[[
    {
        "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": 0.0314444444444445,
                "predicted_accuracy": 0.7685555555555555,
                "data_drift_magnitude": 0.04722222222222222
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "6",
                                "count": 17,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.4332652768052458,
                                        "norm_importance": 26.387665340484457,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.35972919294909217,
                                        "norm_importance": 21.909010633709467,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3148712740675712,
                                        "norm_importance": 19.17697597807227,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.27968692324797234,
                                        "norm_importance": 17.03410202912411,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.25437082716407755,
                                        "norm_importance": 15.492246018609682,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, EmploymentDuration, Sex, LoanDuration, ExistingSavings feature values are causing a drop in accuracy. The LoanAmount, EmploymentDuration, Sex, 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": [
                                                [
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "LoanDuration",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "LoanDuration",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "Sex",
                                            "LoanDuration",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, EmploymentDuration, Sex, 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."
                                }
                            },
                            {
                                "id": "0",
                                "count": 13,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3698324611005099,
                                        "norm_importance": 25.575342773266442,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.33990648541815693,
                                        "norm_importance": 23.505845997285473,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3110623400384088,
                                        "norm_importance": 21.51116196415918,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.22545881878104623,
                                        "norm_importance": 15.591347915817302,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.19979074285262374,
                                        "norm_importance": 13.816301349471619,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, Sex, LoanAmount, EmploymentDuration, InstallmentPercent feature values are causing a drop in accuracy. The ExistingSavings, Sex, LoanAmount, EmploymentDuration, 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",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "Sex",
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, Sex, LoanAmount, EmploymentDuration, 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": 13,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3183242491626802,
                                        "norm_importance": 21.97975105838374,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.31086141888811336,
                                        "norm_importance": 21.4644552489774,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3043794089155105,
                                        "norm_importance": 21.016883422669693,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.2599606935405143,
                                        "norm_importance": 17.949846246445418,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2547356238880998,
                                        "norm_importance": 17.589064023523736,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, LoanDuration, Sex, Age, ExistingSavings feature values are causing a drop in accuracy. The LoanAmount, LoanDuration, Sex, 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": [
                                                [
                                                    "LoanAmount",
                                                    "LoanDuration",
                                                    "Sex",
                                                    "Age",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "LoanDuration",
                                                    "Sex",
                                                    "Age",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "LoanDuration",
                                            "Sex",
                                            "Age",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, LoanDuration, Sex, 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": "2",
                                "count": 13,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.38568635321744016,
                                        "norm_importance": 24.112323772712273,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.3747258413562784,
                                        "norm_importance": 23.427094937140826,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2994306662701252,
                                        "norm_importance": 18.719794237868147,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.27232873308014094,
                                        "norm_importance": 17.025436678955774,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2673687774354874,
                                        "norm_importance": 16.715350373322988,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, Age, EmploymentDuration, Sex, LoanAmount feature values are causing a drop in accuracy. The ExistingSavings, Age, EmploymentDuration, 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": [
                                                [
                                                    "ExistingSavings",
                                                    "Age",
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Age",
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "Age",
                                            "EmploymentDuration",
                                            "Sex",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, Age, EmploymentDuration, 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."
                                }
                            },
                            {
                                "id": "5",
                                "count": 9,
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.39657176879346573,
                                        "norm_importance": 25.278205406567555,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3283229498528373,
                                        "norm_importance": 20.927901628803355,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.30496484930118395,
                                        "norm_importance": 19.439013840728208,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.27653733799686675,
                                        "norm_importance": 17.62699259641645,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.26243190296481056,
                                        "norm_importance": 16.727886527484433,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, ExistingSavings, CheckingStatus, LoanAmount, Sex feature values are causing a drop in accuracy. The EmploymentDuration, ExistingSavings, 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": [
                                                [
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "CheckingStatus",
                                                    "LoanAmount",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "CheckingStatus",
                                                    "LoanAmount",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "ExistingSavings",
                                            "CheckingStatus",
                                            "LoanAmount",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, ExistingSavings, 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": "7",
                                "count": 7,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.5247151674809084,
                                        "norm_importance": 25.793173505034034,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.4176472913295845,
                                        "norm_importance": 20.53008892593794,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.38977989515910244,
                                        "norm_importance": 19.16022460886554,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.3551606713717224,
                                        "norm_importance": 17.458463918309583,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.34701495952588035,
                                        "norm_importance": 17.0580490418529,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, LoanAmount, ExistingSavings, CheckingStatus, EmploymentDuration feature values are causing a drop in accuracy. The LoanDuration, LoanAmount, ExistingSavings, CheckingStatus, 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": [
                                                [
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "CheckingStatus",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "CheckingStatus",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, LoanAmount, ExistingSavings, CheckingStatus, 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": 6,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.6715022324082837,
                                        "norm_importance": 39.80914460199846,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.335664267682517,
                                        "norm_importance": 19.89942359830105,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.29314768356452053,
                                        "norm_importance": 17.378882692478335,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Telephone",
                                        "importance": 0.1934687536260705,
                                        "norm_importance": 11.469545769709109,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.1930210348254937,
                                        "norm_importance": 11.443003337513058,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, LoanDuration, Telephone, Age feature values are causing a drop in accuracy. The LoanAmount feature(s) have some impact on drift. The ExistingSavings, LoanDuration, Telephone, 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",
                                                    "Telephone",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "Telephone",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "Telephone",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, LoanDuration, Telephone, 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": 5,
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.6649929060884686,
                                        "norm_importance": 29.285470998255963,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.5250548226922154,
                                        "norm_importance": 23.122769644104537,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.3711525017517254,
                                        "norm_importance": 16.345100416055075,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Job",
                                        "importance": 0.36329963411010036,
                                        "norm_importance": 15.999269768139321,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "importance": 0.34622648334100325,
                                        "norm_importance": 15.24738917344509,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, LoanDuration, EmploymentDuration, Job, LoanPurpose feature values are causing a drop in accuracy. The InstallmentPercent, LoanDuration, EmploymentDuration, Job, 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": [
                                                [
                                                    "InstallmentPercent",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "Job",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "Job",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "LoanDuration",
                                            "EmploymentDuration",
                                            "Job",
                                            "LoanPurpose"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, LoanDuration, EmploymentDuration, Job, 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."
                                }
                            }
                        ],
                        "count": 83
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "count": 5,
                                "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": [
                                            "ExistingSavings",
                                            "LoanDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "LoanDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and LoanDuration 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",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent 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": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 20.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, CheckingStatus, CurrentResidenceDuration, CreditHistory, InstallmentPercent feature values are unexpected compared to the training data. The ExistingSavings, CheckingStatus, CurrentResidenceDuration, CreditHistory, InstallmentPercent feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "CheckingStatus",
                                                    "CurrentResidenceDuration",
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "CheckingStatus",
                                                    "CurrentResidenceDuration",
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "CheckingStatus",
                                            "CurrentResidenceDuration",
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, CheckingStatus, CurrentResidenceDuration, 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": "2",
                                "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": "3",
                                "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": "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": "6",
                                "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."
                                    },
                                    {
                                        "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": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "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": "0",
                                "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": false,
                                "drift_reason": {
                                    "summary_message": "The CurrentResidenceDuration, CreditHistory, ExistingSavings, EmploymentDuration feature values are unexpected compared to the training data. The CurrentResidenceDuration feature(s) have some impact on drift. The CreditHistory, ExistingSavings, EmploymentDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "CreditHistory",
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "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."
                                }
                            },
                            {
                                "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": 17
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "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": true,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, InstallmentPercent feature values are unexpected compared to the training data and causing a drop in accuracy. The EmploymentDuration, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "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 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": "0",
                                "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."
                                }
                            },
                            {
                                "id": "3",
                                "count": 1,
                                "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Housing",
                                        "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 Housing, InstallmentPercent feature values are unexpected compared to the training data and causing a drop in accuracy. The Housing, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "Housing",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the Housing, 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."
