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Hundreds of resources
Visit the Resource Library
on the Senturus website
to download this presentation
and explore other assets:
Senturus.com/resources/
2
Introductions
•Patrick Powers
3
•Consultant and Trainer
Senturus, Inc.
•Michael Weinhauer
•Director
Senturus, Inc.
4
Agenda
• Introductions​
• Discussion of Python &
Power BI
• Demos
• Additional resources​ &
Senturus Overview
• Q&A
4
Topics
• Python basics
• Configuring Power BI
Desktop
• Using Python for data
• Python visualizations
• Transforming data
Enjoy the full webinar presentation
This slide deck is from the webinar Using Python with Power
BI
To view the FREE video recording and download this deck,
go to https://senturus.com/resources/python-with-power-bi/
5
6
What is Python?
• An interpreted, interactive, object-oriented programming
language
• Combines power with a straight-forward, easy to
understand syntax
• Is portable to Windows, Linux and MacOS
• Is fully extensible with C or C++
• Named after Monty Python’s Flying Circus
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Why Python with Power BI?
• Can help with automation, creating visuals and creating
machine learning modules
• Using Python allows access to additional visualizations
libraries
• When combined with Power Query, Python can be used for
data cleansing, advanced data shaping and predictions and
clustering
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Installing Python
• A base installation of Python is required
• Requires two Python packages before scripts can be used:
• Pandas
• A software library for data manipulation and analysis. It offers data structures and
operations for manipulating numerical tables and time series
• Matplotlib
• A plotting library for Python and its numerical mathematics extension NumPy
• Provide an object-oriented API for embedding plots into applications using general-
purpose GUI toolkits – e.g. Tkinter, wxPython, Qt, or GTK+
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Configuring Python for Power BI
Once Python and associated
libraries are installed,
configure Power BI
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Data creation
Python scripts can be used to
either hard code data frames
or a connection script can be
created to use existing data
sources
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Python visualizations
To create visuals with
Python, we leverage
pandas and matplotlib
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Matplotlib
An open-source library that
allows users to create static,
animated and interactive
visualizations with Python
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Additional visualizations
With Matplotlib, access to visualizations not currently available
in Power BI
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Data manipulation
• Scripts can be used in Power Query Editor
• Data can be shaped in multiple ways:
• Completion of missing data
• Pivoting data
• Column and row removal
• Predictions
• Clustering
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Pandas quick reference
Print this Data wrangling with
pandas cheat sheet
https://pandas.pydata.org/Pandas_
Cheat_Sheet.pdf
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See the Power BI demos
To view these demos and download
the slide deck go to
https://senturus.com/resources/python-
with-power-bi/
16
• Creating an enterprise
workbook
• Configuring Power BI
and libraries
• Creating data
• Building a visualization
• Transforming data
Python & Power BI benefits
• Access to re-using existing code
• More visualizations than currently available in Power BI
• Greater flexibility in retrieving data from tricky sources
• A potential replacement for cumbersome M scripts
• Access to pre-existing scripts to leverage in your workbooks
17
New self-paced class
Power BI & Python
https://senturus.com/training-courses/power-bi/power-bi-python/
18
Additional resources
19
Insider viewpoints
Technical tips
Unbiased product reviews
Product demos Upcoming events
More on this subject
Upcoming event
•What’s New in Cognos 11.2.1
• With IBM’s Rachel Su
• Thursday, Oct 28, 11am PT/2pm ET
• Register: https://senturus.com/resources/whats-new-in-cognos-11-2-1/
•Easily Connect Power BI & Tableau to Cognos Data
• Senturus Analytics Connector demo
• Thursday, Nov 14, 2021, 11am PT/2pm ET
• https://senturus.com/resources/use-visual-analytics-tools-with-trusted-cognos-data/
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Your path to modern BI
Accelerating self-service analytics
for the enterprise
21
Decisions and actions
Business needs
Bridging the gap
22
Analysis-ready data
Full spectrum of BI services
• Data preparation and modern data warehousing
• Dashboards, reporting and visualizations in Power BI, Cognos
and Tableau
• Hybrid BI environments (migrations, security, etc.)
