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GeoPandas is an open source project to make working with geospatial data in python easier. GeoPandas extends the datatypes used by pandas to allow spatial operations on geometric types. Geometric operations are performed by shapely. Geopandas further depends on fiona for file access and matplotlib for plottin
- Subjects:
- Land Surveying and Geo-Informatics and Computing
- Keywords:
- Geospatial data -- Data processing Python (Computer program language)
- Resource Type:
- Others
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Others
ArcGIS Living Atlas of the World is the foremost collection of geographic information from around the globe. It includes maps, apps, and data layers to support your work.
- Subjects:
- Land Surveying and Geo-Informatics and Computing
- Keywords:
- Geospatial data Geographic information systems
- Resource Type:
- Others
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Others
Sweet Home 3D is a free interior design application which helps you draw the plan of your house, arrange furniture on it and visit the results in 3D.
- Subjects:
- Building Services Engineering and Building and Real Estate
- Keywords:
- Interior decoration -- Computer-aided design
- Resource Type:
- Others
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Others
I am fortunate to be among the very first NTU EECS professors to offer two Mandarin-teaching MOOCs (massive open online courses) on NTU@Coursera. The two MOOCs are Machine Learning Foundations (Mathematical, Algorithmic) and Machine Learning Techniques and are based on the textbook Learning from Data: A Short Course that I co-authored. The book is consistently among the best sellers in Machine Learning on Amazon.
The slides of the MOOCs below are available as is with no explicit or implied warranties. The slides themselves are shared by CC-BY-NC 3.0, but the copyright of all materials (figures in particular) remain with the original copyright holder (in almost all cases the authors of the Learning from Data: A Short Course book).
- Course related:
- COMP4432 Machine Learning
- Subjects:
- Computing
- Keywords:
- Machine learning
- Resource Type:
- Others
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Others
The SAP2000 name has been synonymous with state-of-the-art analytical methods since its introduction over 45 years ago. CSI solvers have been tried and tested by the industry for over 45 years. The SAPFire Analysis Engine can support multiple 64-bit solvers for analysis optimization and can perform both eigen analysis and Ritz analysis. Parallelization options are available to take advantage of multiple processors.
- Subjects:
- Structural Engineering
- Keywords:
- Structural analysis (Engineering) SAP2000 (Computer file) Structural engineering
- Resource Type:
- Others
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Others
Convenient Windows programming software CD for programming the fire alarm panels belonging in Series System 8000, IQ8Control, FlexES Control, Gateway and extended supplementary text in ¼ VGA display.
- Course related:
- IC2180 IC Training - Structural Engineering and Fire Safety
- Subjects:
- Building Services Engineering
- Keywords:
- Fire protection engineering Fire alarms Fire prevention -- Equipment supplies
- Resource Type:
- Others
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Others
The learner will explore basic human limitations that create barriers to critical thinking including selective thinking, false memories, and perceptual limitations.
- Keywords:
- Critical thinking Critical thinking -- Study teaching
- Resource Type:
- Others
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Others
The learner will identify barriers to critical thinking related to internal and external factors after viewing scenarios.
- Keywords:
- Critical thinking Critical thinking -- Study teaching
- Resource Type:
- Others
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Others
Learners consider a variety of business etiquette situations and determine if the response given is appropriate or inappropriate.
- Keywords:
- Interpersonal relations Business etiquette
- Resource Type:
- Others
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Others
In this screencast, learners read an explanation of the file rules and indexing that have been developed by the Association of Records Managers and Administrators.
- Subjects:
- Management
- Keywords:
- Filing systems Records -- Management
- Resource Type:
- Others
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Others
In this learning activity you'll complete a job application and learn why each section is important. The option to print has been disabled.
- Keywords:
- Job Application Vocational Guidance
- Resource Type:
- Others
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Others
In this interactive object, learners read an overview of records management and then classify records as "vital," "important," "useful," or "nonessential" in a drag-and-drop exercise.
- Subjects:
- Management
- Keywords:
- Records -- Management
- Resource Type:
- Others
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Others
Students read about the components of a resume and write one for personal use.
- Keywords:
- Résumés (Employment)
- Resource Type:
- Others
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Others
Learners examine a bank statement and a reconciliation form and study how to balance a checking account.
- Subjects:
- Accounting
- Keywords:
- Financial statements Accounting
- Resource Type:
- Others
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Others
In this learning activity you'll plot GDP data on a graph and determine a phase of the business cycle.
- Subjects:
- Economics
- Keywords:
- Gross domestic product Business cycles
- Resource Type:
- Others
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Others
Learners follow step-by-step instructions for creating a current-state map to identify how materials and information flow.