                                }
                            }
                        ],
                        "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": 0.009222222222222243,
                "predicted_accuracy": 0.7907777777777778,
                "data_drift_magnitude": 0.05277777777777778
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "count": 23,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3003020822815724,
                                        "norm_importance": 23.784498756724545,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2894226045825622,
                                        "norm_importance": 22.922823333630753,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.22904592709631397,
                                        "norm_importance": 18.140875104379496,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2278742890809713,
                                        "norm_importance": 18.048079134709464,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.21595089665635,
                                        "norm_importance": 17.10372367055574,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, Sex, InstallmentPercent, EmploymentDuration feature values are causing a drop in accuracy. The LoanAmount, ExistingSavings, Sex, 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": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "Sex",
                                            "InstallmentPercent",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, Sex, 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": "0",
                                "count": 14,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.36823457044778946,
                                        "norm_importance": 22.865914191693093,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3351494553373609,
                                        "norm_importance": 20.81145905941862,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3341894483842381,
                                        "norm_importance": 20.751846414720863,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.29456225438122274,
                                        "norm_importance": 18.29115399078942,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.27827252961369403,
                                        "norm_importance": 17.279626343377995,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanDuration, LoanAmount, EmploymentDuration, InstallmentPercent feature values are causing a drop in accuracy. The ExistingSavings, LoanDuration, LoanAmount, EmploymentDuration, 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",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanDuration, LoanAmount, EmploymentDuration, 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": "2",
                                "count": 11,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.38141031868727143,
                                        "norm_importance": 23.972065756335237,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.36865862712221276,
                                        "norm_importance": 23.170607657995923,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.31440654362418347,
                                        "norm_importance": 19.760803441085653,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.29599042497936207,
                                        "norm_importance": 18.603329755922708,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2305956259820607,
                                        "norm_importance": 14.493193388660472,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, CurrentResidenceDuration, LoanDuration, EmploymentDuration feature values are causing a drop in accuracy. The LoanAmount, ExistingSavings, CurrentResidenceDuration, 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",
                                                    "CurrentResidenceDuration",
                                                    "LoanDuration",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration",
                                                    "LoanDuration",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "CurrentResidenceDuration",
                                            "LoanDuration",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, CurrentResidenceDuration, 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": "6",
                                "count": 10,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.622189791146086,
                                        "norm_importance": 33.394014166565114,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.36456184173410894,
                                        "norm_importance": 19.566671585904384,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.3308255716133616,
                                        "norm_importance": 17.755986971063464,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.3048276955176129,
                                        "norm_importance": 16.3606354963264,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.24077269835326187,
                                        "norm_importance": 12.922691780140624,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, ExistingSavings, Age, EmploymentDuration, CheckingStatus feature values are causing a drop in accuracy. The Sex feature(s) have some impact on drift. The ExistingSavings, Age, 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",
                                                    "ExistingSavings",
                                                    "Age",
                                                    "EmploymentDuration",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Age",
                                                    "EmploymentDuration",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "ExistingSavings",
                                            "Age",
                                            "EmploymentDuration",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the Sex, ExistingSavings, Age, 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": 8,
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.5592364534362668,
                                        "norm_importance": 26.05427862791044,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.5334622800955541,
                                        "norm_importance": 24.85348513618302,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.4053348391930208,
                                        "norm_importance": 18.88415315747614,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3808583366002335,
                                        "norm_importance": 17.743816874905942,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "importance": 0.2675365580407003,
                                        "norm_importance": 12.464266203524454,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, ExistingSavings, EmploymentDuration, LoanAmount, LoanPurpose feature values are causing a drop in accuracy. The InstallmentPercent, ExistingSavings, EmploymentDuration, LoanAmount, 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": [
                                                [
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "LoanAmount",
                                            "LoanPurpose"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, ExistingSavings, EmploymentDuration, LoanAmount, 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": "4",
                                "count": 8,
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "importance": 0.41488127348905307,
                                        "norm_importance": 28.28355812923975,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3233254382470765,
                                        "norm_importance": 22.04195371465566,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.31546757179300045,
                                        "norm_importance": 21.50626209194971,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "importance": 0.20660363836156062,
                                        "norm_importance": 14.084718662207374,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.20658587082337324,
                                        "norm_importance": 14.083507401947514,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Age, Sex, LoanAmount, OwnsProperty, ExistingSavings feature values are causing a drop in accuracy. The Age, Sex, LoanAmount, OwnsProperty, 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",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "OwnsProperty",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "OwnsProperty",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "Sex",
                                            "LoanAmount",
                                            "OwnsProperty",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the Age, Sex, LoanAmount, OwnsProperty, 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": 1,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 1.7620256088109554,
                                        "norm_importance": 51.34107512489564,
                                        "influence": "large"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "importance": 0.48448360129897317,
                                        "norm_importance": 14.116655766346042,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "importance": 0.45646520235921717,
                                        "norm_importance": 13.300268809395952,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.41551593293801425,
                                        "norm_importance": 12.107108217886562,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Job",
                                        "importance": 0.3135094803162727,
                                        "norm_importance": 9.134892081475787,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, OwnsProperty, CreditHistory, InstallmentPercent, Job feature values are causing a drop in accuracy. The LoanDuration feature has a large impact on drift. The OwnsProperty, CreditHistory, InstallmentPercent, Job 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",
                                                    "OwnsProperty",
                                                    "CreditHistory",
                                                    "InstallmentPercent",
                                                    "Job"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9011E",
                                            "parameters": [
                                                [
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "CreditHistory",
                                                    "InstallmentPercent",
                                                    "Job"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "OwnsProperty",
                                            "CreditHistory",
                                            "InstallmentPercent",
                                            "Job"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, OwnsProperty, CreditHistory, InstallmentPercent, Job 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": 75
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 7,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "CreditHistory"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "CreditHistory"
                                        ],
                                        "message": "The values of the CheckingStatus and CreditHistory 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",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "Age"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "Age"
                                        ],
                                        "message": "The values of the CheckingStatus and Age features rarely occur together."
                                    },
                                    {
                                        "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": [
                                            "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",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "message": "The values of the OwnsProperty and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 3,
                                        "norm_importance": 21.428571428571427,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 14.285714285714286,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 14.285714285714286,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 14.285714285714286,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 1,
                                        "norm_importance": 7.142857142857143,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, CheckingStatus, ExistingSavings, InstallmentPercent, Age feature values are unexpected compared to the training data. The CreditHistory, CheckingStatus, ExistingSavings, InstallmentPercent, Age feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "CheckingStatus",
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "CheckingStatus",
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "Age"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "CheckingStatus",
                                            "ExistingSavings",
                                            "InstallmentPercent",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, CheckingStatus, ExistingSavings, InstallmentPercent, 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": 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": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the CreditHistory and OwnsProperty features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 3,
                                        "norm_importance": 37.5,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, EmploymentDuration, OwnsProperty feature values are unexpected compared to the training data. The CreditHistory, EmploymentDuration feature(s) have some impact on drift. The OwnsProperty feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, 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."
                                }
                            },
                            {
                                "id": "2",
                                "count": 2,
                                "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": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, OwnsProperty feature values are unexpected compared to the training data. The EmploymentDuration, OwnsProperty feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "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."
                                }
                            },
                            {
                                "id": "3",
                                "count": 2,
                                "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CheckingStatus",
                                        "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 CheckingStatus, CurrentResidenceDuration feature values are unexpected compared to the training data. The CheckingStatus, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the 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": 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": 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": 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": [
                                            "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."
                                }
                            },
                            {
                                "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, OwnsProperty feature values are unexpected compared to the training data. The ExistingSavings, OwnsProperty feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the 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": "8",
                                "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": 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."
                                }
                            }
                        ],
                        "count": 19
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "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."
