CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus Lecture #7: Normalization

Size: px
Start display at page:

Download "CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus Lecture #7: Normalization"

Transcription

1 CSCI-UA: Database Design & Web Implementation Professor Evan Sandhaus Lecture #7: Normalization Database Design and Web Implementation

2 Database Design and Web Implementation

3 Administrivia Readings: None for next class Homework: How s it going? Questions? Airline example to demonstrate what s expected. Database Design and Web Implementation 3

4 Airline Example Use cases Allow customers to book a flight. Allow customers to see the model of plane flown on a flight. Database Design and Web Implementation 4

5 Airline Example Use cases Allow customers to book a flight. Allow customers to see the model of plane flown on a flight. Database Design and Web Implementation 5

6 On Today s Menu Normalization 1st Normal Form 2nd Normal Form 3rd Normal Form Return To Spotify 2012 Election Results Example Database Design and Web Implementation 6

7 Assumptions Normalization assumes that it is preferable to minimize the amount of data stored, this is a point of view not an ironclad law of the universe. Database Design and Web Implementation 7

8 Normalization Database Design and Web Implementation 8

9 De-normalized data De-normalized data is data that can be more efficiently represented Symptoms Repeated data, Multiple values per column Mixture of multiple entities in a single record Album Track Release Year Length Track Green Day American Idiot American Idiot Green Day American Idiot Boulevard Of Broken Dreams Green Day Dookie Basket Case Wizards from Kansas Reunion River Road Wizards from Kansas Reunion Orion Fun Some Nights We Are Young Database Design and Web Implementation 9

10 Update Anomalies With de-normalized data its possible to update some instances of an entity without updating all instances of that entity. Album Track Release Year Length Track Green Day American Idiot American Idiot Green Day American Idiot Boulevard Of Broken Dreams Green Day Dookie Basket Case Wizards from Kansas Reunion River Road Wizards from Kansas Reunion Orion Fun Some Nights We Are Young Database Design and Web Implementation 10

11 Update Anomalies With de-normalized data its possible to update some instances of an entity without updating all instances of that entity. Album Track Release Year Length Track Green Day American Idiot American Idiot Green Day 0.99 American Idiot Boulevard Of Broken Dreams Green Day Dookie Basket Case Wizards from Kansas Reunion River Road Wizards from Kansas Reunion Orion Fun Some Nights We Are Young Database Design and Web Implementation 11

12 Insert Anomalies With de-normalized data it may be necessary to insert empty values for components of a composite primary key. Album Track Release Year Length Track Green Day American Idiot American Idiot Green Day American Idiot Boulevard Of Broken Dreams Green Day Dookie Basket Case Wizards from Kansas Reunion River Road Wizards from Kansas Reunion Orion Fun Some Nights We Are Young Database Design and Web Implementation 12

13 Insert Anomalies With de-normalized data it may be necessary to insert empty values for components of a composite primary key. Album Track Release Year Length Track Green Day American Idiot American Idiot Green Day American Idiot Boulevard Of Broken Dreams Green Day Dookie Basket Case Green Day Uno [empty] 2012 Wizards from Kansas Reunion River Road Wizards from Kansas Reunion Orion Fun Some Nights We Are Young Database Design and Web Implementation 13

14 Delete Anomalies With de-normalized data is is possible to inadvertently delete important entities. Album Track Release Year Length Track Green Day American Idiot American Idiot Green Day American Idiot Boulevard Of Broken Dreams Green Day Dookie Basket Case Wizards from Kansas Reunion River Road Wizards from Kansas Reunion Orion Fun Some Nights We Are Young Database Design and Web Implementation 14

15 Delete Anomalies With de-normalized data is is possible to inadvertently delete important entities. Album Track Release Year Length Track Green Day American Idiot American Idiot Green Day American Idiot Boulevard Of Broken Dreams Green Day Dookie Basket Case Wizards from Kansas Reunion River Road Wizards from Kansas Reunion Orion Database Design and Web Implementation 15

16 Functional Dependency If knowing the value of a set of columns X uniquely determines the value of another set of columns Y then we can say that Y is functionally dependent on X, written Y X. Area Phone First Last Code Number Ronald Sandhaus Evan Sandhaus Tara Sandhaus Francis Sandhaus Database Design and Web Implementation 16

17 Functional Dependency In this example: [Area Code, Phone Number] [First Last] Area Phone First Last Code Number Ronald Sandhaus Evan Sandhaus Tara Sandhaus Francis Sandhaus Database Design and Web Implementation 17

18 Key - A NEW Definition Based On Functional Dependency The key fields functionally determines all of the other fields in a table. Area Phone First Last Code Number Ronald Sandhaus Evan Sandhaus Tara Sandhaus Francis Sandhaus Database Design and Web Implementation 18

19 Primary Key - A NEW Definition Based On Functional Dependency A Primary Key contains no subset of fields that is also a key. Area Phone Zip First Last Code Number Ronald Sandhaus Evan Sandhaus Tara Sandhaus Francis Sandhaus Database Design and Web Implementation 19

20 1st Normal Form A database is in 1st normal form if no column contains multiple values. Album Id Album Album Countries 1 American Idiot US, UK, AU 1 American Idiot US, UK, AU 2 Dookie US, UK 3 Reunion US 3 Reunion US 4 Some Nights US, NZ, FR Database Design and Web Implementation 20

21 1st Normal Form A database is in 1st normal form if no column contains multiple values. Album Id Album 1 American Idiot 1 American Idiot 2 Dookie 3 Reunion 3 Reunion 4 Some Nights Album Id Album FK Countries 1 US 1 UK 1 AU 1 US 1 UK 1 AU 2 US 2 UK 3 US 3 US 4 US 4 NZ 4 FR Database Design and Web Implementation 21

