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The Data Analysts 
Toolkit 
SQL SERVER DAYS 2014 
Jen Stirrup
Module 1:
The Data Analyst’s Toolkit 
Setting up your Data for R 
Jen Stirrup | Director 
Copper Blue Consulting | June, 2014
Objectives
Objectives
Objectives
Objectives
Objectives
Objectives
Objectives
Objectives
Objectives
Objectives
Objectives 
20 
15 
10 
5 
0 
Year 
1962 
1965 
1968 
1971 
1974 
1977 
1980 
1983 
1986 
1989 
1992 
1995 
1998 
2001 
2004 
2007 
Total Expenditure on Health, % of GDP - 1960- 
2007 
Total Expenditure on Health, % of GDP - 1960-2007
Challenger
Challenger
Challenger
Why visualise? 
Zimbabwean inflation rates (official) since independence 
Date Rate Date Rate Date Rate Date Rate Date Rate Date Rate 
1980 7% 1981 14% 1982 15% 1983 19% 1984 10% 1985 10% 
1986 15% 1987 10% 1988 8% 1989 14% 1990 17% 1991 48% 
1992 40% 1993 20% 1994 25% 1995 28% 1996 16% 1997 20% 
1998 48% 1999 56.9% 2000 55.22% 2001 112.1% 2002 198% 2003 598% 
2004 132% 2005 585.84% 2006 1,281% 2007 66,212% 2008 
231,150,8 
88% (July)
Think with your Eyes: Data Visualisation 
Zimbabwean inflation rates (1980 – 2008)
Translated into picture…
Big data is driving us to a tipping point
Data gives you the WHAT, so people can 
uncover the WHY 
Data science process
Solutions built on Microsoft technology
Challenges to 
unlocking data 
insights 
Integration with 
existing tools 
41% 
Security & 
manageability 
37% 
Lack of skills 
& knowledge 
59% 
Connected 
devices per adult 
4.3 
Source: Big Data & CIO Adoption Quantitative Research, Sept 2012, Microsoft
 The endless cycle of idea and action, 
Endless invention, endless experiment, 
Brings knowledge of motion, but not of 
stillness; 
Knowledge of speech, but not of silence; 
.. 
Where is the wisdom we have lost in 
knowledge? 
Where is the knowledge we have lost in 
information? 
Excerpt from The Rock by TS Eliot (1934)
Secret 
Sauce?
Why Big Data?
Genius depends 
upon the data 
within its reach. 
Ernest Dimnet
You have to start with the truth. The 
truth is the only way that we can get 
anywhere. Because any decision-making 
that is based upon lies or 
ignorance can't lead to a good 
conclusion. 
Julian Assange, Wikileaks
You have to start with the truth. The 
truth is the only way that we can get 
anywhere. Because any decision-making 
that is based upon lies or 
ignorance can't lead to a good 
conclusion. 
Julian Assange, Wikileaks
What data will we look at today? 
The true measure of a nation’s 
standing is 
how well it attends to its children – 
their 
health and safety, their material 
security, 
their education and socialization, and 
their sense of being loved, valued, 
and 
included in the families and societies 
into 
which they are born. 
UNICEF, Child poverty in perspective: 
An overview of child well-being in rich 
countries, 
Innocenti Report Card 7, 2007 
UNICEF Innocenti Research Centre, Florence.