                                    },
                                    {
                                        "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": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, ExistingSavings, InstallmentPercent feature values are unexpected compared to the training data and causing a drop in accuracy. The EmploymentDuration feature(s) have some impact on drift. The ExistingSavings, InstallmentPercent feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "ExistingSavings",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, 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": [
                                            "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": 3
                    },
                    "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": 0.07033333333333336,
                "predicted_accuracy": 0.7296666666666667,
                "data_drift_magnitude": 0.07222222222222222
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "4",
                                "count": 27,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.35982538159887406,
                                        "norm_importance": 24.579051016911055,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.31159142354714897,
                                        "norm_importance": 21.28427255955776,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2937116096131485,
                                        "norm_importance": 20.06293331744008,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2795060534781052,
                                        "norm_importance": 19.092576286439808,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.21931701366210363,
                                        "norm_importance": 14.981166819651312,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, EmploymentDuration, InstallmentPercent, ExistingSavings, Sex feature values are causing a drop in accuracy. The LoanAmount, EmploymentDuration, InstallmentPercent, ExistingSavings, 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",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "InstallmentPercent",
                                            "ExistingSavings",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, EmploymentDuration, InstallmentPercent, ExistingSavings, 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": 17,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3596585250331633,
                                        "norm_importance": 25.90616340251802,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2830195745517844,
                                        "norm_importance": 20.38586835602908,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.27214760705645075,
                                        "norm_importance": 19.6027617511877,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2370877922631575,
                                        "norm_importance": 17.07740720603039,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Job",
                                        "importance": 0.2363990792451108,
                                        "norm_importance": 17.02779928423481,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, EmploymentDuration, LoanDuration, Job feature values are causing a drop in accuracy. The LoanAmount, ExistingSavings, EmploymentDuration, LoanDuration, Job 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",
                                                    "LoanDuration",
                                                    "Job"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "Job"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "LoanDuration",
                                            "Job"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, EmploymentDuration, LoanDuration, Job 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": 16,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.6143726695518591,
                                        "norm_importance": 34.660915085809776,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3400722407511247,
                                        "norm_importance": 19.18577378826718,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.3198762879631629,
                                        "norm_importance": 18.046383578785413,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "importance": 0.2659586279626549,
                                        "norm_importance": 15.004523926619648,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.23224310927610675,
                                        "norm_importance": 13.102403620517983,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, ExistingSavings, Age, CreditHistory, LoanAmount feature values are causing a drop in accuracy. The Sex feature(s) have some impact on drift. The ExistingSavings, Age, 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": [
                                                [
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "Age",
                                                    "CreditHistory",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Age",
                                                    "CreditHistory",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "ExistingSavings",
                                            "Age",
                                            "CreditHistory",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the Sex, ExistingSavings, Age, 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": "3",
                                "count": 14,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4602098188135297,
                                        "norm_importance": 25.28460231616958,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3963238570721542,
                                        "norm_importance": 21.77461389310377,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3699669488843184,
                                        "norm_importance": 20.32652670641285,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.3402588379747699,
                                        "norm_importance": 18.694319527849913,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.25335941062672646,
                                        "norm_importance": 13.919937556463877,
                                        "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": "0",
                                "count": 12,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3804677700128198,
                                        "norm_importance": 25.86356414881476,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3097182726153059,
                                        "norm_importance": 21.054131369855984,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.30523972151899204,
                                        "norm_importance": 20.749686939334698,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.24717899078141925,
                                        "norm_importance": 16.802815345171343,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingCreditsCount",
                                        "importance": 0.2284522417934531,
                                        "norm_importance": 15.529802196823205,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, Sex, ExistingSavings, LoanDuration, ExistingCreditsCount feature values are causing a drop in accuracy. The LoanAmount, Sex, ExistingSavings, LoanDuration, ExistingCreditsCount 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",
                                                    "LoanDuration",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "Sex",
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "ExistingCreditsCount"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, Sex, ExistingSavings, LoanDuration, ExistingCreditsCount 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": 6,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.6857266976289589,
                                        "norm_importance": 34.63588383228429,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.40651258829269693,
                                        "norm_importance": 20.53284906822396,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.3663113197372272,
                                        "norm_importance": 18.50229305748055,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.30294671642363996,
                                        "norm_importance": 15.301762806818333,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.21831846939379965,
                                        "norm_importance": 11.027211235192869,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, EmploymentDuration, Age, CheckingStatus feature values are causing a drop in accuracy. The LoanAmount feature(s) have some impact on drift. The ExistingSavings, EmploymentDuration, Age, 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",
                                                    "Age",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "Age",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "Age",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, EmploymentDuration, Age, 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": "2",
                                "count": 5,
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.7204974476221331,
                                        "norm_importance": 28.143323348470005,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.5567913940296363,
                                        "norm_importance": 21.74880742678159,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.53546099442553,
                                        "norm_importance": 20.915621500597332,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "importance": 0.4207021780968188,
                                        "norm_importance": 16.433031748634157,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3266487909118685,
                                        "norm_importance": 12.759215975516922,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, LoanAmount, ExistingSavings, LoanPurpose, LoanDuration feature values are causing a drop in accuracy. The InstallmentPercent, LoanAmount, ExistingSavings, LoanPurpose, 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",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "LoanPurpose",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "LoanPurpose",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "LoanPurpose",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, LoanAmount, ExistingSavings, LoanPurpose, 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."
                                }
                            }
                        ],
                        "count": 97
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 11,
                                "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",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the EmploymentDuration and InstallmentPercent 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."
                                    },
                                    {
                                        "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": [
                                            "CheckingStatus",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the CheckingStatus and CurrentResidenceDuration 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": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the LoanPurpose and EmploymentDuration 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."
                                    },
                                    {
                                        "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": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the CreditHistory and OwnsProperty features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 4,
                                        "norm_importance": 18.181818181818183,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 3,
                                        "norm_importance": 13.636363636363637,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 3,
                                        "norm_importance": 13.636363636363637,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 3,
                                        "norm_importance": 13.636363636363637,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Telephone",
                                        "count": 3,
                                        "norm_importance": 13.636363636363637,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, CheckingStatus, InstallmentPercent, CurrentResidenceDuration, Telephone feature values are unexpected compared to the training data. The EmploymentDuration, CheckingStatus, InstallmentPercent, CurrentResidenceDuration, Telephone feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration",
                                                    "Telephone"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration",
                                                    "Telephone"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "CheckingStatus",
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration",
                                            "Telephone"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, CheckingStatus, InstallmentPercent, CurrentResidenceDuration, 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": "2",
                                "count": 4,
                                "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": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, OwnsProperty feature values are unexpected compared to the training data. The EmploymentDuration, OwnsProperty feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "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."
                                }
                            },
                            {
                                "id": "3",
                                "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": "4",
                                "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."
                                    },
                                    {
                                        "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": "OwnsProperty",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Telephone",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The OwnsProperty, Housing, CreditHistory, Telephone feature values are unexpected compared to the training data. The OwnsProperty, Housing feature(s) have some impact on drift. The CreditHistory, Telephone feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "Housing",
                                                    "CreditHistory",
                                                    "Telephone"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "Telephone"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "OwnsProperty",
                                            "Housing",
                                            "CreditHistory",
                                            "Telephone"
                                        ]
                                    ],
                                    "message": "Review the OwnsProperty, Housing, CreditHistory, 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": "6",
                                "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."
                                    },
                                    {
                                        "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": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "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 ExistingSavings, EmploymentDuration, OwnsProperty feature values are unexpected compared to the training data. The ExistingSavings, EmploymentDuration feature(s) have some impact on drift. The OwnsProperty feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, 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."
                                }
                            },
                            {
                                "id": "1",
                                "count": 1,
                                "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": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "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."
                                }
                            },
                            {
                                "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",
                                            "Age"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "Age"
                                        ],
                                        "message": "The values of the CheckingStatus and Age 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."
                                    },
                                    {
                                        "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": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CheckingStatus, EmploymentDuration, Age, CurrentResidenceDuration feature values are unexpected compared to the training data. The CheckingStatus, EmploymentDuration, Age, CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "EmploymentDuration",
                                                    "Age",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "EmploymentDuration",
                                                    "Age",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "EmploymentDuration",
                                            "Age",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the CheckingStatus, EmploymentDuration, Age, 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": "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": "8",
                                "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Age, LoanPurpose, ExistingSavings feature values are unexpected compared to the training data. The Age feature(s) have some impact on drift. The LoanPurpose, ExistingSavings feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "LoanPurpose",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanPurpose",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "LoanPurpose",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the Age, LoanPurpose, 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": 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": [
                                            "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",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent 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": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "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 CheckingStatus, InstallmentPercent, CurrentResidenceDuration, CreditHistory, EmploymentDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The CheckingStatus, InstallmentPercent, CurrentResidenceDuration, CreditHistory, EmploymentDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration",
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration",
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration",
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the CheckingStatus, InstallmentPercent, CurrentResidenceDuration, 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": [
                                            "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": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "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": "2",
                                "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",
                                            "Age"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "Age"
                                        ],
                                        "message": "The values of the CheckingStatus and Age 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."
                                    },
                                    {
                                        "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": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CheckingStatus, EmploymentDuration, Age, CurrentResidenceDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The CheckingStatus, EmploymentDuration, Age, CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "EmploymentDuration",
                                                    "Age",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "EmploymentDuration",
                                                    "Age",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "EmploymentDuration",
                                            "Age",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the CheckingStatus, EmploymentDuration, Age, 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."