22 Primary Key? Album Release Year Track Length Track Green Day American Idio2004 American Idiot Green Day American Idio2004 Boulevard Of Broken Dream Green Day Dookie 1994 Basket Case Wizards from Kansas Reunion 2011 River Road Wizards from Kansas Reunion 2011 Orion Fun Some Nights 2012 We Are Young Database Design and Web Implementation 22

23 2nd Normal Form A database is in 2nd normal form if it contains no tables in which a column depends on just part of the primary key. Album Release Year Track Length Track Green Day American Idiot 2004 American Idiot Green Day American Idiot 2004 Boulevard Of Broken Dream Green Day Dookie 1994 Basket Case Wizards from Kansas Reunion 2011 River Road Wizards from Kansas Reunion 2011 Orion Fun Some Nights 2012 We Are Young Database Design and Web Implementation 23

24 Primary Key? Album Release Year Track Length Track Green Day American Idio2004 American Idiot Green Day American Idio2004 Boulevard Of Broken Dream Green Day Dookie 1994 Basket Case Wizards from Kansas Reunion 2011 River Road Wizards from Kansas Reunion 2011 Orion Fun Some Nights 2012 We Are Young Database Design and Web Implementation 24

25 2nd Normal Form Functional Dependencies [] [ ] [Album] [Release Year] [Track] [Length, ] Album Release Year Track Length Track Green Day American Idiot 2004 American Idiot Green Day American Idiot 2004 Boulevard Of Broken Dream Green Day Dookie 1994 Basket Case Wizards from Kansas Reunion 2011 River Road Wizards from Kansas Reunion 2011 Orion Fun Some Nights 2012 We Are Young Database Design and Web Implementation 25

26 Second Normal Form Green Day Wizards from Kansas Fun Album American Idiot Dookie Reunion Some Nights FK Green Day Green Day Wizards From Kansas Fun Track Album FK Release Year Length Track American Idiot American Idiot Boulevard Of Broken DreamAmerican Idiot Basket Case Dookie River Road Reunion Orion Reunion We Are Young Some Nights Database Design and Web Implementation 26

27 3rd Normal Form A database is in 3rd normal form if it contains no table in which a column depends on another non-key column Track Album FK Release Year Length Track American Idiot American Idiot Boulevard Of Broken DreamAmerican Idiot Basket Case Dookie River Road Reunion Orion Reunion We Are Young Some Nights Database Design and Web Implementation 27

28 3rd Normal Form A database is in 3rd normal form if it contains no table in which a column depends on another non-key column Track Album FK Release Year Length Track American Idiot American Idiot Boulevard Of Broken DreamAmerican Idiot Basket Case Dookie River Road Reunion Orion Reunion We Are Young Some Nights Database Design and Web Implementation 28

29 3rd Normal Form Green Day Wizards from Kansas Fun Album Release Year FK American Idiot 2004 Green Day Dookie 1994 Green Day Reunion 2011 Wizards From Kansas Some Nights 2012 Fun Track Album FK Length Track American Idiot American Idiot Boulevard Of Broken DreamAmerican Idiot Basket Case Dookie River Road Reunion Orion Reunion We Are Young Some Nights Database Design and Web Implementation 29

30 Election Normalization ElectionDate State County Name Race Office Office Name Candidate Party First Last Incumbent Vote Postal Number ID Number Name Name Count Nov 6, 2012 AZ Arizona 4021 S U.S. Senate 8790 Dem Richard Carmona Nov 6, 2012 AZ Arizona 4021 S U.S. Senate 8789 GOP Jeff Flake Nov 6, 2012 AZ Arizona 4021 S U.S. Senate 9005 Lib Marc Victor Nov 6, 2012 CA California 8619 S U.S. Senate Dem Dianne Feinstein Nov 6, 2012 AZ Arizona 4021 S U.S. Senate GOP Elizabeth Emken Nov 6, 2012 MA Massachusetts S U.S. Senate Dem Elizabeth Warren Nov 6, 2012 AZ Arizona 4021 S U.S. Senate GOP Scott Brown A database is in 2nd normal form if it contains no tables in which a column depends on just part of the primary key. Database Design and Web Implementation 30

31 Election Normalization ElectionDate State Postal County Name Race Number Office Office Name ID Nov 6, 2012 AZ Arizona 4021 S U.S. Senate Nov 6, 2012 CA California 8619 S U.S. Senate Nov 6, 2012 MA Massachusetts S U.S. Senate Candidate Number Party First Name Last Name Incumbent Vote Count 8790 Dem Richard Carmona GOP Jeff Flake Lib Marc Victor Dem Dianne Feinstein GOP Elizabeth Emken Dem Elizabeth Warren GOP Scott Brown A database is in 3rd normal form if it contains no table in which a column depends on another non-key column Database Design and Web Implementation 31

32 Relating - Implementation Database Design and Web Implementation 32

33 Relating Implementation Database Design and Web Implementation 33

34 Relating - Implementation Database Design and Web Implementation 34

35 Use Case Spotify Find all of the albums for an artist Find all of the track names, lengths, and popularity on an album. Display an album s title, popularity, release year and cover art. Display the last n tracks a user has listened to Allow users to create playlists of tracks Database Design and Web Implementation 35

CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus

CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus CSCI-UA:0060-02 Database Design & Web Implementation Professor Evan Sandhaus sandhaus@cs.nyu.edu evan@nytimes.com Lecture #10: Open Office Base, Life on the Console, MySQL Database Design and Web Implementation

More information

This project includes information on West Virginia Senate elections from 2000 to 2014.

