# Week 6 Module The goal of this assignment is to demonstrate your understanding of sampling, data preparation, and partitioning as well as your ability to d

Week 6 Module The goal of this assignment is to demonstrate your understanding of sampling, data preparation, and partitioning as well as your ability to do logistic regressions. To complete this homework assignment, you must solve the two problems attached. Each problem is in a different tab of the Excel file.

RUBIC

Stratified Sampling: Suppose that the student population below is devided into four strata (base on some criterion). The table lists the students’ names and the strata to which they are assigned.
A sample of 70 students is needed.
a) How many students are in each stratum?
b) How many students from each stratum should be selected for a sample?
c) Using stratified sampling method, select an actual sample of 70 students.

Origninal Data

Stratum Student Name

Stratum 4 Abbigail Byrd

Stratum 1 Abbigail Sheppard

Stratum 1 Aidan Aguilar

Stratum 2 Alexia Douglas

Stratum 2 Alfredo Clay

Stratum 3 Ali Hahn

Stratum 4 Alisa Peters

Stratum 4 Allyson Gonzalez

Stratum 1 Alonzo Avila

Stratum 2 Amari Benitez

Stratum 1 Amari Walters

Stratum 4 Amaya Oconnor

Stratum 1 Amiah Irwin

Stratum 3 Anabella Bridges

Stratum 2 Andres Fleming

Stratum 3 Andy Rasmussen

Stratum 2 Angelique Orr

Stratum 4 Angelo Alvarez

Stratum 2 Annabelle Landry

Stratum 1 Annie Mckinney

Stratum 3 April Cohen

Stratum 1 Arthur Benton

Stratum 2 Aubree Snow

Stratum 2 Ayden Mueller

Stratum 2 Beau Cisneros

Stratum 4 Belen Casey

Stratum 2 Blaine Dillon

Stratum 1 Branson Best

Stratum 1 Britney Shea

Stratum 3 Brooklynn Woodard

Stratum 2 Byron Nielsen

Stratum 3 Cailyn Garza

Stratum 4 Caitlyn Brewer

Stratum 2 Cali Hayes

Stratum 1 Camilla Ibarra

Stratum 4 Camryn Johnson

Stratum 4 Casey Andersen

Stratum 2 Cason Monroe

Stratum 1 Cassie Cervantes

Stratum 4 Cassius Mccall

Stratum 3 Charlize Blair

Stratum 1 Charlize King

Stratum 1 Cheyanne Rogers

Stratum 1 Claire Baird

Stratum 1 Cloe Dennis

Stratum 1 Coby Hanna

Stratum 1 Conner Atkins

Stratum 2 Connor Trevino

Stratum 1 Cortez Whitney

Stratum 4 Cristina Kaiser

Stratum 2 Dakota Avila

Stratum 1 Dangelo Villegas

Stratum 1 Darnell Kirk

Stratum 1 Davis Herring

Stratum 3 Dawson Howe

Stratum 1 Derrick Obrien

Stratum 3 Derrick Wilkerson

Stratum 2 Desmond Owens

Stratum 3 Destinee Kramer

Stratum 1 Devon Martinez

Stratum 1 Diya Rose

Stratum 3 Draven Luna

Stratum 3 Duncan Wong

Stratum 4 Elise Leach

Stratum 4 Ellis Ford

Stratum 1 Emely Harrington

Stratum 2 Emerson Benton

Stratum 1 Emiliano Nash

Stratum 3 Emily Bell

Stratum 1 Emily Clements

Stratum 1 Erica Lowery

Stratum 2 Ezequiel Dougherty

Stratum 3 Finley Moses

Stratum 2 Gaige Pugh

Stratum 1 Gary Forbes

Stratum 2 Gerald Burton

Stratum 1 Gianna Duke

Stratum 1 Gunner Stone

Stratum 3 Gustavo Pruitt

Stratum 3 Hanna Bauer

Stratum 1 Harley Phelps

Stratum 2 Hayley Espinoza

Stratum 3 Heath Weeks

Stratum 1 Heaven Jackson

Stratum 1 Heidi Andrews

Stratum 2 India Krueger

Stratum 2 Isaac Thompson

Stratum 1 Isla Richards

Stratum 1 Itzel Garza

Stratum 3 Jacqueline Soto

Stratum 2 Jaime Lutz

Stratum 2 Jamari Newton

Stratum 2 Jamiya Bridges

Stratum 2 Jayvion Compton

Stratum 3 Jazmyn Conway

Stratum 3 Jimmy Bauer

Stratum 3 Jonah Sparks

Stratum 1 Jordon Bean

Stratum 2 Jordon Floyd

Stratum 1 Jordon Parsons

Stratum 2 Jordyn Hobbs

Stratum 1 Jovan Stone

Stratum 3 Kael Bauer

Stratum 3 Kailyn Gill

Stratum 1 Karly Hawkins

Stratum 1 Karsyn Jordan

Stratum 2 Kasey Rodgers

Stratum 3 Kendal Dalton

Stratum 3 Kenny Weiss

Stratum 1 Kinsley Grant

Stratum 1 Konner Oneal

Stratum 2 Kristen Wyatt

Stratum 1 Lamont Salazar