                                }
                            }
                        ],
                        "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": 0.07311111111111113,
                "predicted_accuracy": 0.7268888888888889,
                "data_drift_magnitude": 0.08333333333333333
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "2",
                                "count": 25,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3453824259849748,
                                        "norm_importance": 23.38395026200002,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.34238981748915465,
                                        "norm_importance": 23.181337149823484,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2656245972422344,
                                        "norm_importance": 17.983985006076743,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.26377324511959427,
                                        "norm_importance": 17.858640105189547,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.25983624592244,
                                        "norm_importance": 17.592087476910205,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration, Sex, LoanDuration, InstallmentPercent feature values are causing a drop in accuracy. The ExistingSavings, EmploymentDuration, Sex, LoanDuration, 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",
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "LoanDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "LoanDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "Sex",
                                            "LoanDuration",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration, Sex, LoanDuration, 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": 19,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3408269484955307,
                                        "norm_importance": 22.6877476719851,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.31943455010270566,
                                        "norm_importance": 21.263724897443968,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.31413187632701717,
                                        "norm_importance": 20.91074305389925,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.28942747945777275,
                                        "norm_importance": 19.266251252320522,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2384302876128133,
                                        "norm_importance": 15.871533124351162,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanAmount, Age, Sex, InstallmentPercent feature values are causing a drop in accuracy. The ExistingSavings, LoanAmount, 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",
                                                    "LoanAmount",
                                                    "Age",
                                                    "Sex",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "Age",
                                                    "Sex",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "Age",
                                            "Sex",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanAmount, 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": "4",
                                "count": 16,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.34610937381722295,
                                        "norm_importance": 24.760669238872527,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.34103980354358476,
                                        "norm_importance": 24.397992113591705,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2540210870519896,
                                        "norm_importance": 18.172671970204153,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.23924240445921044,
                                        "norm_importance": 17.115404819562542,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.21740647114483524,
                                        "norm_importance": 15.553261857769066,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, ExistingSavings, EmploymentDuration, LoanAmount, InstallmentPercent feature values are causing a drop in accuracy. The LoanDuration, ExistingSavings, 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": [
                                                [
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "LoanAmount",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, ExistingSavings, 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": "6",
                                "count": 13,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.5453361135392263,
                                        "norm_importance": 31.7466376450944,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.3168314554663207,
                                        "norm_importance": 18.444282638790703,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2965297764462185,
                                        "norm_importance": 17.26242427394606,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2879956612980006,
                                        "norm_importance": 16.765612391318935,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2710829657349719,
                                        "norm_importance": 15.781043050849892,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, EmploymentDuration, ExistingSavings, InstallmentPercent, LoanAmount feature values are causing a drop in accuracy. The Sex feature(s) have some impact on drift. The EmploymentDuration, ExistingSavings, InstallmentPercent, 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",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "EmploymentDuration",
                                            "ExistingSavings",
                                            "InstallmentPercent",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the Sex, EmploymentDuration, ExistingSavings, InstallmentPercent, 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": "5",
                                "count": 11,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4574528421797421,
                                        "norm_importance": 25.971807351551284,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.39454741244396824,
                                        "norm_importance": 22.40036227170604,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.34215727292674497,
                                        "norm_importance": 19.425921006506545,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.3100828681798212,
                                        "norm_importance": 17.60490212938375,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2571034953117099,
                                        "norm_importance": 14.597007240852387,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanDuration, EmploymentDuration, CheckingStatus, Sex feature values are causing a drop in accuracy. The ExistingSavings, LoanDuration, 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": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "EmploymentDuration",
                                            "CheckingStatus",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanDuration, 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": "0",
                                "count": 7,
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.6142452375895159,
                                        "norm_importance": 25.127896827180397,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.5227397356760374,
                                        "norm_importance": 21.38453722015348,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.47269420799913425,
                                        "norm_importance": 19.337246042020805,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "importance": 0.4329021660871911,
                                        "norm_importance": 17.709410346248845,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.4018939774795166,
                                        "norm_importance": 16.44090956439647,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, LoanAmount, ExistingSavings, LoanPurpose, EmploymentDuration feature values are causing a drop in accuracy. The InstallmentPercent, LoanAmount, 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": [
                                                [
                                                    "InstallmentPercent",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "LoanPurpose",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "LoanPurpose",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, LoanAmount, 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": "LoanAmount",
                                        "importance": 0.6418003959020038,
                                        "norm_importance": 36.12912905299257,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3383527325616886,
                                        "norm_importance": 19.0470271103112,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.30037374098318775,
                                        "norm_importance": 16.909060389188006,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2554192296754357,
                                        "norm_importance": 14.378417916976161,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.2404609517109333,
                                        "norm_importance": 13.536365530532073,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, EmploymentDuration, LoanDuration, CheckingStatus feature values are causing a drop in accuracy. The LoanAmount feature(s) have some impact on drift. The ExistingSavings, EmploymentDuration, 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": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "LoanDuration",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, EmploymentDuration, 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": 98
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "count": 9,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "CreditHistory"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "CreditHistory"
                                        ],
                                        "message": "The values of the CheckingStatus and CreditHistory 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": [
                                            "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",
                                            "Telephone"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "Telephone"
                                        ],
                                        "message": "The values of the CreditHistory and Telephone 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": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPercent and CurrentResidenceDuration 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."
                                    },
                                    {
                                        "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": "CreditHistory",
                                        "count": 5,
                                        "norm_importance": 27.77777777777778,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 3,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 11.11111111111111,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 11.11111111111111,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 11.11111111111111,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, CurrentResidenceDuration, CheckingStatus, EmploymentDuration, InstallmentPercent feature values are unexpected compared to the training data. The CreditHistory, CurrentResidenceDuration, CheckingStatus, EmploymentDuration, InstallmentPercent feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration",
                                                    "CheckingStatus",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration",
                                                    "CheckingStatus",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "CurrentResidenceDuration",
                                            "CheckingStatus",
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, CurrentResidenceDuration, 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": "2",
                                "count": 5,
                                "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."
                                    },
                                    {
                                        "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": [
                                            "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Housing",
                                        "count": 7,
                                        "norm_importance": 38.888888888888886,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 7,
                                        "norm_importance": 38.888888888888886,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 11.11111111111111,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 5.555555555555555,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 5.555555555555555,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Housing, OwnsProperty, CreditHistory, ExistingSavings, EmploymentDuration feature values are unexpected compared to the training data. The Housing, OwnsProperty feature(s) have some impact on drift. The CreditHistory, ExistingSavings, EmploymentDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "OwnsProperty",
                                                    "CreditHistory",
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Housing",
                                            "OwnsProperty",
                                            "CreditHistory",
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the Housing, OwnsProperty, 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."
                                }
                            },
                            {
                                "id": "0",
                                "count": 4,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "Age"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "Age"
                                        ],
                                        "message": "The values of the CheckingStatus and Age 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": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "columns": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "message": "The values of the Age and ExistingCreditsCount features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "count": 7,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 3,
                                        "norm_importance": 21.428571428571427,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 3,
                                        "norm_importance": 21.428571428571427,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingCreditsCount",
                                        "count": 1,
                                        "norm_importance": 7.142857142857143,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Age, CheckingStatus, InstallmentPercent, ExistingCreditsCount feature values are unexpected compared to the training data. The Age feature(s) have some impact on drift. The CheckingStatus, InstallmentPercent, ExistingCreditsCount feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "CheckingStatus",
                                                    "InstallmentPercent",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "InstallmentPercent",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "CheckingStatus",
                                            "InstallmentPercent",
                                            "ExistingCreditsCount"
                                        ]
                                    ],
                                    "message": "Review the Age, CheckingStatus, 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."
                                }
                            },
                            {
                                "id": "3",
                                "count": 3,
                                "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": 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 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": "4",
                                "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "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 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": "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": 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": "7",
                                "count": 2,
                                "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": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 2,
                                        "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."
                                }
                            },
                            {
                                "id": "5",
                                "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."
                                    },
                                    {
                                        "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": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "columns": [
                                            "Age",
                                            "ExistingCreditsCount"
                                        ],
                                        "message": "The values of the Age and ExistingCreditsCount features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "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 CurrentResidenceDuration, Age, LoanDuration, ExistingCreditsCount feature values are unexpected compared to the training data. The CurrentResidenceDuration, Age feature(s) have some impact on drift. The LoanDuration, ExistingCreditsCount feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "Age",
                                                    "LoanDuration",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CurrentResidenceDuration",
                                            "Age",
                                            "LoanDuration",
                                            "ExistingCreditsCount"
                                        ]
                                    ],
                                    "message": "Review the CurrentResidenceDuration, Age, LoanDuration, 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": "8",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "Age",
                                            "LoanDuration"
                                        ],
                                        "columns": [
                                            "Age",
                                            "LoanDuration"
                                        ],
                                        "message": "For the Age feature the value of the LoanDuration feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Age"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Age"
                                        ],
                                        "message": "The values of the OwnsProperty 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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Telephone",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Age, LoanDuration, OwnsProperty, Telephone feature values are unexpected compared to the training data. The Age feature(s) have some impact on drift. The LoanDuration, OwnsProperty, Telephone feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "LoanDuration",
                                                    "OwnsProperty",
                                                    "Telephone"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "OwnsProperty",
                                                    "Telephone"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "LoanDuration",
                                            "OwnsProperty",
                                            "Telephone"
                                        ]
                                    ],
                                    "message": "Review the Age, LoanDuration, 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."
                                }
                            }
                        ],
                        "count": 30
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Housing",
                                        "count": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 2,
                                        "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": 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": 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": 2,
                                "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": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 2,
                                        "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": "0",
                                "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": "2",
                                "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."