37
Defining Business Intelligence (BI) 
• Today, BI is generally a well-understood term 
• According to Gartner, BI is defined as: 
A broad category of applications and technologies for gathering, storing, analyzing, sharing 
and providing access to data to help enterprise users make better business decisions 
• It encompasses a broad spectrum of technologies and usually 
requires skilled professionals to implement and manage
Course Outline 
 Module 1: Setting up your data for R with Power Query 
 Module 2: Introducing R 
 Module 3: The Big Picture: Putting Power BI and R together 
 Module 4: Visualising your data with Power View and Excel 2013 
 Module 5: Power Map 
 Module 6: Wrap up and Q and Q
In a Nutshell: Power BI and R 
Prepare Data with 
R 
Analysing Data 
with R 
Putting it all 
together
Introducing Microsoft SSBI 
Microsoft Office 2013 – Excel 
 Over the past decade, the core spreadsheet capabilities have been enhanced to enable 
analysts to analyze, communicate, and manage information 
• Comprehensive support for querying Analysis Services data models 
• Rich and interactive data visualizations 
• Add-ins provide rich and integrated BI capabilities:
Introducing Microsoft SSBI 
Microsoft Office 2013 – Excel 
Product Purpose Excel 2010 Excel 2013 
Power Query Data acquisition and preparation 
Power Pivot Data modeling 
Power View Presentation-ready, and interactive 
reports 
Power Map 3D geospatial visualization
Introducing Microsoft SSBI 
Power BI for Office 365 
 Power BI delivers cloud-based BI abilities 
 BI site provide a cloud portal to share workbooks, and includes benefits: 
‐ Data catalog to store and search for queries 
‐ Data refresh from on-premise data 
‐ Larger workbook sizes, up to 250MB 
‐ HTML5 report viewing 
‐ Natural language querying (Q&A)
Introducing SQL Server 
 SQL Server also can play a major role in delivering BI 
 Standard, Business Intelligence and Enterprise editions provide BI 
capabilities to deliver larger scale BI solutions: 
‐ Data warehousing 
‐ Extract, Transform and Load (ETL) with Integration Services 
‐ Data modeling (multidimensional and tabular) 
‐ Data mining 
‐ Reporting
Business Analysts 
• Data Discovery 
IT Professionals 
• Configure data services 
• Create, combine, manage 
and publish advanced 
queries 
Users 
• Search for, and consume, 
published queries 
Introducing Power Query 
Power Query Audiences
Introducing Power Query 
• Power Query is a new add-in for Excel to discover, transform and consume 
data 
• Allows defining queries which run a sequence of steps to import and 
reshape data from one or more data sources 
- Query steps are defined by using Power Query Formula Language (informally known as "M“) 
 Simple query step logic does not require writing formulas 
 Advanced query step logic can be written to leverage the full power of the language 
• Supports a large collection of data source types 
• Query results can be loaded into an Excel table or the workbook data model
Introducing Power Query 
Power Query Ribbon 
- Search for published queries and load their data 
- Source external or workbook data to create a new query 
- Combine queries to create a new query 
- Manage workbook and machine settings
Working with Power Query 
Creating Queries 
• A query is typically created by sourcing external data 
• Data can be sourced from: 
- Web (an HTML page) 
- File 
- Database 
- Other sources su
Working with Power Query 
Creating Queries – External Data Sources
Working with Power Query 
Creating Queries – Query 
• Queries are defined in the Query Editor window 
• Once a data source is defined, the query can be named, and steps created 
• Steps can filter and shape data into a desired result 
- Steps can easily be produced by applying column filters, and by using the commands 
available from the ribbon, or the query and column context menus 
- It is possible to select a step and preview the data at that step 
- It is also possible to remove steps – but take care not to remove a step that downstream 
steps depend on 
- Step formulas can be viewed or edited in the formula bar
Working with Power Query 
Creating Queries – Query Editor 
Navigator Pane 
Browse structured 
data sources to 
find the data 
source that you 
want to query 
Query Name 
Unique name 
for the query 
Formula Bar 
View or edit the 
formula directly 
Applied Steps 
Edit any query 
step, represented 
as a Gear icon, 
by using the Edit 
Settings option 
on each step. 
Steps can also be 
deleted. 
