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Mastering Tableau
Mastering Tableau
Mastering Tableau
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Mastering Tableau

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About this ebook

Master the intricacies of Tableau to create effective data visualizations

About This Book
  • Arm yourself with an arsenal of advanced chart types and geocoding to efficiently and engagingly present information
  • Map a grid over a network node diagram and use that grid to demonstrate loads, processing time, and more in Tableau
  • Integrate R with Tableau by utilizing R functions, libraries, and saved models
Who This Book Is For

If you are a business analyst without developer-level programming skills, then this book is for you. You are expected to have at least a fundamental understanding of Tableau and basic knowledge of joins, however SQL knowledge is not assumed. You should have basic computer skills, including at least moderate Excel proficiency.

What You Will Learn
  • Create a worksheet that can display the current balance for any given period in time
  • Recreate a star schema from in a data warehouse in Tableau
  • Combine level of detail calculations with table calculations, sets, and parameters
  • Create custom polygons to build filled maps for area codes in the USA
  • Visualize data using a set of analytical and advanced charting techniques
  • Know when to use Tableau instead of PowerPoint
  • Build a dashboard and export it to PowerPoint
In Detail

Tableau has emerged as one of the most popular Business Intelligence solutions in recent times, thanks to its powerful and interactive data visualization capabilities. This book will empower you to become a master in Tableau by exploiting the many new features introduced in Tableau 10.0.

You will embark on this exciting journey by getting to know the valuable methods of utilizing advanced calculations to solve complex problems. These techniques include creative use of different types of calculations such as row-level, aggregate-level, and more. You will discover how almost any data visualization challenge can be met in Tableau by getting a proper understanding of the tool's inner workings and creatively exploring possibilities.

You'll be armed with an arsenal of advanced chart types and techniques to enable you to efficiently and engagingly present information to a variety of audiences through the use of clear, efficient, and engaging dashboards. Explanations and examples of efficient and inefficient visualization techniques, well-designed and poorly designed dashboards, and compromise options when Tableau consumers will not embrace data visualization will build on your understanding of Tableau and how to use it efficiently.

By the end of the book, you will be equipped with all the information you need to create effective dashboards and data visualization solutions using Tableau.

Style and approach

This book takes a direct approach, to systematically evolve to more involved functionalities such as advanced calculation, parameters & sets, data blending and R integration. This book will help you gain skill in building visualizations previously beyond your capacity.

LanguageEnglish
Release dateDec 6, 2016
ISBN9781784398842
Mastering Tableau
Author

David Baldwin

David Baldwin taught history at the Universities of Leicester and Nottingham for many years, and is the author of four books dealing with people and events of the Wars of the Roses, including the acclaimed Elizabeth Woodville, Mother of the Princes in the Tower.

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    Book preview

    Mastering Tableau - David Baldwin

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    Table of Contents

    Mastering Tableau

    Credits

    About the Author

    www.Packtpub.com

    Why subscribe?