This project includes information on West Virginia Senate elections from 2000 to 2014. Topics Create a new database Import database tables and data Create database tables Add records Create lookup fields Create relationships Answer analysis questions Compact and repair the database Background

More information

CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus

CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus CSCI-UA:0060-02 Database Design & Web Implementation Professor Evan Sandhaus sandhaus@cs.nyu.edu evan@nytimes.com Lecture #16: JOIN, SELECT, UPDATE DELETE Database Design and Web Implementation Database

More information

CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus

CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus CSCI-UA:0060-02 Database Design & Web Implementation Professor Evan Sandhaus sandhaus@cs.nyu.edu evan@nytimes.com Lecture #10: Open Office Base, Life on the Console, MySQL Database Design and Web Implementation

More information

CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus Lecture #17: MySQL Gets Done

CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus  Lecture #17: MySQL Gets Done CSCI-UA:0060-02 Database Design & Web Implementation Professor Evan Sandhaus sandhaus@cs.nyu.edu evan@nytimes.com Lecture #17: MySQL Gets Done Database Design and Web Implementation Database Design and

More information

CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus Lecture #23: SQLite

CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus  Lecture #23: SQLite CSCI-UA:0060-02 Database Design & Web Implementation Professor Evan Sandhaus sandhaus@cs.nyu.edu evan@nytimes.com Lecture #23: SQLite Database Design and Web Implementation Administrivia! Homework HW 8

More information

CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus

CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus CSCI-UA:0060-02 Database Design & Web Implementation Professor Evan Sandhaus sandhaus@cs.nyu.edu evan@nytimes.com Lecture #15: Post Spring Break Massive MySQL Review Database Design and Web Implementation

More information

Election Night Reporting Quick Start Guide

Election Night Reporting Quick Start Guide Election Night Reporting Quick Start Guide The Election Night Reporting (ENR) display provides extensive details on election results. Web visitors can view which candidates are leading for a contest as

More information

Database Management Systems

Database Management Systems Database Management Systems Associate Professor Dr. Raed Ibraheem Hamed University of Human Development, College of Science and Technology Computer Science Department 2015 2016 Department of Computer Science

More information

Conceptual and Logical Design

Conceptual and Logical Design Conceptual and Logical Design Lecture 3 (Part 1) Akhtar Ali Building Conceptual Data Model To build a conceptual data model of the data requirements of the enterprise. Model comprises entity types, relationship

More information

Programming Neural Networks With Encog3 In C#, 2nd Edition By Jeff Heaton

Programming Neural Networks With Encog3 In C#, 2nd Edition By Jeff Heaton Programming Neural Networks With Encog3 In C#, 2nd Edition By Jeff Heaton Programming Neural Networks with Encog3 in Java, 2nd Edition - Programming Neural Networks with Encog3 in Java, 2nd Edition. Neural

More information

PUE_ _E August 10, 2010 Election Returns Pueblo County

PUE_ _E August 10, 2010 Election Returns Pueblo County Precincts Reporting 12 Poll Book Total % Precinct Reporting 1 2 3 4 5 6 7 8 9 10 11 12 100.00% Election Day - Edge 0 0 0 0 0 0 0 0 0 0 0 0 Mail Ballot 27 453 5,324 6,461 11 10,503 286 912 2,319 130 2,006

More information

Download amazon mp3 downloader

Download amazon mp3 downloader Download amazon mp3 downloader The Borg System is 100 % Download amazon mp3 downloader Want to download Amazon MP3 on Amazon music store? You can learn how to download Amazon MP3 songs and transfer Amazon

More information

The Pairwise-Comparison Method

The Pairwise-Comparison Method The Pairwise-Comparison Method Lecture 10 Section 1.5 Robb T. Koether Hampden-Sydney College Mon, Sep 11, 2017 Robb T. Koether (Hampden-Sydney College) The Pairwise-Comparison Method Mon, Sep 11, 2017

More information

Communicating... Then and Now

Communicating... Then and Now Suggested levels for Guided Reading, DRA, Lexile, and Reading Recovery are provided in the Pearson Scott Foresman Leveling Guide. Communicating... Then and Now by Kim Borland Genre Expository nonfiction

More information

Part 2 J. November something. Dr. Gilbert Estrada. Keep These Questions in Mind as you go through this presentation

Part 2 J. November something. Dr. Gilbert Estrada. Keep These Questions in Mind as you go through this presentation Part 2 J November something Dr. Gilbert Estrada Keep These Questions in Mind as you go through this presentation Is the following Comedy Latino? Why or why not? Why was it funny or not? Was it racist and/or

More information

CS313D: ADVANCED PROGRAMMING LANGUAGE

CS313D: ADVANCED PROGRAMMING LANGUAGE CS313D: ADVANCED PROGRAMMING LANGUAGE Computer Science department Lecture 11: Connection to Databases Lecture Contents 2 What is a database? Relational databases Cases study: A Books Database Querying

More information

Discussion Focus. Figure 1

Discussion Focus. Figure 1 Discussion Focus Efficient data management typically requires the use of computer database. A database is a shared, integrated computer structure that stores a collection of: End-user data that is the

More information

ER Model. Objectives (2/2) Electricite Du Laos (EDL) Dr. Kanda Runapongsa Saikaew, Computer Engineering, KKU 1

ER Model. Objectives (2/2) Electricite Du Laos (EDL) Dr. Kanda Runapongsa Saikaew, Computer Engineering, KKU 1 ER Model Asst. Prof. Dr. Kanda Runapongsa Saikaew (krunapon@kku.ac.th) Dept of Computer Engineering Khon Kaen University Objectives (1/2) Relational Data Model Terminology of relational data model How

More information

STATE OF COLORADO CITY AND COUNTY OF BROOMFIELD

STATE OF COLORADO CITY AND COUNTY OF BROOMFIELD STATE OF COLORADO CITY AND COUNTY OF BROOMFIELD We the undersigned Board of Canvassers of the Election Returns of the held in the City and County of Broomfield, State of Colorado, on Tuesday the 26th day

More information

TAFDC, EAEDC and SNAP Voter Registration Mailing

TAFDC, EAEDC and SNAP Voter Registration Mailing Commonwealth of Massachusetts Executive Office of Health and Human Services Department of Transitional Assistance 600 Washington Street Boston, MA 02111 DEVAL L. PATRICK Governor TIMOTHY P. MURRAY Lieutenant