                                }
                            },
                            {
                                "id": "5",
                                "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "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 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": "6",
                                "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": 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": 0.05088888888888887,
                "predicted_accuracy": 0.7491111111111112,
                "data_drift_magnitude": 0.05
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "3",
                                "count": 19,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.30942280285910867,
                                        "norm_importance": 23.38259546216835,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.2748651776670256,
                                        "norm_importance": 20.771129976970578,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.25389480492966016,
                                        "norm_importance": 19.18643182971745,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.24547591336576738,
                                        "norm_importance": 18.550229410699217,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2396452233616554,
                                        "norm_importance": 18.109613320444424,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, Age, ExistingSavings, LoanAmount, EmploymentDuration feature values are causing a drop in accuracy. The Sex, Age, ExistingSavings, LoanAmount, 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",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "Age",
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the Sex, Age, ExistingSavings, LoanAmount, 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": "6",
                                "count": 18,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.41869162304385016,
                                        "norm_importance": 25.676747418579765,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3610382386727925,
                                        "norm_importance": 22.14108702595017,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3093660620630304,
                                        "norm_importance": 18.972231108242564,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2857694980120477,
                                        "norm_importance": 17.5251445611588,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.25576020309129577,
                                        "norm_importance": 15.684789886068689,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, LoanAmount, ExistingSavings, EmploymentDuration, Age feature values are causing a drop in accuracy. The LoanDuration, LoanAmount, ExistingSavings, 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",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, LoanAmount, ExistingSavings, 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": "4",
                                "count": 17,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.5842951112341763,
                                        "norm_importance": 30.483040886276434,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.4428267252370544,
                                        "norm_importance": 23.10254683189872,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.3853267863847804,
                                        "norm_importance": 20.102739109239582,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2937162861635092,
                                        "norm_importance": 15.32336209552702,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.2106225709894962,
                                        "norm_importance": 10.988311077058235,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, Sex, EmploymentDuration, ExistingSavings, CurrentResidenceDuration feature values are causing a drop in accuracy. The LoanAmount feature(s) have some impact on drift. The Sex, 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": [
                                                [
                                                    "LoanAmount",
                                                    "Sex",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "Sex",
                                            "EmploymentDuration",
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, Sex, 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": "0",
                                "count": 13,
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.30941028193467257,
                                        "norm_importance": 24.248244111712967,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.25349561559736844,
                                        "norm_importance": 19.866255024943726,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2473868990076652,
                                        "norm_importance": 19.387519637902937,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2448294529862055,
                                        "norm_importance": 19.18709457431705,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2208888319742689,
                                        "norm_importance": 17.310886651123305,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, Sex, ExistingSavings, LoanAmount, EmploymentDuration feature values are causing a drop in accuracy. The InstallmentPercent, Sex, ExistingSavings, LoanAmount, 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": [
                                                [
                                                    "InstallmentPercent",
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "Sex",
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, Sex, ExistingSavings, LoanAmount, 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": "2",
                                "count": 11,
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "importance": 0.5713858349214035,
                                        "norm_importance": 31.173727323555184,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3615527682900738,
                                        "norm_importance": 19.725633228730032,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3256872744427058,
                                        "norm_importance": 17.76887991566218,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2966677453729329,
                                        "norm_importance": 16.18562945513314,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "importance": 0.2776146750115937,
                                        "norm_importance": 15.146130076919468,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Age, ExistingSavings, Sex, LoanAmount, OwnsProperty feature values are causing a drop in accuracy. The Age feature(s) have some impact on drift. The ExistingSavings, Sex, LoanAmount, 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",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "ExistingSavings",
                                            "Sex",
                                            "LoanAmount",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the Age, ExistingSavings, Sex, LoanAmount, 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": 9,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4372649432262275,
                                        "norm_importance": 26.94730966395652,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3648232508995015,
                                        "norm_importance": 22.482948306043166,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2912582139371129,
                                        "norm_importance": 17.949358631921335,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.28592383155172163,
                                        "norm_importance": 17.620616855952516,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.24339617376433098,
                                        "norm_importance": 14.99976654212647,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanDuration, InstallmentPercent, LoanAmount, EmploymentDuration feature values are causing a drop in accuracy. The ExistingSavings, LoanDuration, InstallmentPercent, LoanAmount, 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",
                                                    "LoanDuration",
                                                    "InstallmentPercent",
                                                    "LoanAmount",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "InstallmentPercent",
                                                    "LoanAmount",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "InstallmentPercent",
                                            "LoanAmount",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanDuration, InstallmentPercent, LoanAmount, 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": 3,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.692917868286688,
                                        "norm_importance": 29.837134633151635,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.45603435215860505,
                                        "norm_importance": 19.636899242247164,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "importance": 0.41062497891601746,
                                        "norm_importance": 17.681565652140424,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OthersOnLoan",
                                        "importance": 0.40736855053566173,
                                        "norm_importance": 17.541343417363688,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.35538806937264483,
                                        "norm_importance": 15.303057055097092,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration, LoanPurpose, OthersOnLoan, InstallmentPercent feature values are causing a drop in accuracy. The ExistingSavings, EmploymentDuration, LoanPurpose, OthersOnLoan, 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",
                                                    "EmploymentDuration",
                                                    "LoanPurpose",
                                                    "OthersOnLoan",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanPurpose",
                                                    "OthersOnLoan",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "LoanPurpose",
                                            "OthersOnLoan",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration, LoanPurpose, OthersOnLoan, 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."
                                }
                            }
                        ],
                        "count": 90
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 5,
                                "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": [
                                            "CheckingStatus",
                                            "Age"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "Age"
                                        ],
                                        "message": "The values of the CheckingStatus and Age 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": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the CreditHistory and OwnsProperty features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "LoanDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "LoanDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and LoanDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 20.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 20.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "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 CheckingStatus, CurrentResidenceDuration, Age, CreditHistory, OwnsProperty feature values are unexpected compared to the training data. The CheckingStatus, CurrentResidenceDuration, Age, CreditHistory, OwnsProperty feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "CurrentResidenceDuration",
                                                    "Age",
                                                    "CreditHistory",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "CurrentResidenceDuration",
                                                    "Age",
                                                    "CreditHistory",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "CurrentResidenceDuration",
                                            "Age",
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the CheckingStatus, CurrentResidenceDuration, Age, 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."
                                }
                            },
                            {
                                "id": "1",
                                "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, OwnsProperty feature values are unexpected compared to the training data. The EmploymentDuration, OwnsProperty feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "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."
                                }
                            },
                            {
                                "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": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "columns": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "message": "The values of the Telephone and Age features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Telephone",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, EmploymentDuration, Telephone, Age feature values are unexpected compared to the training data. The CreditHistory, EmploymentDuration, Telephone, Age feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration",
                                                    "Telephone",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration",
                                                    "Telephone",
                                                    "Age"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "EmploymentDuration",
                                            "Telephone",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, EmploymentDuration, 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": "3",
                                "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": "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."
                                    }
                                ],
                                "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": "5",
                                "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": "6",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "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": "InstallmentPlans",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Job",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The InstallmentPlans, Job feature values are unexpected compared to the training data. The InstallmentPlans, Job feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPlans",
                                                    "Job"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPlans",
                                                    "Job"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPlans",
                                            "Job"
                                        ]
                                    ],
                                    "message": "Review the 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."
                                }
                            }
                        ],
                        "count": 18
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 2,
                                "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": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 2,
                                        "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": "1",
                                "count": 1,
                                "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": 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 EmploymentDuration, InstallmentPercent feature values are unexpected compared to the training data and causing a drop in accuracy. The EmploymentDuration, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "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 and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "2",
                                "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": "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."
                                }
                            }
                        ],
                        "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": 0.04533333333333334,
                "predicted_accuracy": 0.7546666666666667,
                "data_drift_magnitude": 0.06388888888888888
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "4",
                                "count": 26,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.4733161172873537,
                                        "norm_importance": 31.637565815891488,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2814888461843695,
                                        "norm_importance": 18.815378501448066,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.27663261561297053,
                                        "norm_importance": 18.490776594375244,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.23851780129215003,
                                        "norm_importance": 15.943092493638492,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.22610193339287712,
                                        "norm_importance": 15.11318659464671,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, EmploymentDuration, ExistingSavings, Sex, Age feature values are causing a drop in accuracy. The LoanAmount feature(s) have some impact on drift. The EmploymentDuration, ExistingSavings, Sex, 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",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "ExistingSavings",
                                            "Sex",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, EmploymentDuration, ExistingSavings, Sex, 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": 15,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.4128672040154003,
                                        "norm_importance": 25.641554195476367,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.32652778051626286,
                                        "norm_importance": 20.279353019582683,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.30923814046502557,
                                        "norm_importance": 19.20556164530452,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.3067806590154299,
                                        "norm_importance": 19.052937161786968,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2547351206445168,
                                        "norm_importance": 15.820593977849468,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, ExistingSavings, LoanAmount, InstallmentPercent, EmploymentDuration feature values are causing a drop in accuracy. The LoanDuration, ExistingSavings, LoanAmount, 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": [
                                                [
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "InstallmentPercent",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, ExistingSavings, LoanAmount, 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": "2",
                                "count": 10,
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "importance": 0.36418984001282445,
                                        "norm_importance": 24.909927766060154,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3487227235805847,
                                        "norm_importance": 23.8520049171889,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.26433360363439007,
                                        "norm_importance": 18.079941418583143,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.26170017594133593,
                                        "norm_importance": 17.899819717195726,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2230805379727448,
                                        "norm_importance": 15.258306180972081,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Age, Sex, LoanAmount, ExistingSavings, EmploymentDuration feature values are causing a drop in accuracy. The Age, Sex, LoanAmount, 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": [
                                                [
                                                    "Age",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "Sex",
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the Age, Sex, LoanAmount, 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": "8",
                                "count": 10,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.4509184649494403,
                                        "norm_importance": 29.69921606603559,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.38713970985416496,
                                        "norm_importance": 25.498503131803147,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2361444661770023,