- Keywords:
- Manufacturing processes Production management Process control
- Resource Type:
- Others
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Others
In this interactive object, learners examine the five problem-solving steps of Define, Measure, Analyze, Improve, and Control. Some of the most common measures and tools are listed for each step.
- Subjects:
- Management
- Keywords:
- Production management -- Quality control Process control Six sigma (Quality control stard)
- Resource Type:
- Others
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Others
The learner will explore the challenges commonly faced with remaining motivated and identify the obstacles that cause a loss of motivation.
- Keywords:
- Motivation (Psychology) Goal (Psychology)
- Resource Type:
- Others
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Others
Students read how the Plan-Do-Check-Act Cycle is used in problem-solving and process improvement. In an interactive exercise, students organize process improvement steps following this model.
- Subjects:
- Management
- Keywords:
- Process control Industrial management
- Resource Type:
- Others
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Others
Learners view examples of waste in an office environment and are asked to consider what they can do to eliminate or reduce waste in their own workplace.
- Subjects:
- Management
- Keywords:
- Work environment Organizational behavior Office management
- Resource Type:
- Others
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Others
In a series of three interactive exercises, learners explore the relationship between process cycle time and defect detection, and between process cyle time and smaller batch sizes. The techniques of lean/JIT are applied to achieve the continuous improvement (kaizen) goal of reducing inventory by pursuing one-piece flow.
- Subjects:
- Management
- Keywords:
- Production planning Production control
- Resource Type:
- Others
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Others
The learner will examine strategies for evaluating new ideas and accepting change that will enhance teamwork
- Subjects:
- Management
- Keywords:
- Teams in the workplace
- Resource Type:
- Others
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Others
In this interactive object, learners identify the feelings and values that motivate them and others to take responsibility for improving ethics in the workplace.
- Subjects:
- Business Ethics
- Keywords:
- Ethics Business ethics Professional ethics
- Resource Type:
- Others
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Others
Learners read about a process for sorting items in the workplace. "Sort" is the first of the five steps in 5S.
- Subjects:
- Management
- Keywords:
- Work environment Organizational behavior Office management
- Resource Type:
- Others
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Others
Learners read how low defect levels can cut production costs. Six Sigma success means reduced inspection expenses, less rework, and fewer customer complaints.
- Subjects:
- Management
- Keywords:
- Production management -- Quality control Process control Six sigma (Quality control stard)
- Resource Type:
- Others
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Others
Learners read descriptions of the following training and certification levels for organizations using a lean approach to quality: "green belt," "black belt," "master black belt," and "champion."
- Subjects:
- Management
- Keywords:
- Production management -- Quality control Process control Six sigma (Quality control stard)
- Resource Type:
- Others
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Others
In this animated object, users view how a kanban signals production to start.
- Subjects:
- Management
- Keywords:
- Production management -- Quality control Process control
- Resource Type:
- Others
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Others
Students read about cash flow problems and review suggestions for dealing with them.
- Subjects:
- Accounting
- Keywords:
- Cash flow
- Resource Type:
- Others
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Others
Observe disorganization in an office setting and choose solutions to the problems as if playing the board game "Clue."
- Keywords:
- Work environment Organizational behavior Office management
- Resource Type:
- Others
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Others
Learners read how kanban is used in production control.
- Subjects:
- Management
- Keywords:
- Production management -- Quality control Process control
- Resource Type:
- Others
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Others
Students examine examples for calculation yield, throughput yield, rolled throughput yield, and payback, each of which is used to analyze process performance in a Six Sigma project.
- Subjects:
- Management
- Keywords:
- Production management -- Quality control Process control Six sigma (Quality control stard)
- Resource Type:
- Others
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Others
Learners read how each of the steps in 5S can be used to organize an office.
- Subjects:
- Management
- Keywords:
- Work environment Organizational behavior Office management
- Resource Type:
- Others
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Others
This objects reviews the Five "S" manufacturing system and helps learners to remember the process.
- Keywords:
- Industrial efficiency
- Resource Type:
- Others
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Others
You will learn four steps for good goal setting.
- Keywords:
- Motivation (Psychology) Goal (Psychology)
- Resource Type:
- Others
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Others
The learner reads an explanation of all of the elements that comprise a future-state map. A map is shown.
- Keywords:
- Process control Manufacturing processes Production management
- Resource Type:
- Others
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Others
In this learning activity you'll define and explain the broad steps in achieving quality in an organization.