More information

Election Night Reporting User Guide. Don Gray Sangamon County Clerk

Election Night Reporting User Guide. Don Gray Sangamon County Clerk Election Night Reporting User Guide Don Gray Sangamon County Clerk Updated 10-20-2018 Table of Contents Overview of Election Night Reporting... 3 When and How Often will the Results be Updated... 3 How

More information

INFO 1103 Homework Project 2

INFO 1103 Homework Project 2 INFO 1103 Homework Project 2 February 15, 2019 Due March 13, 2019, at the end of the lecture period. 1 Introduction In this project, you will design and create the appropriate tables for a version of the

More information

COMMENTS. AC-1: AC-1 does not require all processes to reach a decision It does not even require all correct processes to reach a decision

COMMENTS. AC-1: AC-1 does not require all processes to reach a decision It does not even require all correct processes to reach a decision ATOMIC COMMIT Preserve data consistency for distributed transactions in the presence of failures Setup one coordinator a set of participants Each process has access to a Distributed Transaction Log (DT

More information

CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus

CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus CSCI-UA:0060-02 Database Design & Web Implementation Professor Evan Sandhaus sandhaus@cs.nyu.edu evan@nytimes.com Lecture #28: This is the end - the only end my friends. Database Design and Web Implementation

More information

Control4 Smart Home Entertainment Guide

Control4 Smart Home Entertainment Guide Control4 Smart Home Entertainment Guide Contents My Movies menu overview........................ 2 Watching movies........................... 3 Channels menu overview.........................4 Watching

More information

Homework 4 - MediaPlayer and Service

Homework 4 - MediaPlayer and Service Homework 4 - MediaPlayer and Service Due: 10/12/18 by 11:59pm I hope that you have fun completing this homework assignment. You are to develop an app that will play a streaming MP3 from FreeMusicArchive.

More information

CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus

CSCI-UA: Database Design & Web Implementation. Professor Evan Sandhaus CSCI-UA:0060-02 Database Design & Web Implementation Professor Evan Sandhaus sandhaus@cs.nyu.edu evan@nytimes.com Lecture #18: PHP: The PHP Hypertext Preprocessor Database Design and Web Implementation

More information

CPSC 35 Midterm Exam

CPSC 35 Midterm Exam CPSC 35 Midterm Exam Fall 2008 10:30-11:20am, Monday 3 November, 2008 Closed book exam NAME: Problem Max Obtained 1 20 2 24 3 26 4 30 B 5 Total 100 1 20 points Problem 1: Based on the implementations that

More information

Precinct Organizing:

Precinct Organizing: Precinct Organizing: Building Networks Across Precincts October 2 nd, 2007 Paid for by Democracy for America, www.democracyforamerica.com, and not authorized by any candidate or candidate s committee.

More information

Cumulative Report - Unofficial MARTIN COUNTY, TEXAS - GENERAL ELECTION - November 06, 2018

Cumulative Report - Unofficial MARTIN COUNTY, TEXAS - GENERAL ELECTION - November 06, 2018 Page 1of6 Total Number of Voters: 2, 177 of 2,970 = 73.30% Precincts Reporting 8 of 8 = 100.00% I Party Candidate Absentee Early Election Total.i Straight Party, Vote For 1 Republican Party 34 79.07% 455

More information

C++ Programming for Programmers using Microsoft Visual C Professional

C++ Programming for Programmers using Microsoft Visual C Professional C++ Programming for Programmers using Microsoft Visual C++ 6.0 Professional Compiled and Presented by Thomas P. Sturm, Ph.D. Graduate Programs in Software Technical Seminar The University of St. Thomas

More information

Telephones Over the Years

Telephones Over the Years Suggested levels for Guided Reading, DRA, Lexile, and Reading Recovery are provided in the Pearson Scott Foresman Leveling Guide. Telephones Over the Years by S. J. Brown Genre Expository nonfiction Comprehension

More information

Library Pathfinder. HOLY ANGEL UNIVERSITY LIBRARY

Library Pathfinder. HOLY ANGEL UNIVERSITY LIBRARY HOLY ANGEL UNIVERSITY LIBRARY http://www.hau.edu.ph/university_library/ Library Pathfinder Computer Animation DEFINITIONS Computer Animation It is the process used for generating animated images by using

More information

Fix the Missing Tags in your MP3 Files

Fix the Missing Tags in your MP3 Files Fix the Missing Tags in your MP3 Files Use the Free Software FixTunes to Automagically Find, and Correct the Tags missing from your MP3 Collection in itunes, Windows Media Player, etc. Table of Contents

More information

Booking a CP 3 P Exam For candidates who have self-studied

Booking a CP 3 P Exam For candidates who have self-studied Booking a CP 3 P Exam For candidates who have self-studied APMG CP 3 P examination steps Purchase exam voucher from APMG You may have received a voucher from your employer Redeem exam voucher via PPP website

More information

TARRANT COUNTY GENERAL ELECTION NOVEMBER 2, 2004 OFFICIAL CUMULATIVE REPORT

TARRANT COUNTY GENERAL ELECTION NOVEMBER 2, 2004 OFFICIAL CUMULATIVE REPORT TARRANT COUNTY GENERAL ELECTION NOVEMBER 2, 2004 OFFICIAL CUMULATIVE REPORT Page 1 - Cumulative REGISTRATION - 262,548 95,459 76,014 171,473 REGISTRATION - 296,040 92,395 91,182 183,577 REGISTRATION -

More information

The Plurality-with-Elimination Method

The Plurality-with-Elimination Method The Plurality-with-Elimination Method Lecture 9 Section 1.4 Robb T. Koether Hampden-Sydney College Fri, Sep 8, 2017 Robb T. Koether (Hampden-Sydney College) The Plurality-with-Elimination Method Fri, Sep

More information

Amazon mp3 downloader

Amazon mp3 downloader Amazon mp3 downloader The Borg System is 100 % Amazon mp3 downloader Product description. Music is the most powerful tool for improving your emotional state. With Music MP3 Song you can immerse yourself