• Software to accelerate bimodal BI and migrations
• BI services and support retainer (expertise on demand)
• Training and mentoring
23
24
Instructor-led online courses Self-paced learning
Mentoring
Tailored group sessions
Complete BI training
A long, strong history of success
•20+ years
•1350+ clients
•3000+ projects
25
26
Join the
Senturus team
We’re hiring talented and experienced professionals
• Senior Cognos BI Architect/Project Manager
• Senior Microsoft BI Architect
• Senior Azure Architect
• Modern Analytics Solution Architect
• ETL Developer
• And more
See job descriptions: https://senturus.com/company/business-analytics-careers/
Send your resume to: jobs@senturus.com
© 2020 by Senturus, Inc. This presentation may not be reused or distributed without the written consent of Senturus, Inc.
www.senturus.com 888 601 6010 info@senturus.com
Thank You

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Using Python with Power BI

  • 1. 1
  • 2. 2 Hundreds of resources Visit the Resource Library on the Senturus website to download this presentation and explore other assets: Senturus.com/resources/ 2
  • 3. Introductions •Patrick Powers 3 •Consultant and Trainer Senturus, Inc. •Michael Weinhauer •Director Senturus, Inc.
  • 4. 4 Agenda • Introductions​ • Discussion of Python & Power BI • Demos • Additional resources​ & Senturus Overview • Q&A 4 Topics • Python basics • Configuring Power BI Desktop • Using Python for data • Python visualizations • Transforming data
  • 5. Enjoy the full webinar presentation This slide deck is from the webinar Using Python with Power BI To view the FREE video recording and download this deck, go to https://senturus.com/resources/python-with-power-bi/ 5
  • 6. 6 What is Python? • An interpreted, interactive, object-oriented programming language • Combines power with a straight-forward, easy to understand syntax • Is portable to Windows, Linux and MacOS • Is fully extensible with C or C++ • Named after Monty Python’s Flying Circus 6
  • 7. 7 Why Python with Power BI? • Can help with automation, creating visuals and creating machine learning modules • Using Python allows access to additional visualizations libraries • When combined with Power Query, Python can be used for data cleansing, advanced data shaping and predictions and clustering 7
  • 8. 8 Installing Python • A base installation of Python is required • Requires two Python packages before scripts can be used: • Pandas • A software library for data manipulation and analysis. It offers data structures and operations for manipulating numerical tables and time series • Matplotlib • A plotting library for Python and its numerical mathematics extension NumPy • Provide an object-oriented API for embedding plots into applications using general- purpose GUI toolkits – e.g. Tkinter, wxPython, Qt, or GTK+ 8
  • 9. 9 Configuring Python for Power BI Once Python and associated libraries are installed, configure Power BI 9
  • 10. 10 Data creation Python scripts can be used to either hard code data frames or a connection script can be created to use existing data sources 10
  • 11. 11 Python visualizations To create visuals with Python, we leverage pandas and matplotlib 11
  • 12. 12 Matplotlib An open-source library that allows users to create static, animated and interactive visualizations with Python 12
  • 13. 13 Additional visualizations With Matplotlib, access to visualizations not currently available in Power BI 13
  • 14. Data manipulation • Scripts can be used in Power Query Editor • Data can be shaped in multiple ways: • Completion of missing data • Pivoting data • Column and row removal • Predictions • Clustering 14
  • 15. 15 Pandas quick reference Print this Data wrangling with pandas cheat sheet https://pandas.pydata.org/Pandas_ Cheat_Sheet.pdf 15
  • 16. 16 See the Power BI demos To view these demos and download the slide deck go to https://senturus.com/resources/python- with-power-bi/ 16 • Creating an enterprise workbook • Configuring Power BI and libraries • Creating data • Building a visualization • Transforming data
  • 17. Python & Power BI benefits • Access to re-using existing code • More visualizations than currently available in Power BI • Greater flexibility in retrieving data from tricky sources • A potential replacement for cumbersome M scripts • Access to pre-existing scripts to leverage in your workbooks 17
  • 18. New self-paced class Power BI & Python https://senturus.com/training-courses/power-bi/power-bi-python/ 18
  • 19. Additional resources 19 Insider viewpoints Technical tips Unbiased product reviews Product demos Upcoming events More on this subject
  • 20. Upcoming event •What’s New in Cognos 11.2.1 • With IBM’s Rachel Su • Thursday, Oct 28, 11am PT/2pm ET • Register: https://senturus.com/resources/whats-new-in-cognos-11-2-1/ •Easily Connect Power BI & Tableau to Cognos Data • Senturus Analytics Connector demo • Thursday, Nov 14, 2021, 11am PT/2pm ET • https://senturus.com/resources/use-visual-analytics-tools-with-trusted-cognos-data/ 20
  • 21. Your path to modern BI Accelerating self-service analytics for the enterprise 21
  • 22. Decisions and actions Business needs Bridging the gap 22 Analysis-ready data
  • 23. Full spectrum of BI services • Data preparation and modern data warehousing • Dashboards, reporting and visualizations in Power BI, Cognos and Tableau • Hybrid BI environments (migrations, security, etc.) • Software to accelerate bimodal BI and migrations • BI services and support retainer (expertise on demand) • Training and mentoring 23
