Causal Explorer

Shape:
Summary statistics:

              
Missing values:

              

              

              
Data balance:

              

              
PCA and Clusters:

              

                

                  
                

              

              

                

                  

                

                

                  

                

                

                  

                

              

              

              
Data table:

              

            

            

              

                

                  

                    
                  

                

                

                  

                

              

            

          

        

        

          

            
            

              
            

          

          

            
          

          

            
            

              
            

          

          

            

              

                
                

                  
                

              

            

            

              
Dropped columns:

              

            

            

              

                

                  
                  

                    
                  

                

              

              

                
Numeric columns:

                

              

            

            

              

                

                  
                  

                    
                  

                

              

              

                
Nominal columns:

                

              

            

            

              

                

                  
                  

                    
                  

                

              

              

                
Ordinal columns:

                

              

            

          

          

            
            

              
            

          

        

        

          
Supervised Learning

          

          
Unsupervised Learning

          

          

        

        

          

            
            

              
            

          

          

          

            
Step 1: Check Assumptions:

          

          

          

          

            
Step 2: Check Model Graph

            

              
            

            

              
              

                
              

            

          

          

            

          

          

            
Step 3: Evaluate Model

          

          
(This might take a while depending on the number of sampling)

          

            
          

          
          

            

          

        

        

          

            
Step 1: Define Assumptions:

          

          

            

              

                
                

                  
                

              

              

                
                

                  
                

              

              

                
                

                  
                

              

              
              
              
            

            

              Assumptions:

            

            

              Causal Graph:
              

            

          

          

            
Step 2: Identify and Estimate Effects:

          

          

            

              

                
                

                  
                

              

              

            

            

              Estimate (mean value):

            

          

          

            
Step 3: Evaluate Effects