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Index
Title Page Copyright
Microsoft Power BI Cookbook
Credits Foreword About the Author About the Reviewers www.PacktPub.com
Why subscribe?
Customer Feedback 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
Configuring Power BI Development Tools
Introduction Configuring Power BI Desktop options and settings
Getting ready How to do it...
Installing and running Power BI Desktop Configuring Power BI Desktop options
How it works... There's more... See also
Power BI's advantages over Excel Power BI Security and Data Source Privacy
Installing the On-Premises Data Gateway
Getting ready
Hardware and network configuration
How to do it...
Installation of on-premises gateway
How it works...
Gateway recovery key
There's more... See also...
Installing Power BI Publisher for Excel
How to do it...
Installation of Power BI Publisher for Excel
There's more...
Installing and Configuring DAX Studio
How to do it...
Installation of DAX Studio Configuration of DAX Studio
How it works... There's more...
Guy in a Cube video channel
Accessing and Retrieving Data
Introduction Viewing and analyzing M functions
Getting ready How to do it...
Formula Bar Advanced Editor window
How it works...
Query folding M query structure Lazy evaluation
There's more...
Partial query folding Limitations of query folding
See also...
M language references
Establishing and managing connections to data sources
Getting ready How to do it...
Isolate data sources from individual queries
Query groups
Manage source credentials and privacy levels
How it works...
Data Source settings Data source privacy settings
There's more... See also
Building source queries for DirectQuery models
Getting ready How to do it...
Applying M transformations with DirectQuery models
How it works... There's more...
DirectQuery project candidates DirectQuery performance
See also
Importing data to Power BI Desktop models
How to do it...
Denormalize a dimension Provide automatic sorting
How it works... There's more...
One GB dataset limit and Power BI Premium
See also
Applying multiple filtering conditions
Getting ready How to do it...
Query filter example steps
How it works... There's more...
Filtering via the Query Editor interface
See also
Choosing columns and column names
How to do it...
Identify expensive columns Select columns Rename columns
How it works...
Column memory usage
There's more...
Fact table column eliminations Column orders
See also
Transforming and cleansing source data
Getting ready How to do it...
Remove duplicates Update a column through a join
There's more... See also
Creating custom and conditional columns
How to do it...
Create a dynamic banding attribute Create a formatted name column Comparing the current and previous rows
How it works...
Conditional expression syntax Case sensitivity Conditional expression evaluation Query folding of custom columns
There's more...
Add column from example Conditional columns interface DAX calculated columns Error handling and comments
Integrating multiple queries
Getting ready How to do it...
Consolidate files Self-joining querying
How it works...
Nested join versus flat join Append multiple files
There's more...
Combine binaries Staging queries versus inline queries
See also
Choosing column data types
How to do it...
Remove automatic type detection steps Align relationship column data types Add numeric columns from text columns Use fixed decimal number for precision
How it works...
Automatic data type detection Numeric data types Power BI Desktop automatic time intelligence
There's more...
Data type impacts Date with locale Percentage data type
See also
Visualizing the M library
How to do it... How it works... There's more...
Building a Power BI Data Model
Introduction Designing a multi fact data model
Getting ready
Setting business expectations
How to do it...
Four-step dimensional design process
Data warehouse and implementation bus matrix
Choose the dataset storage mode - Import or DirectQuery
In-Memory mode DirectQuery mode
How it works...
DAX formula and storage engine
There's more...
Project ingestion questions Power BI delivery approaches
See also
Implementing a multi fact data model
How to do it...
SQL view layer M queries in Power BI Desktop Create model relationships Author DAX measures Configure model metadata
There's more...
Shared views
Handling one-to-many and many-to-many relationships
Getting ready How to do it...
Single, bidirectional, and CROSSFILTER()
Single direction relationships Bidirectional relationship CROSSFILTER() Measure
Many-to-many relationships
Bidirectional cross-filtering for many-to-many
How it works...
Ambiguous relationships CROSSFILTER()
There's more...
DirectQuery supported
See also
Assigning data formatting and categories
How to do it...
Data formats Data category
How it works... There's more...
Model level settings
See also
Configuring Default Summarization and sorting
How to do it...
Sort By Column
DAX Year-Month sorting DAX Ranking Sort
Default Summarization
How it works...
Default Summarization
There's more...
Quick measures
See also
Setting the visibility of columns and tables
How to do it...