Stratum 4 Lawson Howell

Stratum 3 Leah Velez

Stratum 2 Leilani Avila

Stratum 2 Leslie Neal

Stratum 1 Liliana Escobar

Stratum 1 Lincoln Vaughn

Stratum 2 Lucille Shaw

Stratum 2 Lukas Kaufman

Stratum 1 Lyric Mccall

Stratum 1 Maia Frazier

Stratum 3 Malaki Davis

Stratum 2 Mallory Weiss

Stratum 3 Mareli Bray

Stratum 4 Margaret Garner

Stratum 1 Maria Harrell

Stratum 2 Mariam Cantu

Stratum 4 Matias Neal

Stratum 3 Matthias Mccann

Stratum 1 Maximo Rocha

Stratum 3 Mayra Mathis

Stratum 1 Mekhi Henson

Stratum 1 Melissa Francis

Stratum 2 Misael Murillo

Stratum 2 Naima Montes

Stratum 1 Nathanael Massey

Stratum 1 Nathanial Bass

Stratum 1 Nikhil Archer

Stratum 1 Niko Flynn

Stratum 1 Noe Blankenship

Stratum 1 Nolan Kidd

Stratum 3 Nora Meyer

Stratum 2 Omari Roberson

Stratum 1 Pranav York

Stratum 1 Rachael Allen

Stratum 2 Rachael Krueger

Stratum 1 Raymond Brown

Stratum 1 Rhianna Cole

Stratum 2 Rhys Moss

Stratum 2 Riley Reilly

Stratum 3 Roberto Cherry

Stratum 1 Ronan Barrera

Stratum 2 Rory Rasmussen

Stratum 3 Rose Stark

Stratum 3 Rylee Lawrence

Stratum 2 Sage Barker

Stratum 2 Sage Mcclain

Stratum 2 Salma Morris

Stratum 1 Sam Mcbride

Stratum 1 Samantha Foster

Stratum 1 Samantha Valentine

Stratum 2 Sean Fitzgerald

Stratum 1 Shane Massey

Stratum 2 Shelby Watts

Stratum 2 Simeon Herring

Stratum 2 Simone Huerta

Stratum 2 Stanley Peterson

Stratum 2 Stephen Leonard

Stratum 3 Steve Anderson

Stratum 1 Tiara Cross

Stratum 4 Tucker Stewart

Stratum 1 Uriel West

Stratum 2 Urijah Horton

Stratum 2 Urijah Vargas

Stratum 2 Winston Cherry

Stratum 2 Yair Garrett

Stratum 1 Yaretzi Pope

Stratum 1 Zachariah Petersen

Stratum 4 Zachary Shannon

Stratum 3 Zaid Henderson

Stratum 1 Zain Campbell

Stratum 3 Zara Conner

Problem 2

Spam or Not?: A sample below is from a population of e-mails. The first column provides information on whether the e-mail is spam (Class 1) or not spap (Class 0). A classification method was applied on the set and the second column is the classification result for the same sample of e-mails.
Do the following calculations:
a) Confusion Matrix
b) Overall Error Rate
c) Accuracy
d) Class 1 Error Rate
e) Class 0 Error Rate
f) Sensitivity
g) Specificity

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Spam Spam

Spam Not Spam

Spam Not Spam

Spam Spam

Not Spam Not Spam

Spam Spam

Not Spam Not Spam

Not Spam Spam

Not Spam Not Spam

Not Spam Not Spam

Not Spam Not Spam

Not Spam Spam

Not Spam Not Spam

Spam Not Spam

Spam Spam

Spam Not Spam

Spam Not Spam

Not Spam Not Spam

Spam Not Spam

Not Spam Spam

Spam Not Spam

Not Spam Not Spam

Spam Spam

Spam Spam

Spam Spam

Not Spam Spam

Spam Not Spam

Not Spam Not Spam

Not Spam Not Spam

Not Spam Spam

Not Spam Not Spam

Spam Spam

Not Spam Spam

Spam Not Spam

Spam Spam

Not Spam Not Spam

Spam Not Spam

Spam Not Spam

Spam Spam

Spam Spam

Not Spam Spam

Spam Not Spam

Not Spam Spam

Spam Not Spam

Spam Not Spam

Not Spam Spam

Spam Not Spam

Not Spam Not Spam

Spam Spam

Spam Spam

Spam Spam

Not Spam Spam

Spam Spam

Not Spam Spam

Not Spam Spam

Not Spam Not Spam

Spam Not Spam

Spam Spam

Not Spam Not Spam

Not Spam Not Spam

Spam Not Spam

Not Spam Spam

Spam Not Spam

Spam Not Spam

Spam Not Spam

Spam Not Spam

Spam Spam

Not Spam Not Spam

Not Spam Spam

Not Spam Not Spam

Spam Not Spam

Spam Spam

Spam Not Spam

Spam Not Spam

Spam Spam

Not Spam Spam

Spam Spam

Not Spam Not Spam

Spam Not Spam

Not Spam Not Spam

Not Spam Spam

Spam Spam

Not Spam Spam

Not Spam Spam

Spam Spam

Spam Not Spam

Not Spam Spam

Not Spam Spam

Not Spam Spam

Not Spam Not Spam

Not Spam Spam

Spam Spam

Spam Not Spam

Spam Not Spam

Not Spam Spam

Not Spam Spam

Sheet2

This is the solution file from previous semesters