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NetLogo's BehaviorSpace + RAWGraphs

Danilo Oliveira Vaz

In this project-based course, you will be introduced to and explore one of the most relevant features of NetLogo: BehaviorSpace. The context behind such a feature is that a model's true insights arise when it runs multiple times with different combinations of settings (parameter values). This approach, sometimes referred to as parameter sweeping, allows the researcher to observe a large range of behaviors that the system is capable of producing. And that is exactly what you will be doing.

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In this project-based course, you will be introduced to and explore one of the most relevant features of NetLogo: BehaviorSpace. The context behind such a feature is that a model's true insights arise when it runs multiple times with different combinations of settings (parameter values). This approach, sometimes referred to as parameter sweeping, allows the researcher to observe a large range of behaviors that the system is capable of producing. And that is exactly what you will be doing.

In addition to that, you will analyze the results of your BehaviorSpace experiments with an open and entry-level (codeless) data analysis tool: RAWGraphs 2.0. With it, you will create many insightful data visualizations, which can all be brought together in a project's report.

Note: This course works best for learners who are based in the North America region. We’re currently working on providing the same experience in other regions.

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What's inside

Syllabus

Traffic lights

Read about what's good
what should give you pause
and possible dealbreakers
Builds foundation in important modeling tool, NetLogo
Strong for understanding modeling parameter space for NetLogo
Teaches important insights for model analysis via parameter sweeping
Develops model behaviors and combinations using BehaviorSpace
Utilizes RAWGraphs 2.0 for producing visualization of results
Requires knowledge of NetLogo prior to taking this course

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Reviews summary

Netlogo behaviorspace and rawgraphs application

According to students, this course provides a practical introduction to NetLogo's BehaviorSpace for parameter sweeping, a crucial technique for understanding model behaviors. Many found the hands-on approach and the integration with RAWGraphs 2.0 for codeless data visualization particularly beneficial. While the course effectively teaches how to generate and analyze simulation data, some learners noted the regional restriction for optimal experience. Overall, it's considered a focused and valuable resource for those interested in agent-based modeling and data analysis.
Best suited for those with NetLogo interest.
"This course is highly specialized; it's most beneficial if you're already working with or plan to use NetLogo."
"I think prior familiarity with NetLogo models helps a lot, even though the course focuses on a specific feature."
"It's a very focused course on a specific tool combination, so learners should ensure it aligns with their goals."
Facilitates easy, codeless data visualization.
"Analyzing results with RAWGraphs was surprisingly intuitive and helped me visualize complex data without coding."
"The RAWGraphs part of the course was a great addition, making data interpretation accessible and clear."
"I appreciated the practical demonstration of using RAWGraphs 2.0 to create insightful data visualizations."
Focuses on practical parameter sweeping.
"This course provided a fantastic practical overview of NetLogo's BehaviorSpace for running simulations."
"I found the hands-on approach to exploring model behaviors through parameter sweeping extremely useful."
"The project clearly demonstrated how to use BehaviorSpace to gain insights from complex models."
Course experience best for North America.
"I noted the warning about the course working best in North America, which could be a concern for international learners."
"The course description mentions regional restrictions for the best experience, which is a key point for prospective students outside North America."
"As an international student, I would want to know more about how the North America region preference might affect my learning."

Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in NetLogo's BehaviorSpace + RAWGraphs with these activities:
Review concepts of BehaviorSpace
Reviewing basic concepts of BehaviorSpace will help you build a strong foundation for exploring the parameter space of NetLogo models.
Show steps
  • Read the NetLogo documentation on BehaviorSpace.
  • Watch a tutorial on how to use BehaviorSpace.
  • Practice using BehaviorSpace on a simple NetLogo model.
Read "NetLogo by Example"
This book provides a comprehensive overview of NetLogo and includes several examples of using BehaviorSpace.
View An Introduction to Agent-Based Modeling:... on Amazon
Show steps
  • Read the chapters on BehaviorSpace in "NetLogo by Example".
  • Follow the examples of using BehaviorSpace in "NetLogo by Example".
  • Experiment with the different features of BehaviorSpace using the examples provided in "NetLogo by Example".
Explore the NetLogo User Manual
The NetLogo User Manual provides comprehensive information on all aspects of NetLogo, including BehaviorSpace. Exploring the manual will help you gain a deeper understanding of the capabilities of the software.
Show steps
  • Read the chapter on BehaviorSpace in the NetLogo User Manual.
  • Follow the tutorials on using BehaviorSpace in the NetLogo User Manual.
  • Experiment with the different features of BehaviorSpace using the examples provided in the NetLogo User Manual.
Five other activities
Expand to see all activities and additional details
Show all eight activities
Discuss your BehaviorSpace experiments with others
Discussing your BehaviorSpace experiments with others will help you gain feedback and insights from others.
Show steps
  • Find a peer to discuss your experiments with.
  • Share your findings with your peer.
  • Get feedback from your peer and discuss your insights.
Attend a workshop on BehaviorSpace
Attending a workshop on BehaviorSpace will provide you with an opportunity to learn from experts and network with others who are interested in BehaviorSpace.
Show steps
  • Find a workshop on BehaviorSpace to attend.
  • Attend the workshop.
  • Participate in the discussions and ask questions.
  • Network with other attendees.
Conduct BehaviorSpace experiments
Conducting BehaviorSpace experiments will allow you to explore the parameter space of NetLogo models and gain insights into their behavior.
Show steps
  • Design a BehaviorSpace experiment to test a hypothesis about a NetLogo model.
  • Run the BehaviorSpace experiment and analyze the results.
  • Draw conclusions from the results of the BehaviorSpace experiment.
Develop a NetLogo model that uses BehaviorSpace
Developing a NetLogo model that uses BehaviorSpace will allow you to apply your knowledge of BehaviorSpace to a real-world problem.
Show steps
  • Choose a problem that you want to solve using a NetLogo model.
  • Design a NetLogo model to solve the problem.
  • Implement the NetLogo model.
  • Use BehaviorSpace to explore the parameter space of the NetLogo model.
  • Draw conclusions from the results of your BehaviorSpace experiments.
  • Use your NetLogo model to make predictions about the real-world problem.
Create a report on your BehaviorSpace experiments
Creating a report on your BehaviorSpace experiments will help you synthesize your findings and communicate them to others.
Show steps
  • Write an introduction to your report, describing the purpose of your experiments.
  • Describe the methods you used to conduct your experiments.
  • Present your results in a clear and concise manner.
  • Draw conclusions from your results and discuss their implications.

