Today s Agenda Wk 1 - Welcome to Stat 342
|
|
- Hester Osborne
- 5 years ago
- Views:
Transcription
1 Today s Agenda Wk 1 - Welcome to Stat Policy - Some motivation - Course Schedule - Installing SAS - Resources available Stat 342 Notes. Week 1, Page 1 / 49
2 Contact: Course website: 42 Office Hours: 3-4pm Monday, Wednesday, and Thursday at K9510 (The stats lab), starting in Week 2. The stats lab is available for free tutoring in the through K9510, 9:30 4:30 M-F, and sometimes later hours. This room also has computers with R installed for you to use. Stat 342 Notes. Week 1, Page 2 / 49
3 What is this class about? My assumption is that most of you are senior undergraduates in statistics, and that you have little to no experience with SAS before, but that you have some general programming knowledge, likely with R. Also, I assume that you are taking this course because you want to learn programming, and because it is paired with Stat R. Stat 342 Notes. Week 1, Page 3 / 49
4 My intention is to bring maximal value to that assumed demographic. By the end of this course, successful students will be able to: 1. Write simple SAS programs (e.g. loading and saving datasets, creating derivative variables, printing the first few lines of a data set, or its variable names) with only minimal reference to outside sources (e.g. textbook, sas user guide, stack exchange). 2. Plan a typical analysis (e.g. regression, generalized model, contingency), including the input, formatting, and cleaning of data, and appropriate use of variables. Stat 342 Notes. Week 1, Page 4 / 49
5 By the end of this course, successful students will be able to: 3. Write SAS programs to run these full analyses with the aid of outside sources. 4. Produce and explain the standard output from several typical analyses that are done in SAS. 5. Pass the SAS Base Programmer certification exam with less than half of the preparation time of someone learning SAS from scratch. Stat 342 Notes. Week 1, Page 5 / 49
6 Grading policy 1/2 Minimum scores for letter grades A+ : 90% B-: 68% A: 85% C+: 64% A-: 80% C: 60% B+: 76% C-: 55% B: 72% D: 50% F: 0% Stat 342 Notes. Week 1, Page 6 / 49
7 Grading policy 2/2 Grades are based on 1 Midterms x 40% = 40% 1 Final x 50% = 50% 3 Assignments x 3% = 9% 1% free. Stat 342 Notes. Week 1, Page 7 / 49
8 About the assignments In previous semester, large groups of assignments have come in nearly identical, which defeats the purpose of having practice work, therefore this semester... The weight of assignments is very small, and assignments are only graded on completion, not on correctness. Keys will be made available soon after each assignment's due date. I recommend you do them not for the direct 10%, but for the greater preparation that it will afford you on midterms and and on the final exam. Stat 342 Notes. Week 1, Page 8 / 49
9 Handing in assignments, late policy - There are some drop boxes labelled Stat 342 outside the stats lab, on the main floor of Shrum Science Centre K. All assignments are to be handed in there by 4:30pm of the due date. - Assignments not in the drop-box (or handed in in-class) when they are picked up in the drop box will not be graded. -Assignments are graded by TAs, and solutions will be e- mailed out after the due date. Stat 342 Notes. Week 1, Page 9 / 49
10 About the textbook SAS and R Data Management, Statistical Analysis and Graphics, by Ken Kleinman and Nicholas J. Horton is ABSOLUTELY ESSENTIAL. By which I mean: You cannot succeed in this course without a copy of the textbook. It will be referenced frequently and extensively. Stat 342 Notes. Week 1, Page 10 / 49
11 The textbook used in this course and in Stat 341 is a fantastic reference guide. It has hundreds of examples of common tasks that can be done in both SAS and R with code and minimal commentary. Compared to a lot of textbooks, this feels a lot more like a supplement. I will be using these examples extensively, so this textbook is considered required for Stat 342. I will try to cover the material at the same time as Carl Schwarz does in Stat 341, which uses the same book. Stat 342 Notes. Week 1, Page 11 / 49
12 The lectures, however, will focus a lot more on the theory behind the examples in the book. To use the book more directly would involve a lot of memorization and not much understanding. You can think of the textbook as a recipe book, and the lectures as discussions of cooking technique. Additional readings will include excerpts from 1. Handbook of SAS DATA Step Programming (by Arthur Li), 2. SAS Certification Prep Guide: Base Programming for SAS 9 (by the SAS Institute) Stat 342 Notes. Week 1, Page 12 / 49
13 Finally, some motivation. Why learn SAS when we already have R? R is open source, and as Carl Schwarz will tell you that means it is free but not cheap. Packages for R are written all over the world by people with varying levels of skill, and varying levels of regard for common styles and documentation. SAS, on the other hand, is more consistent. It's developed mainly from a central campus in Cary, North Carolina. Stat 342 Notes. Week 1, Page 13 / 49