- Subjects:
- Management
- Keywords:
- Quality control Quality assurance Industrial management
- Resource Type:
- Others
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Others
Students read about the use of business cards in various countries and the customs that Americans should follow when presenting a card in those parts of the world.
- Keywords:
- Business cards Business etiquette
- Resource Type:
- Others
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Others
Learners listen to effective techniques to successfully interact with customers via the telephone. They also submit their own suggested replies to customers in various scenarios. Topics include general telephone etiquette, dealing with angry callers, working with confused or unsure customers, and managing voicemail. A quiz completes this customer service activity.
- Keywords:
- Telephone etiquette Telephone in business
- Resource Type:
- Others
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Others
Learners read about Six Sigma philosophy and methods. The need for high quality levels for today's customers is stressed.
- Subjects:
- Management
- Keywords:
- Production management -- Quality control Process control Six sigma (Quality control stard)
- Resource Type:
- Others
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Others
Learners read definitions of discrete, continuous, attribute and variable data and view examples of checklist, location and item check sheets.
- Subjects:
- Management
- Keywords:
- Industrial management
- Resource Type:
- Others
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Others
The learner will become familiar with eight principles of collaborative leadership to build a team where members find satisfaction and reward in their job.
- Subjects:
- Management
- Keywords:
- Leadership Organizational learning
- Resource Type:
- Others
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Others
The learner will explore the techniques used to identify cause-and-effect relationships of a particular problem.
- Subjects:
- Management
- Keywords:
- Root cause analysis Problem solving
- Resource Type:
- Others
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Others
Learners read how to identify a manufacturer's value streams - the first step to value stream mapping.
- Keywords:
- Process control Manufacturing processes Production management
- Resource Type:
- Others
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Others
Learners review office processes to find ways to save time.
- Subjects:
- Management
- Keywords:
- Work environment Organizational behavior Office management
- Resource Type:
- Others
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Others
In this learning activity you'll review how to write effective goal statements.
- Subjects:
- Management
- Keywords:
- Employee motivation Corporate culture
- Resource Type:
- Others
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Others
In this learning activity you'll be introduced to the cause and effect diagram.
- Subjects:
- Management
- Keywords:
- Root cause analysis Problem solving
- Resource Type:
- Others
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Others
Learners read about the characteristics of a lean/six sigma culture.
- Subjects:
- Management
- Keywords:
- Production management -- Quality control Process control Six sigma (Quality control stard) Corporate culture
- Resource Type:
- Others
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Others
The learner will identify techniques to use to overcome people-related barriers to critical thinking.
- Keywords:
- Critical thinking Critical thinking -- Study teaching
- Resource Type:
- Others
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Others
The learner will identify ways to overcome barriers to critical thinking and problem-solving including false memories, personal biases and prejudices, and physical and emotional hindrances.
- Keywords:
- Critical thinking Critical thinking -- Study teaching
- Resource Type:
- Others
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Others
In this interactive object, learners apply their knowledge of the Association of Records Managers and Administrators (ARMA) filing rules by organizing and filing records alphabetically, numerically, and by subject.
- Subjects:
- Management
- Keywords:
- Filing systems Records -- Management
- Resource Type:
- Others
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Others
Learners will write effective business messages that incorporate a second-person point of view and focus on the benefit to the reader. This approach is often used to create positive messages, neutral messages, and inquiry messages in business settings.
- Keywords:
- Business writing
- Resource Type:
- Others
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Others
Learners view a heijunka box and read how this tool is used for scheduling production in a pull system.
- Subjects:
- Management
- Keywords:
- Production management Industrial productivity
- Resource Type:
- Others
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Others
Learners will examine how to use the SMART principle to make sure a goal is simple, measurable, realistic, timely, and holds people accountable.
- Keywords:
- Goal (Psychology) Motivation (Psychology)
- Resource Type:
- Others
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Others
The learner will understand the meaning of terms and acronyms commonly used in a lean production system.
- Subjects:
- Management
- Keywords:
- Production control Production management
- Resource Type:
- Others
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Others
Learners answer 24 multiple-choice questions regarding quality assurance. Immediate feedback is provided.
- Subjects:
- Management
- Keywords:
- Quality assurance Quality control
- Resource Type:
- Others
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Others
Learners read a brief description of Kaizen and how it helps to eliminate waste in a process.
- Subjects:
- Management
- Keywords:
- Production management Industrial productivity
- Resource Type:
- Others
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Others
Learners write an account of a workplace incident and evaluate statements for objectivity.
- Subjects:
- Management
- Keywords:
- Industrial accidents
- Resource Type:
- Others
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Others
You'll understand how to use a run chart to describe a manufacturing problem.
