Data Overview

Authentication Methods Used

Top Requested Services

Amount Distribution by Age Group

Total Amount by Product Season

Total Amount by Client Region

Statistical Summary (Transaction Sample)


                  

                

              

            

            

              

                

                  

                    
Raw Data Preview (Transaction Sample)

                  

                  

                    
                  

                

              

            

            

            
DEBUG

            

          

          

            

              

                

                  
PCA Options

                  Select non-redundant quantitative variables.
                  

                    
                    

                      
                      
                    

                  

                  

                    
                    
                  

                  

                    
                    
                  

                  
                

                

                  
Input Data Preview

                  

                

                

                  
Actions

                  

                    
                    
                  

                  
                  

                  
Download Results:

                  
                    
                    Scree Plot (.png)
                  
                  
                    
                    Individuals Plot (.png)
                  
                  
                    
                    Correlation Circle (.png)
                  
                  
                    
                    Contributions Table (.xlsx)
                  
                  
                    
                    Cos2 Table (.xlsx)
                  
                

              

              

                
PCA Results

                

                  
                  

                    

                      
                    

                    

                      
                    

                    

                      
                    

                    

                      

                        

                          
Contribution to Axes (Table)

                          
                        

                        

                          
Contribution to Axis X

                          
                        

                      

                      

                        

                          
Contribution to Axis Y

                          
                        

                      

                    

                    

                      
Representation Quality (Cos2)

                      
                    

                    

                      
                    

                  

                

              

            

          

          

            
Multiple Correspondence Analysis (MCA)

            

              

                

                  
MCA Options

                  

                    
                    

                      
                      
                    

                  

                  

                    
                    
                  

                  

                    
                    
                  

                  
                

                

                  
Input Data Preview (MCA)

                  

                

                

                  
Actions

                  

                    
                    
                  

                  
                  

                  
Download Results:

                  
                    
                    Scree Plot (.png)
                  
                  
                    
                    Biplot (.png)
                  
                  
                    
                    Contributions Table (.xlsx)
                  
                  
                    
                    Cos2 Table (.xlsx)
                  
                

              

              

                
MCA Results

                

                  
                  

                    

                      
                    

                    

                      
                    

                    

                      

                        

                          
Contribution to Axes (Table)

                          
                        

                        

                          
Contribution to Axis X

                          
                        

                      

                      

                        

                          
Contribution to Axis Y

                          
                        

                      

                    

                    

                      
Representation Quality (Cos2)

                      
                    

                  

                

              

            

          

          

            
Hierarchical Agglomerative Clustering (HAC / HCPC)

            

              

                

                  
HCPC Options

                  Classification based on the results of the previous PCA (principal dimensions).
                  

                    
                    
                  

                  

                    
                    
                  

                  
                

                

                  
Actions

                  

                    
                    
                  

                  
                  

                  
Download Results:

                  
                    
                    Dendrogram (.png)
                  
                  
                    
                    Cluster Factor Map (.png)
                  
                  
                    
                    Cluster Description (.xlsx)
                  
                

              

              

                
HCPC Results

                

                  
                  

                    

                      
                    

                    

                      
                    

                    

                      
                    

                    

                      
                    

                  

                

              

            

          

          

            
Regression Modeling

            

              

                

                  
Regression Options

                  

                    
                    

                      

                        
                      

                      

                        
                      

                    

                  

                  

                  

                    
                    

                      
                      
                    

                  

                  

                  

                    
                    

                      
                      
                    

                  

                  

                  
                

                

                  
Actions

                  

                    
                    
                  

                  
                  

                  
Download Results:

                  
                    
                    Model Summary (.txt)
                  
                  
                    
                    Data Used (.xlsx)
                  
                

              

              

                
Regression Results

                

                  
                  

                    

                      Interpretation: Significance of variables (Pr(>|t|)), goodness of fit (R-squared / AIC), etc.
                      
                    

                    

                      

                        Standard plots to check linear regression assumptions (linearity, homoscedasticity, normality of residuals, outliers).
                        
                      

                    

                    

                      

                        Predicted probabilities vs. reality, or other specific metrics.
                        
                      

                    

                    

                      Preview of data after NA handling, used to train the model.
                      
                    

                  

                

              

            

          

          

            
Analysis of Variance (ANOVA)

            

              

                

                  
ANOVA Options

                  

                    
                    

                      
                      
                    

                  

                  

                    
                    

                      
                      
                    

                  

                  
                    Note: To run ANOVA, execute the 'Clustering (CAH)' module first.
                  
                  

                    

                      
                    

                  

                  
                  

                  
Save

                  

                    
                    
                  

                  
                  

                  
Download

                  
                    
                    Export Summary (.txt)
                  
                  
                    
                    Export Boxplot (.png)
                  
                

              

              

                
ANOVA Results

                

                  
                  

                    

                      
                    

                    

                      
                    

                    

                      
                    

                    

                      

                        
                      

                    

                  

                

              

            

          

          

            
Chi-Square Independence Test

            

              

                

                  
Chi² Options

                  Tests if there is a statistically significant association between two categorical variables.
                  

                    
                    

                      
                      
                    

                  

                  

                    
                    

                      
                      
                    

                  

                  

                  
                

                

                  
Actions

                  

                    
                    
                  

                  
                  

                  
Download Results:

                  
                    
                    Test Summary (.txt)
                  
                  
                    
                    Contingency Table (.xlsx)
                  
                

              

              

                
Chi-Square Results

                

                  
                  

                    

                      Tests the null hypothesis of independence. A low P-value (p.value) (< 0.05) suggests a significant association.
                      
                    

                    

                      Cross-tabulation showing observed counts for each combination.
                      
                    

                    

                      Expected counts if the variables were independent. Useful for verifying test conditions.
                      
                    

                    

                      Visualization of the association.
                      
                    

                  

                

              

            

          

          

            
Validation of Submitted Analyses

            
Interface for the Chief Data Scientist (simulated).

            

            
            

            
Analyses Awaiting Approval ('Pending Approval')