[[
    {
        "monitor_definition_id": "drift",
        "timestamp": "<timestamp>",
        "binding_id": "<binding_id>",
        "asset_id": "<asset_id>",
        "subscription_id": "<subscription_id>",
        "deployment_id": "<deployment_id>",
        "process": "Drift run for subscription_<subscription_id>",
        "metrics": [
            {
                "drift_magnitude": 0.02866666666666673,
                "predicted_accuracy": 0.7713333333333333,
                "data_drift_magnitude": 0.07777777777777778
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "3",
                                "count": 21,
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.29007598975836696,
                                        "norm_importance": 22.1256368321597,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2708326961135474,
                                        "norm_importance": 20.65784859158677,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.25730503722195597,
                                        "norm_importance": 19.626022179224922,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2516841431891633,
                                        "norm_importance": 19.19728672909263,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2411423173682699,
                                        "norm_importance": 18.393205667935987,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, ExistingSavings, LoanAmount, LoanDuration, Sex feature values are causing a drop in accuracy. The InstallmentPercent, ExistingSavings, LoanAmount, LoanDuration, Sex feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "LoanDuration",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "LoanDuration",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "LoanDuration",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, ExistingSavings, LoanAmount, LoanDuration, Sex feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "7",
                                "count": 12,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3198593090160628,
                                        "norm_importance": 23.86419626422752,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2944354822869834,
                                        "norm_importance": 21.967364833193585,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.26310379360566916,
                                        "norm_importance": 19.629757182252867,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.23198790015846793,
                                        "norm_importance": 17.308249671825806,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "importance": 0.23094488614070693,
                                        "norm_importance": 17.230432048500234,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, ExistingSavings, EmploymentDuration, LoanDuration, CreditHistory feature values are causing a drop in accuracy. The Sex, ExistingSavings, EmploymentDuration, LoanDuration, CreditHistory feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "LoanDuration",
                                            "CreditHistory"
                                        ]
                                    ],
                                    "message": "Review the Sex, ExistingSavings, EmploymentDuration, LoanDuration, CreditHistory feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "0",
                                "count": 11,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.6109348956723456,
                                        "norm_importance": 34.68035559741167,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3214971660970793,
                                        "norm_importance": 18.25012144958006,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.29187998952140387,
                                        "norm_importance": 16.56887157711145,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.2704843193561665,
                                        "norm_importance": 15.35432407813651,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.26682021357840435,
                                        "norm_importance": 15.146327297760303,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, Sex, ExistingSavings, Age, EmploymentDuration feature values are causing a drop in accuracy. The LoanAmount feature(s) have some impact on drift. The Sex, ExistingSavings, Age, EmploymentDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "Age",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "Age",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "Sex",
                                            "ExistingSavings",
                                            "Age",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, Sex, ExistingSavings, Age, EmploymentDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "1",
                                "count": 11,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3898153245115765,
                                        "norm_importance": 24.935513743114797,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3161134939973629,
                                        "norm_importance": 20.220991526774082,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3129627778869119,
                                        "norm_importance": 20.01944807803655,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.277189272959673,
                                        "norm_importance": 17.731106220593592,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.26721286714995485,
                                        "norm_importance": 17.092940431480987,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, LoanDuration, CurrentResidenceDuration, Age feature values are causing a drop in accuracy. The LoanAmount, ExistingSavings, LoanDuration, CurrentResidenceDuration, Age feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "CurrentResidenceDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "CurrentResidenceDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "CurrentResidenceDuration",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, LoanDuration, CurrentResidenceDuration, Age feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "2",
                                "count": 11,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.46703952030945234,
                                        "norm_importance": 25.928492002878293,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.39866539109206056,
                                        "norm_importance": 22.1325861201336,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.34726420449847384,
                                        "norm_importance": 19.27896196719852,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.3364548849965342,
                                        "norm_importance": 18.678864240828602,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.251835865113453,
                                        "norm_importance": 13.981095668960991,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanDuration, LoanAmount, EmploymentDuration, CheckingStatus feature values are causing a drop in accuracy. The ExistingSavings, LoanDuration, LoanAmount, EmploymentDuration, CheckingStatus feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanDuration, LoanAmount, EmploymentDuration, CheckingStatus feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "5",
                                "count": 9,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.5652402550287033,
                                        "norm_importance": 33.00289109749305,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.31544686814272704,
                                        "norm_importance": 18.418112552565827,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.29202032709550285,
                                        "norm_importance": 17.050298466265073,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.29095129667451336,
                                        "norm_importance": 16.987880593068777,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.24904046283063255,
                                        "norm_importance": 14.540817290607269,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, LoanAmount, EmploymentDuration, Age, ExistingSavings feature values are causing a drop in accuracy. The Sex feature(s) have some impact on drift. The LoanAmount, EmploymentDuration, Age, ExistingSavings feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "Age",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "Age",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "Age",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the Sex, LoanAmount, EmploymentDuration, Age, ExistingSavings feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "6",
                                "count": 4,
                                "top_features": [
                                    {
                                        "feature": "ExistingCreditsCount",
                                        "importance": 0.4873994972341641,
                                        "norm_importance": 23.280647067375888,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.456048330054742,
                                        "norm_importance": 21.7831579185437,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.41609360419956226,
                                        "norm_importance": 19.87471961159709,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3671835027825963,
                                        "norm_importance": 17.538527605697475,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.36685732666693477,
                                        "norm_importance": 17.52294779678586,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingCreditsCount, ExistingSavings, LoanAmount, LoanDuration, EmploymentDuration feature values are causing a drop in accuracy. The ExistingCreditsCount, ExistingSavings, LoanAmount, LoanDuration, EmploymentDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingCreditsCount",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "LoanDuration",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingCreditsCount",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "LoanDuration",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingCreditsCount",
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "LoanDuration",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingCreditsCount, ExistingSavings, LoanAmount, LoanDuration, EmploymentDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "4",
                                "count": 3,
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "importance": 1.174436337889353,
                                        "norm_importance": 40.64225407494369,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.6106545516077486,
                                        "norm_importance": 21.132160712146785,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.4485267811077638,
                                        "norm_importance": 15.521607097034329,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.35465719911028587,
                                        "norm_importance": 12.273179508097035,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.30141804870347383,
                                        "norm_importance": 10.430798607778152,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Age, LoanAmount, EmploymentDuration, LoanDuration, ExistingSavings feature values are causing a drop in accuracy. The Age feature(s) have some impact on drift. The LoanAmount, EmploymentDuration, LoanDuration, ExistingSavings feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "LoanDuration",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the Age, LoanAmount, EmploymentDuration, LoanDuration, ExistingSavings feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            }
                        ],
                        "count": 82
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 8,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CurrentResidenceDuration",
                                            "Age"
                                        ],
                                        "columns": [
                                            "CurrentResidenceDuration",
                                            "Age"
                                        ],
                                        "message": "The values of the CurrentResidenceDuration and Age features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the CheckingStatus and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "message": "The values of the InstallmentPlans and Job features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "columns": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "message": "The values of the Telephone and Age features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "columns": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "message": "The values of the Age and ExistingCreditsCount features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CheckingStatus and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "OthersOnLoan"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "OthersOnLoan"
                                        ],
                                        "message": "The values of the ExistingSavings and OthersOnLoan features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "count": 3,
                                        "norm_importance": 18.75,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPlans",
                                        "count": 2,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Job",
                                        "count": 2,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Age, CheckingStatus, CurrentResidenceDuration, InstallmentPlans, Job feature values are unexpected compared to the training data. The Age, CheckingStatus, CurrentResidenceDuration, InstallmentPlans, Job feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "CheckingStatus",
                                                    "CurrentResidenceDuration",
                                                    "InstallmentPlans",
                                                    "Job"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "CheckingStatus",
                                                    "CurrentResidenceDuration",
                                                    "InstallmentPlans",
                                                    "Job"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "CheckingStatus",
                                            "CurrentResidenceDuration",
                                            "InstallmentPlans",
                                            "Job"
                                        ]
                                    ],
                                    "message": "Review the Age, CheckingStatus, CurrentResidenceDuration, InstallmentPlans, Job features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "2",
                                "count": 4,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the LoanPurpose and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The LoanPurpose, EmploymentDuration feature values are unexpected compared to the training data. The LoanPurpose, EmploymentDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "LoanPurpose",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanPurpose",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanPurpose, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "1",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the CreditHistory and ExistingSavings features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "message": "The values of the CreditHistory and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 5,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 3,
                                        "norm_importance": 30.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, InstallmentPercent, ExistingSavings, Housing feature values are unexpected compared to the training data. The CreditHistory feature(s) have some impact on drift. The InstallmentPercent, ExistingSavings, Housing feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "Housing"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "InstallmentPercent",
                                            "ExistingSavings",
                                            "Housing"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, InstallmentPercent, ExistingSavings, Housing features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "5",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPercent and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, CurrentResidenceDuration feature values are unexpected compared to the training data. The InstallmentPercent, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "3",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CreditHistory and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, EmploymentDuration feature values are unexpected compared to the training data. The CreditHistory, EmploymentDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "4",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the Housing and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Housing",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Housing, CurrentResidenceDuration feature values are unexpected compared to the training data. The Housing, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the Housing, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "6",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the EmploymentDuration and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, InstallmentPercent feature values are unexpected compared to the training data. The EmploymentDuration, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "7",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration feature values are unexpected compared to the training data. The ExistingSavings, EmploymentDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "8",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CheckingStatus and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CheckingStatus, InstallmentPercent feature values are unexpected compared to the training data. The CheckingStatus, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the CheckingStatus, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            }
                        ],
                        "count": 28
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the LoanPurpose and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The LoanPurpose, EmploymentDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The LoanPurpose, EmploymentDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "LoanPurpose",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanPurpose",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanPurpose, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "0",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the Housing and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Housing",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The Housing, CurrentResidenceDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The Housing, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the Housing, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "2",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CurrentResidenceDuration",
                                            "Age"
                                        ],
                                        "columns": [
                                            "CurrentResidenceDuration",
                                            "Age"
                                        ],
                                        "message": "The values of the CurrentResidenceDuration and Age features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CurrentResidenceDuration, Age feature values are unexpected compared to the training data and causing a drop in accuracy. The CurrentResidenceDuration, Age feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "Age"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CurrentResidenceDuration",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the CurrentResidenceDuration, Age features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "3",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPercent and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, CurrentResidenceDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The InstallmentPercent, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "4",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CreditHistory and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, EmploymentDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The CreditHistory, EmploymentDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "5",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The ExistingSavings, EmploymentDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            }
                        ],
                        "count": 7
                    },
                    "start": "<first_payload_record_timestamp_in_window>",
                    "end": "<last_payload_record_timestamp_in_window>",
                    "transactions_count": 360,
                    "transactions_current_window_count": 360
                }
            }
        ]
    }
],[
    {
        "monitor_definition_id": "drift",
        "timestamp": "<timestamp>",
        "binding_id": "<binding_id>",
        "asset_id": "<asset_id>",
        "subscription_id": "<subscription_id>",
        "deployment_id": "<deployment_id>",
        "process": "Drift run for subscription_<subscription_id>",
        "metrics": [
            {
                "drift_magnitude": 0.0397777777777778,
                "predicted_accuracy": 0.7602222222222222,
                "data_drift_magnitude": 0.044444444444444446
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "3",
                                "count": 18,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4577213427984137,
                                        "norm_importance": 27.048992494129127,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.38628372804084177,
                                        "norm_importance": 22.82739449399596,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.3069114821569554,
                                        "norm_importance": 18.13690033868856,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.29469043358665276,
                                        "norm_importance": 17.414698815317404,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2465866982568224,
                                        "norm_importance": 14.572013857868956,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanDuration, EmploymentDuration, LoanAmount, Sex feature values are causing a drop in accuracy. The ExistingSavings, LoanDuration, EmploymentDuration, LoanAmount, Sex feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "EmploymentDuration",
                                            "LoanAmount",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanDuration, EmploymentDuration, LoanAmount, Sex feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "2",
                                "count": 15,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.45476342184273083,
                                        "norm_importance": 26.477679357753274,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3984258187032593,
                                        "norm_importance": 23.197536496511574,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3272019025541742,
                                        "norm_importance": 19.050668204516104,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2814174904561605,
                                        "norm_importance": 16.384963521843364,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.25572641057723766,
                                        "norm_importance": 14.889152419375693,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, LoanDuration, InstallmentPercent, CheckingStatus feature values are causing a drop in accuracy. The LoanAmount, ExistingSavings, LoanDuration, InstallmentPercent, CheckingStatus feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "InstallmentPercent",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "InstallmentPercent",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "InstallmentPercent",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, LoanDuration, InstallmentPercent, CheckingStatus feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "0",
                                "count": 13,
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.3894475626033129,
                                        "norm_importance": 25.229368770324395,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.32978170896668474,
                                        "norm_importance": 21.36406835778077,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.32877944826772193,
                                        "norm_importance": 21.299139450255698,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.25437281122508837,
                                        "norm_importance": 16.478894916281277,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.24124631848289232,
                                        "norm_importance": 15.628528505357862,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, EmploymentDuration, LoanAmount, Sex, ExistingSavings feature values are causing a drop in accuracy. The InstallmentPercent, EmploymentDuration, LoanAmount, Sex, ExistingSavings feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "Sex",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "Sex",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "EmploymentDuration",