Query preview 
Load Settings 
Load worksheet 
and/or data 
model 
Latest refresh 
time 
Refresh 
Import the latest data 
(run query steps)
Working with Power Query 
Creating Queries – Query Editor Context Menus 
Query 
menu: 
Column 
menu: 
Column 
filters: 
Click here to launch 
the query menu
Working with Power Query 
Combining Queries 
• New queries can be created to: 
- Merge two queries (joining on a common column) 
- Append two queries (union)
Working with Power Query 
Managing Queries 
• Each query is added as a workbook 
connection, and can be refreshed like 
standard data connections 
• Queries are managed in the Workbook 
Queries pane 
• Hovering over the query will produce a 
preview of the data, and provide commands 
• Queries can be edited, duplicated, 
referenced, deleted, merged, appended or 
shared
Working with Power Query 
Advanced Scenarios 
• The Power Query options allow enabling advanced query editing 
• When enabled, a query can be edited as a script, and new queries 
can be scripted from scratch 
• Customized logic can be developed by implementing functionality 
not exposed by the context menus, by using looping constructs, 
and parameterizing queries to create functions to be invoked by 
other queries
Working with Power Query 
Advanced Scenarios – Example
Find, combine and manage
Enabling Easy Access to Data with Power BI 
Easy access to data on 
any device.
Find, combine and manage
Power BI and R together
Discover, analyze, and visualize with Excel
Clean, transform, model, mash-up
Visualize and analyze
Ask real questions, get answers 
Featuring Power BI for Office 365 Q&A 
 Q&A feature uses natural 
language query 
 Type questions into the speech 
bubble 
 Get immediate answers in the form 
of interactive charts and graphs
Connect and collaborate
Resources 
 Microsoft Download Center 
- Microsoft Power Query for Excel (Preview) 
- http://www.microsoft.com/en-us/download/details.aspx?id=39933 
 TechEd North America 2013 
- DBI-B225: “Microsoft “Data Explorer ” for Excel: Discover, Combine, and Refine your 
Data” by Faisal Mohamood 
- http://channel9.msdn.com/Events/TechEd/NorthAmerica/2013/DBI-B225 
 Power Query for Excel Formula Language Specification 
- http://go.microsoft.com/fwlink/?LinkID=320633
Demo
About me
SQL Server Days would like to thank all of our sponsors!

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Preconference Overview of data visualisation and technology

  • 1. The Data Analysts Toolkit SQL SERVER DAYS 2014 Jen Stirrup
  • 3. The Data Analyst’s Toolkit Setting up your Data for R Jen Stirrup | Director Copper Blue Consulting | June, 2014
  • 14. Objectives 20 15 10 5 0 Year 1962 1965 1968 1971 1974 1977 1980 1983 1986 1989 1992 1995 1998 2001 2004 2007 Total Expenditure on Health, % of GDP - 1960- 2007 Total Expenditure on Health, % of GDP - 1960-2007
  • 15.
  • 16.
  • 17.
  • 21. Why visualise? Zimbabwean inflation rates (official) since independence Date Rate Date Rate Date Rate Date Rate Date Rate Date Rate 1980 7% 1981 14% 1982 15% 1983 19% 1984 10% 1985 10% 1986 15% 1987 10% 1988 8% 1989 14% 1990 17% 1991 48% 1992 40% 1993 20% 1994 25% 1995 28% 1996 16% 1997 20% 1998 48% 1999 56.9% 2000 55.22% 2001 112.1% 2002 198% 2003 598% 2004 132% 2005 585.84% 2006 1,281% 2007 66,212% 2008 231,150,8 88% (July)
  • 22. Think with your Eyes: Data Visualisation Zimbabwean inflation rates (1980 – 2008)
  • 24.
  • 25. Big data is driving us to a tipping point
  • 26. Data gives you the WHAT, so people can uncover the WHY Data science process
  • 27. Solutions built on Microsoft technology
  • 28. Challenges to unlocking data insights Integration with existing tools 41% Security & manageability 37% Lack of skills & knowledge 59% Connected devices per adult 4.3 Source: Big Data & CIO Adoption Quantitative Research, Sept 2012, Microsoft
  • 29.  The endless cycle of idea and action, Endless invention, endless experiment, Brings knowledge of motion, but not of stillness; Knowledge of speech, but not of silence; .. Where is the wisdom we have lost in knowledge? Where is the knowledge we have lost in information? Excerpt from The Rock by TS Eliot (1934)
  • 32.
