[[
    {
        "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": 0.011307479224376693,
                "predicted_accuracy": 0.7886925207756234,
                "data_drift_magnitude": 0.04155124653739612
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "5",
                                "count": 16,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3728251317205292,
                                        "norm_importance": 25.94969647581789,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3097299374220715,
                                        "norm_importance": 21.558090326383045,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.27019415211806275,
                                        "norm_importance": 18.806286487844666,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.25479489642317815,
                                        "norm_importance": 17.734454207140715,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "importance": 0.22917839684714322,
                                        "norm_importance": 15.95147250281367,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, LoanAmount, Age, ExistingSavings, OwnsProperty feature values are causing a drop in accuracy. The Sex, LoanAmount, Age, ExistingSavings, OwnsProperty feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "LoanAmount",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "LoanAmount",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "LoanAmount",
                                            "Age",
                                            "ExistingSavings",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the Sex, LoanAmount, Age, ExistingSavings, OwnsProperty feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "2",
                                "count": 13,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3609310206471494,
                                        "norm_importance": 24.03661423720756,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.3258626039074595,
                                        "norm_importance": 21.70119290498128,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.29626444199464075,
                                        "norm_importance": 19.730069451105734,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.28485045202916665,
                                        "norm_importance": 18.96994173136709,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.23367992097995124,
                                        "norm_importance": 15.562181675338344,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, InstallmentPercent, EmploymentDuration, ExistingSavings, Sex feature values are causing a drop in accuracy. The LoanAmount, InstallmentPercent, EmploymentDuration, 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",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "InstallmentPercent",
                                            "EmploymentDuration",
                                            "ExistingSavings",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, InstallmentPercent, EmploymentDuration, 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": "3",
                                "count": 13,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.32056617242138297,
                                        "norm_importance": 23.297253626590017,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.29046291729596146,
                                        "norm_importance": 21.10948950804477,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2839306907551998,
                                        "norm_importance": 20.634757762904727,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.2447309344945809,
                                        "norm_importance": 17.78590238678697,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.23629195474768167,
                                        "norm_importance": 17.172596715673517,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanAmount, EmploymentDuration, CheckingStatus, Sex feature values are causing a drop in accuracy. The ExistingSavings, LoanAmount, 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",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "CheckingStatus",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanAmount, 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": "6",
                                "count": 12,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4238571466938524,
                                        "norm_importance": 26.97792182680216,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.33633070249759184,
                                        "norm_importance": 21.406984571825998,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3072723256485583,
                                        "norm_importance": 19.557459029643233,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.25775811441567176,
                                        "norm_importance": 16.4059478887413,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.24590772043109368,
                                        "norm_importance": 15.651686682987304,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration, LoanDuration, Sex, LoanAmount feature values are causing a drop in accuracy. The ExistingSavings, EmploymentDuration, LoanDuration, 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",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "Sex",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "Sex",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "LoanDuration",
                                            "Sex",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration, LoanDuration, 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": "1",
                                "count": 8,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.48017290931977813,
                                        "norm_importance": 26.780520144217885,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.38807114259455305,
                                        "norm_importance": 21.64375967475058,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.386089172836046,
                                        "norm_importance": 21.533219950387284,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.2862643309267231,
                                        "norm_importance": 15.965723038841148,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.252395660040747,
                                        "norm_importance": 14.076777191803105,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanAmount, Sex, Age, CurrentResidenceDuration feature values are causing a drop in accuracy. The ExistingSavings, LoanAmount, Sex, 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": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "Sex",
                                                    "Age",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "Sex",
                                                    "Age",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "Sex",
                                            "Age",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanAmount, Sex, 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": "0",
                                "count": 7,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.554762424130504,
                                        "norm_importance": 34.31657460824561,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.279950713265344,
                                        "norm_importance": 17.31723188256489,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.27689073437061756,
                                        "norm_importance": 17.127947263648753,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.25998918713391034,
                                        "norm_importance": 16.08244889981795,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2450089197749821,
                                        "norm_importance": 15.155797345722796,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, LoanDuration, EmploymentDuration, InstallmentPercent feature values are causing a drop in accuracy. The LoanAmount feature(s) have some impact on drift. The ExistingSavings, LoanDuration, 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": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, LoanDuration, 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": "4",
                                "count": 7,
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.5795475172649626,
                                        "norm_importance": 25.95598451359111,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.4950642199362373,
                                        "norm_importance": 22.172261709514352,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4855966860742869,
                                        "norm_importance": 21.748242703337965,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.4282700284593664,
                                        "norm_importance": 19.180774475208995,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "importance": 0.24433039033198917,
                                        "norm_importance": 10.94273659834758,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, LoanAmount, ExistingSavings, EmploymentDuration, LoanPurpose feature values are causing a drop in accuracy. The InstallmentPercent, LoanAmount, ExistingSavings, EmploymentDuration, LoanPurpose feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "LoanPurpose"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, LoanAmount, ExistingSavings, EmploymentDuration, LoanPurpose feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            }
                        ],
                        "count": 76
                    },
                    "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": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the CreditHistory 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."