                                            "LoanAmount",
                                            "Sex",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, EmploymentDuration, LoanAmount, Sex, ExistingSavings feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "5",
                                "count": 12,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.36806637739363196,
                                        "norm_importance": 26.96242782137368,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.2767983602407968,
                                        "norm_importance": 20.276657329896594,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2748416045733801,
                                        "norm_importance": 20.13331665362949,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.23053218581985657,
                                        "norm_importance": 16.88746324694565,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.21486991039662984,
                                        "norm_importance": 15.740134948154585,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, CurrentResidenceDuration, EmploymentDuration, LoanDuration, Age feature values are causing a drop in accuracy. The ExistingSavings, CurrentResidenceDuration, EmploymentDuration, LoanDuration, Age feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration",
                                            "EmploymentDuration",
                                            "LoanDuration",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, CurrentResidenceDuration, EmploymentDuration, LoanDuration, Age feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "6",
                                "count": 11,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2878680039546243,
                                        "norm_importance": 21.039459329444615,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.28593528490156794,
                                        "norm_importance": 20.898202352797668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.27068042295164924,
                                        "norm_importance": 19.78326758004606,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2686235597436429,
                                        "norm_importance": 19.63293725775744,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2551218233461898,
                                        "norm_importance": 18.646133479954223,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, Sex, EmploymentDuration, LoanAmount, InstallmentPercent feature values are causing a drop in accuracy. The ExistingSavings, Sex, EmploymentDuration, LoanAmount, InstallmentPercent feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "Sex",
                                            "EmploymentDuration",
                                            "LoanAmount",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, Sex, EmploymentDuration, LoanAmount, InstallmentPercent feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "1",
                                "count": 8,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.4320768372001532,
                                        "norm_importance": 23.208069054959683,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.39422545964043115,
                                        "norm_importance": 21.174964503640147,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3564978284382463,
                                        "norm_importance": 19.148506719200395,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "importance": 0.34629529682191024,
                                        "norm_importance": 18.600499888235625,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3326572130579184,
                                        "norm_importance": 17.86795983396415,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, Sex, ExistingSavings, CreditHistory, LoanAmount feature values are causing a drop in accuracy. The LoanDuration, Sex, ExistingSavings, CreditHistory, LoanAmount feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "CreditHistory",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "CreditHistory",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "Sex",
                                            "ExistingSavings",
                                            "CreditHistory",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, Sex, ExistingSavings, CreditHistory, LoanAmount feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "7",
                                "count": 6,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.524066029461806,
                                        "norm_importance": 33.63468803799361,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3651667836359324,
                                        "norm_importance": 23.436494943290786,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.26653150007196763,
                                        "norm_importance": 17.106057926375197,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "importance": 0.20296334695623905,
                                        "norm_importance": 13.026238058266825,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.19938409898959356,
                                        "norm_importance": 12.796521034073564,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, ExistingSavings, LoanAmount, OwnsProperty, Age feature values are causing a drop in accuracy. The Sex feature(s) have some impact on drift. The ExistingSavings, LoanAmount, OwnsProperty, Age feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "OwnsProperty",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "OwnsProperty",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "OwnsProperty",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the Sex, ExistingSavings, LoanAmount, OwnsProperty, Age feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "4",
                                "count": 3,
                                "top_features": [
                                    {
                                        "feature": "Housing",
                                        "importance": 0.4196296979504881,
                                        "norm_importance": 20.934866209699386,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.41580974463960163,
                                        "norm_importance": 20.744292921199335,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.4021830285057173,
                                        "norm_importance": 20.064470972148246,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.39487765663350943,
                                        "norm_importance": 19.700013967546973,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3719535609026577,
                                        "norm_importance": 18.556355929406052,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Housing, ExistingSavings, LoanDuration, Age, LoanAmount feature values are causing a drop in accuracy. The Housing, ExistingSavings, LoanDuration, Age, LoanAmount feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "Age",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "Age",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Housing",
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "Age",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the Housing, ExistingSavings, LoanDuration, Age, LoanAmount feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            }
                        ],
                        "count": 86
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 4,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the EmploymentDuration and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the EmploymentDuration and OwnsProperty features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the Housing and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the CreditHistory and ExistingSavings features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, CurrentResidenceDuration, CreditHistory, ExistingSavings, OwnsProperty feature values are unexpected compared to the training data. The EmploymentDuration, CurrentResidenceDuration, CreditHistory, ExistingSavings, OwnsProperty feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration",
                                                    "CreditHistory",
                                                    "ExistingSavings",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration",
                                                    "CreditHistory",
                                                    "ExistingSavings",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration",
                                            "CreditHistory",
                                            "ExistingSavings",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, CurrentResidenceDuration, CreditHistory, ExistingSavings, OwnsProperty features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "1",
                                "count": 4,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the ExistingSavings and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 5,
                                        "norm_importance": 41.666666666666664,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 4,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 8.333333333333334,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration, InstallmentPercent, CreditHistory feature values are unexpected compared to the training data. The ExistingSavings, EmploymentDuration feature(s) have some impact on drift. The InstallmentPercent, CreditHistory feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "InstallmentPercent",
                                            "CreditHistory"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration, InstallmentPercent, CreditHistory features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "2",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "message": "The values of the CreditHistory and Housing features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "message": "The values of the OwnsProperty and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 4,
                                        "norm_importance": 40.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 4,
                                        "norm_importance": 40.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, Housing, InstallmentPercent, OwnsProperty feature values are unexpected compared to the training data. The CreditHistory, Housing feature(s) have some impact on drift. The InstallmentPercent, OwnsProperty feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "Housing",
                                                    "InstallmentPercent",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "Housing",
                                            "InstallmentPercent",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, Housing, InstallmentPercent, OwnsProperty features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "3",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the EmploymentDuration and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, InstallmentPercent feature values are unexpected compared to the training data. The EmploymentDuration, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "4",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "InstallmentPlans",
                                            "LoanDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "LoanDuration"
                                        ],
                                        "message": "For the InstallmentPlans feature the value of the LoanDuration feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "Job",
                                            "LoanDuration"
                                        ],
                                        "columns": [
                                            "Job",
                                            "LoanDuration"
                                        ],
                                        "message": "For the Job feature the value of the LoanDuration feature is outside of its typical value ranges."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPlans",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Job",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, InstallmentPlans, Job feature values are unexpected compared to the training data. The LoanDuration feature(s) have some impact on drift. The InstallmentPlans, Job feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "InstallmentPlans",
                                                    "Job"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPlans",
                                                    "Job"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "InstallmentPlans",
                                            "Job"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, InstallmentPlans, Job features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "5",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CheckingStatus and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CheckingStatus and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CheckingStatus, EmploymentDuration, InstallmentPercent feature values are unexpected compared to the training data. The CheckingStatus feature(s) have some impact on drift. The EmploymentDuration, InstallmentPercent feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the CheckingStatus, EmploymentDuration, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "6",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, InstallmentPercent feature values are unexpected compared to the training data. The CreditHistory, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            }
                        ],
                        "count": 16
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the CreditHistory and ExistingSavings features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the EmploymentDuration and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration, CreditHistory, InstallmentPercent feature values are unexpected compared to the training data and causing a drop in accuracy. The ExistingSavings, EmploymentDuration feature(s) have some impact on drift. The CreditHistory, InstallmentPercent feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration, CreditHistory, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "0",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "message": "The values of the CreditHistory and Housing features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "message": "The values of the OwnsProperty and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Housing",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The Housing, CreditHistory, OwnsProperty feature values are unexpected compared to the training data and causing a drop in accuracy. The Housing feature(s) have some impact on drift. The CreditHistory, OwnsProperty feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "CreditHistory",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "Housing",
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the Housing, CreditHistory, OwnsProperty features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "2",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "InstallmentPlans",
                                            "LoanDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "LoanDuration"
                                        ],
                                        "message": "For the InstallmentPlans feature the value of the LoanDuration feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "Job",
                                            "LoanDuration"
                                        ],
                                        "columns": [
                                            "Job",
                                            "LoanDuration"
                                        ],
                                        "message": "For the Job feature the value of the LoanDuration feature is outside of its typical value ranges."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPlans",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Job",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, InstallmentPlans, Job feature values are unexpected compared to the training data and causing a drop in accuracy. The LoanDuration feature(s) have some impact on drift. The InstallmentPlans, Job feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "InstallmentPlans",
                                                    "Job"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPlans",
                                                    "Job"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "InstallmentPlans",
                                            "Job"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, InstallmentPlans, Job features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            }
                        ],
                        "count": 5
                    },
                    "start": "<first_payload_record_timestamp_in_window>",
                    "end": "<last_payload_record_timestamp_in_window>",
                    "transactions_count": 360,
                    "transactions_current_window_count": 360
                }
            }
        ]
    }
],[
    {
        "monitor_definition_id": "drift",
        "timestamp": "<timestamp>",
        "binding_id": "<binding_id>",
        "asset_id": "<asset_id>",
        "subscription_id": "<subscription_id>",
        "deployment_id": "<deployment_id>",
        "process": "Drift run for subscription_<subscription_id>",
        "metrics": [
            {
                "drift_magnitude": 0.02588888888888885,
                "predicted_accuracy": 0.7741111111111112,
                "data_drift_magnitude": 0.05555555555555555
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "6",
                                "count": 24,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.36030405682488215,
                                        "norm_importance": 25.14215358693623,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.30743727113350616,
                                        "norm_importance": 21.453089252736305,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.26577855381149956,
                                        "norm_importance": 18.54612817554335,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.25038372888774035,
                                        "norm_importance": 17.471871460012473,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2491639886593003,
                                        "norm_importance": 17.386757524771635,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, Sex, EmploymentDuration, InstallmentPercent, LoanDuration feature values are causing a drop in accuracy. The LoanAmount, Sex, EmploymentDuration, InstallmentPercent, LoanDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "Sex",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "Sex",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "Sex",
                                            "EmploymentDuration",
                                            "InstallmentPercent",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, Sex, EmploymentDuration, InstallmentPercent, LoanDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "2",
                                "count": 18,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2959109600272502,
                                        "norm_importance": 22.259796462343207,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2720724501476127,
                                        "norm_importance": 20.466553056159732,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.27201945653841736,
                                        "norm_importance": 20.46256663080264,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.24803887261453753,
                                        "norm_importance": 18.658635755296892,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.24130985886779646,
                                        "norm_importance": 18.152448095397535,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, Sex, InstallmentPercent, LoanDuration, LoanAmount feature values are causing a drop in accuracy. The ExistingSavings, Sex, InstallmentPercent, LoanDuration, LoanAmount feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "InstallmentPercent",
                                                    "LoanDuration",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "InstallmentPercent",
                                                    "LoanDuration",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "Sex",
                                            "InstallmentPercent",
                                            "LoanDuration",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, Sex, InstallmentPercent, LoanDuration, LoanAmount feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "4",
                                "count": 11,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.48798027562115903,
                                        "norm_importance": 31.515067816070964,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.35210229024119716,
                                        "norm_importance": 22.739705085457103,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.278323082352444,
                                        "norm_importance": 17.974847044688307,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.21844992991743997,
                                        "norm_importance": 14.108079157504283,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.21154748566290033,
                                        "norm_importance": 13.662300896279344,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanDuration, EmploymentDuration, LoanAmount, InstallmentPercent feature values are causing a drop in accuracy. The ExistingSavings feature(s) have some impact on drift. The LoanDuration, EmploymentDuration, LoanAmount, InstallmentPercent feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "EmploymentDuration",
                                            "LoanAmount",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanDuration, EmploymentDuration, LoanAmount, InstallmentPercent feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "0",
                                "count": 9,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.7267140406262641,
                                        "norm_importance": 33.00511111679191,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.376221051995833,
                                        "norm_importance": 17.086800214975845,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3756376458508568,
                                        "norm_importance": 17.06030370663184,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3746378772599083,
                                        "norm_importance": 17.014897299722602,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.34861212031160504,
                                        "norm_importance": 15.832887661877818,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, InstallmentPercent, ExistingSavings, LoanDuration, EmploymentDuration feature values are causing a drop in accuracy. The LoanAmount feature(s) have some impact on drift. The InstallmentPercent, ExistingSavings, LoanDuration, EmploymentDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "InstallmentPercent",
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, InstallmentPercent, ExistingSavings, LoanDuration, EmploymentDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "5",
                                "count": 8,
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.47630826248027414,
                                        "norm_importance": 28.499541295996277,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.3216661858526417,
                                        "norm_importance": 19.246650686880816,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3139675861318123,
                                        "norm_importance": 18.7860108493046,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.28730196930975427,
                                        "norm_importance": 17.190494021932896,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2720399566701291,
                                        "norm_importance": 16.277303145885412,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, CheckingStatus, ExistingSavings, LoanDuration, Sex feature values are causing a drop in accuracy. The EmploymentDuration, CheckingStatus, ExistingSavings, LoanDuration, Sex feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "CheckingStatus",
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, CheckingStatus, ExistingSavings, LoanDuration, Sex feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "7",
                                "count": 6,
                                "top_features": [
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.4486872806192877,
                                        "norm_importance": 29.274845477860833,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3158220149248731,
                                        "norm_importance": 20.605979007631525,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.28899807380961023,
                                        "norm_importance": 18.855836391213433,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2521075789980217,