14 SAS, being closed source, is also able to provide a guarantee of quality. This is a big deal in situations where the output of an analysis has legal ramifications. It's excellent at handling very large databases. Much better than base R can. These two aspects make it the program of choice for analysis work done at Stats Canada in Ottawa, which is by far the biggest employer of BSc level statisticians in Canada. Stats Canada also has an annex at UBC and in the Health Sciences department here at SFU. Stat 342 Notes. Week 1, Page 14 / 49
15 Pharmaceutical drug trials in the United States, for example, have very strict controls regarding their data and registration. SAS is the tool of choice for pharmaceuticals and lots of other medical work in industry. Emmes Canada is a statistical consulting firm stationed in IRMACS that primarily operates in SAS. Stat 342 Notes. Week 1, Page 15 / 49
16 We will talk about the Base Programmer exam a lot in the course, but it's the first of 13 credentials that SAS offers, including Clinical Trials Programmer. See: and SAS Canada, stationed in Toronto, wants to know whenever someone at SFU passes one of these exams, so successful candidates can be added to their hiring list. Employers regularly contact the Toronto office looking for people with SAS experience, and those opportunities get passed on to us. Stat 342 Notes. Week 1, Page 16 / 49
17 Finally, there's the SAS Institute itself, which hires thousands of statisticians and programmers to develop SAS and JMP. Here's how it places on the Forbes 2016 best employers list Stat 342 Notes. Week 1, Page 17 / 49
18 Here's SAS among information technology companies. Stat 342 Notes. Week 1, Page 18 / 49
19 Course Schedule Lectures will be... Thursday 12:30 PM 2:20 PM At the Education Building room 7618 at the Burnaby Campus. The education building is attached to AQ, and is on the opposite side from the Shrum Science buildings. Stat 342 Notes. Week 1, Page 19 / 49
20 Week 1 Thursday, Sept 7. Introduction to Stat 342, policies, schedule How to install SAS. Introduction to other references. General introduction to SAS. Stat 342 Notes. Week 1, Page 20 / 49
21 Week 2 Thursday, Sept 14. Textbook Chapters 1 and 2. Data steps and proc steps. The compile phase and the execution phase. Proc print. Proc contents. Input and output. Proc import, proc export, delimiters, the set command,, the input command. Dbms and file formats. (as time permits) Libraries and libref Stat 342 Notes. Week 1, Page 21 / 49
22 Week 3 Thursday, Sept 21. Spillover from Week 2, finishing input and output. SQL. Proc SQL, RMySQL, and MySQL in general. The artful software collection of SQL programs. Select, from, when. Connections in general. Sorts. Stat 342 Notes. Week 1, Page 22 / 49
23 Week 4 Thursday, Sept 28. Assignment 1 Due. SQL inner/left/right/outer merges, concatenations. (if time) Dashboards and PHP. The long format of data, transposing. Making new variables from old ones Transformations. Probability distributions. Stat 342 Notes. Week 1, Page 23 / 49
24 Week 5 Thursday, Oct 6. Textbook Chapter 3. Probability distribution application: Getting p-values from scratch with CDF. Example problems, overview of homework issues. Practice midterm. Stat 342 Notes. Week 1, Page 24 / 49
25 Week 6 Thursday, Oct 13. The practice midterm key will be given out over the Thanksgiving break, Oct Midterm exam, 90 minutes (100 depending on room logistics). Stat 342 Notes. Week 1, Page 25 / 49
26 Week 7 Thursday, Oct 20. Integer and floating point operations. The similar subtraction issue. Matrix inversion example. Tolerance. Random number generation, specifically getting a sample of rows instead of the first few. Stat 342 Notes. Week 1, Page 26 / 49
27 Week 8 Thursday, Oct 27. Assignment 2 Due. Means, moments, quantiles, standardizing. Correlation. Proc freq, cross tabs and row/column totals. Tables option, Chisq option, cmh option, missprint option. McNemar s test (as time permits) Stat 342 Notes. Week 1, Page 27 / 49
28 Week 9 Thursday, Nov 3. Hypothesis tests normality, equal variance, t-test, proc univariate, proc ttest, proc npar1way. proc reg for regression with more details, model setting. proc glm for wider range of models. Note that glm standards for general linear models here, as in multivarible linear regression with interactions and categorical variables. Stat 342 Notes. Week 1, Page 28 / 49
29 Week 10 Thursday, Nov 10. Dummy variables and categorical variables. Diagnostics, leverage cook s D, residuals and residual plots. Prediction bounds, r-squared. proc logistic for binary responses, odds ratios. Theory: the sigmoid curve. Stat 342 Notes. Week 1, Page 29 / 49
30 Week 11 Thursday, Nov 17. (As time permits) Automated model selection like Stepwise regression Control of flow IF THEN DO loops Stat 342 Notes. Week 1, Page 30 / 49
31 Week 12 Thursday, Nov 24. Assignment 3 Due. Plots. Contour plots, density histogram, bar graphs, CDFs. (If time permits) Survival plots Kaplan-Meier. Stat 342 Notes. Week 1, Page 31 / 49
32 Week 13 Thursday, Dec 1. Buffer time. Final exam prep. Final exam: Monday. Dec 11 3:30 6:30pm Location To Be Announced Stat 342 Notes. Week 1, Page 32 / 49