Isolate measures from tables
How it works...
Measure home tables
There's more...
Hiding hierarchy columns Group visibility Row level security visibility Visibility features from SSAS
Embedding business definitions into DAX measures
Getting ready How to do it...
Sales and cost metrics Margin and count metrics Secondary relationships
How it works...
Date relationships
There's more...
Measure definitions Measure names and additional measures
See also
Enriching a model with analysis expressions
How to do it...
Pricing analysis Geometric mean at all grains
How it works...
Pricing analysis
Building analytics into data models with DAX
How to do it...
Cross-selling opportunities
Accessories but not bike customers Bike only customers
Active verus inactive customers Actual versus budget model and measures
How it works...
Filter Context Functions
There's more...
SUMMARIZECOLUMNS()
Integrating math and statistical analysis via DAX
How to do it...
Correlation coefficient Goodness-of-Fit test statistic
How it works...
Correlation coefficient syntax Goodness-of-Fit logic and syntax
Supporting virtual table relationships
How to do it...
Segmentation example Summary to detail example
Actual versus plan
How it works...
Year and month selected Virtual relationship functions
There's more...
Multiple dimensions  Alternatives to virtual relationships
See also
Creating browsable model hierarchies and groups
How to do it...
Create hierarchy columns with DAX Implement a hierarchy Create and manage a group
How it works...
DAX parent and child functions Include other grouping option Model scoped features
There's more...
DAX calculated columns as rare exceptions Natural hierarchies versus unnatural hierarchies Grouping dates and numbers DirectQuery models supported
See also
Authoring Power BI Reports
Introduction Building rich and intuitive Power BI reports
Getting ready
Stakeholder Matrix
How to do it...
Report planning and design process Report Design Example
European Sales and Margin Report Page European country sales and margin report page
How it works...
European sales report design
There's more...
Power BI report design checklist Custom visuals Published Power BI datasets as data sources
See also
Creating table and matrix visuals
How to do it...
Table visual exceptions
Identifying blanks in tables
Matrix visual hierarchies
How it works...
Matrix visual navigation
There's more...
URL and mail to email support Percent of total formatting Measures on matrix rows Data bar conditional formatting
Utilizing graphical visualization types
Getting ready
Choosing visual types
How to do it...
Waterfall chart for variance analysis Line chart with conditional formatting Shape map visualization
How it works...
Shape map
Enhancing exploration of reports
Getting ready
Drillthrough report page requirements Enable Cortana integration and Q&A
How to do it...
Create featured Q&A questions Parameterized Q&A report Cortana integration Drillthrough Report Pages Report themes
How it works...
Report theme JSON files
There's more...
Conversational BI - mobile support for Q&A
See also
Integrating card visualizations
Getting ready How to do it...
KPI visual Multi-row card
There's more...
Gauge visualizations
Controlling interactive filtering between visuals
How to do it...
Visual interaction control
How it works...
Current year Measures
Associating slicers with report pages
How to do it...
Configure dimension slicers
Horizontal slicers
Customize a date slicer Relative date filters
How it works...
Date slicer
There's more...
Text search Numeric range slicers
Applying filters at different scopes
How to do it...
Report and page level filters Visual level filter - top N
How it works...
DAX queries from report, page, and visual Filters
There's more...
Advanced report and page level filters
Formatting reports for publication
How to do it...
Visual alignment and distribution Shapes as backgrounds and groups
There's more...
Snap objects to grid and keyboard shortcuts Textbox with email link Format painter
See also
Designing mobile report layouts
Getting ready
Plan for mobile consumption
How to do it...
Phone layout - Europe report page Phone layout - United Kingdom report page
How it works... There's more...
Slicers and drill-down on mobile devices Mobile-optimized dashboards
See also
Creating Power BI Dashboards
Introduction Building a Power BI dashboard
How to do it...
Dashboard design process Dashboard development process
Constructing an enterprise dashboard
How to do it...
Dashboard design process
How it works...
Dual KPI custom visual Supporting tiles
Developing dynamic dashboard metrics
How to do it...
Dynamic date columns KPI target measures
How it works...
Target measure - trailing 6 months
Preparing datasets and reports for Q & A natural language queries
Getting ready
Determine use cases and feasibility
How to do it...
Prepare a model for Q & A
Model metadata Model design
Apply synonyms
Analyze Q & a use cases Apply synonyms Publish the dataset
Embedding analytical context into visualizations
How to do it...