                                        "norm_importance": 16.448896007878982,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "importance": 0.22705678157623854,
                                        "norm_importance": 14.814443115415216,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The CurrentResidenceDuration, LoanAmount, ExistingSavings, EmploymentDuration, LoanPurpose feature values are causing a drop in accuracy. The CurrentResidenceDuration, LoanAmount, ExistingSavings, EmploymentDuration, LoanPurpose feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "CurrentResidenceDuration",
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "LoanPurpose"
                                        ]
                                    ],
                                    "message": "Review the CurrentResidenceDuration, LoanAmount, ExistingSavings, EmploymentDuration, LoanPurpose feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "3",
                                "count": 3,
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "importance": 0.94448528170083,
                                        "norm_importance": 37.027987865144965,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Job",
                                        "importance": 0.5115891775687171,
                                        "norm_importance": 20.05655167525868,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.38181142450000743,
                                        "norm_importance": 14.968691484213274,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3580917105543999,
                                        "norm_importance": 14.038774102588189,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "importance": 0.35475588096134225,
                                        "norm_importance": 13.907994872794902,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Age, Job, InstallmentPercent, ExistingSavings, OwnsProperty feature values are causing a drop in accuracy. The Age feature(s) have some impact on drift. The Job, InstallmentPercent, ExistingSavings, OwnsProperty feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "Job",
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Job",
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "Job",
                                            "InstallmentPercent",
                                            "ExistingSavings",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the Age, Job, InstallmentPercent, ExistingSavings, OwnsProperty feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "1",
                                "count": 2,
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "importance": 0.8267128218514948,
                                        "norm_importance": 39.786809951295744,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.46998694665632035,
                                        "norm_importance": 22.618835503634905,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2820242051828998,
                                        "norm_importance": 13.57284314055662,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.25636234266653407,
                                        "norm_importance": 12.33782703829236,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.24277019655117316,
                                        "norm_importance": 11.683684366220374,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Age, LoanAmount, ExistingSavings, LoanDuration, CheckingStatus feature values are causing a drop in accuracy. The Age feature(s) have some impact on drift. The LoanAmount, ExistingSavings, LoanDuration, CheckingStatus feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the Age, LoanAmount, ExistingSavings, LoanDuration, CheckingStatus feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            }
                        ],
                        "count": 81
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 7,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CheckingStatus and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the EmploymentDuration and OwnsProperty features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the CreditHistory and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the OwnsProperty and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPlans",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPlans and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OthersOnLoan",
                                            "Telephone"
                                        ],
                                        "columns": [
                                            "OthersOnLoan",
                                            "Telephone"
                                        ],
                                        "message": "The values of the OthersOnLoan and Telephone features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 3,
                                        "norm_importance": 21.428571428571427,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 14.285714285714286,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 14.285714285714286,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 2,
                                        "norm_importance": 14.285714285714286,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 7.142857142857143,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, CheckingStatus, CurrentResidenceDuration, OwnsProperty, CreditHistory feature values are unexpected compared to the training data. The EmploymentDuration, CheckingStatus, CurrentResidenceDuration, OwnsProperty, CreditHistory feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "CurrentResidenceDuration",
                                                    "OwnsProperty",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "CurrentResidenceDuration",
                                                    "OwnsProperty",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "CheckingStatus",
                                            "CurrentResidenceDuration",
                                            "OwnsProperty",
                                            "CreditHistory"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, CheckingStatus, CurrentResidenceDuration, OwnsProperty, CreditHistory features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "1",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "message": "The values of the CreditHistory and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 3,
                                        "norm_importance": 37.5,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, InstallmentPercent, Housing feature values are unexpected compared to the training data. The CreditHistory, InstallmentPercent feature(s) have some impact on drift. The Housing feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent",
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Housing"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "InstallmentPercent",
                                            "Housing"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, InstallmentPercent, Housing features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "2",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the CreditHistory and ExistingSavings features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 3,
                                        "norm_importance": 37.5,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration, CreditHistory feature values are unexpected compared to the training data. The ExistingSavings, EmploymentDuration feature(s) have some impact on drift. The CreditHistory feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "CreditHistory"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration, CreditHistory features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "3",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "LoanDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "LoanDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the LoanDuration and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, CurrentResidenceDuration feature values are unexpected compared to the training data. The LoanDuration, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "4",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the EmploymentDuration and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the LoanPurpose and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, InstallmentPercent, LoanPurpose feature values are unexpected compared to the training data. The EmploymentDuration, InstallmentPercent feature(s) have some impact on drift. The LoanPurpose feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "InstallmentPercent",
                                            "LoanPurpose"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, InstallmentPercent, LoanPurpose features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "6",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "message": "The values of the OwnsProperty and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The OwnsProperty, Housing feature values are unexpected compared to the training data. The OwnsProperty, Housing feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "Housing"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "OwnsProperty",
                                            "Housing"
                                        ]
                                    ],
                                    "message": "Review the OwnsProperty, Housing features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "5",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "columns": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "message": "The values of the Telephone and Age features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "columns": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "message": "The values of the Age and ExistingCreditsCount features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Telephone",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingCreditsCount",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Age, Telephone, ExistingCreditsCount feature values are unexpected compared to the training data. The Age feature(s) have some impact on drift. The Telephone, ExistingCreditsCount feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "Telephone",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Telephone",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "Telephone",
                                            "ExistingCreditsCount"
                                        ]
                                    ],
                                    "message": "Review the Age, Telephone, ExistingCreditsCount features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            }
                        ],
                        "count": 20
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the CreditHistory and ExistingSavings features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, CreditHistory, EmploymentDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The ExistingSavings feature(s) have some impact on drift. The CreditHistory, EmploymentDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, CreditHistory, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "1",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "message": "The values of the OwnsProperty and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The OwnsProperty, Housing feature values are unexpected compared to the training data and causing a drop in accuracy. The OwnsProperty, Housing feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "Housing"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "OwnsProperty",
                                            "Housing"
                                        ]
                                    ],
                                    "message": "Review the OwnsProperty, Housing features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            }
                        ],
                        "count": 2
                    },
                    "start": "<first_payload_record_timestamp_in_window>",
                    "end": "<last_payload_record_timestamp_in_window>",
                    "transactions_count": 360,
                    "transactions_current_window_count": 360
                }
            }
        ]
    }
],[
    {
        "monitor_definition_id": "drift",
        "timestamp": "<timestamp>",
        "binding_id": "<binding_id>",
        "asset_id": "<asset_id>",
        "subscription_id": "<subscription_id>",
        "deployment_id": "<deployment_id>",
        "process": "Drift run for subscription_<subscription_id>",
        "metrics": [
            {
                "drift_magnitude": 0.05088888888888887,
                "predicted_accuracy": 0.7491111111111112,
                "data_drift_magnitude": 0.06666666666666667
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "5",
                                "count": 18,
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.28639565921322707,
                                        "norm_importance": 20.96088942206126,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2801950613658778,
                                        "norm_importance": 20.50707651796206,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2800000317775741,
                                        "norm_importance": 20.49280258083014,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2636607860572375,
                                        "norm_importance": 19.29695651345355,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.25608198611580457,
                                        "norm_importance": 18.74227496569299,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, Sex, ExistingSavings, LoanDuration, LoanAmount feature values are causing a drop in accuracy. The EmploymentDuration, Sex, ExistingSavings, LoanDuration, LoanAmount feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "Sex",
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, Sex, ExistingSavings, LoanDuration, LoanAmount feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "1",
                                "count": 13,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.6544325074484755,
                                        "norm_importance": 35.1836027149117,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.3587940528349778,
                                        "norm_importance": 19.289487101789145,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2969944524106156,
                                        "norm_importance": 15.967016771352153,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2892330401538205,
                                        "norm_importance": 15.549747698924199,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.26059567756562046,
                                        "norm_importance": 14.010145713022798,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, Age, EmploymentDuration, ExistingSavings, LoanAmount feature values are causing a drop in accuracy. The Sex feature(s) have some impact on drift. The Age, EmploymentDuration, ExistingSavings, LoanAmount feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "Age",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "Age",
                                            "EmploymentDuration",
                                            "ExistingSavings",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the Sex, Age, EmploymentDuration, ExistingSavings, LoanAmount feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "4",
                                "count": 13,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.34030391947618716,
                                        "norm_importance": 24.466464572718298,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2755740523787588,
                                        "norm_importance": 19.81265099756547,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.26270442056981075,
                                        "norm_importance": 18.887376933128518,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2593373461253293,
                                        "norm_importance": 18.64529800633739,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2529797045008245,
                                        "norm_importance": 18.188209490250316,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanDuration, Age, Sex, InstallmentPercent feature values are causing a drop in accuracy. The ExistingSavings, LoanDuration, Age, Sex, InstallmentPercent feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "Age",
                                                    "Sex",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "Age",
                                                    "Sex",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "Age",
                                            "Sex",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanDuration, Age, Sex, InstallmentPercent feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "8",
                                "count": 12,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.4187887077068069,
                                        "norm_importance": 25.77989566042082,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.31550939523948823,
                                        "norm_importance": 19.422202985594677,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3133628793377436,
                                        "norm_importance": 19.290067245155484,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2958976275189265,
                                        "norm_importance": 18.21493708694859,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.28091929043059494,
                                        "norm_importance": 17.29289702188042,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, Age, ExistingSavings, InstallmentPercent, LoanDuration feature values are causing a drop in accuracy. The LoanAmount, Age, ExistingSavings, InstallmentPercent, LoanDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "Age",
                                            "ExistingSavings",
                                            "InstallmentPercent",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, Age, ExistingSavings, InstallmentPercent, LoanDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "3",
                                "count": 11,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.6218536088284418,
                                        "norm_importance": 35.529694718696135,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.32934346579386686,
                                        "norm_importance": 18.81708593650963,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.28661018445703124,
                                        "norm_importance": 16.3755138065571,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.28328592206681213,
                                        "norm_importance": 16.185581600307074,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.22914310360643056,
                                        "norm_importance": 13.092123937930058,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, LoanDuration, EmploymentDuration, CurrentResidenceDuration feature values are causing a drop in accuracy. The LoanAmount feature(s) have some impact on drift. The ExistingSavings, LoanDuration, EmploymentDuration, CurrentResidenceDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, LoanDuration, EmploymentDuration, CurrentResidenceDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "2",
                                "count": 10,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.44429240585943786,
                                        "norm_importance": 28.140692582882714,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.35494339013184356,
                                        "norm_importance": 22.481484478009424,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.29604879337011714,
                                        "norm_importance": 18.75120522856189,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.26395969708297773,
                                        "norm_importance": 16.718738812368855,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2195811264372165,
                                        "norm_importance": 13.907878898177097,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, LoanAmount, EmploymentDuration, CurrentResidenceDuration, Sex feature values are causing a drop in accuracy. The LoanDuration, LoanAmount, EmploymentDuration, CurrentResidenceDuration, Sex feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, LoanAmount, EmploymentDuration, CurrentResidenceDuration, Sex feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "0",
                                "count": 7,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.4016551924055801,
                                        "norm_importance": 23.96059222502013,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3508437487320573,
                                        "norm_importance": 20.929454310596032,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.34049075421579383,
                                        "norm_importance": 20.31185024471464,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.33167059032111446,
                                        "norm_importance": 19.785686623693017,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.25165551083637605,
                                        "norm_importance": 15.01241659597619,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, ExistingSavings, LoanAmount, EmploymentDuration, Age feature values are causing a drop in accuracy. The LoanDuration, ExistingSavings, LoanAmount, EmploymentDuration, Age feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, ExistingSavings, LoanAmount, EmploymentDuration, Age feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "6",
                                "count": 4,
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.6677748786014441,
                                        "norm_importance": 29.28128059596225,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.47098976798228387,
                                        "norm_importance": 20.652444403119816,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "importance": 0.4462637496646121,
                                        "norm_importance": 19.56823248742604,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3648654179085732,
                                        "norm_importance": 15.998994607163791,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3306583509472563,
                                        "norm_importance": 14.499047906328103,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, ExistingSavings, LoanPurpose, LoanAmount, LoanDuration feature values are causing a drop in accuracy. The InstallmentPercent, ExistingSavings, LoanPurpose, LoanAmount, LoanDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanPurpose",
                                                    "LoanAmount",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanPurpose",
                                                    "LoanAmount",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "ExistingSavings",
                                            "LoanPurpose",
                                            "LoanAmount",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, ExistingSavings, LoanPurpose, LoanAmount, LoanDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "7",
                                "count": 2,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.795775533559691,
                                        "norm_importance": 30.075031059973647,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.5622774318844933,
                                        "norm_importance": 21.25035329071209,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.4800326187100613,
                                        "norm_importance": 18.14204547471509,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "importance": 0.4641844195654306,
                                        "norm_importance": 17.543088782257716,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.34369745005554275,
                                        "norm_importance": 12.989481392341443,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, Age, CheckingStatus, CreditHistory, EmploymentDuration feature values are causing a drop in accuracy. The ExistingSavings feature(s) have some impact on drift. The Age, CheckingStatus, CreditHistory, EmploymentDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Age",
                                                    "CheckingStatus",
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "CheckingStatus",
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "Age",
                                            "CheckingStatus",
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, Age, CheckingStatus, CreditHistory, EmploymentDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            }
                        ],
                        "count": 90
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 9,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the CreditHistory and OwnsProperty features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the EmploymentDuration and OwnsProperty features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the LoanPurpose and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "message": "The values of the OwnsProperty and Housing features rarely occur together."