                                    },
                                    {
                                        "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": [
                                            "EmploymentDuration",
                                            "LoanAmount"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "LoanAmount"
                                        ],
                                        "message": "For the EmploymentDuration feature the value of the LoanAmount feature is outside of its typical value ranges."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 3,
                                        "norm_importance": 30.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 20.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "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 CurrentResidenceDuration, CheckingStatus, EmploymentDuration, LoanAmount, InstallmentPercent feature values are unexpected compared to the training data. The CurrentResidenceDuration, CheckingStatus, EmploymentDuration, LoanAmount, InstallmentPercent feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "CheckingStatus",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "CheckingStatus",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CurrentResidenceDuration",
                                            "CheckingStatus",
                                            "EmploymentDuration",
                                            "LoanAmount",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the CurrentResidenceDuration, CheckingStatus, EmploymentDuration, LoanAmount, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "5",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "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": 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 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": "4",
                                "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": "1",
                                "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": "2",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the CreditHistory and ExistingSavings features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, ExistingSavings feature values are unexpected compared to the training data. The CreditHistory, ExistingSavings feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, ExistingSavings features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "3",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPlans",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPlans and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPlans",
                                        "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 InstallmentPlans, CurrentResidenceDuration feature values are unexpected compared to the training data. The InstallmentPlans, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPlans",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPlans",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPlans",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPlans, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "6",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "message": "The values of the OwnsProperty and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": 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": "7",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPercent and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, CurrentResidenceDuration feature values are unexpected compared to the training data. The InstallmentPercent, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            }
                        ],
                        "count": 15
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "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."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CurrentResidenceDuration",
                                            "Age"
                                        ],
                                        "columns": [
                                            "CurrentResidenceDuration",
                                            "Age"
                                        ],
                                        "message": "The values of the CurrentResidenceDuration and Age features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CurrentResidenceDuration, CheckingStatus, Age 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 CheckingStatus, Age feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "CheckingStatus",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "Age"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CurrentResidenceDuration",
                                            "CheckingStatus",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the CurrentResidenceDuration, 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 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."