Career center

Learners who complete NetLogo's BehaviorSpace + RAWGraphs will develop knowledge and skills that may be useful to these careers:
Data Scientist
Data Scientists use data to solve complex problems and make predictions. They use a variety of techniques, including data analysis, machine learning, and artificial intelligence. This course can help Data Scientists develop the skills they need to analyze data, visualize data, and build models. The course's focus on parameter sweeping can also help Data Scientists understand how different combinations of settings can affect the behavior of a system, which can be valuable in developing more accurate and effective models.
See salaries and explore the career path for Data Scientist
Data Visualization Specialist
Data Visualization Specialists create visual representations of data. They use a variety of techniques, including data analysis, modeling, and simulation, to create visualizations that help people understand data. This course can help Data Visualization Specialists develop the skills they need to create visual representations of data. The course's focus on parameter sweeping can also help Data Visualization Specialists understand how different combinations of settings can affect the behavior of a visualization, which can be valuable in creating more effective visualizations.
See salaries and explore the career path for Data Visualization Specialist
Systems Analyst
Systems Analysts design and implement computer systems. They use a variety of techniques, including data analysis, modeling, and simulation, to create systems that meet the needs of users. This course can help Systems Analysts develop the skills they need to design and implement computer systems. The course's focus on parameter sweeping can also help Systems Analysts understand how different combinations of settings can affect the behavior of a system, which can be valuable in designing more effective systems.
See salaries and explore the career path for Systems Analyst
Research Scientist
Research Scientists conduct research to advance knowledge in a particular field. They use a variety of methods, including data analysis, modeling, and simulation. This course can help Research Scientists develop the skills they need to design and conduct research studies, analyze data, and communicate their findings. The course's focus on parameter sweeping can also help Research Scientists understand how different combinations of settings can affect the behavior of a system, which can be valuable in designing more effective research studies.
See salaries and explore the career path for Research Scientist
Data Analyst
Data Analysts interpret data to help organizations make informed decisions. They use statistical analysis and data visualization techniques to identify trends and patterns in data. This course can help Data Analysts build a foundation in data analysis techniques and data visualization tools. The course's focus on parameter sweeping can also help Data Analysts understand how different combinations of settings can affect the behavior of a system, which can be valuable in identifying the most effective strategies for data analysis.
See salaries and explore the career path for Data Analyst
Operations Research Analyst
Operations Research Analysts use mathematical and analytical techniques to solve problems in a variety of industries. They use a variety of techniques, including data analysis, modeling, and simulation, to identify and solve problems. This course can help Operations Research Analysts develop the skills they need to solve problems and make decisions. The course's focus on parameter sweeping can also help Operations Research Analysts understand how different combinations of settings can affect the behavior of a system, which can be valuable in developing more effective solutions to problems.
See salaries and explore the career path for Operations Research Analyst
Statistician
Statisticians use mathematical and statistical techniques to collect, analyze, and interpret data. They use a variety of techniques, including data analysis, modeling, and simulation, to solve problems and make predictions. This course can help Statisticians develop the skills they need to collect, analyze, and interpret data. The course's focus on parameter sweeping can also help Statisticians understand how different combinations of settings can affect the behavior of a statistical model, which can be valuable in developing more accurate and effective models.
See salaries and explore the career path for Statistician
Marketing Analyst
Marketing Analysts use data to measure and evaluate marketing campaigns. They use a variety of techniques, including data analysis, modeling, and simulation, to identify and solve problems. This course can help Marketing Analysts develop the skills they need to measure and evaluate marketing campaigns. The course's focus on parameter sweeping can also help Marketing Analysts understand how different combinations of settings can affect the behavior of a marketing campaign, which can be valuable in developing more effective campaigns.
See salaries and explore the career path for Marketing Analyst
Sales Analyst
Sales Analysts use data to identify and solve problems related to sales. They use a variety of techniques, including data analysis, modeling, and simulation, to identify and solve problems. This course can help Sales Analysts develop the skills they need to identify and solve problems related to sales. The course's focus on parameter sweeping can also help Sales Analysts understand how different combinations of settings can affect the behavior of a sales team, which can be valuable in developing more effective sales strategies.
See salaries and explore the career path for Sales Analyst
Software Engineer
Software Engineers design, develop, and maintain software applications. They use a variety of programming languages and technologies to create software that meets the needs of users. This course can help Software Engineers develop the skills they need to design and develop software applications. The course's focus on parameter sweeping can also help Software Engineers understand how different combinations of settings can affect the behavior of a software application, which can be valuable in developing more robust and reliable software.
See salaries and explore the career path for Software Engineer
Management Consultant
Management Consultants help organizations improve their performance. They use a variety of techniques, including data analysis, modeling, and simulation, to identify and solve problems. This course can help Management Consultants develop the skills they need to analyze data, solve problems, and communicate their findings. The course's focus on parameter sweeping can also help Management Consultants understand how different combinations of settings can affect the behavior of an organization, which can be valuable in developing more effective strategies for improvement.
See salaries and explore the career path for Management Consultant
Financial Analyst
Financial Analysts use data to make investment decisions. They use a variety of techniques, including data analysis, modeling, and simulation, to analyze financial data and make recommendations. This course can help Financial Analysts develop the skills they need to analyze data and make investment decisions. The course's focus on parameter sweeping can also help Financial Analysts understand how different combinations of settings can affect the behavior of a financial system, which can be valuable in making more informed investment decisions.
See salaries and explore the career path for Financial Analyst
Actuary
Actuaries use mathematical and statistical techniques to assess risk and uncertainty. They use a variety of techniques, including data analysis, modeling, and simulation, to develop insurance and pension plans. This course can help Actuaries develop the skills they need to assess risk and uncertainty. The course's focus on parameter sweeping can also help Actuaries understand how different combinations of settings can affect the behavior of an insurance or pension plan, which can be valuable in developing more effective plans.
See salaries and explore the career path for Actuary
Business Analyst
Business Analysts use data to make decisions about business operations. They use a variety of techniques, including data analysis, modeling, and simulation, to identify and solve problems. This course can help Business Analysts develop the skills they need to analyze data, solve problems, and communicate their findings. The course's focus on parameter sweeping can also help Business Analysts understand how different combinations of settings can affect the behavior of a business, which can be valuable in developing more effective strategies for improvement.
See salaries and explore the career path for Business Analyst
Product Manager
Product Managers are responsible for the development and launch of new products. They use a variety of techniques, including data analysis, modeling, and simulation, to develop and launch products that meet the needs of customers. This course can help Product Managers develop the skills they need to develop and launch products. The course's focus on parameter sweeping can also help Product Managers understand how different combinations of settings can affect the behavior of a product, which can be valuable in developing more successful products.
See salaries and explore the career path for Product Manager