                                    },
                                    {
                                        "name": "catnum_distribution_constraint",
                                        "code": "AIQDD9004E",
                                        "parameters": [
                                            "LoanPurpose",
                                            "LoanAmount"
                                        ],
                                        "columns": [
                                            "LoanPurpose",
                                            "LoanAmount"
                                        ],
                                        "message": "For the LoanPurpose feature the value of LoanAmount feature falls outside of the training data distribution."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CheckingStatus and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "message": "The values of the InstallmentPlans and Job features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 3,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 2,
                                        "norm_importance": 11.11111111111111,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 11.11111111111111,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 11.11111111111111,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 11.11111111111111,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The OwnsProperty, LoanPurpose, InstallmentPercent, CreditHistory, EmploymentDuration feature values are unexpected compared to the training data. The OwnsProperty, LoanPurpose, InstallmentPercent, CreditHistory, EmploymentDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "LoanPurpose",
                                                    "InstallmentPercent",
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "LoanPurpose",
                                                    "InstallmentPercent",
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "OwnsProperty",
                                            "LoanPurpose",
                                            "InstallmentPercent",
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the OwnsProperty, LoanPurpose, InstallmentPercent, CreditHistory, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "1",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the EmploymentDuration and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CheckingStatus and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the CreditHistory and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "Housing"
                                        ],
                                        "message": "The values of the EmploymentDuration and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 5,
                                        "norm_importance": 35.714285714285715,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 5,
                                        "norm_importance": 35.714285714285715,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 1,
                                        "norm_importance": 7.142857142857143,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 7.142857142857143,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 7.142857142857143,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, CurrentResidenceDuration, CheckingStatus, CreditHistory, ExistingSavings feature values are unexpected compared to the training data. The EmploymentDuration, CurrentResidenceDuration feature(s) have some impact on drift. The CheckingStatus, CreditHistory, ExistingSavings feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration",
                                                    "CheckingStatus",
                                                    "CreditHistory",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "CreditHistory",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration",
                                            "CheckingStatus",
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, CurrentResidenceDuration, CheckingStatus, CreditHistory, ExistingSavings features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "2",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the EmploymentDuration and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, InstallmentPercent feature values are unexpected compared to the training data. The EmploymentDuration, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "7",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "columns": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "message": "The values of the Telephone and Age features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Telephone",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Telephone, Age feature values are unexpected compared to the training data. The Telephone, Age feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Telephone",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Telephone",
                                                    "Age"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Telephone",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the Telephone, Age features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "4",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Housing",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "Housing",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the Housing and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the OwnsProperty and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, Housing, OwnsProperty feature values are unexpected compared to the training data. The InstallmentPercent, Housing feature(s) have some impact on drift. The OwnsProperty feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "Housing",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "Housing",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, Housing, OwnsProperty features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "3",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the ExistingSavings and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "CreditHistory",
                                            "LoanAmount"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "LoanAmount"
                                        ],
                                        "message": "For the CreditHistory feature the value of the LoanAmount feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, InstallmentPercent, ExistingSavings, LoanAmount, CurrentResidenceDuration feature values are unexpected compared to the training data. The CreditHistory, InstallmentPercent, ExistingSavings, LoanAmount, CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "InstallmentPercent",
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, InstallmentPercent, ExistingSavings, LoanAmount, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "5",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "InstallmentPlans",
                                            "LoanDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "LoanDuration"
                                        ],
                                        "message": "For the InstallmentPlans feature the value of the LoanDuration feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "Job",
                                            "LoanDuration"
                                        ],
                                        "columns": [
                                            "Job",
                                            "LoanDuration"
                                        ],
                                        "message": "For the Job feature the value of the LoanDuration feature is outside of its typical value ranges."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPlans",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Job",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, InstallmentPlans, Job feature values are unexpected compared to the training data. The LoanDuration feature(s) have some impact on drift. The InstallmentPlans, Job feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "InstallmentPlans",
                                                    "Job"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPlans",
                                                    "Job"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "InstallmentPlans",
                                            "Job"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, InstallmentPlans, Job features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "6",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CreditHistory and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the CreditHistory and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, EmploymentDuration, InstallmentPercent, CurrentResidenceDuration feature values are unexpected compared to the training data. The CreditHistory feature(s) have some impact on drift. The EmploymentDuration, InstallmentPercent, CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "EmploymentDuration",
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, EmploymentDuration, InstallmentPercent, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "8",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Age"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Age"
                                        ],
                                        "message": "For the OwnsProperty feature the value of the Age feature is outside of its typical value ranges."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The OwnsProperty, Age feature values are unexpected compared to the training data. The OwnsProperty, Age feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "Age"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "OwnsProperty",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the OwnsProperty, Age features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            }
                        ],
                        "count": 24
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 6,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the EmploymentDuration and OwnsProperty features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the EmploymentDuration and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the LoanPurpose and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Age"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Age"
                                        ],
                                        "message": "For the OwnsProperty feature the value of the Age feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Housing",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "Housing",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the Housing and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 3,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 2,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 1,
                                        "norm_importance": 8.333333333333334,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 1,
                                        "norm_importance": 8.333333333333334,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, OwnsProperty, InstallmentPercent, Age, LoanPurpose feature values are unexpected compared to the training data and causing a drop in accuracy. The EmploymentDuration, OwnsProperty, InstallmentPercent, Age, LoanPurpose feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "OwnsProperty",
                                                    "InstallmentPercent",
                                                    "Age",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "OwnsProperty",
                                                    "InstallmentPercent",
                                                    "Age",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "OwnsProperty",
                                            "InstallmentPercent",
                                            "Age",
                                            "LoanPurpose"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, OwnsProperty, InstallmentPercent, Age, LoanPurpose features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "1",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "InstallmentPlans",
                                            "LoanDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "LoanDuration"
                                        ],
                                        "message": "For the InstallmentPlans feature the value of the LoanDuration feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "Job",
                                            "LoanDuration"
                                        ],
                                        "columns": [
                                            "Job",
                                            "LoanDuration"
                                        ],
                                        "message": "For the Job feature the value of the LoanDuration feature is outside of its typical value ranges."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPlans",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Job",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, InstallmentPlans, Job feature values are unexpected compared to the training data and causing a drop in accuracy. The LoanDuration feature(s) have some impact on drift. The InstallmentPlans, Job feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "InstallmentPlans",
                                                    "Job"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPlans",
                                                    "Job"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "InstallmentPlans",
                                            "Job"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, InstallmentPlans, Job features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "2",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the CreditHistory and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the EmploymentDuration and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CurrentResidenceDuration, CreditHistory, ExistingSavings, EmploymentDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The CurrentResidenceDuration feature(s) have some impact on drift. The CreditHistory, ExistingSavings, EmploymentDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "CreditHistory",
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CurrentResidenceDuration",
                                            "CreditHistory",
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the CurrentResidenceDuration, CreditHistory, ExistingSavings, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            }
                        ],
                        "count": 8
                    },
                    "start": "<first_payload_record_timestamp_in_window>",
                    "end": "<last_payload_record_timestamp_in_window>",
                    "transactions_count": 360,
                    "transactions_current_window_count": 360
                }
            }
        ]
    }
],[
    {
        "monitor_definition_id": "drift",
        "timestamp": "<timestamp>",
        "binding_id": "<binding_id>",
        "asset_id": "<asset_id>",
        "subscription_id": "<subscription_id>",
        "deployment_id": "<deployment_id>",
        "process": "Drift run for subscription_<subscription_id>",
        "metrics": [
            {
                "drift_magnitude": -0.018555555555555547,
                "predicted_accuracy": 0.8185555555555556,
                "data_drift_magnitude": 0.08055555555555556
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "3",
                                "count": 15,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.4023109829120179,
                                        "norm_importance": 26.467861323990498,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3061552339094228,
                                        "norm_importance": 20.14181719841488,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2916914877047755,
                                        "norm_importance": 19.190253743698758,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.26702098367942195,
                                        "norm_importance": 17.567192214009403,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2528193879039822,
                                        "norm_importance": 16.632875519886458,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, Sex, ExistingSavings, EmploymentDuration, LoanDuration feature values are causing a drop in accuracy. The LoanAmount, Sex, ExistingSavings, EmploymentDuration, LoanDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "Sex",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, Sex, ExistingSavings, EmploymentDuration, LoanDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "5",
                                "count": 15,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.34097559090025664,
                                        "norm_importance": 24.255784183781905,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.322983801822213,
                                        "norm_importance": 22.975912648681877,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.2858331239277917,
                                        "norm_importance": 20.33314627672806,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2488614455866,
                                        "norm_importance": 17.703113292875916,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.20709564501864203,
                                        "norm_importance": 14.732043597932243,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, Sex, Age, LoanAmount, LoanDuration feature values are causing a drop in accuracy. The ExistingSavings, Sex, Age, LoanAmount, LoanDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "Age",
                                                    "LoanAmount",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "Age",
                                                    "LoanAmount",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "Sex",
                                            "Age",
                                            "LoanAmount",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, Sex, Age, LoanAmount, LoanDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "2",
                                "count": 7,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.4338076501833144,
                                        "norm_importance": 24.41481704169912,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.42712304362306414,
                                        "norm_importance": 24.03860549703114,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3256003617160789,
                                        "norm_importance": 18.324880293489308,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.32077354887725695,
                                        "norm_importance": 18.053225904027606,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.26951661626475165,
                                        "norm_importance": 15.168471263752819,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, LoanDuration, Sex, ExistingSavings, EmploymentDuration feature values are causing a drop in accuracy. The LoanAmount, LoanDuration, Sex, ExistingSavings, EmploymentDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "LoanDuration",
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "LoanDuration",
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "LoanDuration",
                                            "Sex",
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, LoanDuration, Sex, ExistingSavings, EmploymentDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "4",
                                "count": 7,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3489838893586028,
                                        "norm_importance": 22.15673504838428,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.34869692264114427,
                                        "norm_importance": 22.138515738781994,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.3072961565730544,
                                        "norm_importance": 19.51001100678213,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2915210755675415,
                                        "norm_importance": 18.508462508803213,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.27857106507866863,
                                        "norm_importance": 17.686275697248384,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, EmploymentDuration, CheckingStatus, ExistingSavings, LoanAmount feature values are causing a drop in accuracy. The LoanDuration, EmploymentDuration, CheckingStatus, ExistingSavings, LoanAmount feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "ExistingSavings",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "ExistingSavings",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "EmploymentDuration",
                                            "CheckingStatus",
                                            "ExistingSavings",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, EmploymentDuration, CheckingStatus, ExistingSavings, LoanAmount feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "8",
                                "count": 6,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.6825729464261655,
                                        "norm_importance": 33.141782073443,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.43120866758139664,
                                        "norm_importance": 20.93699107763897,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.36485044140644596,
                                        "norm_importance": 17.715020616920825,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3089422620873686,
                                        "norm_importance": 15.000443801626162,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2719798275158322,
                                        "norm_importance": 13.205762430371049,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, InstallmentPercent, LoanDuration, EmploymentDuration feature values are causing a drop in accuracy. The LoanAmount feature(s) have some impact on drift. The ExistingSavings, InstallmentPercent, LoanDuration, EmploymentDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "LoanDuration",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "LoanDuration",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "InstallmentPercent",
                                            "LoanDuration",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, InstallmentPercent, LoanDuration, EmploymentDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "0",
                                "count": 5,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4695436459907622,
                                        "norm_importance": 28.887737340690123,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3224929937650226,
                                        "norm_importance": 19.84073893373498,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.3053497098321377,
                                        "norm_importance": 18.786032544587517,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2795783006268081,
                                        "norm_importance": 17.200497937997074,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.24844353061008473,
                                        "norm_importance": 15.28499324299031,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, Sex, EmploymentDuration, LoanDuration, LoanAmount feature values are causing a drop in accuracy. The ExistingSavings, Sex, EmploymentDuration, LoanDuration, LoanAmount feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "Sex",
                                            "EmploymentDuration",