  • 33. Genius depends upon the data within its reach. Ernest Dimnet
  • 34. You have to start with the truth. The truth is the only way that we can get anywhere. Because any decision-making that is based upon lies or ignorance can't lead to a good conclusion. Julian Assange, Wikileaks
  • 35. You have to start with the truth. The truth is the only way that we can get anywhere. Because any decision-making that is based upon lies or ignorance can't lead to a good conclusion. Julian Assange, Wikileaks
  • 36. What data will we look at today? The true measure of a nation’s standing is how well it attends to its children – their health and safety, their material security, their education and socialization, and their sense of being loved, valued, and included in the families and societies into which they are born. UNICEF, Child poverty in perspective: An overview of child well-being in rich countries, Innocenti Report Card 7, 2007 UNICEF Innocenti Research Centre, Florence.
  • 37. 37
  • 38. Defining Business Intelligence (BI) • Today, BI is generally a well-understood term • According to Gartner, BI is defined as: A broad category of applications and technologies for gathering, storing, analyzing, sharing and providing access to data to help enterprise users make better business decisions • It encompasses a broad spectrum of technologies and usually requires skilled professionals to implement and manage
  • 39. Course Outline  Module 1: Setting up your data for R with Power Query  Module 2: Introducing R  Module 3: The Big Picture: Putting Power BI and R together  Module 4: Visualising your data with Power View and Excel 2013  Module 5: Power Map  Module 6: Wrap up and Q and Q
  • 40. In a Nutshell: Power BI and R Prepare Data with R Analysing Data with R Putting it all together
  • 41. Introducing Microsoft SSBI Microsoft Office 2013 – Excel  Over the past decade, the core spreadsheet capabilities have been enhanced to enable analysts to analyze, communicate, and manage information • Comprehensive support for querying Analysis Services data models • Rich and interactive data visualizations • Add-ins provide rich and integrated BI capabilities:
  • 42. Introducing Microsoft SSBI Microsoft Office 2013 – Excel Product Purpose Excel 2010 Excel 2013 Power Query Data acquisition and preparation Power Pivot Data modeling Power View Presentation-ready, and interactive reports Power Map 3D geospatial visualization
  • 43. Introducing Microsoft SSBI Power BI for Office 365  Power BI delivers cloud-based BI abilities  BI site provide a cloud portal to share workbooks, and includes benefits: ‐ Data catalog to store and search for queries ‐ Data refresh from on-premise data ‐ Larger workbook sizes, up to 250MB ‐ HTML5 report viewing ‐ Natural language querying (Q&A)
  • 44. Introducing SQL Server  SQL Server also can play a major role in delivering BI  Standard, Business Intelligence and Enterprise editions provide BI capabilities to deliver larger scale BI solutions: ‐ Data warehousing ‐ Extract, Transform and Load (ETL) with Integration Services ‐ Data modeling (multidimensional and tabular) ‐ Data mining ‐ Reporting
  • 45. Business Analysts • Data Discovery IT Professionals • Configure data services • Create, combine, manage and publish advanced queries Users • Search for, and consume, published queries Introducing Power Query Power Query Audiences
  • 46. Introducing Power Query • Power Query is a new add-in for Excel to discover, transform and consume data • Allows defining queries which run a sequence of steps to import and reshape data from one or more data sources - Query steps are defined by using Power Query Formula Language (informally known as "M“)  Simple query step logic does not require writing formulas  Advanced query step logic can be written to leverage the full power of the language • Supports a large collection of data source types • Query results can be loaded into an Excel table or the workbook data model
  • 47. Introducing Power Query Power Query Ribbon - Search for published queries and load their data - Source external or workbook data to create a new query - Combine queries to create a new query - Manage workbook and machine settings