                                }
                            }
                        ],
                        "count": 3
                    },
                    "start": "<first_payload_record_timestamp_in_window>",
                    "end": "<last_payload_record_timestamp_in_window>",
                    "transactions_count": 361,
                    "transactions_current_window_count": 361
                }
            }
        ]
    }
],[
    {
        "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": 0.023111111111111082,
                "predicted_accuracy": 0.776888888888889,
                "data_drift_magnitude": 0.06111111111111111
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "count": 13,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.5613056663990561,
                                        "norm_importance": 30.42080729935804,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.44518578590932767,
                                        "norm_importance": 24.127515213667355,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2934745222049349,
                                        "norm_importance": 15.905294426371231,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.28353589142083774,
                                        "norm_importance": 15.366655338969714,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2616354470749604,
                                        "norm_importance": 14.179727721633672,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, ExistingSavings, LoanAmount, InstallmentPercent, EmploymentDuration feature values are causing a drop in accuracy. The LoanDuration feature(s) have some impact on drift. The 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": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "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": "5",
                                "count": 13,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2950519982053511,
                                        "norm_importance": 23.56433573345884,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.25229619434090994,
                                        "norm_importance": 20.149642313506476,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.23879869908393012,
                                        "norm_importance": 19.071664493560053,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.23796342479419794,
                                        "norm_importance": 19.004955290055264,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.22800220455963657,
                                        "norm_importance": 18.209402169419356,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration, Sex, LoanAmount, CheckingStatus feature values are causing a drop in accuracy. The ExistingSavings, EmploymentDuration, Sex, LoanAmount, CheckingStatus feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "Sex",
                                            "LoanAmount",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration, Sex, LoanAmount, CheckingStatus feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "7",
                                "count": 13,
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.33016765031680173,
                                        "norm_importance": 24.136546378985248,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2664103144989409,
                                        "norm_importance": 19.47563580373128,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.26531941956529054,
                                        "norm_importance": 19.395887118069957,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2620806666994856,
                                        "norm_importance": 19.159121618238085,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.24393782691048452,
                                        "norm_importance": 17.832809080975437,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, ExistingSavings, LoanAmount, LoanDuration, Sex feature values are causing a drop in accuracy. The InstallmentPercent, ExistingSavings, LoanAmount, LoanDuration, Sex feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "LoanDuration",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "LoanDuration",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "LoanDuration",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, ExistingSavings, LoanAmount, LoanDuration, Sex feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "2",
                                "count": 10,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.4985973923139633,
                                        "norm_importance": 27.47927101338923,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.38794319260264726,
                                        "norm_importance": 21.38076991909902,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.36440536435206816,
                                        "norm_importance": 20.08352614780191,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2963523268128087,
                                        "norm_importance": 16.332909135653345,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2671508483913652,
                                        "norm_importance": 14.723523784056491,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, Sex, Age, ExistingSavings, LoanDuration feature values are causing a drop in accuracy. The LoanAmount, Sex, Age, ExistingSavings, LoanDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "Sex",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "Sex",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "Sex",
                                            "Age",
                                            "ExistingSavings",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, Sex, Age, ExistingSavings, LoanDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "4",
                                "count": 9,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.5634399304428092,
                                        "norm_importance": 30.50786168979999,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.47960182789551176,
                                        "norm_importance": 25.968387118237242,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.2821938426423532,
                                        "norm_importance": 15.279589279872571,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.26823090587609744,
                                        "norm_importance": 14.523555991082452,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2534014780967262,
                                        "norm_importance": 13.720605921007753,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, LoanAmount, CheckingStatus, InstallmentPercent, EmploymentDuration feature values are causing a drop in accuracy. The Sex feature(s) have some impact on drift. The LoanAmount, CheckingStatus, InstallmentPercent, EmploymentDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "LoanAmount",
                                                    "CheckingStatus",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "CheckingStatus",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "LoanAmount",
                                            "CheckingStatus",
                                            "InstallmentPercent",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the Sex, LoanAmount, CheckingStatus, 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": "6",
                                "count": 9,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4419128256640778,
                                        "norm_importance": 24.701343241342308,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3740636839630606,
                                        "norm_importance": 20.908819375874575,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.3290992810456558,
                                        "norm_importance": 18.395470394803993,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3262668298522689,
                                        "norm_importance": 18.23714652394313,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.31768084004713054,
                                        "norm_importance": 17.757220464036,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanDuration, EmploymentDuration, LoanAmount, InstallmentPercent feature values are causing a drop in accuracy. The ExistingSavings, LoanDuration, EmploymentDuration, LoanAmount, InstallmentPercent feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "EmploymentDuration",
                                            "LoanAmount",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanDuration, EmploymentDuration, LoanAmount, InstallmentPercent feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "3",
                                "count": 8,
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.3961904750109768,
                                        "norm_importance": 28.956154496177284,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2741125986046947,
                                        "norm_importance": 20.03391614683887,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.24694299702096428,