                                            "LoanDuration",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, Sex, EmploymentDuration, LoanDuration, LoanAmount feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "6",
                                "count": 5,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.46388892665685477,
                                        "norm_importance": 27.42690478876588,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.3701075925482003,
                                        "norm_importance": 21.88219015179816,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.32061241264577733,
                                        "norm_importance": 18.955843975635272,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2941123338597114,
                                        "norm_importance": 17.389056979881307,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.24264321828644236,
                                        "norm_importance": 14.346004103919372,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, InstallmentPercent, CheckingStatus, LoanAmount, Sex feature values are causing a drop in accuracy. The ExistingSavings, InstallmentPercent, CheckingStatus, LoanAmount, Sex feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "CheckingStatus",
                                                    "LoanAmount",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "CheckingStatus",
                                                    "LoanAmount",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "InstallmentPercent",
                                            "CheckingStatus",
                                            "LoanAmount",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, InstallmentPercent, CheckingStatus, LoanAmount, Sex feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "1",
                                "count": 4,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4167858727828128,
                                        "norm_importance": 24.782119288443976,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.3698081009018628,
                                        "norm_importance": 21.98881744525583,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3629281830961594,
                                        "norm_importance": 21.57973701597631,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "importance": 0.2702589440095924,
                                        "norm_importance": 16.069617102172597,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.26201966827116796,
                                        "norm_importance": 15.57970914815128,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, Age, Sex, CreditHistory, LoanAmount feature values are causing a drop in accuracy. The ExistingSavings, Age, Sex, CreditHistory, LoanAmount feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Age",
                                                    "Sex",
                                                    "CreditHistory",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Age",
                                                    "Sex",
                                                    "CreditHistory",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "Age",
                                            "Sex",
                                            "CreditHistory",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, Age, Sex, CreditHistory, LoanAmount feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "7",
                                "count": 1,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.49048759233770006,
                                        "norm_importance": 22.42736863127931,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.47904225766612957,
                                        "norm_importance": 21.90403482264151,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Dependents",
                                        "importance": 0.4715075966026347,
                                        "norm_importance": 21.559515157266564,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.4074723133763319,
                                        "norm_importance": 18.631524878287426,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.33849487886556207,
                                        "norm_importance": 15.477556510525195,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanAmount, Dependents, EmploymentDuration, Age feature values are causing a drop in accuracy. The ExistingSavings, LoanAmount, Dependents, EmploymentDuration, Age feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "Dependents",
                                                    "EmploymentDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "Dependents",
                                                    "EmploymentDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "Dependents",
                                            "EmploymentDuration",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanAmount, Dependents, EmploymentDuration, Age feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            }
                        ],
                        "count": 65
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 8,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the EmploymentDuration and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the OwnsProperty and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPercent and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "Age"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "Age"
                                        ],
                                        "message": "The values of the InstallmentPercent and Age features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the EmploymentDuration and OwnsProperty features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "message": "The values of the InstallmentPlans and Job features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the CheckingStatus and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "columns": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "message": "The values of the Age and ExistingCreditsCount features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 4,
                                        "norm_importance": 22.22222222222222,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 11.11111111111111,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 11.11111111111111,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 2,
                                        "norm_importance": 11.11111111111111,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPlans",
                                        "count": 2,
                                        "norm_importance": 11.11111111111111,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, CurrentResidenceDuration, EmploymentDuration, OwnsProperty, InstallmentPlans feature values are unexpected compared to the training data. The InstallmentPercent, CurrentResidenceDuration, EmploymentDuration, OwnsProperty, InstallmentPlans feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration",
                                                    "EmploymentDuration",
                                                    "OwnsProperty",
                                                    "InstallmentPlans"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration",
                                                    "EmploymentDuration",
                                                    "OwnsProperty",
                                                    "InstallmentPlans"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration",
                                            "EmploymentDuration",
                                            "OwnsProperty",
                                            "InstallmentPlans"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, CurrentResidenceDuration, EmploymentDuration, OwnsProperty, InstallmentPlans features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "2",
                                "count": 4,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CreditHistory and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the EmploymentDuration and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 5,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 4,
                                        "norm_importance": 40.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, CreditHistory, CurrentResidenceDuration feature values are unexpected compared to the training data. The EmploymentDuration, CreditHistory feature(s) have some impact on drift. The CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, CreditHistory, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "4",
                                "count": 4,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CheckingStatus and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPercent and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 5,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 4,
                                        "norm_importance": 40.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, CheckingStatus, CurrentResidenceDuration feature values are unexpected compared to the training data. The InstallmentPercent, CheckingStatus feature(s) have some impact on drift. The CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CheckingStatus",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "CheckingStatus",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, CheckingStatus, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "1",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the CreditHistory and ExistingSavings features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "LoanPurpose",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "LoanPurpose",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the LoanPurpose and ExistingSavings features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the ExistingSavings and OwnsProperty features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 5,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 3,
                                        "norm_importance": 30.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, CreditHistory, LoanPurpose, OwnsProperty feature values are unexpected compared to the training data. The ExistingSavings feature(s) have some impact on drift. The CreditHistory, LoanPurpose, OwnsProperty feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "CreditHistory",
                                                    "LoanPurpose",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "LoanPurpose",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "CreditHistory",
                                            "LoanPurpose",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, CreditHistory, LoanPurpose, OwnsProperty features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "3",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the CreditHistory and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, CurrentResidenceDuration feature values are unexpected compared to the training data. The CreditHistory, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "5",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration feature values are unexpected compared to the training data. The ExistingSavings, EmploymentDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "6",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "CurrentResidenceDuration",
                                            "LoanAmount"
                                        ],
                                        "columns": [
                                            "CurrentResidenceDuration",
                                            "LoanAmount"
                                        ],
                                        "message": "For the CurrentResidenceDuration feature the value of the LoanAmount feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "Age",
                                            "LoanAmount"
                                        ],
                                        "columns": [
                                            "Age",
                                            "LoanAmount"
                                        ],
                                        "message": "For the Age feature the value of the LoanAmount feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "message": "The values of the CreditHistory and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "count": 3,
                                        "norm_importance": 37.5,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, CurrentResidenceDuration, Age, CreditHistory, Housing feature values are unexpected compared to the training data. The LoanAmount feature(s) have some impact on drift. The CurrentResidenceDuration, Age, CreditHistory, Housing feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration",
                                                    "Age",
                                                    "CreditHistory",
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "Age",
                                                    "CreditHistory",
                                                    "Housing"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "CurrentResidenceDuration",
                                            "Age",
                                            "CreditHistory",
                                            "Housing"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, CurrentResidenceDuration, Age, CreditHistory, Housing features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "8",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the EmploymentDuration and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, CurrentResidenceDuration feature values are unexpected compared to the training data. The EmploymentDuration, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "7",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the ExistingSavings and OwnsProperty features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the EmploymentDuration and OwnsProperty features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "message": "The values of the OwnsProperty and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The OwnsProperty, ExistingSavings, EmploymentDuration, Housing feature values are unexpected compared to the training data. The OwnsProperty feature(s) have some impact on drift. The ExistingSavings, EmploymentDuration, Housing feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "Housing"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "OwnsProperty",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "Housing"
                                        ]
                                    ],
                                    "message": "Review the OwnsProperty, ExistingSavings, EmploymentDuration, Housing features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            }
                        ],
                        "count": 29
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 5,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CheckingStatus and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the EmploymentDuration and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the CheckingStatus and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CreditHistory and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "message": "The values of the InstallmentPlans and Job features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 20.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 20.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 20.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CheckingStatus, InstallmentPercent, EmploymentDuration, CurrentResidenceDuration, CreditHistory feature values are unexpected compared to the training data and causing a drop in accuracy. The CheckingStatus, InstallmentPercent, EmploymentDuration, CurrentResidenceDuration, CreditHistory feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "InstallmentPercent",
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration",
                                            "CreditHistory"
                                        ]
                                    ],
                                    "message": "Review the CheckingStatus, InstallmentPercent, EmploymentDuration, CurrentResidenceDuration, CreditHistory features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "1",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the CreditHistory and ExistingSavings features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "LoanPurpose",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "LoanPurpose",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the LoanPurpose and ExistingSavings features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the ExistingSavings and OwnsProperty features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, CreditHistory, LoanPurpose, OwnsProperty feature values are unexpected compared to the training data and causing a drop in accuracy. The ExistingSavings feature(s) have some impact on drift. The CreditHistory, LoanPurpose, OwnsProperty feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "CreditHistory",
                                                    "LoanPurpose",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "LoanPurpose",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "CreditHistory",
                                            "LoanPurpose",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, CreditHistory, LoanPurpose, OwnsProperty features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "2",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the CreditHistory and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, CurrentResidenceDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The CreditHistory, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "3",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "Age"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "Age"
                                        ],
                                        "message": "The values of the InstallmentPercent and Age features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "columns": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "message": "The values of the Age and ExistingCreditsCount features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingCreditsCount",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The Age, InstallmentPercent, ExistingCreditsCount feature values are unexpected compared to the training data and causing a drop in accuracy. The Age feature(s) have some impact on drift. The InstallmentPercent, ExistingCreditsCount feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "InstallmentPercent",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "InstallmentPercent",
                                            "ExistingCreditsCount"
                                        ]
                                    ],
                                    "message": "Review the Age, InstallmentPercent, ExistingCreditsCount features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            }
                        ],
                        "count": 10
                    },
                    "start": "<first_payload_record_timestamp_in_window>",
                    "end": "<last_payload_record_timestamp_in_window>",
                    "transactions_count": 360,
                    "transactions_current_window_count": 360
                }
            }
        ]
    }
],[
    {
        "monitor_definition_id": "drift",
        "timestamp": "<timestamp>",
        "binding_id": "<binding_id>",
        "asset_id": "<asset_id>",
        "subscription_id": "<subscription_id>",
        "deployment_id": "<deployment_id>",
        "process": "Drift run for subscription_<subscription_id>",
        "metrics": [
            {
                "drift_magnitude": 0.017555555555555546,
                "predicted_accuracy": 0.7824444444444445,
                "data_drift_magnitude": 0.07222222222222222
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "count": 20,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3189811738378177,
                                        "norm_importance": 23.602961024722568,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.27508885682662104,
                                        "norm_importance": 20.355156035996874,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.26580722475230645,
                                        "norm_importance": 19.668363152705123,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.2569295278957248,
                                        "norm_importance": 19.011459391351053,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2346387980436389,
                                        "norm_importance": 17.362060395224386,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, Sex, LoanAmount, CurrentResidenceDuration, LoanDuration feature values are causing a drop in accuracy. The ExistingSavings, Sex, LoanAmount, CurrentResidenceDuration, LoanDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "Sex",
                                            "LoanAmount",
                                            "CurrentResidenceDuration",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, Sex, LoanAmount, CurrentResidenceDuration, LoanDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "0",
                                "count": 10,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3185612328369332,
                                        "norm_importance": 22.668678912459605,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.312445390577151,
                                        "norm_importance": 22.23347823461309,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2756312335004078,
                                        "norm_importance": 19.613798812940566,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.26469049467522393,
                                        "norm_importance": 18.835260591938237,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.23396409649308483,
                                        "norm_importance": 16.648783448048494,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanDuration, LoanAmount, CurrentResidenceDuration, Age feature values are causing a drop in accuracy. The ExistingSavings, LoanDuration, LoanAmount, CurrentResidenceDuration, Age feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "LoanAmount",
                                            "CurrentResidenceDuration",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanDuration, LoanAmount, CurrentResidenceDuration, Age feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "5",
                                "count": 10,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.5126347281583072,
                                        "norm_importance": 31.419009739183856,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.30918004128514787,
                                        "norm_importance": 18.949419917761595,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3046936660001105,
                                        "norm_importance": 18.674453238698263,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2635433150542893,
                                        "norm_importance": 16.15237815068681,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.24155514104265344,
                                        "norm_importance": 14.804738953669485,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, LoanAmount, ExistingSavings, EmploymentDuration, CheckingStatus feature values are causing a drop in accuracy. The Sex feature(s) have some impact on drift. The LoanAmount, ExistingSavings, EmploymentDuration, CheckingStatus feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the Sex, LoanAmount, ExistingSavings, EmploymentDuration, CheckingStatus feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "3",
