week 6 module

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Problem 1

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 3 Adalyn Hardy
Stratum 1 Adam Hester
Stratum 1 Adeline Ponce
Stratum 1 Adelyn Sheppard
Stratum 1 Adrian Holden
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 2 Arjun Maldonado
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 1 Case Estrada
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 2 Collin Adams
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 Jada Noble
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 1 Joe Brady
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 4 Katelyn Meadows
Stratum 3 Kendal Dalton
Stratum 3 Kenny Weiss
Stratum 1 Kinsley Grant
Stratum 1 Kira Meadows
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 3 Madyson Walls
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 3 Miguel Brady
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 4 Rubi Alvarado
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 1 Sammy Estrada
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
SpamNotSpam- Actual SpamNotSpam- Predicted
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Spam Spam
Spam Not Spam
Spam Not Spam
Spam Spam
Not Spam Not Spam
Not Spam Not Spam
Spam Spam
Not Spam Spam
Spam Not Spam
Not Spam Spam
Not Spam Spam
Spam Spam
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