Design the visual Create the visual
How it works...
Color saturation rule Tooltip measures
There's more...
Exposing what matters - top N and percentage of total visualizations
How to do it...
Top 25 resellers with below -3% margin Last year's top 50 products with below -10% growth
How it works...
Prior year rank measure
Visualizing performance relative to targets with KPIs and gauges
How to do it...
Create the visuals Grouping KPIs Publish KPIs to dashboard
How it works...
Current month filter Time intelligence measures
Leveraging Power BI reports in Power BI dashboards
How to do it...
Define live page requirements Create and publish to the dashboard Refine dashboard layout
How it works...
Live page slicers
Deploying content from Excel and SSRS to Power BI
Getting ready How to do it...
Publish and pin excel objects Pin SSRS report items
Adding data alerts and email notifications to dashboards
How to do it...
Configure data alert Automate email notification
How it works...
Getting Serious with Date Intelligence
Introduction Building a complete date dimension table
Getting ready How to do it...
Date dimension design
Required date dimension columns Date dimension planning and design
Add date intelligence columns via SQL
How it works...
Date intelligence columns Loading the date dimension
There's more...
Role playing date dimensions Surrogate key date conversion
Prepping the date dimension via the Query Editor
How to do it...
Date dimension M Query Add the date intelligence column via join
How it works...
Date dimension M query DirectQuery support
Authoring date intelligence metrics across granularities
Getting ready How to do it...
Current time period measures Prior time period measures Dynamic prior period measure
How it works...
Current and prior time period measures
Developing advanced date intelligence metrics
How to do it...
Count of days without sales Dynamic Prior Year-to-Date
How it works...
Dynamic prior period intelligence
Simplifying date intelligence with DAX queries and calculated tables
How to do it...
Role playing date dimensions via calculated tables Date table logic query
How it works...
Date table logic query
Adding a metric placeholder dimension
How to do it...
Metric placeholder dimension query Measure group table
Parameterizing Power BI Solutions
Introduction Creating dynamic and portable Power BI reports
Getting ready How to do it...
Single and multiple URL parameters Dynamic embedded URLs
There's more...
Dashboards with custom URLs
See also
Filtering queries with parameters
Getting ready How to do it...
Trailing days query parameter filter Multi-parameter query filters
How it works...
Query folding of parameter value filters
There's more...
Power BI Service support
Preserving report metadata with Power BI templates
Getting ready How to do it...
Template parameters Export template
Converting static queries into dynamic functions
How to do it... There's more...
Local resource usage
Parameterizing your data sources
Getting ready How to do it...
SQL Server database Excel filename and path Stored procedure input parameters
Generating a list of parameter values via queries
How to do it...
Dynamic date parameter query Product subcategories parameter query
There's more...
DirectQuery support
Capturing user selections with parameter tables
How to do it...
Sales plan growth scenarios
There's more...
Scenario specific measures
Building a forecasting process with What if analysis capabilities
Getting ready How to do it...
Forecast variables from Excel Power BI Desktop forecast model
Source connection and unpivoted forecast tables Apply the forecast to historical values Allocate the forecast according to the dimension variable inputs Create relationships, measures, and forecast visuals Test and deploy forecasting tool
How it works...
Implementing Dynamic User-Based Visibility in Power BI
Introduction Capturing the current user context of Power BI content
Getting ready How to do it... How it works...
Power BI authentication
There's more...
USERNAME() versus USERPRINCIPALNAME()
See also
Defining RLS roles and filtering expressions
Getting ready How to do it...
United States online Bike Sales Role Europe reseller sales - mountain and touring Deploy security roles to Power BI
How it works...
Filter transfer via relationships
There's more...
Managing security Dynamic columns and central permissions table
Designing dynamic security models in Power BI
Getting ready How to do it... There's more...
Performance impact
Building dynamic security in DirectQuery data models
Getting ready How to do it... How it works...
Dynamic security via relationship filter propagation
There's more...
Bidirectional security relationships
Displaying the current filter context in Power BI reports
How to do it...
Dimension values selected Dimension values remaining
How it works...
FILTERS() and CONCATENATEX()
Avoiding manual user clicks with user-based filtering logic
Getting ready How to do it... How it works... There's more...
Personal filters feature coming to Power BI apps
Applying Advanced Analytics and Custom Visuals
Introduction Incorporating advanced analytics into Power BI reports
How to do it...