                                "count": 9,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.6111016197280695,
                                        "norm_importance": 33.09236124282878,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.35881022608964613,
                                        "norm_importance": 19.430283337595018,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.31559034954580123,
                                        "norm_importance": 17.089841549704136,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2997166826438807,
                                        "norm_importance": 16.230251094682206,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.2614357479464917,
                                        "norm_importance": 14.15726277518987,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, Sex, EmploymentDuration, ExistingSavings, Age feature values are causing a drop in accuracy. The LoanAmount feature(s) have some impact on drift. The Sex, EmploymentDuration, ExistingSavings, Age feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "Sex",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "Sex",
                                            "EmploymentDuration",
                                            "ExistingSavings",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, Sex, EmploymentDuration, ExistingSavings, Age feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "6",
                                "count": 8,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3980953346327095,
                                        "norm_importance": 26.241328502951617,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3513909522820863,
                                        "norm_importance": 23.162706541905756,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.2672739935855416,
                                        "norm_importance": 17.617952424498736,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2642764127202266,
                                        "norm_importance": 17.420360296790268,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "importance": 0.23601811057083677,
                                        "norm_importance": 15.55765223385364,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanDuration, Age, EmploymentDuration, LoanPurpose feature values are causing a drop in accuracy. The ExistingSavings, LoanDuration, Age, EmploymentDuration, LoanPurpose feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "Age",
                                                    "EmploymentDuration",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "Age",
                                                    "EmploymentDuration",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "Age",
                                            "EmploymentDuration",
                                            "LoanPurpose"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanDuration, Age, EmploymentDuration, LoanPurpose feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "7",
                                "count": 6,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.4917522258164791,
                                        "norm_importance": 24.042991939484374,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.47589276783043416,
                                        "norm_importance": 23.267583511205345,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.4461964462951431,
                                        "norm_importance": 21.81565633767833,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.37172750952268196,
                                        "norm_importance": 18.17468441611869,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "importance": 0.2597348424019623,
                                        "norm_importance": 12.699083795513252,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, ExistingSavings, LoanAmount, EmploymentDuration, CreditHistory feature values are causing a drop in accuracy. The LoanDuration, ExistingSavings, LoanAmount, EmploymentDuration, CreditHistory feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "CreditHistory"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, ExistingSavings, LoanAmount, EmploymentDuration, CreditHistory feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "8",
                                "count": 6,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.36152169563879194,
                                        "norm_importance": 23.461210987701374,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.35595715910216136,
                                        "norm_importance": 23.100096378787004,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.29391957388349793,
                                        "norm_importance": 19.07412257544221,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2745171267595233,
                                        "norm_importance": 17.81498678595947,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.25501809816146936,
                                        "norm_importance": 16.549583272109945,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, EmploymentDuration, InstallmentPercent, ExistingSavings, LoanDuration feature values are causing a drop in accuracy. The LoanAmount, EmploymentDuration, InstallmentPercent, ExistingSavings, LoanDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "InstallmentPercent",
                                            "ExistingSavings",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, EmploymentDuration, InstallmentPercent, ExistingSavings, LoanDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "4",
                                "count": 5,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.43829671833825845,
                                        "norm_importance": 26.95660500982962,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.3908554183375491,
                                        "norm_importance": 24.038818196091754,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2955141938576349,
                                        "norm_importance": 18.17503774342801,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Job",
                                        "importance": 0.25585515577341267,
                                        "norm_importance": 15.73588412904684,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.24541293005765077,
                                        "norm_importance": 15.093654921603768,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, EmploymentDuration, Sex, Job, ExistingSavings feature values are causing a drop in accuracy. The LoanAmount, EmploymentDuration, Sex, Job, ExistingSavings feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "Job",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "Job",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "Sex",
                                            "Job",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, EmploymentDuration, Sex, Job, ExistingSavings feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "2",
                                "count": 4,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.6562924588517073,
                                        "norm_importance": 25.63105865843615,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.5949929879100977,
                                        "norm_importance": 23.237049228273687,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.5273722304084963,
                                        "norm_importance": 20.596166221505733,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.4036933420884259,
                                        "norm_importance": 15.765970782587575,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.3781848821161325,
                                        "norm_importance": 14.769755109196828,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, EmploymentDuration, InstallmentPercent, CheckingStatus feature values are causing a drop in accuracy. The LoanAmount, ExistingSavings, EmploymentDuration, InstallmentPercent, CheckingStatus feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "InstallmentPercent",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, EmploymentDuration, InstallmentPercent, CheckingStatus feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            }
                        ],
                        "count": 78
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 15,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CreditHistory and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the EmploymentDuration and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CheckingStatus and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the EmploymentDuration and OwnsProperty features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the LoanPurpose and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CheckingStatus and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the CreditHistory and OwnsProperty features rarely occur together."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "CurrentResidenceDuration",
                                            "LoanDuration"
                                        ],
                                        "columns": [
                                            "CurrentResidenceDuration",
                                            "LoanDuration"
                                        ],
                                        "message": "For the CurrentResidenceDuration feature the value of the LoanDuration feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "LoanDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "LoanDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and LoanDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the Housing and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "columns": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "message": "The values of the Telephone and Age features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "columns": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "message": "The values of the Age and ExistingCreditsCount features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "message": "The values of the InstallmentPlans and Job features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 8,
                                        "norm_importance": 23.529411764705884,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 4,
                                        "norm_importance": 11.764705882352942,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 4,
                                        "norm_importance": 11.764705882352942,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 3,
                                        "norm_importance": 8.823529411764707,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 5.882352941176471,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, InstallmentPercent, CreditHistory, CheckingStatus, CurrentResidenceDuration feature values are unexpected compared to the training data. The EmploymentDuration, InstallmentPercent, CreditHistory, CheckingStatus, CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent",
                                                    "CreditHistory",
                                                    "CheckingStatus",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent",
                                                    "CreditHistory",
                                                    "CheckingStatus",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "InstallmentPercent",
                                            "CreditHistory",
                                            "CheckingStatus",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, InstallmentPercent, CreditHistory, CheckingStatus, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "3",
                                "count": 4,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration feature values are unexpected compared to the training data. The ExistingSavings, EmploymentDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "1",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Housing",
                                            "Age"
                                        ],
                                        "columns": [
                                            "Housing",
                                            "Age"
                                        ],
                                        "message": "The values of the Housing and Age features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "columns": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "message": "The values of the Telephone and Age features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "columns": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "message": "The values of the Age and ExistingCreditsCount features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "count": 9,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 3,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Telephone",
                                        "count": 3,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingCreditsCount",
                                        "count": 3,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Age, Housing, Telephone, ExistingCreditsCount feature values are unexpected compared to the training data. The Age feature(s) have some impact on drift. The Housing, Telephone, ExistingCreditsCount feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "Housing",
                                                    "Telephone",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "Telephone",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "Housing",
                                            "Telephone",
                                            "ExistingCreditsCount"
                                        ]
                                    ],
                                    "message": "Review the Age, Housing, Telephone, ExistingCreditsCount features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "2",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "message": "The values of the CreditHistory and Housing features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "message": "The values of the OwnsProperty and Housing features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "Telephone"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "Telephone"
                                        ],
                                        "message": "The values of the CreditHistory and Telephone features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Housing",
                                        "count": 3,
                                        "norm_importance": 37.5,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Telephone",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Housing, CreditHistory, OwnsProperty, Telephone feature values are unexpected compared to the training data. The Housing feature(s) have some impact on drift. The CreditHistory, OwnsProperty, Telephone feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "CreditHistory",
                                                    "OwnsProperty",
                                                    "Telephone"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "OwnsProperty",
                                                    "Telephone"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Housing",
                                            "CreditHistory",
                                            "OwnsProperty",
                                            "Telephone"
                                        ]
                                    ],
                                    "message": "Review the Housing, CreditHistory, OwnsProperty, Telephone features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "4",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "LoanPurpose"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "LoanPurpose"
                                        ],
                                        "message": "The values of the CreditHistory and LoanPurpose features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the CreditHistory and OwnsProperty features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "LoanPurpose",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "LoanPurpose",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the LoanPurpose and ExistingSavings features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the ExistingSavings and OwnsProperty features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 4,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 4,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 4,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 4,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, LoanPurpose, OwnsProperty, ExistingSavings feature values are unexpected compared to the training data. The CreditHistory, LoanPurpose, OwnsProperty, ExistingSavings feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "LoanPurpose",
                                                    "OwnsProperty",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "LoanPurpose",
                                                    "OwnsProperty",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "LoanPurpose",
                                            "OwnsProperty",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, LoanPurpose, OwnsProperty, ExistingSavings features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            }
                        ],
                        "count": 26
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "LoanPurpose"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "LoanPurpose"
                                        ],
                                        "message": "The values of the CreditHistory and LoanPurpose features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the CreditHistory and OwnsProperty features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "LoanPurpose",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "LoanPurpose",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the LoanPurpose and ExistingSavings features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the ExistingSavings and OwnsProperty features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 4,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 4,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 4,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 4,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, LoanPurpose, OwnsProperty, ExistingSavings feature values are unexpected compared to the training data and causing a drop in accuracy. The CreditHistory, LoanPurpose, OwnsProperty, ExistingSavings feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "LoanPurpose",
                                                    "OwnsProperty",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "LoanPurpose",
                                                    "OwnsProperty",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "LoanPurpose",
                                            "OwnsProperty",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, LoanPurpose, OwnsProperty, ExistingSavings features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "1",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The ExistingSavings, EmploymentDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "2",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "message": "The values of the CreditHistory and Housing features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "message": "The values of the OwnsProperty and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Housing",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The Housing, CreditHistory, OwnsProperty feature values are unexpected compared to the training data and causing a drop in accuracy. The Housing feature(s) have some impact on drift. The CreditHistory, OwnsProperty feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "CreditHistory",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "Housing",
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the Housing, CreditHistory, OwnsProperty features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "3",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CheckingStatus and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CheckingStatus, InstallmentPercent feature values are unexpected compared to the training data and causing a drop in accuracy. The CheckingStatus, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the CheckingStatus, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "4",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the EmploymentDuration and OwnsProperty features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, OwnsProperty feature values are unexpected compared to the training data and causing a drop in accuracy. The EmploymentDuration, OwnsProperty feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, OwnsProperty features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            }
                        ],
                        "count": 6
                    },
                    "start": "<first_payload_record_timestamp_in_window>",
                    "end": "<last_payload_record_timestamp_in_window>",
                    "transactions_count": 360,
                    "transactions_current_window_count": 360
                }
            }
        ]
    }
],[
    {
        "monitor_definition_id": "drift",
        "timestamp": "<timestamp>",
        "binding_id": "<binding_id>",
        "asset_id": "<asset_id>",
        "subscription_id": "<subscription_id>",
        "deployment_id": "<deployment_id>",
        "process": "Drift run for subscription_<subscription_id>",
        "metrics": [
            {
                "drift_magnitude": -0.010222222222222244,
                "predicted_accuracy": 0.8102222222222223,
                "data_drift_magnitude": 0.06944444444444445
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 12,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4661160380946158,
                                        "norm_importance": 26.814131341955534,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.4257237948278783,
                                        "norm_importance": 24.49049768073689,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.3070615100065129,
                                        "norm_importance": 17.6642444937767,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.28362102865554145,
                                        "norm_importance": 16.315790258576108,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2557999784864884,
                                        "norm_importance": 14.715336224954772,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanDuration, EmploymentDuration, LoanAmount, Sex feature values are causing a drop in accuracy. The ExistingSavings, LoanDuration, EmploymentDuration, LoanAmount, Sex feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "EmploymentDuration",
                                            "LoanAmount",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanDuration, EmploymentDuration, LoanAmount, Sex feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "6",
                                "count": 10,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2953564704025643,
                                        "norm_importance": 24.918326657449537,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.23606172062309416,
                                        "norm_importance": 19.915809048599677,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2300744736812385,