  • 48. Working with Power Query Creating Queries • A query is typically created by sourcing external data • Data can be sourced from: - Web (an HTML page) - File - Database - Other sources su
  • 49. Working with Power Query Creating Queries – External Data Sources
  • 50. Working with Power Query Creating Queries – Query • Queries are defined in the Query Editor window • Once a data source is defined, the query can be named, and steps created • Steps can filter and shape data into a desired result - Steps can easily be produced by applying column filters, and by using the commands available from the ribbon, or the query and column context menus - It is possible to select a step and preview the data at that step - It is also possible to remove steps – but take care not to remove a step that downstream steps depend on - Step formulas can be viewed or edited in the formula bar
  • 51. Working with Power Query Creating Queries – Query Editor Navigator Pane Browse structured data sources to find the data source that you want to query Query Name Unique name for the query Formula Bar View or edit the formula directly Applied Steps Edit any query step, represented as a Gear icon, by using the Edit Settings option on each step. Steps can also be deleted. Query preview Load Settings Load worksheet and/or data model Latest refresh time Refresh Import the latest data (run query steps)
  • 52. Working with Power Query Creating Queries – Query Editor Context Menus Query menu: Column menu: Column filters: Click here to launch the query menu
  • 53. Working with Power Query Combining Queries • New queries can be created to: - Merge two queries (joining on a common column) - Append two queries (union)
  • 54. Working with Power Query Managing Queries • Each query is added as a workbook connection, and can be refreshed like standard data connections • Queries are managed in the Workbook Queries pane • Hovering over the query will produce a preview of the data, and provide commands • Queries can be edited, duplicated, referenced, deleted, merged, appended or shared
  • 55. Working with Power Query Advanced Scenarios • The Power Query options allow enabling advanced query editing • When enabled, a query can be edited as a script, and new queries can be scripted from scratch • Customized logic can be developed by implementing functionality not exposed by the context menus, by using looping constructs, and parameterizing queries to create functions to be invoked by other queries
  • 56. Working with Power Query Advanced Scenarios – Example
  • 57.
  • 59. Enabling Easy Access to Data with Power BI Easy access to data on any device.
  • 61.
  • 62. Power BI and R together
  • 63.
  • 64. Discover, analyze, and visualize with Excel
  • 67. Ask real questions, get answers Featuring Power BI for Office 365 Q&A  Q&A feature uses natural language query  Type questions into the speech bubble  Get immediate answers in the form of interactive charts and graphs
  • 69. Resources  Microsoft Download Center - Microsoft Power Query for Excel (Preview) - http://www.microsoft.com/en-us/download/details.aspx?id=39933  TechEd North America 2013 - DBI-B225: “Microsoft “Data Explorer ” for Excel: Discover, Combine, and Refine your Data” by Faisal Mohamood - http://channel9.msdn.com/Events/TechEd/NorthAmerica/2013/DBI-B225  Power Query for Excel Formula Language Specification - http://go.microsoft.com/fwlink/?LinkID=320633
  • 70. Demo
  • 72. SQL Server Days would like to thank all of our sponsors!

Hinweis der Redaktion

  1. Speaker Notes: This slide allows the definition of BI.
  2. OPTIONAL SLIDE: Screen shots of Excel 2013 Power Query and Windows Azure Marketplace for visual representation of solutions if demo isn’t possible, or if needed to address specific points.  
  3. Moving on to the second stage of the data science process – where you form theories, analyze & refine them – this time, I want to focus on a story from the financial services industry.
