Data Wrangling Pipeline-Data Wrangling Pipeline
                                    
                                        Assessment Strategy
                                            
                                    
                                    
                                        Data Wrangling Pipeline
                                            
                                    
                                    
                                        Data Wrangling Project Outline
                                            
                                    
                             
                            
                                Identify Your Data-Scope and Objectives
                                    
                                        Scope and Objectives
                                            
                                    
                             
                            
                                Identify Your Data-Identify the Sources
                                    
                                        Identify the Sources
                                            
                                    
                             
                            
                                Identify Your Data-Understand the Sources
                                    
                                        Understand the Sources
                                            
                                    
                             
                            
                                Data Collection and Integration-Data Collection
                                    
                                        Data Collection
                                            
                                    
                             
                            
                                Data Collection and Integration-Data Validation
                                    
                                        Data Validation
                                            
                                    
                             
                            
                                Data Collection and Integration-Data Integration
                                    
                                        Data Integration
                                            
                                    
                             
                            
                                Data Understanding and Visualization-Data Statistical Understanding
                                    
                                        Data Statistical Understanding
                                            
                                    
                             
                            
                                Data Understanding and Visualization-Data Visualization
                                    
                                        Data Visualization
                                            
                                    
                             
                            
                                Data Understanding and Visualization-Exploratory Data Analysis
                                    
                                        Exploratory Data Analysis
                                            
                                    
                             
                            
                                Data Processing and Manipulation-Missing Values
                                    
                                        Missing Values
                                            
                                    
                             
                            
                                Data Processing and Manipulation-Outliers
                                    
                                        Outliers
                                            
                                    
                             
                            
                                Data Processing and Manipulation-Sampling
                                    
                                        Sampling
                                            
                                    
                             
                            
                                Data Processing and Manipulation-Dimension Elimination
                                    
                                        Dimension Elimination
                                            
                                    
                             
                            
                                Data Processing and Manipulation-Scaling
                                    
                                        Scaling
                                            
                                    
                             
                            
                                Data Processing and Manipulation-Discretization
                                    
                                        Discretization
                                            
                                    
                             
                            
                                Data Processing and Manipulation-Data Cube
                                    
                                        Data Cube
                                            
                                    
                             
                            
                                Data Processing and Manipulation-Pivot Table
                                    
                                        Pivot Table
                                            
                                    
                             
                            
                                Data Processing and Manipulation-Congratulations
                                    
                                        Congratulations!