More information

Discrete Structures Lecture The Basics of Counting

Discrete Structures Lecture The Basics of Counting Introduction Good morning. Combinatorics is the study of arrangements of objects. Perhaps, the first application of the study of combinatorics was in the study of gambling games. Understanding combinatorics

More information

CS 170 Algorithms Fall 2014 David Wagner HW12. Due Dec. 5, 6:00pm

CS 170 Algorithms Fall 2014 David Wagner HW12. Due Dec. 5, 6:00pm CS 170 Algorithms Fall 2014 David Wagner HW12 Due Dec. 5, 6:00pm Instructions. This homework is due Friday, December 5, at 6:00pm electronically via glookup. This homework assignment is a programming assignment

More information

KEY MILESTONES TIMELINE

KEY MILESTONES TIMELINE FEB JAN KEY MILESTONES TIMELINE LOCAL GOVERNMENT ELECTIONS SCOTLAND 4 MAY 2017 (All Products) 27 Jan 10:00 Live Election available on EasyPrint 1 Feb * By 11:00 Variable data confirmed order screen confirmed

More information

Computer Science Applications to Cultural Heritage. Relational Databases

Computer Science Applications to Cultural Heritage. Relational Databases Computer Science Applications to Cultural Heritage Relational Databases Filippo Bergamasco (filippo.bergamasco@unive.it) http://www.dais.unive.it/~bergamasco DAIS, Ca Foscari University of Venice Academic

More information

Google Home. List of Basic Commands

Google Home. List of Basic Commands Google Home List of Basic Commands Your day Hear your daily briefing: "OK, Google, tell me about my day" or "OK, Google, good morning." (This includes a personalized greeting, info on weather, traffic,

More information

Contents. ERP HR Quick Reference Guide Employee Self Service 9.0: Emergency Contacts

Contents. ERP HR Quick Reference Guide Employee Self Service 9.0: Emergency Contacts ERP HR Quick Reference Guide Employee Self Service 9.0: Emergency Contacts This guide covers how to view and modify your emergency contacts via Employee Self-Service. All active employees are encouraged

More information

November 2, 2004 Joint General and Special Elections Travis County November 02, 2004 Official Results Total Cumulative Report

November 2, 2004 Joint General and Special Elections Travis County November 02, 2004 Official Results Total Cumulative Report Total Registered Voters STRAIGHT PARTY REPUBLICAN (REP) DEMOCRATIC (DEM) LIBERTARIAN (LIB) 50,109 41.92% 26,539 40.69% 76,648 41.49% 68,357 57.18% 37,583 57.63% 105,940 57.34% 1,071 0.90% 1,097 1.68% 2,168

More information

COURSE WEBPAGE. Peter Orbanz Applied Data Mining

COURSE WEBPAGE.   Peter Orbanz Applied Data Mining INTRODUCTION COURSE WEBPAGE http://stat.columbia.edu/~porbanz/un3106s18.html iii THIS CLASS What to expect This class is an introduction to machine learning. Topics: Classification; learning ; basic neural

More information

School of Computer Science and Software Engineering. 1st SEMESTER EXAMINATIONS 2008 CITS3240 DATABASES

School of Computer Science and Software Engineering. 1st SEMESTER EXAMINATIONS 2008 CITS3240 DATABASES School of Computer Science and Software Engineering 2008 SURNAME: GIVEN NAMES: STUDENT NO: SIGNATURE: This paper contains:?? pages (including the title page) Time allowed: 2 hours 10 minutes Section A:

More information

India arie testimony vol 1 mp3. India arie testimony vol 1 mp3.zip

India arie testimony vol 1 mp3. India arie testimony vol 1 mp3.zip India arie testimony vol 1 mp3 India arie testimony vol 1 mp3.zip India.Arie albums, MP3 free albums, collections tracks free download in Mp3 Free Download all songs from Album Testimony Vol 2 Love Politics,

More information

Using ArcGIS 9.x: Quickstart Tutorial

Using ArcGIS 9.x: Quickstart Tutorial Centre de recherche géographique Walter Hitschfeld Geographic Information Centre Using ArcGIS 9.x: Quickstart Tutorial ArcGIS is a program which allows the user to view and manipulate spatial data. It

More information

Elections. User Guide. Version Instructions for Using the NewsTicker Elections Module

Elections. User Guide. Version Instructions for Using the NewsTicker Elections Module Elections User Guide Instructions for Using the NewsTicker Elections Module Version 2.5.0 Elections User Guide Instructions for Using the NewsTicker Elections Module Version 2.5.0 Last Revised: June, 2008

More information

Configuration Principles with Object Dependencies

Configuration Principles with Object Dependencies Configuration Principles with Object Dependencies 2014 North American CWG Conference Rick Servello Relentless Commitment to B2B Excellence. DIFFERENTIATORS COMPANY Domain Mastery Industry Recognized Thought

More information

Who, where, when. Database Management Systems (LIX022B05) Literature. Evaluation. Lab Sessions. About this course. After this course...