Clustered column chart Line chart
How it works...
Analytics pane measures
There's more...
Analytics pane limitations
See also
Enriching Power BI content with custom visuals and quick insights
Getting ready How to do it...
Bullet chart custom visual Scoped quick insights
How it works... There's more...
Quick insights in Power BI Desktop Quick insights on published datasets
Creating geospatial mapping visualizations with ArcGIS maps for Power BI
Getting ready How to do it...
Single field address Customer clustering Map
There's more...
ArcGIS map field wells Conditional formatting logic
See also
Configuring custom KPI and slicer visuals
Getting ready How to do it...
Dual KPI - headcount and labor expense Chiclet Slicer - Sales Territory Country
There's more...
Chiclet slicer custom visual
Building animation and story telling capabilities
Getting ready How to do it...
Scatter chart with play axis ArcGIS map timeline Pulse chart custom visual
There's more...
Bookmarks Play axis custom visual Storytelling custom visuals
Embedding statistical analyses into your model
Getting ready How to do it...
Regression table and measures Residuals table and measures Regression report
How it works...
Statistical formulas DAX calculated tables
See also
Creating and managing Power BI groupings and bins
How to do it...
First purchase date grouping Days since last purchase grouping
Detecting and analyzing clusters
Getting ready How to do it...
Create clusters Analyze the clusters
How it works...
RFM - recency, frequency, monetary Clustering algorithm and limits
There's more...
R clustering custom visuals Scatter chart-based clustering
Forecasting and visualizing future results
Getting ready How to do it...
Monthly forecast via date hierarchy Weekly sales forecast analysis
How it works...
Exponential smoothing Dynamic week status column
There's more...
Forecast requirements
Using R functions and scripts to create visuals within Power BI
Getting ready How to do it...
Base graphics histogram ggplot2 histogram
How it works...
Automatic duplicate removal Filter context
There's more... See also
Developing Solutions for System Monitoring and Administration
Introduction Creating a centralized IT monitoring solution with Power BI
Getting ready How to do it... How it works...
Wait Stats and instance configuration data source setup
There's more...
Query Store integration DirectQuery real-time monitoring datasets
See also
Constructing a monitoring visualization and analysis layer
Getting ready How to do it... How it works...
Relative date filtering
There's more...
Top 10 slowest queries via Query Store
See also
Importing and visualizing dynamic management view (DMV) data of SSAS and Power BI data models
How to do it... How it works...
Memory structures
See also
Increasing SQL Server DBA productivity with Power BI
Getting ready How to do it... How it works...
Query Store
See also
Providing documentation of Power BI and SSAS data models to BI and business teams
Getting ready How to do it... How it works... There's more...
Power BI documentation reports via Excel SQL Server Analysis Services (SSAS) Metadata
Analyzing performance monitor counters of the Microsoft on-premises data gateway and SSAS tabular databases
Getting ready How to do it...
SSAS tabular memory reporting On-premises data gateway counters
How it works...
SSAS tabular memory limits On-premises data gateway workloads
There's more...
High availability and load balancing for the on-premises data gateway Reduce network latency via Azure ExpressRoute and Azure Analysis Services
See also
Analyzing Extended Events trace data with Power BI
Getting ready How to do it... How it works...
Self-service Extended Events analysis
There's more...
SQL Server Profiler versus Extended Events Additional event session integration
See also
Visualizing log file data from SQL Server Agent jobs and from Office 365 audit searches
Getting ready How to do it...
Power BI Audit Log Integration SQL Server Agent log integration
How it works...
PowerShell search for Power BI audit log SQL Server agent tables
There's more...
Power BI usage reporting
See also
Enhancing and Optimizing Existing Power BI Solutions
Introduction Enhancing the scalability and usability of a data model
Getting ready How to do it...
Identify expensive columns and quick wins Normalize large dimensions Sort imported fact tables
How it works...
Columnar database Run-length encoding (RLE) compression via Order By Segment elimination
There's more...
Minimize loaded and refreshed queries
Revising DAX measures to improve performance
Getting ready How to do it...
Improper use of FILTER() Optimizing OR condition measures
How it works...
DAX query engine - formula and storage
There's more...
DAX variables for performance DAX as a query language
Pushing query processing back to source systems
Getting ready How to do it...
Query folding analysis process Query folding redesign
How it works...