- Subjects:
- Management
- Keywords:
- Process control Problem solving Production management
- Resource Type:
- Others
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Others
The learner will identify individual roles that help teams accomplish goals.
- Subjects:
- Management
- Keywords:
- Teams in the workplace
- Resource Type:
- Others
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Others
Learners look through a telescope to see what a company chooses to focus on when making decisions about productivity, reducing waste, retraining, solving problems, and motivating employees.
- Subjects:
- Management
- Keywords:
- Organizational effectiveness Organizational change Production management Corporate culture
- Resource Type:
- Others
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Others
Learners will determine if they are satisfied with their attitudes and then rank tips for regaining a positive disposition in the workplace.
- Keywords:
- Goal (Psychology) Motivation (Psychology)
- Resource Type:
- Others
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Others
In this interactive lesson, learners read the rules for filing business records and then test their knowledge in a series of exercises. Immediate feedback is provided
- Subjects:
- Management
- Keywords:
- Records -- Management Filing systems
- Resource Type:
- Others
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Others
In this interactive object, learners read about the differences between push and pull manufacturing systems. A brief quiz completes the activity.
- Subjects:
- Management
- Keywords:
- Production management
- Resource Type:
- Others
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Others
Learners read about the benefits of grouping machines together for an efficient flow of the product.
- Subjects:
- Management
- Keywords:
- Production planning Manufacturing cells
- Resource Type:
- Others
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Others
Learners examine strategies for evaluating new ideas and accepting change. They consider a list of various reactions to change and a list of actions that enhance teamwork, and check those statements that apply to themselves.
- Keywords:
- Creative thinking Problem solving Critical thinking
- Resource Type:
- Others
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Others
Learners examine and identify the parts of the hip joint.
- Subjects:
- Health Sciences
- Keywords:
- Hip joint -- Anatomy
- Resource Type:
- Others
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Others
The student identifies the anatomical parts of the ear and learns the purpose and function of these parts. A review follows the lesson.
- Subjects:
- Health Sciences
- Keywords:
- Ear -- Anatomy
- Resource Type:
- Others
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Others
Learners review and reinforce their knowledge of brain anatomy and function in this learning activity.
- Subjects:
- Health Sciences
- Keywords:
- Brain -- Anatomy
- Resource Type:
- Others
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Others
The user completes a fill-in-the-blank exercise to review the anatomy of the heart.
- Subjects:
- Health Sciences
- Keywords:
- Heart -- Anatomy
- Resource Type:
- Others
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Others
In this screencast, learners review the parts of the gastrointestinal system and then check their knowledge in a matching exercise.
- Subjects:
- Health Sciences
- Keywords:
- Gastrointestinal system Digestive organs -- Anatomy
- Resource Type:
- Others
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Others
Learners follow the FMEA process to predict potential failures and to prevent them. This activity uses the example of getting to work to help participants comprehend the concepts and to apply them to their own work processes.
- Subjects:
- Management
- Keywords:
- Six sigma (Quality control stard) Corporate culture Production management -- Quality control Process control
- Resource Type:
- Others
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Others
Explore what time management is, how to use a time matrix, and how to put it all together and use our new time management skills to accomplish more during your days.
- Keywords:
- Time management
- Resource Type:
- Others
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Others
The learner will identify common barriers to effective listening.
- Keywords:
- Attention Distraction (Psychology) Listening
- Resource Type:
- Others
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Others
In this learning activity you'll discover how perception of size is influenced by what's surrounding an image.
- Subjects:
- Psychology
- Keywords:
- Visual perception -- Psychological aspects
- Resource Type:
- Others
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Others
Learn about the seven common barriers of listening and evaluate a conversation using the barriers.
- Keywords:
- Disctraction (Psychology) Listening Attention
- Resource Type:
- Others
-
Others
In this learning activity you'll discover how the visual perception concept influences your understanding of unstable figures.
- Subjects:
- Psychology
- Keywords:
- Visual perception -- Psychological aspects
- Resource Type:
- Others
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Others
In this learning activity you'll discover how the visual perception concept influences your understanding of unstable figures.
- Subjects:
- Psychology
- Keywords:
- Visual perception -- Psychological aspects
- Resource Type:
- Others
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Others
In this learning activity you'll discover how visual perception is influenced by what's surrounding the image.
- Subjects:
- Psychology
- Keywords:
- Visual perception -- Psychological aspects
- Resource Type:
- Others
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Others
In this learning activity you'll discover how your visual perception influences your understanding of ambiguous figures.