    Preface

    What this book covers

    What you need for this book

    Who this book is for

    Conventions

    Reader feedback

    Customer support

    Downloading the example code

    Downloading the color images of this book

    Errata

    Piracy

    Questions

    1. Getting Up to Speed – a Review of the Basics

    The Tableau universe

    Understanding the Tableau interface and basic terminology

    Worksheet and dashboard creation

    Worksheet creation

    Exercise - fundamentals of visualizations

    Beyond default behavior

    Exercise - overriding defaults

    Show Me

    Dashboard creation

    Exercise - building a dashboard

    Exercise - adding interactivity to a dashboard

    Connecting Tableau to your data

    Excel and text files

    Comparing and contrasting Native Tableau Driver and MS Jet Driver

    Connecting to a Tableau Server

    Exercise - observing metadata differences

    Exercise steps

    Exercise - connecting to Tableau Server

    Connecting to saved data sources

    Exercise - creating a local data connection

    Measure Names and Measure Values

    Measure Names and Measure Values - the basics

    Exercise - Measure Names and Measure Values

    Measure Names and Measure Values - shortcuts

    Exercise - Measure Names and Measure Values shortcuts

    Exercise commentary

    Three essential Tableau concepts

    Essential concept 1 - dimensions and measures

    Exercise - dimensions and measures

    Essential concept 2 - Row Level, Aggregate Level, and Table Level

    Exercise - Row Level, Aggregate Level, and Table Level

    Exercise commentary

    Essential concept 3 - continuous and discrete

    Summary

    2. All about Data – Getting Your Data Ready

    Understanding Tableau's data-handling engine

    The Tableau Data-Handling Engine

    Changing field attribution example

    Table calculation example

    DHE takeaways

    Data-mining and knowledge-discovery process models

    Survey of the process models

    CRISP-DM

    CRISP-DM phases

    Focusing on data preparation

    Surveying data

    Exercise - surveying data

    Exercise - extrapolating data

    Exercise commentary

    Cleaning the data

    Exercise - cleaning the data

    Exercise steps

    Exercise commentary

    Exercise - extracting data

    Exercise steps

    Exercise commentary

    Summary

    3. All about Data – Joins, Blends, and Data Structures

    About joins

    Complex joins

    Exercise - observing join culling

    Exercise steps

    Exercise commentary

    Data blending

    Order of operations for aggregating and matching

    Exercise - a data blend versus a left join

    Exercise steps

    Understanding the join

    Understanding the data blend

    No dimensions from a secondary source

    Exercise - adding secondary dimensions

    Scaffolding

    Exercise - enhanced forecasting via scaffolding

    Data structures

    Exercise - adjusting data structure for different questions

    Exercise steps - part 1

    Exercise steps - part 2

    Summary

    4. All about Data – Data Densification, Cubes, and Big Data

    About data densification

    Domain completion

    How domain completion can be deployed

    Exercise - activating domain completion in a crosstab part I

    Exercise - activating domain completion in a crosstab part II

    Exercise – activating domain completion via View Types

    How domain completion is useful

    Exercise - labelling nulls

    When domain completion is a problem

    Exercise - unwanted domain completion

    Domain padding

    Deploying domain padding via Show Empty Rows/Columns

    Exercise - activating domain padding via Show Empty Rows/Columns

    How domain padding is useful

    Exercise - domain padding - filling date gaps

    When domain padding is a problem

    Exercise - from a domain padded visualization to a crosstab

    Working with cubes

    Exercise - using a data blend for continuous months when accessing a cube

    Exercise steps

    Exercise commentary

    Exercise - using a data blend for hierarchies, aliasing, and grouping when accessing a cube

    The deprecation of cubes

    Tableau and big data

    Exercise - a strategy for addressing Excel's row limitation

    Massively parallel processing

    Exercise - building a visualization with Google BigQuery

    Exercise steps

    Summary

    5. Table Calculations

    A definition and two questions

    What is the function?

    Directional and non-directional

    Exercise - exploring directional and non-directional table calculation functions

    Exploring each unique table calculation function

    Exercises - exploring each unique table calculation function

    LOOKUP and TOTAL

    PREVIOUS_VALUE

    RUNNING

    WINDOW

    FIRST and LAST

    INDEX

    RANK

    SIZE

    How is the function applied?

