cell type:code id:eae06501 tags:
``` python
food_shelf = ["peanut butter", "milk", "bread", "cheese", "YOGURT"]
for item in food_shelf:
if ???:
print(item, "is dairy")
else:
print(item, "is not dairy")
```
%% Cell type:markdown id:8a5f548e tags:
## Warmup 3
Determine median of a list.
Examples:
- Median of [1, 2, 3, 4, 5] is: 3
- Median of [1, 2, 3, 4, 5, 6] is: 3.5
%% Cell type:code id:2f610ffe tags:
``` python
def median(some_items):
"""
Returns median of a list passed as argument
"""
pass
```
%% Cell type:code id:e9340eaa tags:
``` python
nums = [5, 4, 3, 2, 1]
print(nums, median(nums))
nums = [6, 5, 4, 3, 2, 1]
print(nums, median(nums))
vals = ["A", "C", "B"]
print(nums, median(vals))
vals = ["A", "C", "B", "D"]
# print(nums, median(vals)) # does not work due to TypeError
```
%% Cell type:markdown id:a9d5085c tags:
## Learning Objectives:
- Open an Excel file and export it to a Comma Separated Value file.
- Open a CSV file in TextEditor/Jupyter and connect the elements of the CSV file to the rows and columns in the spreadsheet.
- Use pre-written Python code to read a CSV file into a list of lists.
- Write Python statements with double list indexing to access any element of a CSV file via a list of lists.
- Write code that answers questions about CSV data by writing for loops on lists of lists.
%% Cell type:code id:9d936c1c tags:
``` python
# inspired by https://automatetheboringstuff.com/2e/chapter16/
def process_csv(filename):
# open the file, its a text file utf-8
example_file = open(filename, encoding="utf-8")
# prepare it for reading as a CSV object
example_reader = csv.reader(example_file)
# use the built-in list function to convert this into a list of lists
example_data = list(example_reader)
# close the file to tidy up our workspace
example_file.close()
# return the list of lists
return example_data
```
%% Cell type:markdown id:89621c98 tags:
### Student Information Survey data
%% Cell type:code id:d3c252b4 tags:
``` python
# TODO: call the process_csv function and store the list of lists in cs220_csv
```
%% Cell type:code id:5838ae5f tags:
``` python
# Store the header row into cs220_header, using indexing
cs220_header = ???
cs220_header
```
%% Cell type:code id:66fda88d tags:
``` python
# TODO: Store all of the data rows into cs220_data, using slicing
cs220_data = ???
# TODO: use slicing to display top 3 rows data
cs220_data[:3]
```
%% Cell type:markdown id:4267fe3e tags:
### What is the Sleep habit for the 2nd student?
%% Cell type:code id:4b8dbe8b tags:
``` python
# bad example: we hard-coded the column index
```
%% Cell type:markdown id:4f125240 tags:
What if we decided to add a new column before sleeping habit? Your code will no longer work.
Instead of hard-coding column index, you should use `index` method, to lookup column index from the header variable. This will also make your code so much readable.
%% Cell type:code id:f2e52e06 tags:
``` python
```
%% Cell type:markdown id:5d298a4c tags:
### What is the Lecture of the 4th student?
%% Cell type:code id:3617b3de tags:
``` python
```
%% Cell type:markdown id:059de363 tags:
### Create a list containing Age of all students 10 years from now
%% Cell type:code id:45909f22 tags:
``` python
```
%% Cell type:markdown id:8e18663d tags:
### cell function
- It would be very helpful to define a cell function, which can handle missing data and type conversions
%% Cell type:code id:bba90038 tags:
``` python
def cell(row_idx, col_name):
"""
Returns the data value (cell) corresponding to the row index and
the column name of a CSV file.
"""
# TODO: get the index of col_name
# TODO: get the value of cs220_data at the specified cell
# TODO: handle missing values, by returning None
# TODO: handle type conversions
```
%% Cell type:markdown id:b7c8e726 tags:
### Find average age per lecture.
%% Cell type:code id:f0a05e42 tags:
``` python
# TODO: initialize 4 lists for the 4 lectures
# TODO: initialize 6 lists for the 6 lectures
# Iterate over the data and populate the lists
# TODO: compute average age of each lecture
print("LEC001 average student age:", round(sum(lec1_ages) / len(lec1_ages), 2))
print("LEC002 average student age:", round(sum(lec2_ages) / len(lec2_ages), 2))
print("LEC003 average student age:", round(sum(lec3_ages) / len(lec3_ages), 2))
print("LEC004 average student age:", round(sum(lec4_ages) / len(lec4_ages), 2))
print("LEC005 average student age:", round(sum(lec5_ages) / len(lec5_ages), 2))
print("LEC006 average student age:", round(sum(lec6_ages) / len(lec6_ages), 2))
```
%% Cell type:markdown id:64fd0945 tags:
### Find all unique zip codes.
%% Cell type:code id:c28e77ce tags:
``` python
# TODO: initialize list of keep track of zip codes
zip_codes = []
for row_idx in range(len(cs220_data)):
zip_code = cell(row_idx, "Zip Code")
if zip_code != None:
zip_codes.append(zip_code)
zip_codes # How do we get the unique values?
```
%% Cell type:markdown id:31a381fe tags:
## Self-practice
%% Cell type:markdown id:8ac26620 tags:
### How many students are both a procrastinator and a pet owner?
%% Cell type:markdown id:172141ea tags:
### What percentage of 18-year-olds have their major declared as "Other"?
%% Cell type:markdown id:d9a7a2b1 tags:
### How old is the oldest basil/spinach-loving Business major?
%% Cell type:code id:5fcc04f2 tags:
``` python
```
......
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