                                        "norm_importance": 19.410683242916026,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2259749007711333,
                                        "norm_importance": 19.064814751222585,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.19783060667778374,
                                        "norm_importance": 16.69036629981218,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, LoanAmount, EmploymentDuration, ExistingSavings, CurrentResidenceDuration feature values are causing a drop in accuracy. The Sex, LoanAmount, EmploymentDuration, ExistingSavings, CurrentResidenceDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the Sex, LoanAmount, EmploymentDuration, ExistingSavings, CurrentResidenceDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "4",
                                "count": 8,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.5509411575637729,
                                        "norm_importance": 27.707401309706057,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.39672910379184895,
                                        "norm_importance": 19.9519174399825,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.38447381032107103,
                                        "norm_importance": 19.335586041063987,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3334163977028699,
                                        "norm_importance": 16.767855890890925,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.32286548008245025,
                                        "norm_importance": 16.237239318356536,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, EmploymentDuration, LoanDuration, LoanAmount, Age feature values are causing a drop in accuracy. The Sex, EmploymentDuration, LoanDuration, LoanAmount, Age feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "EmploymentDuration",
                                            "LoanDuration",
                                            "LoanAmount",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the Sex, EmploymentDuration, LoanDuration, LoanAmount, Age feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "5",
                                "count": 8,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3554378163145153,
                                        "norm_importance": 25.23088508893818,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3046715452993852,
                                        "norm_importance": 21.62722253086295,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.2681185017009,
                                        "norm_importance": 19.032491187284574,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.24697445834704532,
                                        "norm_importance": 17.531573435458824,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.23353865219462672,
                                        "norm_importance": 16.577827757455463,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, CurrentResidenceDuration, LoanDuration, Age feature values are causing a drop in accuracy. The LoanAmount, ExistingSavings, CurrentResidenceDuration, LoanDuration, Age feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration",
                                                    "LoanDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration",
                                                    "LoanDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "CurrentResidenceDuration",
                                            "LoanDuration",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, CurrentResidenceDuration, LoanDuration, Age feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "2",
                                "count": 7,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.7209645878608689,
                                        "norm_importance": 32.16459807255764,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.5056763630447548,
                                        "norm_importance": 22.559883309089873,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3708074214275957,
                                        "norm_importance": 16.542936883942694,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "importance": 0.35930615730731663,
                                        "norm_importance": 16.02982771882723,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2847303048178351,
                                        "norm_importance": 12.702754015582574,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, InstallmentPercent, ExistingSavings, LoanPurpose, EmploymentDuration feature values are causing a drop in accuracy. The LoanAmount feature(s) have some impact on drift. The InstallmentPercent, ExistingSavings, LoanPurpose, EmploymentDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanPurpose",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanPurpose",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "InstallmentPercent",
                                            "ExistingSavings",
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, InstallmentPercent, ExistingSavings, LoanPurpose, EmploymentDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "3",
                                "count": 7,
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.3709514786308382,
                                        "norm_importance": 24.320341779269185,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.34816126679171544,
                                        "norm_importance": 22.826168624345584,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3086777968712549,
                                        "norm_importance": 20.237551140891064,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.27017038720097564,
                                        "norm_importance": 17.7129261746498,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.22731154404849335,
                                        "norm_importance": 14.903012280844372,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, ExistingSavings, LoanAmount, EmploymentDuration, Sex feature values are causing a drop in accuracy. The InstallmentPercent, ExistingSavings, LoanAmount, EmploymentDuration, Sex feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, ExistingSavings, LoanAmount, EmploymentDuration, Sex feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "1",
                                "count": 6,
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "importance": 0.3751879902094055,
                                        "norm_importance": 23.12572956927293,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.36000183688955834,
                                        "norm_importance": 22.189689813106188,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.32520711121931467,
                                        "norm_importance": 20.045022506889936,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2813248499574809,
                                        "norm_importance": 17.34022029223763,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.2806615795031167,
                                        "norm_importance": 17.29933781849332,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, ExistingSavings, LoanAmount, InstallmentPercent, Age feature values are causing a drop in accuracy. The CreditHistory, ExistingSavings, LoanAmount, InstallmentPercent, Age feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "InstallmentPercent",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "InstallmentPercent",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "InstallmentPercent",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, ExistingSavings, LoanAmount, InstallmentPercent, Age feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "7",
                                "count": 5,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.55280914106968,
                                        "norm_importance": 32.29111420164573,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.3505677766674628,
                                        "norm_importance": 20.47763553598546,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.29354063683618153,
                                        "norm_importance": 17.14652223108985,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.26983495328205365,
                                        "norm_importance": 15.761807547477316,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.24520186329947607,
                                        "norm_importance": 14.322920483801635,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, CurrentResidenceDuration, Sex, LoanAmount, CheckingStatus feature values are causing a drop in accuracy. The LoanDuration feature(s) have some impact on drift. The CurrentResidenceDuration, Sex, LoanAmount, CheckingStatus feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "CurrentResidenceDuration",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "CurrentResidenceDuration",
                                            "Sex",
                                            "LoanAmount",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, CurrentResidenceDuration, Sex, LoanAmount, CheckingStatus feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "8",
                                "count": 5,
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "importance": 0.4552432811459221,
                                        "norm_importance": 23.460559705267265,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.435042576432339,
                                        "norm_importance": 22.419534260962944,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.36842169530784386,
                                        "norm_importance": 18.986286096806637,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3519131950898876,
                                        "norm_importance": 18.135535144408426,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3298414015426006,
                                        "norm_importance": 16.998084792554728,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Age, ExistingSavings, CurrentResidenceDuration, Sex, LoanAmount feature values are causing a drop in accuracy. The Age, ExistingSavings, CurrentResidenceDuration, Sex, LoanAmount feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration",
                                                    "Sex",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration",
                                                    "Sex",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "ExistingSavings",
                                            "CurrentResidenceDuration",
                                            "Sex",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the Age, ExistingSavings, CurrentResidenceDuration, Sex, LoanAmount feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            }
                        ],
                        "count": 68
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 6,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the CheckingStatus and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "message": "The values of the CreditHistory and Housing features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CheckingStatus and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the CreditHistory and ExistingSavings features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "message": "The values of the OwnsProperty and Housing features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPercent and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "message": "The values of the InstallmentPlans and Job features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 14.285714285714286,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 14.285714285714286,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 14.285714285714286,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 2,
                                        "norm_importance": 14.285714285714286,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 7.142857142857143,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CheckingStatus, CurrentResidenceDuration, CreditHistory, Housing, EmploymentDuration feature values are unexpected compared to the training data. The CheckingStatus, CurrentResidenceDuration, CreditHistory, Housing, EmploymentDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "CurrentResidenceDuration",
                                                    "CreditHistory",
                                                    "Housing",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "CurrentResidenceDuration",
                                                    "CreditHistory",
                                                    "Housing",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "CurrentResidenceDuration",
                                            "CreditHistory",
                                            "Housing",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the CheckingStatus, CurrentResidenceDuration, CreditHistory, Housing, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "1",
                                "count": 5,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the CreditHistory and OwnsProperty features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CreditHistory and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 7,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 5,
                                        "norm_importance": 35.714285714285715,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 14.285714285714286,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, OwnsProperty, EmploymentDuration feature values are unexpected compared to the training data. The CreditHistory, OwnsProperty feature(s) have some impact on drift. The EmploymentDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "OwnsProperty",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "OwnsProperty",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, OwnsProperty, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "2",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CreditHistory and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the EmploymentDuration and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 5,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 3,
                                        "norm_importance": 30.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 20.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, CreditHistory, CurrentResidenceDuration feature values are unexpected compared to the training data. The EmploymentDuration feature(s) have some impact on drift. The CreditHistory, CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, CreditHistory, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "4",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, InstallmentPercent feature values are unexpected compared to the training data. The CreditHistory, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "3",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CheckingStatus and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CheckingStatus, InstallmentPercent feature values are unexpected compared to the training data. The CheckingStatus, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the CheckingStatus, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "5",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration feature values are unexpected compared to the training data. The ExistingSavings, EmploymentDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "8",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the LoanPurpose and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the EmploymentDuration and OwnsProperty features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, LoanPurpose, OwnsProperty feature values are unexpected compared to the training data. The EmploymentDuration, LoanPurpose feature(s) have some impact on drift. The OwnsProperty feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "LoanPurpose",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "LoanPurpose",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, LoanPurpose, OwnsProperty features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "6",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Housing",
                                            "Age"
                                        ],
                                        "columns": [
                                            "Housing",
                                            "Age"
                                        ],
                                        "message": "The values of the Housing and Age features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "columns": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "message": "The values of the Telephone and Age features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "columns": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "message": "The values of the Age and ExistingCreditsCount features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Telephone",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingCreditsCount",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Age, Housing, Telephone, ExistingCreditsCount feature values are unexpected compared to the training data. The Age feature(s) have some impact on drift. The Housing, Telephone, ExistingCreditsCount feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "Housing",
                                                    "Telephone",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "Telephone",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "Housing",
                                            "Telephone",
                                            "ExistingCreditsCount"
                                        ]
                                    ],
                                    "message": "Review the Age, Housing, Telephone, ExistingCreditsCount features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "7",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "LoanDuration"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "LoanDuration"
                                        ],
                                        "message": "The values of the OwnsProperty and LoanDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "LoanDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "LoanDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the LoanDuration and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, OwnsProperty, CurrentResidenceDuration feature values are unexpected compared to the training data. The LoanDuration feature(s) have some impact on drift. The OwnsProperty, CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "OwnsProperty",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "OwnsProperty",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, OwnsProperty, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            }
                        ],
                        "count": 25
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "count": 4,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the CheckingStatus and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the CreditHistory and ExistingSavings features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPercent and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CurrentResidenceDuration, ExistingSavings, CheckingStatus, CreditHistory, EmploymentDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The CurrentResidenceDuration, ExistingSavings, CheckingStatus, CreditHistory, EmploymentDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "ExistingSavings",
                                                    "CheckingStatus",
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "ExistingSavings",
                                                    "CheckingStatus",
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CurrentResidenceDuration",
                                            "ExistingSavings",
                                            "CheckingStatus",
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the CurrentResidenceDuration, ExistingSavings, CheckingStatus, CreditHistory, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "0",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Housing",
                                            "Age"
                                        ],
                                        "columns": [
                                            "Housing",
                                            "Age"
                                        ],
                                        "message": "The values of the Housing and Age features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "columns": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "message": "The values of the Telephone and Age features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "columns": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "message": "The values of the Age and ExistingCreditsCount features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Telephone",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingCreditsCount",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The Age, Housing, Telephone, ExistingCreditsCount feature values are unexpected compared to the training data and causing a drop in accuracy. The Age feature(s) have some impact on drift. The Housing, Telephone, ExistingCreditsCount feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "Housing",
                                                    "Telephone",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "Telephone",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "Housing",
                                            "Telephone",
                                            "ExistingCreditsCount"
                                        ]
                                    ],
                                    "message": "Review the Age, Housing, Telephone, ExistingCreditsCount features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "2",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "message": "The values of the CreditHistory and Housing features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "message": "The values of the OwnsProperty and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Housing",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The Housing, CreditHistory, OwnsProperty feature values are unexpected compared to the training data and causing a drop in accuracy. The Housing feature(s) have some impact on drift. The CreditHistory, OwnsProperty feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "CreditHistory",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "Housing",
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the Housing, CreditHistory, OwnsProperty features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            }
                        ],
                        "count": 6
                    },
                    "start": "<first_payload_record_timestamp_in_window>",
                    "end": "<last_payload_record_timestamp_in_window>",
                    "transactions_count": 360,
                    "transactions_current_window_count": 360
                }
            }
        ]
    }
],[
    {
        "monitor_definition_id": "drift",
        "timestamp": "<timestamp>",
        "binding_id": "<binding_id>",
        "asset_id": "<asset_id>",
        "subscription_id": "<subscription_id>",
        "deployment_id": "<deployment_id>",
        "process": "Drift run for subscription_<subscription_id>",
        "metrics": [
            {
                "drift_magnitude": 0.03700000000000003,
                "predicted_accuracy": 0.763,
                "data_drift_magnitude": 0.06944444444444445
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "6",
                                "count": 19,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.32961982185609445,