Who, where, when. Database Management Systems (LIX022B05) Literature. Evaluation. Lab Sessions. About this course. After this course... Who, where, when base Management Systems (LIX022B05) Instructor: Çağrı Çöltekin c.coltekin@rug.nl Information science/informatiekunde Fall 2012 Course bases (LIX022B05) 2012/13 Instructor Çağrı Çöltekin

More information

Murach's HTML and CSS3 3 rd Edition By Boehm, Anne Fresno, Calif Publisher: Mike Murach & Associates, 2015 ISBN-13:

Murach's HTML and CSS3 3 rd Edition By Boehm, Anne Fresno, Calif Publisher: Mike Murach & Associates, 2015 ISBN-13: Course Number: IS117 Course Title: Introduction to Website Development Section: 005 Semester: Fall 2017 Date & Time: Tuesday: 1:00 PM 4:PM Location: - PC MALL 40 Credits: 3 Contact Hours: 3 Hours Face-to-Face

More information

Find out how to download songs and albums from Amazon Music without having to use the MP3 downloader app. MP3s can be purchased and then

Find out how to download songs and albums from Amazon Music without having to use the MP3 downloader app. MP3s can be purchased and then 26-2-2018 Find out how to download songs and albums from Amazon Music without having to use the MP3 downloader app. MP3s can be purchased and then downloaded from the Amazon.com website. Amazon does not

More information

AMERICANS USE OF THE U.S. POSTAL SERVICE: AN AARP BULLETIN SURVEY

AMERICANS USE OF THE U.S. POSTAL SERVICE: AN AARP BULLETIN SURVEY AMERICANS USE OF THE U.S. POSTAL SERVICE: AN AARP BULLETIN SURVEY APRIL 2013 AMERICANS USE OF THE U.S. POSTAL SERVICE: AN AARP BULLETIN SURVEY Report Prepared by Alicia Williams Copyright 2013 AARP Research

More information

The Global Race to 5G. Spring 2019 Update

The Global Race to 5G. Spring 2019 Update The Global Race to 5G Spring 2019 Update 01. America leads in 5G readiness A year ago, China and South Korea were leading in 5G readiness, with the U.S. close behind. This year, America is now tied for

More information

Dash Jr. User Manual

Dash Jr. User Manual Dash Jr. User Manual 1 Table of Contents Safety Information...4 Appearance and Key Function...6 Introduction...8 Call Functions...9 Contacts... 11 Messaging... 12 Internet Browser... 13 Bluetooth... 14

More information

Purpose. Symptom. Cause. March 4, 2008

Purpose. Symptom. Cause. March 4, 2008 March 4, 2008 To: From: AVC Advantage Customers using series 9.0 firmware Joe McIntyre, Senior Project/Account Manager Re: WinEDS Technical Product Bulletin - AVC Advantage Party Turnout Issue / Operator

More information

Amazon mp3 downloader

Amazon mp3 downloader Amazon mp3 downloader One more, just released recently MP3 Hunter. You can find it on Google Play. It has a few more options for downloading mp3s, finding free mp3s, and the best music downloader apps

More information

Save Money Get Free Stuff

Save Money Get Free Stuff Appendix R Bonus Offers 337 Appendix R Bonus Offers Save Money Get Free Stuff Use our select vendors discount codes or visit our web site: www.firearmfundamentals.net to cash in on special offers and lots

More information

Website Privacy Policy

Website Privacy Policy Website Privacy Policy Last updated: May 12, 2016 This privacy policy (the Privacy Policy ) applies to this website and all services provided through this website, including any games or sweepstakes (collectively,

More information

Date: August 31, 2018 All Members Board of Directors 2018 Outreach Evaluation for the Excavator Direct Mail Program.

Date: August 31, 2018 All Members Board of Directors 2018 Outreach Evaluation for the Excavator Direct Mail Program. www.pipelineawareness.org Date: August 31, 2018 To: From: Re: All Members Board of Directors 2018 Outreach Evaluation for the Excavator Direct Mail Program In the summer of 2018, an evaluation of the outreach

More information

Chapter -7- Traversing. 1/28/2018 Assistant Lecturer / Asmaa Abdulmajeed 1. Contents

Chapter -7- Traversing. 1/28/2018 Assistant Lecturer / Asmaa Abdulmajeed 1. Contents Ishik University Sulaimani Civil Engineering Department Surveying II CE 215 Chapter -7- Traversing 1/28/2018 Assistant Lecturer / Asmaa Abdulmajeed 1 Contents 1. Traversing 2. Traversing Computations 3.

More information

( ( 2004 LARIMER COUNTY COORDINATED PRIMARY ELECTION STATEMENT OF VOTES CAST SOVC FOR JURISDICTION WIDE, ALL RACES OFFICIAL RES UL TS

( ( 2004 LARIMER COUNTY COORDINATED PRIMARY ELECTION STATEMENT OF VOTES CAST SOVC FOR JURISDICTION WIDE, ALL RACES OFFICIAL RES UL TS ( ( 2004 LARIMER COUNTY COORDINATED PRIMARY ELECTION TURN US Senator-REP US Congress-REP CU Regent-At large-rep OUT Date:08/23/04 Time:15:37:50 Page:1 of7 Cards Bob Schaffer Pete Coors M. Musgrave Bob

More information

ESD.051 / Engineering Innovation & Design

ESD.051 / Engineering Innovation & Design ESD.051 / 6.902 Engineering Innovation & Design 1 Principles of Design (1-10) Class 1 2 3 4 5 6 7 8 9 10 Day of Week/ Date W Sept 5 M Sept 10 W Sept 12 M Sept 17 W Sept 19 M Sept 24 W Sept 26 M Oct 1 W

More information

Lecture 15: The subspace topology, Closed sets

Lecture 15: The subspace topology, Closed sets Lecture 15: The subspace topology, Closed sets 1 The Subspace Topology Definition 1.1. Let (X, T) be a topological space with topology T. subset of X, the collection If Y is a T Y = {Y U U T} is a topology

More information

2016 Survey of Internet Carrier Interconnection Agreements

2016 Survey of Internet Carrier Interconnection Agreements 2016 Survey of Internet Carrier Interconnection Agreements Bill Woodcock Marco Frigino Packet Clearing House November 21, 2016 PCH Peering Survey 2011 Five years ago, PCH conducted the first-ever broad

More information

THE BRIDGE IIIP. Docking station for ipod and iphone. Owner s Manual. iphone not included

THE BRIDGE IIIP. Docking station for ipod and iphone. Owner s Manual. iphone not included THE BRIDGE IIIP Docking station for ipod and iphone Owner s Manual iphone not included Table of Contents INTRODUCTION 3 Features 3 INCLUDED items 3 COMPATIBILITY 3 INSTALLATION 4 CHARGING THE ipod OR iphone