  • 24. 24 Instructor-led online courses Self-paced learning Mentoring Tailored group sessions Complete BI training
  • 25. A long, strong history of success •20+ years •1350+ clients •3000+ projects 25
  • 26. 26 Join the Senturus team We’re hiring talented and experienced professionals • Senior Cognos BI Architect/Project Manager • Senior Microsoft BI Architect • Senior Azure Architect • Modern Analytics Solution Architect • ETL Developer • And more See job descriptions: https://senturus.com/company/business-analytics-careers/ Send your resume to: jobs@senturus.com
  • 27. © 2020 by Senturus, Inc. This presentation may not be reused or distributed without the written consent of Senturus, Inc. www.senturus.com 888 601 6010 info@senturus.com Thank You

Hinweis der Redaktion

  1. The first question we usually get is “Can I get a copy of the presentation?” Absolutely! It’s available on Senturus.com. Select the Resources tab and then Resources Library. Or you can click the link that was just posted in the GoToWebinar Control panel. Be sure to bookmark the resource library. It has tons of valuable content addressing a wide variety of business analytics topics.
  2. Joining us today is…..Patrick Powers Patrick has 20 years of experience in data science, business intelligence and data analytics. He is a Tableau Certified Associate and a Cognos expert whose product experience goes back to version 6. He is also versed in Actuate, Hyperion and Business Objects. His certifications include multiple programming languages, including Java and C++, and database certification (MS SQL).
  3. Data is everywhere and you can create a quick Tableau Dashboard using just about anything. But the old garbage in garbage out principal often applies…. And end of the day the data behind your dashboards needs to be accurate, informational and up to date. ??? Good data is an absolute requirement to make accurate projections which in turn drives supply chains and helps people make informed decisions. Today we are really seeing how important good data is.
  4. Data is everywhere and you can create a quick Tableau Dashboard using just about anything. But the old garbage in garbage out principal often applies…. And end of the day the data behind your dashboards needs to be accurate, informational and up to date. ??? Good data is an absolute requirement to make accurate projections which in turn drives supply chains and helps people make informed decisions. Today we are really seeing how important good data is.
  5. Data is everywhere and you can create a quick Tableau Dashboard using just about anything. But the old garbage in garbage out principal often applies…. And end of the day the data behind your dashboards needs to be accurate, informational and up to date. ??? Good data is an absolute requirement to make accurate projections which in turn drives supply chains and helps people make informed decisions. Today we are really seeing how important good data is.
  6. Learn how to leverage the power of Python scripts within the Power BI Desktop environment. Learn how to create and access data for visualizations and transform data through Power Query using Python. Half-day. Available On-demand or can taught to private groups
  7. Senturus provides 100s of free resources on our website. We have been committed to sharing our BI expertise for over a decade. Go to Senturus.com/resources You can also see recordings of Patrick’s two last webinars: Power BI Builder and Paginated Reports AND Power BI Data Cleansing and Power Query Editor.
  8. Also Patrick will be presenting Extending Power BI Functionality with R on December 2 Can register on our website in the next week or two.
  9. At Senturus we concentrate our expertise on business intelligence with a depth of knowledge across the entire BI stack.
  10. At Senturus, our clients know us for providing clarity from the chaos of complex business requirements, disparate data sources and constantly moving targets. We have made a name for ourselves because of our strength at bridging the gap between IT and business users. We deliver solutions that give you access to reliable, analysis-ready data across the organization so you can quickly and easily get answers at the point of impact: the Decisions you Make and Actions you Take.
  11. Our consultants are leading experts in the field of analytics, with years of pragmatic, real-world expertise and experience advancing the state-of-the-art. We’re so confident in our team and our methodology that we back our projects with a 100% money back guarantee that is unique in the industry.
  12. We provide training in the three top BI platforms. We are ideal for organizations running multiple platforms or those moving from one to another. We can provide training in many modes and can mix and match to suit your user community.
  13. We have been focused exclusively on Business Analytics for 20 years. (2001 start) We have worked across the spectrum from Fortune 500 to mid market, we have solved business problems across many industries and function areas including in the office of finance, sales and marketing, manufacturing, operations, HR and IT Our team is large enough to meet all your business analytics needs yet small enough to provide personal attention.