                                        "norm_importance": 18.04818647719882,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.23717330021158378,
                                        "norm_importance": 17.334154040691114,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2138233461302412,
                                        "norm_importance": 15.627588839093908,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, Sex, LoanAmount, InstallmentPercent, ExistingSavings feature values are causing a drop in accuracy. The EmploymentDuration, Sex, LoanAmount, InstallmentPercent, 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": [
                                                [
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "InstallmentPercent",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "InstallmentPercent",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "Sex",
                                            "LoanAmount",
                                            "InstallmentPercent",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, Sex, LoanAmount, InstallmentPercent, 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": "8",
                                "count": 4,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.5816725231738791,
                                        "norm_importance": 31.197339558956433,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.3676225714690857,
                                        "norm_importance": 19.717015562430852,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3344639881172576,
                                        "norm_importance": 17.938592922701467,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2985723672803889,
                                        "norm_importance": 16.01358694775981,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.2821625465536818,
                                        "norm_importance": 15.13346500815145,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, Age, LoanDuration, LoanAmount, CurrentResidenceDuration feature values are causing a drop in accuracy. The Sex feature(s) have some impact on drift. The Age, LoanDuration, LoanAmount, 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",
                                                    "Age",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "Age",
                                            "LoanDuration",
                                            "LoanAmount",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the Sex, Age, LoanDuration, LoanAmount, 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": 1,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.5524937371504018,
                                        "norm_importance": 22.42464887692117,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.5193857178680056,
                                        "norm_importance": 21.080858608370193,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.5086289867532002,
                                        "norm_importance": 20.64426376196147,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.4509457792790838,
                                        "norm_importance": 18.303014283961453,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPlans",
                                        "importance": 0.4323245439270428,
                                        "norm_importance": 17.547214468785704,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration, Sex, InstallmentPercent, InstallmentPlans feature values are causing a drop in accuracy. The ExistingSavings, EmploymentDuration, Sex, InstallmentPercent, InstallmentPlans 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",
                                                    "InstallmentPercent",
                                                    "InstallmentPlans"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "InstallmentPercent",
                                                    "InstallmentPlans"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "Sex",
                                            "InstallmentPercent",
                                            "InstallmentPlans"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration, Sex, InstallmentPercent, InstallmentPlans 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": 80
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 8,
                                "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": [
                                            "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."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "LoanAmount"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "LoanAmount"
                                        ],
                                        "message": "For the EmploymentDuration feature the value of the LoanAmount feature is outside of its typical value ranges."
                                    },
                                    {
                                        "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": [
                                            "CheckingStatus",
                                            "CreditHistory"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "CreditHistory"
                                        ],
                                        "message": "The values of the CheckingStatus and CreditHistory 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": "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": "EmploymentDuration",
                                        "count": 5,
                                        "norm_importance": 31.25,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 6.25,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, CheckingStatus, CreditHistory, CurrentResidenceDuration, ExistingSavings feature values are unexpected compared to the training data. The EmploymentDuration feature(s) have some impact on drift. The CheckingStatus, CreditHistory, CurrentResidenceDuration, ExistingSavings feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "CheckingStatus",
                                            "CreditHistory",
                                            "CurrentResidenceDuration",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, CheckingStatus, CreditHistory, 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."
                                }
                            },
                            {
                                "id": "2",
                                "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",
                                            "CreditHistory"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "CreditHistory"
                                        ],
                                        "message": "The values of the CheckingStatus and CreditHistory 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": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CheckingStatus, InstallmentPercent, CreditHistory feature values are unexpected compared to the training data. The CheckingStatus, InstallmentPercent feature(s) have some impact on drift. The CreditHistory feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "InstallmentPercent",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "InstallmentPercent",
                                            "CreditHistory"
                                        ]
                                    ],
                                    "message": "Review the CheckingStatus, InstallmentPercent, CreditHistory features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "3",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the LoanPurpose and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the EmploymentDuration and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, LoanPurpose, InstallmentPercent feature values are unexpected compared to the training data. The EmploymentDuration feature(s) have some impact on drift. The LoanPurpose, InstallmentPercent feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "LoanPurpose",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanPurpose",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "LoanPurpose",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, LoanPurpose, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "7",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration feature values are unexpected compared to the training data. The ExistingSavings, EmploymentDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "8",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "Age"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "Age"
                                        ],
                                        "message": "The values of the InstallmentPercent and Age features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "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 InstallmentPercent, Age feature values are unexpected compared to the training data. The InstallmentPercent, Age feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "Age"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the 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": "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."
