Data Visualization

  1. Ethics and Critical Evaluation
    1. Misleading Visualization Practices
      1. Scale Manipulation
        1. Truncated Axes
          1. Non-Zero Baselines
            1. Inappropriate Scaling
              1. Logarithmic Misuse
              2. Chart Type Misuse
                1. Inappropriate Comparisons
                  1. Misleading Proportions
                    1. False Correlations
                      1. Temporal Distortions
                      2. Data Manipulation
                        1. Cherry-Picking Data
                          1. Selective Time Periods
                            1. Outlier Exclusion
                              1. Aggregation Bias
                              2. Context Omission
                                1. Missing Baselines
                                  1. Lack of Comparisons
                                    1. Insufficient Background
                                      1. Temporal Context Loss
                                    2. Cognitive Biases in Interpretation
                                      1. Confirmation Bias
                                        1. Selective Attention
                                          1. Pattern Seeking
                                            1. Evidence Filtering
                                            2. Anchoring Bias
                                              1. First Impression Effects
                                                1. Reference Point Influence
                                                  1. Adjustment Limitations
                                                  2. Framing Effects
                                                    1. Presentation Context
                                                      1. Positive vs Negative Framing
                                                        1. Loss vs Gain Framing
                                                        2. Availability Heuristic
                                                          1. Recent Event Bias
                                                            1. Memorable Case Influence
                                                              1. Media Coverage Effects
                                                              2. Representativeness Heuristic
                                                                1. Stereotype Influence
                                                                  1. Sample Size Neglect
                                                                    1. Base Rate Neglect
                                                                  2. Privacy and Ethical Data Use
                                                                    1. Data Privacy Principles
                                                                      1. Purpose Limitation
                                                                        1. Data Minimization
                                                                          1. Accuracy Requirements
                                                                          2. Anonymization Techniques
                                                                            1. Direct Identifier Removal
                                                                              1. Quasi-Identifier Treatment
                                                                                1. K-Anonymity
                                                                                  1. Differential Privacy
                                                                                  2. Aggregation for Privacy
                                                                                    1. Statistical Disclosure Control
                                                                                      1. Cell Suppression
                                                                                        1. Data Perturbation
                                                                                        2. Re-identification Risks
                                                                                          1. Linkage Attacks
                                                                                            1. Inference Attacks
                                                                                              1. Auxiliary Information
                                                                                            2. Accessibility and Inclusive Design
                                                                                              1. Visual Accessibility
                                                                                                1. Color Vision Deficiency Accommodation
                                                                                                  1. Contrast Requirements
                                                                                                    1. Alternative Text Provision
                                                                                                      1. Pattern and Texture Use
                                                                                                      2. Motor Accessibility
                                                                                                        1. Keyboard Navigation
                                                                                                          1. Touch Target Sizing
                                                                                                            1. Interaction Alternatives
                                                                                                            2. Cognitive Accessibility
                                                                                                              1. Clear Language Use
                                                                                                                1. Consistent Navigation
                                                                                                                  1. Error Prevention
                                                                                                                    1. Help and Documentation
                                                                                                                    2. Technical Accessibility
                                                                                                                      1. Screen Reader Compatibility
                                                                                                                        1. Markup Standards
                                                                                                                          1. Alternative Formats
                                                                                                                            1. Assistive Technology Support
                                                                                                                          2. Visualization Evaluation Framework
                                                                                                                            1. Quality Assessment Criteria
                                                                                                                              1. Accuracy Evaluation
                                                                                                                                1. Data Fidelity
                                                                                                                                  1. Representation Correctness
                                                                                                                                    1. Scale Appropriateness
                                                                                                                                    2. Clarity Assessment
                                                                                                                                      1. Message Comprehension
                                                                                                                                        1. Visual Hierarchy
                                                                                                                                          1. Cognitive Load
                                                                                                                                          2. Effectiveness Measurement
                                                                                                                                            1. Task Performance
                                                                                                                                              1. Error Rates
                                                                                                                                                1. Completion Time
                                                                                                                                              2. Critical Analysis Methods
                                                                                                                                                1. Peer Review Processes
                                                                                                                                                  1. Expert Evaluation
                                                                                                                                                    1. User Testing
                                                                                                                                                      1. Comparative Analysis
                                                                                                                                                      2. Improvement Strategies
                                                                                                                                                        1. Iterative Design
                                                                                                                                                          1. Feedback Integration
                                                                                                                                                            1. Best Practice Application
                                                                                                                                                              1. Continuous Learning

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                                                                                                                                                          10. Advanced Visualization Topics

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                                                                                                                                                          1. Introduction to Data Visualization