33 Note about the drop deadline. Officially the deadline is Monday, Oct 10, but that's a statutory holiday and all offices will be closed. Consider Friday, Oct 7 the deadline, just in case. Also see: Stat 342 Notes. Week 1, Page 33 / 49
34 Regarding notes: Many course notes will be in a fill-in-the-blank system. Before each lecture, I will out notes as PDFs like I did with these ones, but with blanks to be filled in during class. The rest will be written during class using a document camera, and will be scanned into a PDF soon after the class. Stat 342 Notes. Week 1, Page 34 / 49
35 If you are taking notes on paper, I recommend printing these notes so that 4-6 slides appear on a single page. There are single-slide breaks between every minutes of material. On these break slides, I like to include pictures of cute/funny animals with stupid stats puns. If there are any animals that you feel uncomfortable seeing (mice, reptiles, fish, birds, whatever), please me a request not to include those. Stat 342 Notes. Week 1, Page 35 / 49
36 Regarding collaboration, honesty, and plagiarism None of the assignments or exams for this course are recycled from previous sources. Anyone claiming to have a test bank for this offering of this course is lying. Please include the names of your collaborators on your assignments. This way, the markers will understand when some solutions look very similar that there wasn t blind copying. Stat 342 Notes. Week 1, Page 36 / 49
37 You are encouraged to work together to do the computational and analytical portions of the assignments. However, all written work is expected to be solely yours. Copying the writing of another student, or using services to write assignments on your behalf will be considered academically dishonest and will be dealt with as appropriate in SFU s academic dishonesty policy. The use of proofreading and essay skills services, such as those in the Student Learning Commons, is perfectly fine. Stat 342 Notes. Week 1, Page 37 / 49
38 Resources for Installing SAS SFU Software Library VirtualBox for PC, or VMWare for PC/Mac Stat 342 Notes. Week 1, Page 38 / 49
39 This is VirtualBox, it can be used to make a computer inside a computer. We'll be using it to make a SAS server locally on your computer. Download it first. Stat 342 Notes. Week 1, Page 39 / 49
40 Next, download SAS University edition, and open it with VirtualBox. Stat 342 Notes. Week 1, Page 40 / 49
41 Open the 2 GB file and choose to Import, with all the defaults. Stat 342 Notes. Week 1, Page 41 / 49
42 When it's imported, you can start the virtual machine you have created. Stat 342 Notes. Week 1, Page 42 / 49
43 The virtual machine will start up and show this screen. Leave it on. From your web browser, go to Stat 342 Notes. Week 1, Page 43 / 49
44 will bring you here. Press the big red button. Stat 342 Notes. Week 1, Page 44 / 49
45 A new tab opens up, letting you write, save, and run SAS code! Stat 342 Notes. Week 1, Page 45 / 49
46 Other SAS references. The library has several SAS books available, including... SAS Certification Prep Guide: Base Programming for SAS 9 Stat 342 Notes. Week 1, Page 46 / 49
47 SAS Certification Prep Guide: Base Programming for SAS 9 This book is available as an ebook, and can be found by searching for it at Or by following this link directly (and using your SFU login) This book covers data manipulation and the underlying mechanics of SAS in more detail than you'll want, but it is the authoritative guide if you want to take the cert exam. Stat 342 Notes. Week 1, Page 47 / 49
48 Stack exchange This is a question-and-answer forum for technical and programming questions of all sorts. The statistics part of it is called 'Cross Validated', but searching for 'stack exchange' will get you there. If you have a problem, there's a good chance someone else has had it first. Stat 342 Notes. Week 1, Page 48 / 49
49 SAS knowledge base documentation. These are most useful after you've spent some time with SAS. Like the R support documents that come up when you type?function, they have a lot of details that will be overwhelming until you know what you're looking for. Stat 342 Notes. Week 1, Page 49 / 49
From Biostatistics Using JMP: A Practical Guide. Full book available for purchase here. Chapter 1: Introduction... 1
From Biostatistics Using JMP: A Practical Guide. Full book available for purchase here. Contents Dedication... iii Acknowledgments... xi About This Book... xiii About the Author... xvii Chapter 1: Introduction...
More informationSeptember 7 December 2, 2011
1 Psychology 241 PERSONALITY September 7 December 2, 2011 INSTRUCTOR: Dr. Steve Porter (website: www.stephenporter.ca) EMAIL: Stephen.Porter@ubc.ca OFFICE: Arts & Sciences II Building; AS204 Office Hours:
More information4Stat Wk 10: Regression
4Stat 342 - Wk 10: Regression Loading data with datalines Regression (Proc glm) - with interactions - with polynomial terms - with categorical variables (Proc glmselect) - with model selection (this is
More informationCASPER COLLEGE-COURSE SYLLABUS American Sign Language I ASL1200 Section 02 FALL 2017
CASPER COLLEGE-COURSE SYLLABUS American Sign Language I ASL1200 Section 02 FALL 2017 Instructor: Gail Schenfisch, MS RID IC, CI and CT, QMHI (Qualified Mental Health Interpreter) Lecture Hours: 4 hours