    Building a playground

    Partitioning and addressing with one dimension

    Partitioning and addressing with two dimensions

    Partitioning and addressing with three dimensions

    Summary

    6. Level of Detail Calculations

    Building playgrounds

    Playground 1 - FIXED and EXCLUDE

    Exercise - exploring FIXED and EXCLUDE - setting up the workbook

    Inspecting the worksheet and initial setup

    Exercise steps - exploring FIXED and EXCLUDE - understanding FIXED

    Exercise steps - exploring FIXED and EXCLUED - understanding EXCLUDE

    Exercise - exploring FIXED and EXCLUDE - understanding order of filtering

    Exercise commentary

    Playground #2 - INCLUDE

    Inspecting the worksheet and initial setup

    Exercise steps - exploring INCLUDE

    Practical application

    Exercise - practical FIXED

    Exercise steps - practical FIXED - the problem

    Exercise steps - practical FIXED - table calc solution

    Exercise steps - practical FIXED - LOD solution

    Exercise commentary

    Exercise - practical INCLUDE

    Exercise steps part 1 - solve by using an LOD calculation

    Exercise steps part 2 - solve without an LOD calculation

    Exercise commentary

    Exercise - practical EXCLUDE

    Exercise steps part 1 - solve by using an LOD calculation

    Exercise steps part 2 - solve by using blending

    Exercise commentary

    Summary

    7. Beyond the Basic Chart Types

    Improving popular visualizations

    Bullet graphs

    Exercise steps for bullet graph – the basics

    Exercise steps for bullet graph – beyond the basics

    Making useful pies and donuts on maps

    Exercise – pies and donuts on maps

    Exercise steps for pies and donuts – the basics

    Exercise steps for pies and donuts – beyond the basics

    Pareto charts

    Exercise steps for a Pareto chart – the basics

    Exercise steps for a Pareto chart – beyond the basics

    Custom background images

    Exercise – creating a grid

    Exercise – steps for creating a grid

    Exercise – steps for using a grid to generate a dataset

    Exercise – visualizing a chess game

    Exercise – creating polygons on a background image

    Exercise – steps for creating polygons on a background image

    Summary

    8. Mapping

    Extending Tableau mapping capabilities without leaving Tableau

    Exercise - displaying routes and calculating distances

    Extending Tableau mapping with other technology

    Exercise - connecting to a WMS server

    Exploring the TMS file

    The TMS file structure

    Accessing popular map servers

    ArcGIS

    Stamen

    Exploring Mapbox

    Exercise - Mapbox classic

    Exercise – Mapbox GL

    Accessing different maps via a dashboard

    Exercise – swapping maps

    Creating custom polygons

    Exercise - drawing a square around Null Island

    Exercise steps

    Converting shape files for tableau

    Exercise – polygons for Texas

    Exercise steps

    Exercise commentary

    Summary

    9. Tableau for Presentations

    Getting the best images out of Tableau

    A brief survey of screen capture tools

    Tableau's native export capabilities

    The five export types

    From Tableau to PowerPoint

    Exercise – create a template

    Exercise – create two dashboards

    Exercise – create a PowerPoint presentation

    Exercise – automating a weekly PowerPoint presentation

    Embedding Tableau in PowerPoint

    Exercise – create an interactive PowerPoint presentation

    Animating Tableau

    Exercise – creating an animation with Tableau

    Exercise – using an animation to export many images

    Exercise – using an animation in Tableau to create an animation in PowerPoint

    Story Points dashboards for presentations

    Presentation resources

    Exercise – using Tableau dashboards to create a PowerPoint-like presentation

    Summary

    10. Visualization Best Practices and Dashboard Design

    Visualization design theory

    Formatting rules

    Rule – keep the font choice simple

    Rule - Trend line > Fever line > Reference line > Drop line > Zero line > Grid line

    Rule – band in groups of three to five

    Exercise  – banding

    Color rules

    Rule – keep colors simple and limited

    Rule – respect the psychological implication of colors

    Rule – be colorblind-friendly

    Rule – use pure colors sparingly

    Exercise – using pure colors

    Rule – color variations over symbol variation

    Visualization type rules

    Rule – keep shapes simple

    Exercise – shapes

    Rule – use pie charts sparingly

    Compromises

    Make the dashboard simple versus make the dashboard robust

    Presenting dense information versus presenting sparse information

    Telling a story versus allowing a story to be discovered

    Document, document, document! But don't use any space!

    Exercise – tooltips for extensive help

    Keeping visualizations simple versus exploring esoteric chart types

    Dashboard design

    Dashboard layout

    Golden Rectangle layout

    Quad layout

    Small Multiple layout

    Sheet selection

    Exercise - sheet swapping pie charts and treemaps

    Exercise – collapsible menu

    Summary

    11. Improving Performance

    Understand the Performance Recording dashboard

    Exercise - exploring Performance Recording in Tableau Desktop

    Performance Recording dashboard events

    Behind the scenes of the Performance Recording dashboard

    Hardware and on-the-fly techniques

    Hardware considerations

    On-the-fly techniques

    Exercise - pause/resume auto updates

    Exercise - Run Update

    Exercise - small extracts

    Single Data Source > Joining > Blending

    Three ways Tableau connects to data

    Using referential integrity when joining

    Exercise - referential integrity

    When it's necessary or advantageous to blend

    Exercise - necessary blending

    Working efficiently with data sources

    Tuning data sources

    Primary and foreign keys

    NOT NULL

    What is an index?