                                        "norm_importance": 15.553378424136607,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.22750229485076606,
                                        "norm_importance": 14.984171941260893,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.21657912913125857,
                                        "norm_importance": 14.264730436763754,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, ExistingSavings, LoanAmount, CheckingStatus, EmploymentDuration feature values are causing a drop in accuracy. The LoanDuration, ExistingSavings, LoanAmount, CheckingStatus, 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": [
                                                [
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "CheckingStatus",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "CheckingStatus",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, ExistingSavings, LoanAmount, CheckingStatus, 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": 8,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.506416176464131,
                                        "norm_importance": 31.998069723905232,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.3038623925647958,
                                        "norm_importance": 19.199643446716934,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2852343068614504,
                                        "norm_importance": 18.022621833149373,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.2665133157451412,
                                        "norm_importance": 16.83972996104761,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.22061982680788722,
                                        "norm_importance": 13.939935035180861,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, CurrentResidenceDuration, LoanAmount, Age, CheckingStatus feature values are causing a drop in accuracy. The Sex feature(s) have some impact on drift. The CurrentResidenceDuration, LoanAmount, Age, 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",
                                                    "CurrentResidenceDuration",
                                                    "LoanAmount",
                                                    "Age",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "LoanAmount",
                                                    "Age",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "CurrentResidenceDuration",
                                            "LoanAmount",
                                            "Age",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the Sex, CurrentResidenceDuration, LoanAmount, Age, 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": "1",
                                "count": 5,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.5858917697581759,
                                        "norm_importance": 29.341803611444035,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4295646178235405,
                                        "norm_importance": 21.512848114943928,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.35904474150119814,
                                        "norm_importance": 17.981171329984928,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.31498412604947656,
                                        "norm_importance": 15.77458985484768,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.30729646120921644,
                                        "norm_importance": 15.389587088779436,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, Age, InstallmentPercent, EmploymentDuration feature values are causing a drop in accuracy. The LoanAmount, ExistingSavings, Age, 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": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "Age",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "Age",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "Age",
                                            "InstallmentPercent",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, Age, 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": 5,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.49010368844673274,
                                        "norm_importance": 27.088872950681562,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.44089511577147855,
                                        "norm_importance": 24.369030589345776,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.31324970325468765,
                                        "norm_importance": 17.313849320738576,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.28875071667492896,
                                        "norm_importance": 15.959748238612843,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.27624433256648545,
                                        "norm_importance": 15.268498900621234,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration, Age, LoanDuration, LoanAmount feature values are causing a drop in accuracy. The ExistingSavings, EmploymentDuration, Age, 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",
                                                    "EmploymentDuration",
                                                    "Age",
                                                    "LoanDuration",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "Age",
                                                    "LoanDuration",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "Age",
                                            "LoanDuration",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration, Age, 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": "LoanAmount",
                                        "importance": 0.28870466623732377,
                                        "norm_importance": 21.71925203295891,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2851906831281227,
                                        "norm_importance": 21.454895083751996,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2823781461206376,
                                        "norm_importance": 21.24330792475756,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.237347948200514,
                                        "norm_importance": 17.85568613648614,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.23563550217514337,
                                        "norm_importance": 17.7268588220454,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, EmploymentDuration, ExistingSavings, Sex, Age feature values are causing a drop in accuracy. The LoanAmount, EmploymentDuration, ExistingSavings, Sex, 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",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "ExistingSavings",
                                            "Sex",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, EmploymentDuration, ExistingSavings, Sex, 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": 4,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.6782611183127623,
                                        "norm_importance": 29.757767027646402,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.48985861249331436,
                                        "norm_importance": 21.49186806303162,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "importance": 0.40338167616459497,
                                        "norm_importance": 17.69781227086692,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.35494143194049127,
                                        "norm_importance": 15.572563655748054,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Job",
                                        "importance": 0.3528314012649394,
                                        "norm_importance": 15.479988982707004,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, InstallmentPercent, CreditHistory, Age, Job feature values are causing a drop in accuracy. The LoanDuration, InstallmentPercent, CreditHistory, Age, Job 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",
                                                    "InstallmentPercent",
                                                    "CreditHistory",
                                                    "Age",
                                                    "Job"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "InstallmentPercent",
                                                    "CreditHistory",
                                                    "Age",
                                                    "Job"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "InstallmentPercent",
                                            "CreditHistory",
                                            "Age",
                                            "Job"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, InstallmentPercent, CreditHistory, Age, Job 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": 88
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "count": 8,
                                "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",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings 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": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "message": "The values of the OwnsProperty and Housing 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": [
                                            "CheckingStatus",
                                            "CreditHistory"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "CreditHistory"
                                        ],
                                        "message": "The values of the CheckingStatus and CreditHistory features rarely occur together."
                                    },
                                    {
                                        "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": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "message": "The values of the InstallmentPlans and Job features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 2,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, CurrentResidenceDuration, ExistingSavings, EmploymentDuration, OwnsProperty feature values are unexpected compared to the training data. The CreditHistory, CurrentResidenceDuration, ExistingSavings, EmploymentDuration, OwnsProperty feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "CurrentResidenceDuration",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, CurrentResidenceDuration, ExistingSavings, 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."
                                }
                            },
                            {
                                "id": "3",
                                "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": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "columns": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "message": "The values of the Telephone and Age features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Telephone",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, EmploymentDuration, Telephone, Age feature values are unexpected compared to the training data. The CreditHistory, EmploymentDuration, Telephone, Age feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration",
                                                    "Telephone",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration",
                                                    "Telephone",
                                                    "Age"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "EmploymentDuration",
                                            "Telephone",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, EmploymentDuration, 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": "2",
                                "count": 2,
                                "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": 4,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 4,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 4,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "count": 2,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "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": "4",
                                "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."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "Age"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "Age"
                                        ],
                                        "message": "For the InstallmentPercent feature the value of the Age feature is outside of its typical value ranges."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, CheckingStatus, Age feature values are unexpected compared to the training data. The InstallmentPercent, CheckingStatus feature(s) have some impact on drift. The Age feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CheckingStatus",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Age"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "CheckingStatus",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, CheckingStatus, 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": "5",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "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": [
                                            "InstallmentPercent",
                                            "Age"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "Age"
                                        ],
                                        "message": "The values of the InstallmentPercent and Age features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingCreditsCount",
                                        "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 Age, ExistingCreditsCount, InstallmentPercent feature values are unexpected compared to the training data. The Age, ExistingCreditsCount feature(s) have some impact on drift. The InstallmentPercent feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "ExistingCreditsCount",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "ExistingCreditsCount",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the Age, ExistingCreditsCount, 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": 2,
                                "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": 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 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": "7",
                                "count": 2,
                                "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": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "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 CheckingStatus, EmploymentDuration, InstallmentPercent feature values are unexpected compared to the training data. The CheckingStatus, EmploymentDuration feature(s) have some impact on drift. The InstallmentPercent feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "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": "0",
                                "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": "8",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catnum_distribution_constraint",
                                        "code": "AIQDD9004E",
                                        "parameters": [
                                            "Age",
                                            "LoanAmount"
                                        ],
                                        "columns": [
                                            "Age",
                                            "LoanAmount"
                                        ],
                                        "message": "For the Age feature the value of LoanAmount feature falls outside of the training data distribution."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Age, LoanAmount feature values are unexpected compared to the training data. The Age, LoanAmount feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the Age, LoanAmount 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": 23
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "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": [
                                            "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, ExistingSavings, OwnsProperty, Housing, CurrentResidenceDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The EmploymentDuration feature(s) have some impact on drift. The ExistingSavings, OwnsProperty, Housing, CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "OwnsProperty",
                                                    "Housing",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "OwnsProperty",
                                                    "Housing",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "ExistingSavings",
                                            "OwnsProperty",
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, ExistingSavings, OwnsProperty, 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": "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": [
                                            "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": 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": -0.01577777777777778,
                "predicted_accuracy": 0.8157777777777778,
                "data_drift_magnitude": 0.06666666666666667
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "2",
                                "count": 20,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3213237389937944,
                                        "norm_importance": 23.64350717905125,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.29835659536231657,
                                        "norm_importance": 21.95354855030632,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2523952310538716,
                                        "norm_importance": 18.57163892113107,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.24490226903303078,
                                        "norm_importance": 18.020294965384522,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2420580165431525,
                                        "norm_importance": 17.811010384126835,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, InstallmentPercent, LoanDuration, Sex feature values are causing a drop in accuracy. The LoanAmount, ExistingSavings, InstallmentPercent, 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": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "LoanDuration",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "LoanDuration",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "InstallmentPercent",
                                            "LoanDuration",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, InstallmentPercent, 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": "6",
                                "count": 14,
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.3195023585302385,
                                        "norm_importance": 23.413940548609183,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.300226522521172,
                                        "norm_importance": 22.00135855573382,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2695593051118285,
                                        "norm_importance": 19.75398733595084,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2593296362866741,
                                        "norm_importance": 19.004331343406868,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2159639226302302,
                                        "norm_importance": 15.826382216299281,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, ExistingSavings, LoanDuration, LoanAmount, Sex feature values are causing a drop in accuracy. The EmploymentDuration, ExistingSavings, LoanDuration, 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": [
                                                [
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "LoanAmount",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, ExistingSavings, LoanDuration, 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": "0",
                                "count": 11,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3818459577263781,
                                        "norm_importance": 25.816594775749476,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3478486213179039,
                                        "norm_importance": 23.51803578945441,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2784789818941554,
                                        "norm_importance": 18.82795636212136,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.2513424735981182,
                                        "norm_importance": 16.993257777176353,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.219555706114,
                                        "norm_importance": 14.844155295498416,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, ExistingSavings, EmploymentDuration, Age, LoanAmount feature values are causing a drop in accuracy. The LoanDuration, ExistingSavings, EmploymentDuration, 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": [
                                                [
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "Age",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "Age",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "Age",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, ExistingSavings, EmploymentDuration, 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."