More informationHour 2: lm (regression), plot (scatterplots), cooks.distance and resid (diagnostics) Stat 302, Winter 2016 SFU, Week 3, Hour 1, Page 1
Agenda for Week 3, Hr 1 (Tuesday, Jan 19) Hour 1: - Installing R and inputting data. - Different tools for R: Notepad++ and RStudio. - Basic commands:?,??, mean(), sd(), t.test(), lm(), plot() - t.test()
More informationBIOL 265: Human Anatomy & Physiology Fall 2016; MWF 12:30 1:20pm or 1:30 2:20pm, ISC 131
BIOL 265: Human Anatomy & Physiology Fall 2016; MWF 12:30 1:20pm or 1:30 2:20pm, ISC 131 Course Objectives: This course is designed to provide an introduction to the anatomy and physiology of the human
More informationTerm Paper Step-by-Step
Term Paper Step-by-Step As explained in the Syllabus, each student will submit an 6-8 page (1250-2000 words) paper that examines and discusses current thinking in psychology about explanations and treatments
More informationMERCER COUNTY COMMUNITY COLLEGE Science and Health Professions
Course Description This is the second part of a two-semester sequence in college physics. Algebra and trigonometry are used throughout the course. Topics include mechanics, heat, sound, and properties
More informationBIOL 458 BIOMETRY Lab 7 Multi-Factor ANOVA
BIOL 458 BIOMETRY Lab 7 Multi-Factor ANOVA PART 1: Introduction to Factorial ANOVA ingle factor or One - Way Analysis of Variance can be used to test the null hypothesis that k or more treatment or group
More informationStepwise method Modern Model Selection Methods Quantile-Quantile plot and tests for normality
Week 9 Hour 3 Stepwise method Modern Model Selection Methods Quantile-Quantile plot and tests for normality Stat 302 Notes. Week 9, Hour 3, Page 1 / 39 Stepwise Now that we've introduced interactions,
More information9TH ANNUAL GREENSBORO RUN/WALK FOR AUTISM SATURDAY, SEPTEMBER 30, 2017 GREENSBORO JAYCEE PARK 9 AM
Team Captain Handbook 9TH ANNUAL GREENSBORO RUN/WALK FOR AUTISM SATURDAY, SEPTEMBER 30, 2017 GREENSBORO JAYCEE PARK 9 AM 9TH ANNUAL GREENSBORO RUN/WALK FOR AUTISM SATURDAY, SEPT. 30 GreensboroRunWalkforAutism.org
More informationMULTIPLE LINEAR REGRESSION 24.1 INTRODUCTION AND OBJECTIVES OBJECTIVES
24 MULTIPLE LINEAR REGRESSION 24.1 INTRODUCTION AND OBJECTIVES In the previous chapter, simple linear regression was used when you have one independent variable and one dependent variable. This chapter
More informationANATOMY AND PHYSIOLOGY
ANATOMY AND PHYSIOLOGY 1 BIOL 2651 sections A,B,C,D &E Spring 2011 Lecture TR 12:30 to 1:45pm Room 1011 Level 1 Laboratories, Room 2047 (level 2) Section A Monday 9-10:50 am Section D Wednesday 9-10:50am
More informationFSN 603 Nutrients & Food Processing
FSN 603 Nutrients & Food Processing Course description: Review of the changes in food nutrient composition and bioavailability during processing from harvest to consumers. Number of credit hours: 3 credits
More informationBiostatistics II
Biostatistics II 514-5509 Course Description: Modern multivariable statistical analysis based on the concept of generalized linear models. Includes linear, logistic, and Poisson regression, survival analysis,
More informationData Analysis with SPSS
Data Analysis with SPSS A First Course in Applied Statistics Fourth Edition Stephen Sweet Ithaca College Karen Grace-Martin The Analysis Factor Allyn & Bacon Boston Columbus Indianapolis New York San Francisco
More informationOffice Phone: (307) Office Hours: Monday 7:00-8:00 a.m., Monday- Thursday 10:00-11:00 a.m.
CASPER COLLEGE COURSE SYLLABUS ASL1200 Section 01 American Sign Language I FALL 2016 Lecture Hours: 4 Lab Hours: 0 Credit Hours: 4 Class Time: 8:00-9:00 a.m. Days: Monday-Thurs Room: LH 283 Instructor:
More information15-110: Principles of Computing, Spring Problem Set 9 (PS9) Due: Friday, April 6 by 2:30PM via Gradescope Hand-in
15-110: Principles of Computing, Spring 2018 Problem Set 9 (PS9) Due: Friday, April 6 by 2:30PM via Gradescope Hand-in HANDIN INSTRUCTIONS Download a copy of this PDF file. You have two ways to fill in
More informationStat Wk 8: Continuous Data
Stat 342 - Wk 8: Continuous Data proc iml Loading and saving to datasets proc means proc univariate proc sgplot proc corr Stat 342 Notes. Week 3, Page 1 / 71 PROC IML - Reading other datasets. If you want
More informationAmerican Sign Language III CASPER COLLEGE COURSE SYLLABUS ASL 2200 Section 01 Fall 2017
American Sign Language III CASPER COLLEGE COURSE SYLLABUS ASL 2200 Section 01 Fall 2017 Instructor: Gail Schenfisch, M.S. RID IC, CI, CT, QMHI (Qualified Mental Health Interpreter) Lecture Hours: 4 hours
More informationContent Part 2 Users manual... 4
Content Part 2 Users manual... 4 Introduction. What is Kleos... 4 Case management... 5 Identity management... 9 Document management... 11 Document generation... 15 e-mail management... 15 Installation
More informationBIOL 288: Human Anatomy & Physiology Fall 2015; MWF 12:30 1:20pm, ISC 131
BIOL 288: Human Anatomy & Physiology Fall 2015; MWF 12:30 1:20pm, ISC 131 Course Objectives: This course is designed to provide an introduction to the anatomy and physiology of the human body. It is specifically
More informationToday: Binomial response variable with an explanatory variable on an ordinal (rank) scale.