    What should be indexed?

    Working efficiently with large data sources

    Intelligent extracts

    Understanding the Tableau Data Extract

    Constructing a TDE for optimal performance

    Exercise - summary aggregates for improved performance

    Optimizing extracts

    Exercise - materialized calculations

    Using filters wisely

    Extract filter performance

    Data source filter performance

    Context filters

    Dimension and measure filters

    Table calculation filters

    Exercise - late filter

    Efficient calculations

    Boolean/Numbers > Date > String

    Exercise - an efficient and an inefficient way to determine N figure salary

    Exercise - date versus integer

    Additional performance considerations

    Avoid overcrowding a dashboard

    Fix dashboard sizing

    Set expectations

    Summary

    12. Interacting with Tableau Server

    Tableau file types

    Tableau Data Source (.tds)

    Tableau Packaged Data Source (.tdsx)

    Exercise - publish a data source to Tableau Server

    Tableau Workbook (.twb)

    Tableau Packaged Workbook (.twbx)

    Other file types

    Tableau Server architecture

    Tableau Server architecture approaches to avoid

    Tableau Server architecture - TWB Centric

    Tableau Server architecture - TWBX Centric

    Tableau Server architecture approaches to adopt

    Tableau Server architecture - TDS Centric

    Tableau Server architecture - TDSX Centric

    Tableau Server revision history

    Tableau Server web authoring environment

    Basic web authoring instructions

    Exercise - edit an existing workbook on Tableau Server

    Exercise - create a new workbook on Tableau Server

    Exploring the capabilities and limitations of the Tableau Server web authoring environment

    Exercise - the Tableau Server web authoring environment

    Comparing and contrasting Tableau Desktop with the Tableau Server web authoring environment

    User filters

    Exercise - deploying a view level user filter

    Accessing the Tableau Server Performance Recording dashboard

    Exercise - exploring performance recording on Tableau Server

    Summary

    13. R Integration

    Architecture, installation, and integration

    Architecture

    Installation

    Installing R

    Integration - starting Rserve, connecting with Tableau, and installing RStudio Desktop

    Using R functions

    Exercise - reproducing native Tableau functionality in R

    Correlation

    Exercise - correlation

    Regression analysis

    Exercise - regression analysis

    Clustering

    Exercise - clustering

    Quantiles

    Exercise - quantiles

    Troubleshooting

    Give R what it expects

    R Scripts are table calculations

    Performance challenges

    Summary

    Mastering Tableau


    Mastering Tableau

    Copyright © 2016 Packt Publishing

    All rights reserved. No part of this book may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, without the prior written permission of the publisher, except in the case of brief quotations embedded in critical articles or reviews.

    Every effort has been made in the preparation of this book to ensure the accuracy of the information presented. However, the information contained in this book is sold without warranty, either express or implied. Neither the author, nor Packt Publishing, and its dealers and distributors will be held liable for any damages caused or alleged to be caused directly or indirectly by this book.

    Packt Publishing has endeavored to provide trademark information about all of the companies and products mentioned in this book by the appropriate use of capitals. However, Packt Publishing cannot guarantee the accuracy of this information.

    First published: November 2016

    Production reference: 1231116

    Published by Packt Publishing Ltd.

    Livery Place

    35 Livery Street

    Birmingham 

    B3 2PB, UK.

    ISBN 978-1-78439-769-2

    www.packtpub.com

    Credits

    About the Author

    David Baldwin has provided consulting in the business intelligence sector for 17 years. His experience includes Tableau training and consulting, developing BI solutions, project management, technical writing, and the web and graphic design. His vertical experience includes financial, healthcare, human resource, aerospace, energy, education, government, and entertainment industries. As a Tableau trainer and consultant, David enjoys serving a variety of clients throughout the USA. Tableau provides David a platform that collates his broad experience into a skill set that can service a diverse client base.