                                }
                            },
                            {
                                "id": "1",
                                "count": 7,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.5536299242076775,
                                        "norm_importance": 30.99135806973065,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3532279687590086,
                                        "norm_importance": 19.773162506923352,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.339885139541772,
                                        "norm_importance": 19.026251294480424,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.282586616043968,
                                        "norm_importance": 15.818767412302847,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2570713312368701,
                                        "norm_importance": 14.39046071656271,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, ExistingSavings, LoanDuration, InstallmentPercent, EmploymentDuration feature values are causing a drop in accuracy. The Sex feature(s) have some impact on drift. The ExistingSavings, LoanDuration, 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",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "InstallmentPercent",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the Sex, ExistingSavings, LoanDuration, 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": "3",
                                "count": 6,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.56225796189643,
                                        "norm_importance": 25.988534433710488,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4956881776460134,
                                        "norm_importance": 22.91156399046168,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.4121233391977896,
                                        "norm_importance": 19.049052779176854,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.38662076492569414,
                                        "norm_importance": 17.870279734535295,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "importance": 0.3067944396685386,
                                        "norm_importance": 14.180569062115678,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, InstallmentPercent, EmploymentDuration, LoanPurpose feature values are causing a drop in accuracy. The LoanAmount, ExistingSavings, InstallmentPercent, 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",
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "InstallmentPercent",
                                            "EmploymentDuration",
                                            "LoanPurpose"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, InstallmentPercent, 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": "4",
                                "count": 5,
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "importance": 0.5068334979031224,
                                        "norm_importance": 23.16027190430538,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.4368925215326886,
                                        "norm_importance": 19.964247891106734,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Job",
                                        "importance": 0.420745397680392,
                                        "norm_importance": 19.226388652443774,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "importance": 0.41551340339812254,
                                        "norm_importance": 18.987307355172668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "importance": 0.40838973742385026,
                                        "norm_importance": 18.66178419697145,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Age, CurrentResidenceDuration, Job, OwnsProperty, CreditHistory feature values are causing a drop in accuracy. The Age, CurrentResidenceDuration, Job, OwnsProperty, 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": [
                                                [
                                                    "Age",
                                                    "CurrentResidenceDuration",
                                                    "Job",
                                                    "OwnsProperty",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "CurrentResidenceDuration",
                                                    "Job",
                                                    "OwnsProperty",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "CurrentResidenceDuration",
                                            "Job",
                                            "OwnsProperty",
                                            "CreditHistory"
                                        ]
                                    ],
                                    "message": "Review the Age, CurrentResidenceDuration, Job, OwnsProperty, 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": "5",
                                "count": 3,
                                "top_features": [
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.7531920724565206,
                                        "norm_importance": 32.56990418199258,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.7137100583301282,
                                        "norm_importance": 30.86260339639793,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.33373691117213816,
                                        "norm_importance": 14.431616604007985,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2675083143838661,
                                        "norm_importance": 11.567726860098919,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.24439267523947694,
                                        "norm_importance": 10.56814895750259,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The CurrentResidenceDuration, Age, Sex, ExistingSavings, LoanAmount feature values are causing a drop in accuracy. The CurrentResidenceDuration, Age feature(s) have some impact on drift. The Sex, 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": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "Age",
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "CurrentResidenceDuration",
                                            "Age",
                                            "Sex",
                                            "ExistingSavings",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the CurrentResidenceDuration, Age, Sex, 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."
                                }
                            }
                        ],
                        "count": 66
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 7,
                                "constraints_violated": [
                                    {
                                        "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": "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": "catnum_distribution_constraint",
                                        "code": "AIQDD9004E",
                                        "parameters": [
                                            "ForeignWorker",
                                            "LoanAmount"
                                        ],
                                        "columns": [
                                            "ForeignWorker",
                                            "LoanAmount"
                                        ],
                                        "message": "For the ForeignWorker feature the value of LoanAmount feature falls outside of the training data distribution."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "CreditHistory"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "CreditHistory"
                                        ],
                                        "message": "The values of the CheckingStatus and CreditHistory 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": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the CreditHistory 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": "LoanAmount",
                                        "count": 3,
                                        "norm_importance": 21.428571428571427,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 3,
                                        "norm_importance": 21.428571428571427,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "count": 1,
                                        "norm_importance": 7.142857142857143,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 1,
                                        "norm_importance": 7.142857142857143,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ForeignWorker",
                                        "count": 1,
                                        "norm_importance": 7.142857142857143,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, CreditHistory, LoanDuration, LoanPurpose, ForeignWorker feature values are unexpected compared to the training data. The LoanAmount, CreditHistory, LoanDuration, LoanPurpose, ForeignWorker feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "CreditHistory",
                                                    "LoanDuration",
                                                    "LoanPurpose",
                                                    "ForeignWorker"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "CreditHistory",
                                                    "LoanDuration",
                                                    "LoanPurpose",
                                                    "ForeignWorker"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "CreditHistory",
                                            "LoanDuration",
                                            "LoanPurpose",
                                            "ForeignWorker"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, CreditHistory, LoanDuration, LoanPurpose, ForeignWorker 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": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "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 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": "2",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "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": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "columns": [
                                            "Telephone",
                                            "Age"
                                        ],
                                        "message": "The values of the Telephone and Age 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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "count": 5,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingCreditsCount",
                                        "count": 3,
                                        "norm_importance": 30.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Telephone",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Age, ExistingCreditsCount, Telephone, InstallmentPercent feature values are unexpected compared to the training data. The Age feature(s) have some impact on drift. The ExistingCreditsCount, Telephone, InstallmentPercent feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "ExistingCreditsCount",
                                                    "Telephone",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingCreditsCount",
                                                    "Telephone",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "ExistingCreditsCount",
                                            "Telephone",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the Age, ExistingCreditsCount, Telephone, 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": 3,
                                "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": [
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CheckingStatus and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 3,
                                        "norm_importance": 37.5,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CheckingStatus, InstallmentPercent, EmploymentDuration feature values are unexpected compared to the training data. The CheckingStatus, InstallmentPercent feature(s) have some impact on drift. The EmploymentDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "InstallmentPercent",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the CheckingStatus, InstallmentPercent, 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": [
                                            "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": 2,
                                "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": 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 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": "8",
                                "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": "6",
                                "count": 1,
                                "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CheckingStatus, CurrentResidenceDuration feature values are unexpected compared to the training data. The CheckingStatus, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the 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": "7",
                                "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",
                                            "Age"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "Age"
                                        ],
                                        "message": "The values of the CheckingStatus and Age 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."
                                    },
                                    {
                                        "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": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CheckingStatus, EmploymentDuration, Age, CurrentResidenceDuration feature values are unexpected compared to the training data. The CheckingStatus, EmploymentDuration, Age, CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "EmploymentDuration",
                                                    "Age",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "EmploymentDuration",
                                                    "Age",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "EmploymentDuration",
                                            "Age",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the CheckingStatus, EmploymentDuration, Age, 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": 24
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "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": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the CreditHistory and CurrentResidenceDuration 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": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "message": "The values of the OwnsProperty and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, LoanPurpose, LoanAmount, EmploymentDuration, CurrentResidenceDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The CreditHistory, LoanPurpose, LoanAmount, EmploymentDuration, CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "LoanPurpose",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "LoanPurpose",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "LoanPurpose",
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, LoanPurpose, LoanAmount, 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 and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "3",
                                "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 3,
                                        "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": "0",
                                "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",
                                            "Age"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "Age"
                                        ],
                                        "message": "The values of the CheckingStatus and Age 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."