  4. Ultimately – from end-users, business analysts, to BI pros, and data scientists – you want to enable them all – not just one. Because when you enable all of these people – you engage more people in analytics – you accelerate the time from raw data to insight across your company. You need to drive adoption of the right tools to all users, not just BI experts or Data Scientists in a collaborative way and on any device. Through familiar tools like Excel and SharePoint, we enable all users to analyze and make collaborative decisions on structured and unstructured data. Through the Hive ODBC Driver, there is now easy and direct access from the end user tools to Hadoop data from traditional services like SQL Server Analysis Services. Let’s dig in a little… stop for a minute – and picture Excel in your minds. What image comes into your head? Probably Excel from years past – spreadsheets with tables? If that’s the image in your head, then think back to the demo we just walked through. That’s Excel today. With the BI add-ins for Excel and SharePoint, powerful analytics and collaboration tools for everyone are ready and waiting. In fact, Power View and Power Pivot both represent our investments in putting our best BI technology in Excel to make it accessible to everyone. And it allows you to do amazing visualizations that make it possible for you to look at your data in new ways – that makes insights and data analysis accessible to all users -- from the least sophisticated to the most. One of the most common pain points we hear from IT and end users about BI is the classic problem – a repeating loop that never ends. The business asks IT for data. IT produces the data and gives it to the business. The business asks for more cuts, and the request goes back into the queue. IT has to pull together a new cube and another analysis. A week later, the business gets it, but says it’s almost right, but it’s missing these three things. The whole process starts over again. How many people have been on that cycle? Power View and Power Pivot are all about bringing that full, self-service BI power into Excel so users can do that analysis, and they can cut and slice and dice rather than constantly coming to IT for that service. Power View (an interactive data exploration, visualization, and presentation experience that encourages intuitive ad-hoc reporting) is available in Microsoft Excel 2013, but it’s also a feature of SharePoint Server 2010 and 2013 as part of the SQL Server Reporting Services. Power Pivot is a powerful data mashup and data exploration tool. Again, thinking about the notion of accelerating time to insight, we’ve continued to integrate in-memory technologies right into our products. Power Pivot has in-memory built in so it delivers super-fast analytical performance – processing billions of rows in seconds. Once users complete their analysis, they can publish the results to SharePoint or a Power BI site so that the data can be shared by everyone. Just having the finance director know the data and see the analysis is not enough for most companies. You want to push it out to your organization, and then refine that with external data.
  5. SUGGESTED DEMO: Demo featuring Power Query, Power View, Power Pivot and Power Map in Excel 2013. Demonstrate stage two of data science process – making it possible for everyone to form theories, analyze and refine – to work with big and small data using familiar powerful tools. Ultimately revealing insights.
  6. OPTIONAL SLIDE: Screen shots of Excel 2013 featuring Q&A, Power View and Power Map for visual representation of solutions if demo isn’t possible, or if needed to address specific points. Ask real questions and get answers with Q&A. With the natural language query capabilities in Power BI for Office 365, as questions about your data as you would in everyday language. From those questions, you’ll get answers in the form of instantly generated charts and graphs. Visualize insights with Excel 2013, Power View and Power Pivot visual and modeling tools. Fine-tune reports with chart and view filters, and navigate quickly through your data, define relationship hierarchies and KPIs, model analytical requirements, and more. Add depth to Excel reporting with 3D geospatial mapping in Power Map. Map up to a million rows of data visually in 3D on Bing Maps, discover insights and capture them as scenes, share stories with everyone by bringing your scenes together in a guided tour.
  7. OPTIONAL SLIDE: Screen shots of Excel 2013 featuring Power View and Power Pivot for visual representation of solutions if demo isn’t possible, or if needed to address specific points.
  8. OPTIONAL SLIDE: Screen shots of Excel 2013 featuring Power Map for visual representation of solutions if demo isn’t possible, or if needed to address specific points.  
  9. OPTIONAL SLIDE: With the natural language query capabilities in Power BI for Office 365, as questions about your data as you would in everyday language. From those questions, you’ll get answers in the form of instantly generated charts and graphs.
  10. OPTIONAL SLIDE: Share insights about your data, find answers, and stay connected from anywhere with the web-based and mobile capabilities of Power BI for Office 365. Quickly create collaborative BI-optimized workspaces in Office 365 to share BI worksheets with colleagues, collaborate over insights and results, and quickly find the data you’re looking for. Access your BI from any device, anywhere using an HTML5-compatible browser, or through mobile BI apps.
  11. Speaker Notes: Highlight relevant resources for further attendees to continue their education.