- Subjects:
- Psychology
- Keywords:
- Visual perception -- Psychological aspects
- Resource Type:
- Others
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Others
In this learning activity you'll discover how the visual perception concept influences your understanding of unstable figures.
- Subjects:
- Psychology
- Keywords:
- Visual perception -- Psychological aspects
- Resource Type:
- Others
-
Others
In this learning activity you'll discover how the visual perception concept influences your understanding of unstable figures.
- Subjects:
- Psychology
- Keywords:
- Visual perception -- Psychological aspects
- Resource Type:
- Others
-
Others
In this learning activity you'll discover how visual perception is influenced by what's surrounding an image.
- Subjects:
- Psychology
- Keywords:
- Visual perception -- Psychological aspects
- Resource Type:
- Others
-
Others
In this learning activity you'll discover how visual perception of size is influenced by what's surrounding an image.
- Subjects:
- Psychology
- Keywords:
- Visual perception -- Psychological aspects
- Resource Type:
- Others
-
Others
In this learning activity you'll explore how visual perception influences your understanding of unstable figures.
- Subjects:
- Psychology
- Keywords:
- Visual perception -- Psychological aspects
- Resource Type:
- Others
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Others
In this learning activity you'll identify examples of Eric Berne's theory on transactional analysis.
- Subjects:
- Psychology
- Keywords:
- Transactional analysis
- Resource Type:
- Others
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Others
In this learning activity you'll match introductory sociology terms on culture with their definition.
- Subjects:
- Sociology
- Keywords:
- Culture Sociology -- Terminology
- Resource Type:
- Others
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Others
In this interactive object, learners view a mind map of the symbolic interaction Approaches and answer questions about communication and symbols.
- Subjects:
- Sociology
- Keywords:
- Symbolic interactionism Social interaction
- Resource Type:
- Others
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Others
Learn the definition of perception, its process and how it affects communication
- Subjects:
- Sociology and Psychology
- Keywords:
- Perception
- Resource Type:
- Others
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Others
In this interactive object, learners examine the structural-functional, social-conflict, and symbolic interaction analyses of religion. A mind map and quiz questions are included.
- Subjects:
- Sociology
- Keywords:
- Religions Symbolic interactionism
- Resource Type:
- Others
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Others
Learners read an explanation of line graphs and demonstrate their knowledge of the parts of a graph in an interactive exercise.
- Subjects:
- Social Sciences and Statistics and Research Methods
- Keywords:
- Graphs
- Resource Type:
- Others
-
Others
Learners read a list of issues to be considered when traveling internationally, such as the beliefs, communication styles, gift-giving customs, and entertainment preferences of people in various cultures.
- Subjects:
- Hotel, Travel and Tourism
- Keywords:
- Manners customs Travel -- Social aspects
- Resource Type:
- Others
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Others
In this learning activity, you'll discuss shifting perceptions of parents at different life stages.
- Subjects:
- Sociology and Social Sciences
- Keywords:
- Parent child Families
- Resource Type:
- Others
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Others
Learners identify the countries waiting to be admitted to the European Union. A map exercise completes the activity.
- Subjects:
- Political Science
- Keywords:
- Europe European Union
- Resource Type:
- Others
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Others
In this learning activity, you'll analyze a poem written by a refugee to answer four short questions.
- Subjects:
- Sociology and Social Ecology
- Keywords:
- Refugees
- Resource Type:
- Others
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Others
In this learning activity you'll review socialization and agents of socialization and create your own lifeline.
- Subjects:
- Sociology
- Keywords:
- Manners customs
- Resource Type:
- Others
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Others
Learners review descriptions of 10 personality disorders and then test their knowledge in an interactive softball game.
- Subjects:
- Psychology
- Keywords:
- Personality disorders Games
- Resource Type:
- Others
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Others
In this learning activity you'll read about Robert Maddux's conflict model and then apply what you've learned to an interactive exercise.
- Subjects:
- Psychology
- Keywords:
- Conflct management
- Resource Type:
- Others
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Others
Students read about the six theoretical perspectives used to explore psychological events and do an interactive exercise.
- Subjects:
- Psychology
- Keywords:
- Psychology -- Philosophy
- Resource Type:
- Others
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Others
In this learning activity you'll define psychological noise and will complete an activity.
- Subjects:
- Psychology
- Keywords:
- Distraction (Psychology)
- Resource Type:
- Others
-
Others
Identify your self-awareness score. In this learning activity, you'll answer 24 questions that attempt to measure three factors relating to self-awareness: introspection, public self-consciousness, and social anxiety.
- Subjects:
- Psychology
- Keywords:
- Self-consciousness (Awareness)
- Resource Type:
- Others