Model Based Statistics in Biology. Part V. The Generalized Linear Model. Single Explanatory Variable on an Ordinal Scale ReCap. Part I (Chapters 1,2,3,4), Part II (Ch 5, 6, 7) ReCap Part III (Ch 9, 10,
More informationApplied Medical. Statistics Using SAS. Geoff Der. Brian S. Everitt. CRC Press. Taylor Si Francis Croup. Taylor & Francis Croup, an informa business
Applied Medical Statistics Using SAS Geoff Der Brian S. Everitt CRC Press Taylor Si Francis Croup Boca Raton London New York CRC Press is an imprint of the Taylor & Francis Croup, an informa business A
More informationHuman Biology (BIOL 104) Liberal Arts and Sciences Curriculum area 3 Fall 2018
Human Biology (BIOL 104) Liberal Arts and Sciences Curriculum area 3 Fall 2018 LH 118 Mon and Wed 5.00 pm 6.15 pm Dr Andrew Mazz Marry Office: HA 407B and LH 208 Phone: 477-2570 E-mail: marryand@mnstate.edu
More informationThe University of North Carolina at Chapel Hill School of Social Work
The University of North Carolina at Chapel Hill School of Social Work SOWO 918: Applied Regression Analysis and Generalized Linear Models Spring Semester, 2014 Instructor Shenyang Guo, Ph.D., Room 524j,
More informationI. ASCRC General Education Form Group XI Natural Sciences Dept/Program Health and Human Course # HHP 236N
I. ASCRC General Education Form Group Group XI Natural Sciences Dept/Program Health and Human Course # HHP 236N Performance Course Title Basic Nutrition Prerequisite none Credits 3 II. Endorsement/Approvals
More informationAnatomy And Physiology Exam 1 And Answer
Exam 1 And Answer Free PDF ebook Download: Exam 1 And Answer Download or Read Online ebook anatomy and physiology exam 1 and answer in PDF Format From The Best User Guide Database Jul 9, 2013 - ITEC Certificate
More informationStudent Guide to EHR Go
Student Guide to EHR Go I. Introduction... 1 II. Quick Facts... 1 III. Creating your Account... 1 IV. Applying Your Subscription... 4 V. Logging in to EHR Go... 7 VI. Library... 8 VII. Receiving Assignments
More informationComplex Regression Models with Coded, Centered & Quadratic Terms
Complex Regression Models with Coded, Centered & Quadratic Terms We decided to continue our study of the relationships among amount and difficulty of exam practice with exam performance in the first graduate
More informationOUTPATIENT SERVICES PSYCHOLOGICAL SERVICES CONTRACT
OUTPATIENT SERVICES PSYCHOLOGICAL SERVICES CONTRACT (This is a detailed document. Please feel free to read at your leisure and discuss with Dr. Gard in subsequent sessions. It is a document to review over
More information10. LINEAR REGRESSION AND CORRELATION
1 10. LINEAR REGRESSION AND CORRELATION The contingency table describes an association between two nominal (categorical) variables (e.g., use of supplemental oxygen and mountaineer survival ). We have
More informationcollege essays help 2 hands
college essays help 2 hands college essays help 2 hands >>>CLICK HERE
More informationDivision: Arts and Letters
Fall 2017 American Sign Language 2 AMSL 102, CRN: 10444, Room 1603 August 14, 2017 December 08, 2017 Tuesday & Thursday Lecture 04:00 PM 05:30 PM Lab 05:30 PM 06:20 PM Units: 4 Instructor: Alejandra Galaviz
More informationImperial Valley College Course Syllabus American Sign Language 2
Basic Course Information Semester Fall 2016 Instructor Name Liisa Mendoza Course Title & AMSL 102 - American Sign Email liisa.mendoza@imperial.edu # Language 2 CRN # 10441 Webpage Room 313A Office 314
More informationCLNART 103 Culinary Nutrition Syllabus Fall 2017 (Monday/Wednesday)
CLNART 103 Culinary Nutrition Syllabus Fall 2017 (Monday/Wednesday) Section: 22449 Location: Culinary Arts Institute Building Rm. 230 Dates: October 23, 2017 to December 17, 2017 Days/Hours: Mondays &
More informationAIDS: Science and Society. BILD 36 Summer 2013
AIDS: Science and Society BILD 36 Summer 2013 Instructor: Cindy Gustafson-Brown (Dr. Gus) Office: Humanities and Social Sciences 1145E Phone: 534-4242 email: cgb@ucsd.edu (Put BILD 36 in the subject line!)
More informationCourse Description: Learning Outcomes:
DIXIE STATE UNIVERSITY ST. GEORGE, UTAH Beginning American Sign Language I ASL 1010 Fall 2013 Section 02 Credits 4 Instructor: Clinton Behunin Phone:652-7822 Secretary Email: behunin@dixie.edu Office Hours:
More informationKPAC 290 Metabolic Conditioning Course Outline Fall 2014
KPAC 290 Metabolic Conditioning Course Outline Fall 2014 INSTRUCTOR: Ken King Phone: 403-356-4867 Email: ken.king@rdc.ab.ca Office: 2002N Class Times: Tuesday and Thursday 1:30-2:50 (Main Gym) Office Hours:
More informationBangor University Laboratory Exercise 1, June 2008
Laboratory Exercise, June 2008 Classroom Exercise A forest land owner measures the outside bark diameters at.30 m above ground (called diameter at breast height or dbh) and total tree height from ground
More informationCancer Biology and Biotechnology (Biol 4015 & 7015) Fall, 2014
Cancer Biology and Biotechnology (Biol 4015 & 7015) Fall, 2014 Course description: The purpose of this course is to introduce graduate and upper level undergraduate students to the major concepts of cancer
More informationSection 6: Analysing Relationships Between Variables
6. 1 Analysing Relationships Between Variables Section 6: Analysing Relationships Between Variables Choosing a Technique The Crosstabs Procedure The Chi Square Test The Means Procedure The Correlations
More informationInstructions for the ECN201 Project on Least-Cost Nutritionally-Adequate Diets
Instructions for the ECN201 Project on Least-Cost Nutritionally-Adequate Diets John P. Burkett October 15, 2015 1 Overview For this project, each student should (a) determine her or his nutritional needs,
More informationIntroduction to SPSS S0
Basic medical statistics for clinical and experimental research Introduction to SPSS S0 Katarzyna Jóźwiak k.jozwiak@nki.nl November 10, 2017 1/55 Introduction SPSS = Statistical Package for the Social
More informationTHE STATSWHISPERER. Introduction to this Issue. Doing Your Data Analysis INSIDE THIS ISSUE
Spring 20 11, Volume 1, Issue 1 THE STATSWHISPERER The StatsWhisperer Newsletter is published by staff at StatsWhisperer. Visit us at: www.statswhisperer.com Introduction to this Issue The current issue
More informationComputer Science 101 Project 2: Predator Prey Model
Computer Science 101 Project 2: Predator Prey Model Real-life situations usually are complicated and difficult to model exactly because of the large number of variables present in real systems. Computer
More informationVtct Anatomy And Physiology Past Exam Papers
Vtct Past Exam Papers Free PDF ebook Download: Vtct Past Exam Papers Download or Read Online ebook vtct anatomy and physiology past exam papers in PDF Format From The Best User Guide Database This guide
More informationBIOL 266: Human Anatomy & Physiology II Spring 2017; MWF 1:30 2:20pm, Newton 203
BIOL 266: Human Anatomy & Physiology II Spring 2017; MWF 1:30 2:20pm, Newton 203 Course Objectives: This course is designed to provide an introduction to the anatomy and physiology of the human body. It
More informationCASPER COLLEGE COURSE SYLLABUS American Sign Language I ASL 1200 Section 3 Fall Office Phone: (307)
CASPER COLLEGE COURSE SYLLABUS American Sign Language I ASL 1200 Section 3 Fall 2018 Semester/Year: Fall 2018 Lecture Hours: 4 hours Lab Hours: 0 hours Credit Hours: 4 hours Class Time: 5:30-7:10pm Days:
More informationPSYCHOLOGY 355: FORENSIC PSYCHOLOGY I
1 PSYCHOLOGY 355: FORENSIC PSYCHOLOGY I Fall 2012 INSTRUCTOR: EMAIL: Dr. Steve Porter (website: StephenPorter.ca) stephen.porter@ubc.ca OFFICE: Arts & Sciences II Building: ASC 204 CLASS TIME: Wednesday/Friday
More informationProblem 1) Match the terms to their definitions. Every term is used exactly once. (In the real midterm, there are fewer terms).