                                    },
                                    {
                                        "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": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CheckingStatus, EmploymentDuration, Age, CurrentResidenceDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The CheckingStatus, EmploymentDuration, Age, CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "EmploymentDuration",
                                                    "Age",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "EmploymentDuration",
                                                    "Age",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "EmploymentDuration",
                                            "Age",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the CheckingStatus, EmploymentDuration, Age, 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": [
                                            "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": 9
                    },
                    "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": 0.014777777777777779,
                "predicted_accuracy": 0.7852222222222223,
                "data_drift_magnitude": 0.07777777777777778
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "2",
                                "count": 12,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.375588227076797,
                                        "norm_importance": 25.167617221271303,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2926134908897509,
                                        "norm_importance": 19.60760162747967,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2896434860656311,
                                        "norm_importance": 19.40858595241302,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2752855522062612,
                                        "norm_importance": 18.446481825046252,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.25921642853738075,
                                        "norm_importance": 17.36971337378976,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, ExistingSavings, EmploymentDuration, Sex, CheckingStatus feature values are causing a drop in accuracy. The LoanDuration, ExistingSavings, EmploymentDuration, Sex, 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",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "Sex",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, ExistingSavings, EmploymentDuration, Sex, 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": 11,
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.4352062619581099,
                                        "norm_importance": 25.4511035848793,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.4018619568111331,
                                        "norm_importance": 23.501110125586617,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3200451259629244,
                                        "norm_importance": 18.716416478175958,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3146563773483322,
                                        "norm_importance": 18.401279470344804,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.23820038002803684,
                                        "norm_importance": 13.930090341013319,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, Sex, LoanAmount, ExistingSavings, Age feature values are causing a drop in accuracy. The EmploymentDuration, Sex, LoanAmount, 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": [
                                                [
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "Sex",
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, Sex, LoanAmount, 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": "8",
                                "count": 11,
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2619731779842817,
                                        "norm_importance": 22.672538167713213,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.23774284362465667,
                                        "norm_importance": 20.575517454325475,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.22926032162143392,
                                        "norm_importance": 19.841395337869436,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.21841385272255867,
                                        "norm_importance": 18.902684810376357,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.20807451667171975,
                                        "norm_importance": 18.007864229715526,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, Age, ExistingSavings, Sex, LoanDuration feature values are causing a drop in accuracy. The EmploymentDuration, Age, ExistingSavings, Sex, 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": [
                                                [
                                                    "EmploymentDuration",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "Age",
                                            "ExistingSavings",
                                            "Sex",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, Age, ExistingSavings, Sex, 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": 9,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4049828418117787,
                                        "norm_importance": 27.096005451449074,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.33307994150063214,
                                        "norm_importance": 22.285230332953272,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2599070021352779,
                                        "norm_importance": 17.389481280790527,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2568888631682088,
                                        "norm_importance": 17.18754800989175,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.23976328943113867,
                                        "norm_importance": 16.041734924915392,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanDuration, LoanAmount, InstallmentPercent, Age feature values are causing a drop in accuracy. The ExistingSavings, LoanDuration, 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": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "InstallmentPercent",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "InstallmentPercent",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "LoanAmount",
                                            "InstallmentPercent",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanDuration, 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": "6",
                                "count": 8,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.6816333497328885,
                                        "norm_importance": 39.55427510750491,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3297855190960405,
                                        "norm_importance": 19.137014281809737,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2690050875913018,
                                        "norm_importance": 15.610006822692021,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.22749727458265198,
                                        "norm_importance": 13.201363736935754,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.2153649318209113,
                                        "norm_importance": 12.497340051057575,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, LoanAmount, ExistingSavings, Age, CurrentResidenceDuration feature values are causing a drop in accuracy. The Sex feature(s) have some impact on drift. The LoanAmount, ExistingSavings, Age, 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",
                                                    "ExistingSavings",
                                                    "Age",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "Age",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "Age",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the Sex, LoanAmount, ExistingSavings, Age, 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": "7",
                                "count": 8,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.40435833456557085,
                                        "norm_importance": 23.562162587960685,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3477761114922072,
                                        "norm_importance": 20.265088122869717,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.33816783285106927,
                                        "norm_importance": 19.70520891628393,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "importance": 0.3296353125858048,
                                        "norm_importance": 19.20801468881431,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.29619662605030944,
                                        "norm_importance": 17.259525684071342,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, Sex, Age, OwnsProperty, LoanAmount feature values are causing a drop in accuracy. The ExistingSavings, Sex, Age, OwnsProperty, 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",
                                                    "Age",
                                                    "OwnsProperty",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "Age",
                                                    "OwnsProperty",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "Sex",
                                            "Age",
                                            "OwnsProperty",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, Sex, Age, OwnsProperty, 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": "3",
                                "count": 7,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.7578748229166566,
                                        "norm_importance": 38.76185946308646,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.3072048355974946,
                                        "norm_importance": 15.71213385606843,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "importance": 0.3056258309500849,
                                        "norm_importance": 15.631374930737053,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.2985660805682531,
                                        "norm_importance": 15.270300721817032,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2859360320135194,
                                        "norm_importance": 14.624331028291026,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, EmploymentDuration, LoanPurpose, Age, ExistingSavings feature values are causing a drop in accuracy. The LoanAmount feature(s) have some impact on drift. The EmploymentDuration, LoanPurpose, 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": [
                                                [
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "LoanPurpose",
                                                    "Age",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "LoanPurpose",
                                                    "Age",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "LoanPurpose",
                                            "Age",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, EmploymentDuration, LoanPurpose, 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": "1",
                                "count": 6,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.6109904499766692,
                                        "norm_importance": 29.172389628556754,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.6099799536067939,
                                        "norm_importance": 29.124142403381025,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.32347095408998366,
                                        "norm_importance": 15.444465141139816,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.31304777928159594,
                                        "norm_importance": 14.946799561115684,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.23692430587986577,
                                        "norm_importance": 11.312203265806735,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, LoanDuration, ExistingSavings, Age, InstallmentPercent feature values are causing a drop in accuracy. The LoanAmount, LoanDuration, ExistingSavings, 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": [
                                                [
                                                    "LoanAmount",
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "Age",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "Age",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "LoanDuration",
                                            "ExistingSavings",
                                            "Age",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, LoanDuration, ExistingSavings, 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": "5",
                                "count": 5,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.36072067017537746,
                                        "norm_importance": 24.14767186028994,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.3105909268671655,
                                        "norm_importance": 20.791843675399036,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.291781177816823,
                                        "norm_importance": 19.532665354341805,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2737271806496898,
                                        "norm_importance": 18.32407922273316,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.25699142416506854,
                                        "norm_importance": 17.203739887236054,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, CurrentResidenceDuration, LoanAmount, Sex, ExistingSavings feature values are causing a drop in accuracy. The LoanDuration, CurrentResidenceDuration, 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": [
                                                [
                                                    "LoanDuration",
                                                    "CurrentResidenceDuration",
                                                    "LoanAmount",
                                                    "Sex",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "CurrentResidenceDuration",
                                                    "LoanAmount",
                                                    "Sex",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "CurrentResidenceDuration",
                                            "LoanAmount",
                                            "Sex",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, CurrentResidenceDuration, 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."
                                }
                            }
                        ],
                        "count": 77
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 8,
                                "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": [
                                            "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": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPercent and CurrentResidenceDuration 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."
                                    },
                                    {
                                        "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 3,
                                        "norm_importance": 18.75,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 3,
                                        "norm_importance": 18.75,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 1,
                                        "norm_importance": 6.25,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 6.25,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OthersOnLoan",
                                        "count": 1,
                                        "norm_importance": 6.25,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, CurrentResidenceDuration, CheckingStatus, ExistingSavings, OthersOnLoan feature values are unexpected compared to the training data. The EmploymentDuration, CurrentResidenceDuration, CheckingStatus, ExistingSavings, OthersOnLoan feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration",
                                                    "CheckingStatus",
                                                    "ExistingSavings",
                                                    "OthersOnLoan"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration",
                                                    "CheckingStatus",
                                                    "ExistingSavings",
                                                    "OthersOnLoan"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration",
                                            "CheckingStatus",
                                            "ExistingSavings",
                                            "OthersOnLoan"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, CurrentResidenceDuration, CheckingStatus, ExistingSavings, OthersOnLoan 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": 6,
                                "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": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "Age"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "Age"
                                        ],
                                        "message": "For the InstallmentPercent feature the value of the Age feature is outside of its typical value ranges."
                                    },
                                    {
                                        "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": [
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CheckingStatus and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 8,
                                        "norm_importance": 44.44444444444444,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 7,
                                        "norm_importance": 38.888888888888886,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 1,
                                        "norm_importance": 5.555555555555555,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 5.555555555555555,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 5.555555555555555,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, CheckingStatus, Age, EmploymentDuration, CurrentResidenceDuration feature values are unexpected compared to the training data. The InstallmentPercent, CheckingStatus feature(s) have some impact on drift. The Age, EmploymentDuration, CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CheckingStatus",
                                                    "Age",
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "CheckingStatus",
                                            "Age",
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, CheckingStatus, Age, 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": "4",
                                "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "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 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": 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": "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": 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": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ],
                                        "message": "The values of the CreditHistory and OwnsProperty features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, OwnsProperty feature values are unexpected compared to the training data. The CreditHistory, OwnsProperty feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the 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."
                                }
                            },
                            {
                                "id": "7",
                                "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": 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": "3",
                                "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": "8",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "Age"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "Age"
                                        ],
                                        "message": "For the EmploymentDuration feature the value of the Age feature is outside of its typical value ranges."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "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 EmploymentDuration, Age feature values are unexpected compared to the training data. The EmploymentDuration, Age feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "Age"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, 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": 28
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "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": [
                                            "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",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, EmploymentDuration, CurrentResidenceDuration, ExistingSavings 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. The CurrentResidenceDuration, ExistingSavings feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, EmploymentDuration, CurrentResidenceDuration, 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": [
                                            "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": 4
                    },
                    "start": "<first_payload_record_timestamp_in_window>",
                    "end": "<last_payload_record_timestamp_in_window>",
                    "transactions_count": 360,
                    "transactions_current_window_count": 360
                }
            }
        ]
    }
]]