More information

Sets and set operations

Sets and set operations CS 44 Discrete Mathematics for CS Lecture Sets and set operations Milos Hauskrecht milos@cs.pitt.edu 5329 Sennott Square Course administration Homework 3: Due today Homework 4: Due next week on Friday,

More information

Music (Part 2) April 2017

Music (Part 2) April 2017 Music (Part 2) April 2017 Contents 01 Intro 02 Platforms 03 Spotify 04 Apple Music 05 Other Platforms 06 SoundCloud 07 YouTube 08 Musical.ly 09 Conclusion 2 Intro With 11% of the UK having subscribed to

More information

ARTS & CRAFTS APPLICATON

ARTS & CRAFTS APPLICATON ARTS & CRAFTS APPLICATON Located in beautiful historic downtown Morgan Hill, California, the Taste of Morgan Hill is held the last weekend in September each year. Attendance estimates are about 50,000

More information

Normalization. Murali Mani. What and Why Normalization? To remove potential redundancy in design

Normalization. Murali Mani. What and Why Normalization? To remove potential redundancy in design 1 Normalization What and Why Normalization? To remove potential redundancy in design Redundancy causes several anomalies: insert, delete and update Normalization uses concept of dependencies Functional

More information

Cumulative Report - Unofficial Sl"ATE PRIMARY AND COUNTY GENERAL ELECTION HELD ON - OFFICIAL BALLOT FOR LOUDON COUNTY - August 02,2018 Page 1of7

Cumulative Report - Unofficial SlATE PRIMARY AND COUNTY GENERAL ELECTION HELD ON - OFFICIAL BALLOT FOR LOUDON COUNTY - August 02,2018 Page 1of7 Cumulative Report - Unofficial Sl"ATE PRIMARY AND COUNTY GENERAL ELECTION HELD ON - OFFICIAL BALLOT FOR LOUDON COUNTY - August Page 1of7 Total Number of Voters: 12,370 ofo = 0.00% Precincts Reporting 15

More information

I Party II Candidate J 11 Absentee 11 Early 11 Election II Total I

I Party II Candidate J 11 Absentee 11 Early 11 Election II Total I ELECTON HELD ON - Total Number of Voters : 8,896 of 0 = 0.00% OFFCAL BALLOT FOR LOUDON COUNTY Page 1of6 Party Candidate J 11 Absentee 11 Early 11 Election Total COUNTY MAYOR, Vote For 1 Rollen "Buddy"

More information

Snyder leads by 5%, Peters leads by 14% Snyder 48% - Schauer 43% Peters 52% - Land 38%

Snyder leads by 5%, Peters leads by 14% Snyder 48% - Schauer 43% Peters 52% - Land 38% P R E S S R E L E A S E FOR RELEASE AFTER 6:30 PM October 28, 2014: Contact: Steve Mitchell 248-891-2414 Snyder leads by 5%, Peters leads by 14% Snyder 48% - Schauer 43% Peters 52% - Land 38% EAST LANSING,

More information

Project Presentation April, 2017

Project Presentation April, 2017 Project Presentation April, 2017 Background and Summary Proposed 114 mile, series compensated 500 kv transmission line project Connects Arizona Public Service s Delaney Substation (Tonopah, AZ) to Southern

More information

CMSC838. Tangible Interactive Assistant Professor Computer Science

CMSC838. Tangible Interactive Assistant Professor Computer Science CMSC838 Tangible Interactive Computing Week 15 Lecture 27 May 5, 2015 Using ICs to Expand Arduino Functionality Human Computer Interaction Laboratory @jonfroehlich Assistant Professor Computer Science

More information

IMS1002/CSE1205 Lectures 1

IMS1002/CSE1205 Lectures 1 IMS1002/CSE1205 Systems Analysis and Design Lecture 2 & 3 Introduction to Data Modelling Entity Relationship Modelling Data Modelling Focus on the information aspects of the organisation In a database

More information

Esri Maps for SharePoint

Esri Maps for SharePoint Esri International User Conference San Diego, California Technical Workshops July, 2012 Esri Maps for SharePoint Art Haddad Nathan Bennett Agenda Location Analytics - Esri Maps for SharePoint - Overview

More information

Microcontroller Technology: The 68HC11 (4th Edition) By Peter Spasov READ ONLINE

Microcontroller Technology: The 68HC11 (4th Edition) By Peter Spasov READ ONLINE Microcontroller Technology: The 68HC11 (4th Edition) By Peter Spasov READ ONLINE Description. For introductory courses in Microcontrollers, Microprocessors, and Embedded Control. Focusing on one very popular

More information

Database Systems, CSCI Exam #2 Thursday November 4, 2010 at 2 pm

Database Systems, CSCI Exam #2 Thursday November 4, 2010 at 2 pm Database Systems, CSCI 4380-01 Exam #2 Thursday November 4, 2010 at 2 pm 1a (12) 1b (12) 1c (12) 1d (12) 2 (14) 3 (16) 4 (14) 5 (8) TOTAL Note. The exam is open book and open notes. Use your own book and

More information

Overview. Sampling Large Databases for Association Rules. Introduction

Overview. Sampling Large Databases for Association Rules. Introduction Large Databases for Association Rules Paper presented at the VLDB Conference in 996 Proposes a methodology for finding association rules in a sample Contributions: Negative border Sample size Lowered support

More information

Final Exam. December 5th, :00-4:00. CS425 - Database Organization Results

Final Exam. December 5th, :00-4:00. CS425 - Database Organization Results Name CWID Final Exam December 5th, 2016 2:00-4:00 CS425 - Database Organization Results Please leave this empty! 1.1 1.2 1.3 1.4 1.5 1.6 Sum Instructions Try to answer all the questions using what you

More information

CSE-3421: Exercises. Winter 2011 CSE-3421 Exercises p. 1 of 18

CSE-3421: Exercises. Winter 2011 CSE-3421 Exercises p. 1 of 18 Winter 2011 CSE-3421 Exercises p. 1 of 18 CSE-3421: Exercises 1. Independence Answer #1.2 (page 23) from the textbook: What is logical data independence and why is it important? A short paragraph is sufficient.