Problem 1) Match the terms to their definitions. Every term is used exactly once. (In the real midterm, there are fewer terms). 1. Bayesian Information Criterion 2. Cross-Validation 3. Robust 4. Imputation
More informationTACKLING COMMON ISSUES FOR STUDENTS ON THE AUTISTIC SPECTRUM IN UNIVERSITY OR MAINSTREAM COLLEGE
TACKLING COMMON ISSUES FOR STUDENTS ON THE AUTISTIC SPECTRUM IN UNIVERSITY OR MAINSTREAM COLLEGE National Autistic Society By Ronnie Young 1 COLLEGE WHICH COURSE? NOT one with lots of group work (BTEC)
More informationCHAPTER ONE CORRELATION
CHAPTER ONE CORRELATION 1.0 Introduction The first chapter focuses on the nature of statistical data of correlation. The aim of the series of exercises is to ensure the students are able to use SPSS to
More informationThe Clean Environment Commission. Public Participation in the Environmental Review Process
The Clean Environment Commission Public Participation in the Environmental Review Process Manitoba Clean Environment Commission Who are we? The Manitoba Clean Environment Commission is an arms-length agency
More informationNUTR 43800: Micronutrient Metabolism in Human Health and Disease
NUTR 43800: Micronutrient Metabolism in Human Health and Disease Course Objectives: This course will integrate previous knowledge in physiology, chemistry, biochemistry, biology, and nutrition courses
More informationPSYCHOLOGIST-PATIENT SERVICES
PSYCHOLOGIST-PATIENT SERVICES PSYCHOLOGICAL SERVICES Welcome to my practice. Because you will be putting a good deal of time and energy into therapy, you should choose a psychologist carefully. I strongly
More informationCIS192 Python Programming
CIS192 Python Programming Introduction Eric Kutschera University of Pennsylvania January 16, 2015 Eric Kutschera (University of Pennsylvania) CIS 192 January 16, 2015 1 / 30 Outline 1 Logistics Rooms and
More informationHUMAN PHYSIOLOGY BIOLOGY 235 FALL 2009
HUMAN PHYSIOLOGY BIOLOGY 235 FALL 2009 Instructor: Timothy Plagge Office Hours: By appointment E-mail: tplagge1@cox.net Lecture: Tuesday and Thursday 5:30 6:55 p.m. Room J-203 Laboratory: Tuesday 7:00
More informationWorld Occupational Therapy Day 2013
World Occupational Therapy Day was first launched on 27 th October 2010. Since then, it has become an important date in the occupational therapy calendar to promote and celebrate the profession internationally.
More informationMAKING THE NSQIP PARTICIPANT USE DATA FILE (PUF) WORK FOR YOU
MAKING THE NSQIP PARTICIPANT USE DATA FILE (PUF) WORK FOR YOU Hani Tamim, PhD Clinical Research Institute Department of Internal Medicine American University of Beirut Medical Center Beirut - Lebanon Participant
More informationAnatomy And Physiology Answer Key
Answer Key Free PDF ebook Download: Answer Key Download or Read Online ebook anatomy and physiology answer key in PDF Format From The Best User Guide Database Chapter 1 An Introduction to Anatomy and.
More informationREQUIRED TEXTBOOK: Tye-Murray, Nancy, (2009) Foundations of Aural Rehabilitation. 3 rd Edition, Delmar Cengage Learning, Clifton Park, NY.
COURSE: SPPA 458 Aural Rehabilitation 3 Semester Credits Fall 2011 T, TH 10:00-11:15 a.m. BH 183 INSTRUCTOR: Darah J. Regal, AuD., CCC-A Assistant Professor of Audiology Bell Hall 157C, Office hours will
More informationChapter 3 Software Packages to Install How to Set Up Python Eclipse How to Set Up Eclipse... 42
Table of Contents Preface..... 21 About the Authors... 23 Acknowledgments... 24 How This Book is Organized... 24 Who Should Buy This Book?... 24 Where to Find Answers to Review Questions and Exercises...