    Many people provided invaluable support in the writing of this book. Although I cannot name everyone, there are those to whom I would like to draw special attention: My wife, Kara, was an unfailing encourager, supporter, and cheerleader throughout the writing journey. My children, Brent and Brooke, were very understanding of their dad’s many long hours in front of a laptop at the dining room table. My mother, Bettye, was my first and best writing instructor and thus provided a foundation for clear communication. My father, Larry, taught me the importance of precise technical and mathematical thinking. My sister, Chelsea, modeled perseverance as she pursued and achieved advanced degrees. Also I’d like to thank my colleagues at Teknion for being ever willing to entertain questions, provide valuable feedback, and read rough drafts, particularly Bridget Cogley, Matthew Agee, Preston Howell, and especially Joshua Milligan.

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    Preface

    So what is this book about? The title certainly points in the right direction: Mastering Tableau. The word Mastering implies a journey to a level of competency beyond mere familiarity or superficial knowledge. The word Tableau, of course, limits the scope of a particular software package. Let’s extend the title by one word in order to hone the focus: Mastering Tableau Desktop. The word Desktop further narrows consideration by communicating that this book is not focused on Tableau Server, although there is a chapter dedicated to interacting with Server. Nor does this book dive deep into topics beyond the realm of Tableau, though other technologies such as R and SQL are discussed as they pertain to Tableau. Furthermore, this book is not focused on data visualization or architectural theory per se, though these topics are explored and every attempt is made to adhere to sound methodology as technical problems are discussed. Instead, this book attempts to build on a foundation of an already basic understanding of Tableau Desktop so as to provide a theoretical and practical basis for solving real-world challenges in an efficient and elegant manner. Along the way, many tips and tricks for use in everyday work are discussed and exercises with careful step-by-step instructions and commentary are provided.

    What this book covers

    Chapter 1, Getting Up to Speed - a Review of the Basics, provides a quick on-ramp for those new to Tableau and a useful review for those with experience. For a more thorough consideration of fundamental topics, see Learning Tableau, written by Joshua Milligan and published by Packt Publishing.

    Chapter 2, All about Data - Getting Your Data Ready, commences a series of three All about Data chapters. The chapter begins with a theoretical discussion of the Tableau data paradigm and data mining topics and then moves on to practical ways to use Tableau to survey and cleanse data.

    Chapter 3, All about Data - Joins, Blends, and Data Structures, explores complex joins, data blending, and pivoting.

    Chapter 4, All about Data - Data Densification, Cubes, and Big Data, ends the series of All about Data chapters by surveying a variety of data topics, including the undocumented world of data densification, working with cubes and big data considerations.

    Chapter 5, Table Calculations, focuses on two questions: What is the function? and How is the function applied? These questions provide a framework for discussing directional and non-directional table calculations as well as partitioning and addressing.

    Chapter 6, Level of Detail Calculations, begins with two playground environments created in Tableau designed to provide a foundation for understanding level-of-detail calculations and then moves on to practical application.

    Chapter 7, Beyond the Basic Chart Types, looks at improving some popular visualization types and then considers the largely underexplored topic of using background images in Tableau. The workbook provided with this chapter also provides many additional visualization types.

    Chapter 8, Mapping, begins by considering how to expand Tableau’s native mapping capabilities without leaving the interface, and then explores extending Tableau mapping via other technologies, including connecting to WMS servers and MapBox. Lastly, the chapter demonstrates how to provide the end user options for choosing different maps and ends with a discussion on custom polygons.

    Chapter 9, Tableau for Presentations, discusses techniques for integrating Tableau with PowerPoint as well as how to use Tableau as a standalone presentation tool via animation and story points.

    Chapter 10, Visualization Best Practices and Dashboard Design, begins by considering design topics such as formatting, color, and visualization types and then addresses dashboard layout options. The chapter ends by exploring sheet swapping in some depth.