Reading list

We've selected 11 books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in NetLogo's BehaviorSpace + RAWGraphs.
Cover image
An Introduction to Agent-Based Modeling
Save
Is the official NetLogo user manual. It provides a comprehensive overview of the NetLogo programming language and environment. It is an essential reference for anyone who wants to learn more about NetLogo.
An Introduction to Agent-Based Modeling: Modeling...
Paperback
$$$
An Introduction to Agent-Based Modeling: Modeling...
Kindle Edition
$$$
Cover image
Multiagent Systems for Manufacturing Control
Save
Provides a comprehensive overview of agent-based modeling. It valuable resource for anyone who wants to learn more about this topic.
Multiagent Systems for Manufacturing Control: A...
Paperback
$$$$
Multiagent Systems for Manufacturing Control: A...
Kindle Edition
$$$$
Cover image
Complexity
Save
Provides a comprehensive overview of complex adaptive systems. It valuable resource for anyone who wants to learn more about this topic.
Complexity: A Guided Tour
Paperback
$$
Complexity: A Guided Tour by Melanie Mitchell (24...
Paperback
$$
Perspectives on Adaptation in Natural and...
Hardcover
$$$$
Adaptive Individuals in Evolving Populations:...
Paperback
$$$
Complexity: A Guided Tour
Kindle Edition
$
Cover image
Cryptocurrency
Save
Provides a comprehensive overview of artificial life. It valuable resource for anyone who wants to learn more about this topic.
Cryptocurrency
Paperback
Check
Cryptocurrency
Kindle Edition
Check
Cover image
Studies in the Theory of Descent
Save
Classic work on the theory of evolution. It valuable resource for anyone who wants to learn more about this topic.
Studies in the Theory of Descent
Kindle Edition
$
Studies in the theory of descent Volume 1
Paperback
$$
Studies In The Theory Of Descent (Complete): With...
Paperback
$$
Studies In The Theory Of Descent (Volume II): With...
Paperback
$$
Studies in the theory of descent 1882 [Leather...
Leather Bound
$$$
The Genetic Book of the Dead
Save
Classic work on the theory of evolution. It valuable resource for anyone who wants to learn more about this topic.
The Genetic Book of the Dead: A Darwinian Reverie
Hardcover
$$
Cover image
Flights of Fancy
Save
Classic work on the theory of evolution. It valuable resource for anyone who wants to learn more about this topic.
Flights of Fancy
Paperback
Check
Flights of Fancy
Kindle Edition
Check
Cover image
Faith Versus Fact
Save
Classic work on the theory of evolution. It valuable resource for anyone who wants to learn more about this topic.
Faith Versus Fact
Paperback
Check
Faith Versus Fact
Kindle Edition
Check
Cover image
Outgrowing God
Save
Classic work on the theory of evolution. It valuable resource for anyone who wants to learn more about this topic.
Outgrowing God: A Beginner's Guide
Kindle Edition
$
(中文) Outgrowing God: A Beginner's Guide (Chinese Edition)
Hardcover
$$
(한국어) Outgrowing God (Korean Edition)
Hardcover
$$
(Deutsch) Atheismus für Anfänger: Warum wir Gott für ein...
Kindle Edition
$$
Cover image
The Sixth Extinction (10th Anniversary Edition)
Save
Classic work on the theory of evolution. It valuable resource for anyone who wants to learn more about this topic.
The Sixth Extinction (Tenth Anniversary Edition)
Audible Audiobook
$$
Cover image
Biodiversity
Save
Classic work on the theory of evolution. It valuable resource for anyone who wants to learn more about this topic.
Biodiversity (Papers from the 1st National Forum on...
Paperback
$$

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Course image
Effort
2 hours
Level
Intermediate
Via
Coursera
Institution
Coursera Project Network
Instructor
Danilo Oliveira Vaz
Language
English
Traffic lights
Read about what's good
what should give you pause
and possible dealbreakers
Builds foundation in important modeling tool, NetLogo
Strong for understanding modeling parameter space for NetLogo
Teaches important insights for model analysis via parameter sweeping
Develops model behaviors and combinations using BehaviorSpace
Utilizes RAWGraphs 2.0 for producing visualization of results
Requires knowledge of NetLogo prior to taking this course
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