More information

In this lab, you will create two maps. One map will show two different projections of the same data.

In this lab, you will create two maps. One map will show two different projections of the same data. Projection Exercise Part 2 of 1.963 Lab for 9/27/04 Introduction In this exercise, you will work with projections, by re-projecting a grid dataset from one projection into another. You will create a map

More information

Lecturer 2: Spatial Concepts and Data Models

Lecturer 2: Spatial Concepts and Data Models Lecturer 2: Spatial Concepts and Data Models 2.1 Introduction 2.2 Models of Spatial Information 2.3 Three-Step Database Design 2.4 Extending ER with Spatial Concepts 2.5 Summary Learning Objectives Learning

More information

Customer satisfaction and its measurement in hospitality enterprises pdf. Free

Customer satisfaction and its measurement in hospitality enterprises pdf. Free Customer satisfaction and its measurement in hospitality enterprises pdf. Free Pdf Download The part that took longer was the catalog database upgrade. README TABLE OF CONTENTS AVS video converter 7. Customer

More information

California School Administrator Credential Study Guide READ ONLINE

California School Administrator Credential Study Guide READ ONLINE California School Administrator Credential Study Guide READ ONLINE Clear Administrative Services (Tier II) Credential - Mr. Joel Baum has developed and facilitated administrative credential Credential?

More information

B2G Music Application Application Wireframes

B2G Music Application Application Wireframes BG Music Application Application Wireframes V 05-- Music Home (Mix) Music When the user first arrives at the music player, they are presented with the Music Home page that showcases generated playlists

More information

Presentation to Local/State/Federal Agency Mtg November 10, 2015

Presentation to Local/State/Federal Agency Mtg November 10, 2015 Presentation to Local/State/Federal Agency Mtg November 10, 2015 Summary Proposed 114 mile 500 kv transmission project that will connect with Delaney Substation near Palo Verde Nuclear Generating Station,

More information

Lectures 12: Design Theory I. 1. Normal forms & functional dependencies 2/19/2018. Today s Lecture. What you will learn about in this section

Lectures 12: Design Theory I. 1. Normal forms & functional dependencies 2/19/2018. Today s Lecture. What you will learn about in this section Today s Lecture Lectures 12: Design Theory I Professor Xiannong Meng Spring 2018 Lecture and activity contents are based on what Prof Chris Ré used in his CS 145 in the fall 2016 term with permission 1.

More information

CS152 Computer Architecture and Engineering. Lecture 9 Performance Dave Patterson. John Lazzaro. www-inst.eecs.berkeley.

CS152 Computer Architecture and Engineering. Lecture 9 Performance Dave Patterson. John Lazzaro. www-inst.eecs.berkeley. CS152 Computer Architecture and Engineering Lecture 9 Performance 2004-09-28 Dave Patterson (www.cs.berkeley.edu/~patterson) John Lazzaro (www.cs.berkeley.edu/~lazzaro) www-inst.eecs.berkeley.edu/~cs152/

More information

1) Give a set-theoretic description of the given points as a subset W of R 3. a) The points on the plane x + y 2z = 0.

1) Give a set-theoretic description of the given points as a subset W of R 3. a) The points on the plane x + y 2z = 0. ) Give a set-theoretic description of the given points as a subset W of R. a) The points on the plane x + y z =. x Solution: W = {x: x = [ x ], x + x x = }. x b) The points in the yz-plane. Solution: W

More information

Nassau County Voter Data Request Packet. Vicki P. Cannon Supervisor of Elections

Nassau County Voter Data Request Packet. Vicki P. Cannon Supervisor of Elections Nassau County Voter Data Request Packet Vicki P. Cannon Supervisor of Elections James S. Page Governmental Complex 96135 Nassau Place, Suite 3, Yulee, Florida 32097 Phone: 904.491.7500 Toll Free: 1.866.260.4301

More information

LWV Texas VOTE411 Local League Checklist 2018

LWV Texas VOTE411 Local League Checklist 2018 LWV Texas VOTE411 Local League Checklist 2018 This document is a supplement to the LWVUS VOTE411 Online Candidate Information How- To 2018 manual. It provides additional tips, some alternate ways to enter

More information

Performance Measurement (as seen by the customer)

Performance Measurement (as seen by the customer) CS5 Computer Architecture and Engineering Last Time: Microcode, Multi-Cycle Lecture 9 Performance 004-09-8 Inputs sequencer control datapath control microinstruction (µ) µ-code ROM Dave Patterson (www.cs.berkeley.edu/~patterson)

More information

CD 600 IntelliLink, Navi 650, Navi 950 IntelliLink Frequently Asked Questions

CD 600 IntelliLink, Navi 650, Navi 950 IntelliLink Frequently Asked Questions List of content 1. Audio... 1 2. Navigation... 2 3. Phone... 3 4. Speech recognition... 4 5. Other... 5 1. Audio Q: How can I change between radio and media sources, e.g. FM radio and USB? A: To change

More information

Normalization. Un Normalized Form (UNF) Share. Download the pdf version of these notes.

Normalization. Un Normalized Form (UNF) Share. Download the pdf version of these notes. Normalization Share Download the pdf version of these notes. While designing a database out of an entity relationship model, the main problem existing in that raw database is redundancy. Redundancy is

More information

CAPE COD ENDODONTICS PC National Provider Identifiers Registry

CAPE COD ENDODONTICS PC National Provider Identifiers Registry 1215016043 CAPE COD ENDODONTICS PC National Provider Identifiers Registry The Administrative Simplification provisions of the Health Insurance Portability and Accountability Act of 1996 (HIPAA) mandated

More information