                                    },
                                    {
                                        "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",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the EmploymentDuration and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The OwnsProperty, EmploymentDuration, ExistingSavings, InstallmentPercent feature values are unexpected compared to the training data. The OwnsProperty, EmploymentDuration feature(s) have some impact on drift. The ExistingSavings, InstallmentPercent feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "OwnsProperty",
                                            "EmploymentDuration",
                                            "ExistingSavings",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the OwnsProperty, 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."
                                }
                            },
                            {
                                "id": "4",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, InstallmentPercent feature values are unexpected compared to the training data. The CreditHistory, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "5",
                                "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."
                                }
                            },
                            {
                                "id": "6",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the ExistingSavings and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "CreditHistory",
                                            "LoanAmount"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "LoanAmount"
                                        ],
                                        "message": "For the CreditHistory feature the value of the LoanAmount feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, InstallmentPercent, ExistingSavings, LoanAmount, CurrentResidenceDuration feature values are unexpected compared to the training data. The CreditHistory, InstallmentPercent, ExistingSavings, LoanAmount, CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "InstallmentPercent",
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, InstallmentPercent, ExistingSavings, LoanAmount, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            }
                        ],
                        "count": 22
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "2",
                                "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": 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": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPercent and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, CurrentResidenceDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The InstallmentPercent, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "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."
                                    },
                                    {
                                        "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",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the EmploymentDuration and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The OwnsProperty, EmploymentDuration, ExistingSavings, InstallmentPercent feature values are unexpected compared to the training data and causing a drop in accuracy. The OwnsProperty, EmploymentDuration feature(s) have some impact on drift. The ExistingSavings, InstallmentPercent feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "OwnsProperty",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "OwnsProperty",
                                            "EmploymentDuration",
                                            "ExistingSavings",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the OwnsProperty, 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": "3",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "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 CreditHistory, InstallmentPercent feature values are unexpected compared to the training data and causing a drop in accuracy. The CreditHistory, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "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 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": -0.010222222222222244,
                "predicted_accuracy": 0.8102222222222223,
                "data_drift_magnitude": 0.04722222222222222
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "5",
                                "count": 15,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2849227759454341,
                                        "norm_importance": 22.355261085104377,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.2566896124293792,
                                        "norm_importance": 20.140065267341026,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.25475612681658466,
                                        "norm_importance": 19.988362492668518,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.24350959481865037,
                                        "norm_importance": 19.105950904891657,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.23464413717266136,
                                        "norm_importance": 18.410360249994433,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, Age, ExistingSavings, Sex, EmploymentDuration feature values are causing a drop in accuracy. The LoanDuration, Age, ExistingSavings, Sex, 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",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "Age",
                                            "ExistingSavings",
                                            "Sex",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, Age, ExistingSavings, Sex, EmploymentDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "1",
                                "count": 13,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.4178387170478113,
                                        "norm_importance": 24.285364431186597,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4059156509632623,
                                        "norm_importance": 23.592379331466265,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.34736618326907526,
                                        "norm_importance": 20.18940324956666,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.2772830991438211,
                                        "norm_importance": 16.116077420719268,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.27213349956104055,
                                        "norm_importance": 15.816775567061217,
                                        "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": "4",
                                "count": 10,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3110831643094704,
                                        "norm_importance": 24.083722771848016,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2809102081590233,
                                        "norm_importance": 21.747765077873986,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2470394210377438,
                                        "norm_importance": 19.125525301883826,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.22762631431196825,
                                        "norm_importance": 17.622583535293206,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2250148051247809,
                                        "norm_importance": 17.420403313100962,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, Sex, InstallmentPercent, LoanAmount, LoanDuration feature values are causing a drop in accuracy. The ExistingSavings, Sex, InstallmentPercent, LoanAmount, LoanDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "InstallmentPercent",
                                                    "LoanAmount",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "InstallmentPercent",