Query folding factors Native SQL queries
There's more...
Parallel loading of tables Improving folded queries
Strengthening data import and integration processes
How to do it...
Data source consolidation Error handling, comments, and variable names Handling missing fields
How it works...
MissingField.UseNull
See also
Isolating and documenting DAX expressions
Getting ready How to do it...
Reseller Margin % with variables Variable table filters
How it works...
Reseller Margin % with variables
There's more...
DAX Formatter in DAX Studio
Deploying and Distributing Power BI Content
Introduction Preparing a content creation and collaboration environment in Power BI
How to do it...
Evaluate and plan for Power BI deployment Set up a Power BI service deployment
How it works...
Premium capacity nodes - frontend cores and backend cores
There's more...
Scaling up and scaling out with Power BI Premium
See also
Managing migration of Power BI content between development, testing, and production environments
Getting ready How to do it...
Staged deployment overview
Development environment Production environment
How it works...
Automated report lifecycle - clone and rebind report APIs OneDrive for business synchronization Version restore in OneDrive for business
See also
Sharing Power BI dashboards with colleagues
Getting ready How to do it... How it works...
Managing shared dashboards
There's more...
Analyze shared content from Excel Sharing dashboards from Power BI mobile apps
Configuring Power BI app workspaces
Getting ready How to do it... How it works...
App workspaces and apps App workspaces replace group workspaces
There's more...
Power BI premium capacity admins
See also
Configuring refresh schedules and DirectQuery connections with the on-premises data gateway
Getting ready How to do it...
Scheduled refresh for import mode dataset
Configure data sources for the on-premises data gateway Schedule a refresh
DirectQuery dataset
Configure data sources for the on-premises data gateway Configure the DirectQuery dataset
How it works...
Dataset refreshes Dashboard and report cache refreshes
There's more...
Refresh limits: Power BI premium versus shared capacity Trigger refreshes via data refresh APIs in the Power BI Service
See also
Creating and managing Power BI apps
Getting ready How to do it...
Publishing an app Distributing and installing the app
How it works...
App workspaces to apps
There's more...
Apps replacing content packs
Building email subscriptions into Power BI deployments
Getting ready
Determine feasibility - recipient, distribution method, and content
How to do it...
Create dashboard and report subscriptions Manage subscriptions
There's more... See also
Publishing Power BI reports to the public internet
Getting ready How to do it... How it works...
Publish to web report cache
There's more...
Embed in SharePoint online
See also
Enabling the mobile BI experience
How to do it...
Enhance basic mobile exploration and collaboration Enable advanced mobile BI experiences
How it works...
Responsive visualizations
There's more...
Apple watch synchronization SSRS 2016 on-premises via Power BI mobile apps Filters on phone reports
See also
Integrating Power BI with Other Applications
Introduction Integrating Excel and SSRS objects into Power BI Solutions
Getting ready How to do it...
SSRS Excel
There's more...
SSRS and Excel use cases
SSRS Microsoft Excel
Migrating a Power Pivot for Excel Data Model to Power BI
Getting ready How to do it... How it works...
Excel items imported
There's more...
Export or upload to Power BI from Excel 2016
Upload Excel Workbook to Power BI Export Excel Workbook to Power BI
Accessing and analyzing Power BI datasets from Excel
Getting ready How to do it...
Cube formulas DAX query to Power BI
How it works...
Cube Formulas DAX query data connection
There's more...
Sharing and distribution limitations New Excel visual types table requirement
Building Power BI reports into PowerPoint presentations
Getting ready How to do it...
Prepare a report for PowerPoint Export report to PowerPoint
How it works...
High resolution images and textboxes
There's more...
Embed Power BI tiles in MS Office
See also
Migrating a Power BI Data Model to SSAS Tabular
Getting ready How to do it... How it works...
Azure analysis services pricing and performance
There's more...
Direct import to SQL server data tools
See also
Accessing MS Azure hosted services such as Azure Analysis Services from Power BI
Getting ready How to do it... How it works...
Report level measures for live connections to SSAS Client libraries for Azure Analysis Services
There's more...
Power BI premium DirectQuery and SSAS live connection query limits
See also
Using Power BI with Microsoft Flow and PowerApps
Getting ready How to do it...
Streaming Power BI dataset via MS Flow
How it works...
Microsoft Flow
There's more...
Write capabilities and MS Flow premium PowerApps Studio and mobile applications
See also
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