More informationGeneralized Estimating Equations for Depression Dose Regimes
Generalized Estimating Equations for Depression Dose Regimes Karen Walker, Walker Consulting LLC, Menifee CA Generalized Estimating Equations on the average produce consistent estimates of the regression
More informationCleaning Up and Visualizing My Workout Data With JMP Shannon Conners, PhD JMP, SAS Abstract
Cleaning Up and Visualizing My Workout Data With JMP Shannon Conners, PhD JMP, SAS Abstract I began tracking weight training workouts in notebooks in middle school. However, training notes did not give
More informationSOUTHERN MAINE COMMUNITY COLLEGE Course Syllabus NUTR 110 Normal Nutrition and Nutrition Lab
SOUTHERN MAINE COMMUNITY COLLEGE Course Syllabus NUTR 110 Normal Nutrition and Nutrition Lab Instructor: Jennifer J. Francis, MPH, RD/LD Office hours: By phone only, (413) 454-4385 Contact Hours: 45 (online)
More informationSTAT 151B. Administrative Info. Statistics 151B: Introduction Modern Statistical Prediction and Machine Learning. Overview and introduction
Statistics 151B: Modern Statistical Prediction and Machine Learning Overview and introduction information Homepage: http://www.stat.berkeley.edu/ jon/ stat-151b-spring-2012 All announcements and materials
More informationNote: This is a W course. If you want writing credit, let your TA know when you turn in your final essay.
1 GEOGRAPHY 280 The Geography of Health and Health Care - Winter, 2015 Tuesdays and Thursdays, 11:30-12:45, Smith 120 Note: The time schedule says 11:30-1:20 erroneously. This is due to difficulties in
More informationTexas Jurisprudence Dental Assistant Exam Study Guide READ ONLINE
Texas Jurisprudence Dental Assistant Exam Study Guide READ ONLINE Jurisprudence flashcards Quizlet - 58 terms As a nurse in TX what 2 set of rules should you follow Physician Assistant 5. How many questions
More informationYork University Faculty of Health School of Kinesiology and Health Science
York University Faculty of Health School of Kinesiology and Health Science KINE 4020 3.0 Human Nutrition Winter Term 2012 The course starts with an introduction to nutrition and diet planning. This is
More informationOffice hours: Thursdays, PM, SY178 Office hours: Wednesdays, PM, SW142C
HISTORY Ψ OF PSYCHOLOGY Course Code: PSYC85H3F Lecture Details: Thursdays, 1-3 PM, BV264 Course Instructor Zachariah Campbell Office hours: Thursdays, 10 12 PM, SY178 Email: zac.campbell@utoronto.ca Teaching
More informationBall State University Presents: Holiday Bash. GLACURH Regional Leadership Conference Program of the Year 2018 Oakland University
Ball State University Presents: Holiday Bash GLACURH Regional Leadership Conference Program of the Year 2018 Oakland University Table of Contents Table of Contents 1 Overview 2 Goals 3 Organization 4 Time
More informationInterviewer: Tell us about the workshops you taught on Self-Determination.
INTERVIEW WITH JAMIE POPE This is an edited translation of an interview by Jelica Nuccio on August 26, 2011. Jelica began by explaining the project (a curriculum for SSPs, and for Deaf-Blind people regarding
More informationInstructor Guide to EHR Go
Instructor Guide to EHR Go Introduction... 1 Quick Facts... 1 Creating your Account... 1 Logging in to EHR Go... 5 Adding Faculty Users to EHR Go... 6 Adding Student Users to EHR Go... 8 Library... 9 Patients
More information2018 National ASL Scholarship
Eligibility Statement 2018 National ASL Scholarship Deadline: May 11, 2018 High school seniors planning to major or minor in American Sign Language, Deaf Studies, Deaf Education, or Interpreter Preparation
More informationGet Instant Access to ebook Anatomy Saladin PDF at Our Huge Library ANATOMY SALADIN PDF. ==> Download: ANATOMY SALADIN PDF
ANATOMY SALADIN PDF ==> Download: ANATOMY SALADIN PDF ANATOMY SALADIN PDF - Are you searching for Anatomy Saladin Books? Now, you will be happy that at this time Anatomy Saladin PDF is available at our
More informationCyq Anatomy And Physiology Mock Exam Answers
Cyq Mock Exam Answers Free PDF ebook Download: Cyq Mock Exam Answers Download or Read Online ebook cyq anatomy and physiology mock exam answers in PDF Format From The Best User Guide Database Jul 9, 2013
More informationStat 13, Lab 11-12, Correlation and Regression Analysis
Stat 13, Lab 11-12, Correlation and Regression Analysis Part I: Before Class Objective: This lab will give you practice exploring the relationship between two variables by using correlation, linear regression
More informationDemonstrating Client Improvement to Yourself and Others
Demonstrating Client Improvement to Yourself and Others Understanding and Using your Outcome Evaluation System (Part 2 of 3) Greg Vinson, Ph.D. Senior Researcher and Evaluation Manager Center for Victims
More informationSTATISTICS & PROBABILITY
STATISTICS & PROBABILITY LAWRENCE HIGH SCHOOL STATISTICS & PROBABILITY CURRICULUM MAP 2015-2016 Quarter 1 Unit 1 Collecting Data and Drawing Conclusions Unit 2 Summarizing Data Quarter 2 Unit 3 Randomness
More informationAbnormal Psychology Fall 2010 Syllabus
Abnormal Psychology Fall 2010 Syllabus Class Meetings: Lecture: T, TH 9.25-10.40 AM, Room : Friends 207 Instructor: Dr. Hugh Stephenson Office: W109 Phone: 274-3251 E-mail: Stephens@ithaca.edu, or click
More informationLiving with Newton's Laws
Task #1 - Newton s 1 st Law - This is a pain in the neck Let's suppose you are in your car, waiting at a stop light. Like any good driver, you have your seat belt buckled. (It's the law.) Suddenly, a car
More informationBeginning Bender's Program By Ben Edwards, Grand Shiny Bastard DIESELCREW.COM THEGRIPAUTHORITY.COM
What is a beginning bender? In my opinion, if your best bend is below a Yellow Nail, regardless of how long you've been bending, you're a beginner. It's assumed that anyone following this program already
More informationD1 D2 D3 D4 D5 D6 D7 D8 D9
We have made it easy for you to find a PDF Ebooks without any digging. And by having access to our ebooks online or by storing it on your computer, you have convenient answers with d1 d2 d3 d4 d5 d6 d7
More informationList of Figures. List of Tables. Preface to the Second Edition. Preface to the First Edition
List of Figures List of Tables Preface to the Second Edition Preface to the First Edition xv xxv xxix xxxi 1 What Is R? 1 1.1 Introduction to R................................ 1 1.2 Downloading and Installing
More informationChapter 1: Managing workbooks
Chapter 1: Managing workbooks Module A: Managing worksheets You use the Insert tab on the ribbon to insert new worksheets. True or False? Which of the following are options for moving or copying a worksheet?