    Chapter 11, Improving Performance, is the longest chapter of the book and attempts to systematically (though not exhaustively) cover options for optimizing Tableau performance.

    Chapter 12, Interacting with Tableau Server, explores how to optimize Tableau Server architecture for best performance and easiest maintenance. The chapter also considers the web authoring environment, user filters, and accessing the Performance Recording dashboard via Tableau Server.

    Chapter 13, R Integration, begins by considering how to install and integrate R with Tableau and then explores R and Tableau integration via a series of exercises. The chapter ends with a troubleshooting section.

    What you need for this book

    In order to make use of this book, an installation of Tableau 10 is required. The following technologies are mentioned and lightly utilized in this book but are not strictly required:

    Chapter 2, All about Data - Getting Your Data Ready, makes light use of Adobe Acrobat.

    Access to SQL Server is helpful in a few places, especially in Chapter 4, All about Data - Data Densification, Cubes, and Big Data.

    Chapter 7, Beyond the Basic Chart Types, assumes access to Inkscape to complete two exercises (Inkscape is an open source vector drawing application that is similar to Adobe Illustrator).

    Access to Tableau Server is helpful in a few places, especially Chapter 12, Interacting with Tableau Server, where permissions for publishing data sources and editing in the web authoring environment are assumed.

    Access to Rserve is assumed for Chapter 13, R Integration. RGui and RStudio are also helpful but not strictly required.

    Who this book is for

    Mastering Tableau targets persons with 5+ months of experience using Tableau. Although not strictly required, a thorough reading of the predecessor to this book, Learning Tableau, is helpful. Alternatively, the Desktop I and II training provided by Tableau provides a helpful foundation. A basic knowledge of SQL is helpful in a few sections. A basic knowledge of Excel is assumed.

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    Code words in text, database table names, folder names, filenames, file extensions, pathnames, dummy URLs, user input and Twitter handles are shown as follows: We can include other contexts through the use of the include directive. 

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    IF [Actual/Forecast] = Actual

    THEN SUM([World Indicators].[Country B Population])

    ELSE PREVIOUS_VALUE(0) * [Select Country B Forecast] + PREVIOUS_VALUE(0)

    END

    When it is necessary to draw your attention to a particular part of a code block, the relevant lines or items are set in bold:

    IF [Actual/Forecast] = Actual

    THEN SUM([World Indicators].[Country B Population])

    ELSE PREVIOUS_VALUE(0) * [Select Country B Forecast] + PREVIOUS_VALUE(0)

    END

    Any command-line input or output is written as follows:

    # cd C:\Users\DavidBaldwin\Desktop\New_Directory

    New terms and important words are shown in bold. Words that you see on the screen, in menus or dialog boxes, for example, appear in the text like this: Clicking on the Next button moves you to the next screen.

    Note

    Warnings or important notes appear in a box like this.

    Tip

    Tips and tricks appear like this.

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    Chapter 1. Getting Up to Speed – a Review of the Basics

    The goal of this book is to empower you to become a Tableau master; in Tableau-speak, the term is Jedi. Yes, that is official Tableau terminology. Attend the yearly Tableau conference and you can sit in on Jedi classes. Of course, simply attending a class will not automatically bestow you with Jedi powers - nor will simply reading this book. Diligent work on real-world problems is absolutely essential. Couple this diligent work with industrious study and you will make it. You will become a Tableau Jedi. My hope is that this book will prove useful to you on your journey to mastery.

    If you are a seasoned Tableau author, you may find this initial chapter elementary. (A person who creates Tableau workbooks is referred to as an author, not a developer.) For such persons, I recommend a quick, inspectional read. If after a few minutes you are satisfied you already possess a solid understanding of the concepts discussed, feel free to proceed to subsequent chapters. If, however, you find some of the content unfamiliar, it may be wise to read with greater attention.

    Those who are fairly new to Tableau should find this chapter helpful in getting up to speed quickly; however, since this book targets advanced topics, relatively little time is spent considering the basics. For a more thorough consideration of fundamental topics, consider

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