                                        "norm_importance": 24.522987295121148,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2836743834184579,
                                        "norm_importance": 21.10474807415938,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.282894099897901,
                                        "norm_importance": 21.046696702268395,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.22969926385286718,
                                        "norm_importance": 17.08911829829749,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.21823832350683597,
                                        "norm_importance": 16.23644963015359,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, EmploymentDuration, CheckingStatus, Sex feature values are causing a drop in accuracy. The LoanAmount, ExistingSavings, EmploymentDuration, CheckingStatus, Sex feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "CheckingStatus",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, EmploymentDuration, CheckingStatus, Sex feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "4",
                                "count": 17,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4509172350735739,
                                        "norm_importance": 26.68083539604908,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.40408140859641395,
                                        "norm_importance": 23.909553041602972,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2992386516045138,
                                        "norm_importance": 17.705992556024196,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.297695600266351,
                                        "norm_importance": 17.614689994137294,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.23810877062206687,
                                        "norm_importance": 14.088929012186451,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanDuration, LoanAmount, EmploymentDuration, Age feature values are causing a drop in accuracy. The ExistingSavings, LoanDuration, LoanAmount, EmploymentDuration, Age feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanDuration, LoanAmount, EmploymentDuration, Age feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "3",
                                "count": 13,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.5388710418334228,
                                        "norm_importance": 31.09905939942313,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.43014734690402395,
                                        "norm_importance": 24.824451220015074,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.3026304293927821,
                                        "norm_importance": 17.46525786158012,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.24498642548116173,
                                        "norm_importance": 14.138535580180896,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.21612147713823598,
                                        "norm_importance": 12.472695938800763,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, LoanAmount, CurrentResidenceDuration, InstallmentPercent, EmploymentDuration feature values are causing a drop in accuracy. The Sex feature(s) have some impact on drift. The LoanAmount, CurrentResidenceDuration, InstallmentPercent, EmploymentDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "LoanAmount",
                                            "CurrentResidenceDuration",
                                            "InstallmentPercent",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the Sex, LoanAmount, CurrentResidenceDuration, InstallmentPercent, EmploymentDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "5",
                                "count": 13,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.38150180633890124,
                                        "norm_importance": 28.175710645162123,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.27836435986737135,
                                        "norm_importance": 20.558522993155965,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.259742821387278,
                                        "norm_importance": 19.183234406666873,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.23774522276479657,
                                        "norm_importance": 17.558607829866695,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.19665531629899213,
                                        "norm_importance": 14.523924125148339,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, ExistingSavings, LoanDuration, Age, InstallmentPercent feature values are causing a drop in accuracy. The Sex, ExistingSavings, LoanDuration, Age, InstallmentPercent feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "Age",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "Age",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "Age",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the Sex, ExistingSavings, LoanDuration, Age, InstallmentPercent feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "1",
                                "count": 8,
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.3206410567001735,
                                        "norm_importance": 21.496294935965558,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.3098575841190754,
                                        "norm_importance": 20.773353496641587,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "importance": 0.292371002855302,
                                        "norm_importance": 19.601024811923903,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.28673918504634166,
                                        "norm_importance": 19.223458639042185,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2820019705136645,
                                        "norm_importance": 18.90586811642676,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, Age, OwnsProperty, Sex, ExistingSavings feature values are causing a drop in accuracy. The InstallmentPercent, Age, OwnsProperty, Sex, ExistingSavings feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "Age",
                                                    "OwnsProperty",
                                                    "Sex",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "Age",
                                                    "OwnsProperty",
                                                    "Sex",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "Age",
                                            "OwnsProperty",
                                            "Sex",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, Age, OwnsProperty, Sex, ExistingSavings feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "2",
                                "count": 8,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.5214242482356986,
                                        "norm_importance": 25.844984363323597,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.4722493401071721,
                                        "norm_importance": 23.407574258308408,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4294125709157311,
                                        "norm_importance": 21.28432119964427,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.32315284547601303,
                                        "norm_importance": 16.017437368037008,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "importance": 0.2712675292435885,
                                        "norm_importance": 13.445682810686707,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, InstallmentPercent, ExistingSavings, EmploymentDuration, LoanPurpose feature values are causing a drop in accuracy. The LoanAmount, InstallmentPercent, ExistingSavings, EmploymentDuration, LoanPurpose feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "InstallmentPercent",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "LoanPurpose"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, InstallmentPercent, ExistingSavings, EmploymentDuration, LoanPurpose feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "0",
                                "count": 7,
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.4347654298917452,
                                        "norm_importance": 24.275719659404214,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.39855314777567685,
                                        "norm_importance": 22.253757588740452,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3728520445834943,
                                        "norm_importance": 20.8187015030112,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.29304668550519525,
                                        "norm_importance": 16.362660633374297,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.29173033866441683,
                                        "norm_importance": 16.289160615469843,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, Sex, LoanAmount, CurrentResidenceDuration, Age feature values are causing a drop in accuracy. The EmploymentDuration, Sex, LoanAmount, CurrentResidenceDuration, Age feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "Sex",
                                            "LoanAmount",
                                            "CurrentResidenceDuration",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, Sex, LoanAmount, CurrentResidenceDuration, Age feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            }
                        ],
                        "count": 85
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 9,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CurrentResidenceDuration",
                                            "Age"
                                        ],
                                        "columns": [
                                            "CurrentResidenceDuration",
                                            "Age"
                                        ],
                                        "message": "The values of the CurrentResidenceDuration and Age features rarely occur together."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Age"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Age"
                                        ],
                                        "message": "For the OwnsProperty feature the value of the Age feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "LoanDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "LoanDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the LoanDuration and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the ExistingSavings and OwnsProperty features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPercent and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "columns": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "message": "The values of the Age and ExistingCreditsCount features rarely occur together."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "LoanDuration",
                                            "LoanAmount"
                                        ],
                                        "columns": [
                                            "LoanDuration",
                                            "LoanAmount"
                                        ],
                                        "message": "For the LoanDuration feature the value of the LoanAmount feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "message": "The values of the InstallmentPlans and Job features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "count": 3,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 3,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 2,
                                        "norm_importance": 11.11111111111111,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "count": 2,
                                        "norm_importance": 11.11111111111111,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 11.11111111111111,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Age, CurrentResidenceDuration, OwnsProperty, LoanDuration, ExistingSavings feature values are unexpected compared to the training data. The Age, CurrentResidenceDuration, OwnsProperty, LoanDuration, ExistingSavings feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "CurrentResidenceDuration",
                                                    "OwnsProperty",
                                                    "LoanDuration",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "CurrentResidenceDuration",
                                                    "OwnsProperty",
                                                    "LoanDuration",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "CurrentResidenceDuration",
                                            "OwnsProperty",
                                            "LoanDuration",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the Age, CurrentResidenceDuration, OwnsProperty, LoanDuration, ExistingSavings features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "2",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CreditHistory and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, EmploymentDuration feature values are unexpected compared to the training data. The CreditHistory, EmploymentDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "4",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, InstallmentPercent feature values are unexpected compared to the training data. The CreditHistory, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "5",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the EmploymentDuration and OwnsProperty features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the EmploymentDuration and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 3,
                                        "norm_importance": 37.5,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, OwnsProperty, InstallmentPercent feature values are unexpected compared to the training data. The EmploymentDuration, OwnsProperty feature(s) have some impact on drift. The InstallmentPercent feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "OwnsProperty",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "OwnsProperty",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, OwnsProperty, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "1",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the CreditHistory and ExistingSavings features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, ExistingSavings, InstallmentPercent feature values are unexpected compared to the training data. The CreditHistory, ExistingSavings feature(s) have some impact on drift. The InstallmentPercent feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "ExistingSavings",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "ExistingSavings",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, ExistingSavings, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "3",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "message": "The values of the OwnsProperty and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The OwnsProperty, Housing feature values are unexpected compared to the training data. The OwnsProperty, Housing feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "Housing"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "OwnsProperty",
                                            "Housing"
                                        ]
                                    ],
                                    "message": "Review the OwnsProperty, Housing features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "6",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "LoanPurpose",
                                            "Age"
                                        ],
                                        "columns": [
                                            "LoanPurpose",
                                            "Age"
                                        ],
                                        "message": "For the LoanPurpose feature the value of the Age feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "Age"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "Age"
                                        ],
                                        "message": "For the ExistingSavings feature the value of the Age feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "InstallmentPlans",
                                            "Age"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "Age"
                                        ],
                                        "message": "For the InstallmentPlans feature the value of the Age feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "Job",
                                            "Age"
                                        ],
                                        "columns": [
                                            "Job",
                                            "Age"
                                        ],
                                        "message": "For the Job feature the value of the Age feature is outside of its typical value ranges."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "count": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPlans",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Job",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Age, LoanPurpose, ExistingSavings, InstallmentPlans, Job feature values are unexpected compared to the training data. The Age feature(s) have some impact on drift. The LoanPurpose, ExistingSavings, InstallmentPlans, Job feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "LoanPurpose",
                                                    "ExistingSavings",
                                                    "InstallmentPlans",
                                                    "Job"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanPurpose",
                                                    "ExistingSavings",
                                                    "InstallmentPlans",
                                                    "Job"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "LoanPurpose",
                                            "ExistingSavings",
                                            "InstallmentPlans",
                                            "Job"
                                        ]
                                    ],
                                    "message": "Review the Age, LoanPurpose, ExistingSavings, InstallmentPlans, Job features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "7",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "LoanDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "LoanDuration"
                                        ],
                                        "message": "For the InstallmentPercent feature the value of the LoanDuration feature is outside of its typical value ranges."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, LoanDuration feature values are unexpected compared to the training data. The InstallmentPercent, LoanDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, LoanDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "8",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the LoanPurpose and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The LoanPurpose, EmploymentDuration feature values are unexpected compared to the training data. The LoanPurpose, EmploymentDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "LoanPurpose",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanPurpose",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanPurpose, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            }
                        ],
                        "count": 25
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the CreditHistory and ExistingSavings features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, ExistingSavings, InstallmentPercent feature values are unexpected compared to the training data and causing a drop in accuracy. The CreditHistory, ExistingSavings feature(s) have some impact on drift. The InstallmentPercent feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "ExistingSavings",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "ExistingSavings",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, ExistingSavings, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "1",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Age"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Age"
                                        ],
                                        "message": "For the OwnsProperty feature the value of the Age feature is outside of its typical value ranges."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The OwnsProperty, Age feature values are unexpected compared to the training data and causing a drop in accuracy. The OwnsProperty, Age feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "Age"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "OwnsProperty",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the OwnsProperty, Age features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "2",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CurrentResidenceDuration",
                                            "Age"
                                        ],
                                        "columns": [
                                            "CurrentResidenceDuration",
                                            "Age"
                                        ],
                                        "message": "The values of the CurrentResidenceDuration and Age features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CurrentResidenceDuration, Age feature values are unexpected compared to the training data and causing a drop in accuracy. The CurrentResidenceDuration, Age feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "Age"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CurrentResidenceDuration",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the CurrentResidenceDuration, Age features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "3",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CreditHistory and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, EmploymentDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The CreditHistory, EmploymentDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "4",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the EmploymentDuration and OwnsProperty features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, OwnsProperty feature values are unexpected compared to the training data and causing a drop in accuracy. The EmploymentDuration, OwnsProperty feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, OwnsProperty features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "5",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "message": "The values of the OwnsProperty and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The OwnsProperty, Housing feature values are unexpected compared to the training data and causing a drop in accuracy. The OwnsProperty, Housing feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "Housing"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "OwnsProperty",
                                            "Housing"
                                        ]
                                    ],
                                    "message": "Review the OwnsProperty, Housing features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            }
                        ],
                        "count": 7
                    },
                    "start": "<first_payload_record_timestamp_in_window>",
                    "end": "<last_payload_record_timestamp_in_window>",
                    "transactions_count": 360,
                    "transactions_current_window_count": 360
                }
            }
        ]
    }
]]