More informationUniversity of Nebraska. Office of Campus Recreation
University of Nebraska Office of Campus Recreation Responses to Comments and Suggestions February 2007 1. Please install a dart board (non-coin preferably). I think there would be a lot of interest. Thank
More information3.2 Society Staff Administrative Assistant... Zoya Nari Chief Executive Officer... Martin Wyant
MBC 2264 Accessibility Fund Committee Simon Fraser Student Society Monday, October 16 th, 2017 1. CALL TO ORDER Call to Order 1:34 PM 2. TERRITORIAL ACKNOWLEDGMENT We acknowledge that this meeting is being
More informationCrystalPM - AOA MORE Integration and MIPS (CQM) Tutorial
CrystalPM - AOA MORE Integration and MIPS (CQM) Tutorial Introduction: This is a full overview of the logic of the Clinical Quality Measures (CQMs) supported by AOA MORE and CrystalPM, as well as examples
More informationRutgers University Course Syllabus Atypical Child and Adolescent Development Fall 2016
Rutgers University Course Syllabus Atypical Child and Adolescent Development Fall 2016 Date & Time: Mon and Wedn. 1:40 3:00 pm Location: Pharm. Rm 111 Busch Campus Instructor: Stevie M. McKenna MA E-Mail:
More informationIntro to SPSS. Using SPSS through WebFAS
Intro to SPSS Using SPSS through WebFAS http://www.yorku.ca/computing/students/labs/webfas/ Try it early (make sure it works from your computer) If you need help contact UIT Client Services Voice: 416-736-5800
More informationEach Mind Matters is California s Mental Health Movement. We are millions of individuals and thousands of organizations working to advance mental
Each Mind Matters is California s Mental Health Movement. We are millions of individuals and thousands of organizations working to advance mental health. The mental health movement certainly didn t start
More informationANSC 322 APPLIED LIVESTOCK NUTRITION & FEEDING FALL 2015
ANSC 322 APPLIED LIVESTOCK NUTRITION & FEEDING FALL 2015 Instructor: Dr. Samantha (Sam) Cunningham, Assistant Professor B12 Knoblauch Hall Office Phone: 298-1288 Cell Phone: 979-220-5681 Email: s-cunningham@wiu.edu
More informationSan José State University Kinesiology KIN 35A-09, Beginning Weight Training, 50555, Fall Semester, 2016
San José State University Kinesiology KIN 35A-09, Beginning Weight Training, 50555, Fall Semester, 2016 Course and Contact Information Instructor: James Fonda Office Location: SPX 170 Telephone: o. (408)
More informationMEDS 320: HUMAN CADAVERIC ANATOMY
MEDS 320: HUMAN CADAVERIC ANATOMY Instructor Information Michael B. Habib Office: Bishop 403, Health Science Campus Phone: (323) 442-2080 Email: habibm@usc.edu Class Meetings Tuesday and Thursday, from
More informationIntroduction to Multilevel Models for Longitudinal and Repeated Measures Data
Introduction to Multilevel Models for Longitudinal and Repeated Measures Data Today s Class: Features of longitudinal data Features of longitudinal models What can MLM do for you? What to expect in this
More informationCaptioning the podcasts in a UCI biology lecture for international and non-international students
Captioning the podcasts in a UCI biology lecture for international and non-international students Adrienne Williams, HHMI-UCI April 2014 Abstract: A recent increase in the number of international students
More informationThe Biology of Gender and Sexuality
JOHN JAY COLLEGE OF CRIMINAL JUSTICE THE CITY UNIVERSITY OF NEW YORK Bio-255/Gen-255: Spring 2013 Biology/Gender Studies 255 (Bio-255/Gen-255): The Biology of Gender and Sexuality Professor Diana Pettit,
More informationDr. Kelly Bradley Final Exam Summer {2 points} Name
{2 points} Name You MUST work alone no tutors; no help from classmates. Email me or see me with questions. You will receive a score of 0 if this rule is violated. This exam is being scored out of 00 points.
More informationBlueBayCT - Warfarin User Guide
BlueBayCT - Warfarin User Guide December 2012 Help Desk 0845 5211241 Contents Getting Started... 1 Before you start... 1 About this guide... 1 Conventions... 1 Notes... 1 Warfarin Management... 2 New INR/Warfarin
More information