                                                    "LoanAmount",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "Sex",
                                            "InstallmentPercent",
                                            "LoanAmount",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, Sex, InstallmentPercent, LoanAmount, LoanDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "2",
                                "count": 8,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.43087521899886405,
                                        "norm_importance": 23.926145394824683,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.42257969483482916,
                                        "norm_importance": 23.46550178265282,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3429761399755553,
                                        "norm_importance": 19.045182062402414,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.3135409927258753,
                                        "norm_importance": 17.410672622638664,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2908830928475197,
                                        "norm_importance": 16.152498137481405,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, EmploymentDuration, ExistingSavings, Age, Sex feature values are causing a drop in accuracy. The LoanAmount, EmploymentDuration, ExistingSavings, Age, 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",
                                                    "ExistingSavings",
                                                    "Age",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "Age",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "ExistingSavings",
                                            "Age",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, EmploymentDuration, ExistingSavings, Age, 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": "8",
                                "count": 6,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.6032727052012006,
                                        "norm_importance": 28.684913839661203,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.42290600500765346,
                                        "norm_importance": 20.10868751616069,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.400824548804438,
                                        "norm_importance": 19.05874001616193,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.34590206868991774,
                                        "norm_importance": 16.44724011510129,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.3301956562261385,
                                        "norm_importance": 15.700418512914885,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, LoanDuration, ExistingSavings, InstallmentPercent, CheckingStatus feature values are causing a drop in accuracy. The LoanAmount, LoanDuration, ExistingSavings, InstallmentPercent, CheckingStatus feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "LoanDuration",
                                            "ExistingSavings",
                                            "InstallmentPercent",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, LoanDuration, ExistingSavings, InstallmentPercent, CheckingStatus feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "7",
                                "count": 5,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.6420854050309563,
                                        "norm_importance": 36.884502992908466,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.30876068309527593,
                                        "norm_importance": 17.736712671690622,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.29574409534914714,
                                        "norm_importance": 16.988976675952802,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2583978941816055,
                                        "norm_importance": 14.843629564891248,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "importance": 0.235811859797522,
                                        "norm_importance": 13.546178094556865,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, LoanAmount, Age, ExistingSavings, OwnsProperty feature values are causing a drop in accuracy. The Sex feature(s) have some impact on drift. The LoanAmount, Age, ExistingSavings, OwnsProperty feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "LoanAmount",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "LoanAmount",
                                            "Age",
                                            "ExistingSavings",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the Sex, LoanAmount, Age, ExistingSavings, OwnsProperty feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "3",
                                "count": 4,
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.6139550608694558,
                                        "norm_importance": 25.867198494603716,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.5119496029199628,
                                        "norm_importance": 21.569497251493466,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.5034660850291589,
                                        "norm_importance": 21.212069069529825,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "importance": 0.3864205545118795,
                                        "norm_importance": 16.28069841430784,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.35769750334312267,
                                        "norm_importance": 15.070536770065162,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, ExistingSavings, LoanAmount, LoanPurpose, LoanDuration feature values are causing a drop in accuracy. The InstallmentPercent, ExistingSavings, LoanAmount, 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",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "LoanPurpose",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "LoanPurpose",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "LoanPurpose",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, ExistingSavings, LoanAmount, 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."
                                }
                            },
                            {
                                "id": "6",
                                "count": 4,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.8323308077748877,
                                        "norm_importance": 42.14108463711101,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3274511552020505,
                                        "norm_importance": 16.578921165707353,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.32351620776193835,
                                        "norm_importance": 16.379693945511512,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingCreditsCount",
                                        "importance": 0.256250970987126,
                                        "norm_importance": 12.974040797046854,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.23555618587134697,
                                        "norm_importance": 11.92625945462328,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, EmploymentDuration, ExistingCreditsCount, LoanDuration feature values are causing a drop in accuracy. The LoanAmount feature(s) have some impact on drift. The ExistingSavings, EmploymentDuration, ExistingCreditsCount, LoanDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "ExistingCreditsCount",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "ExistingCreditsCount",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "ExistingCreditsCount",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, EmploymentDuration, ExistingCreditsCount, LoanDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "0",
                                "count": 3,
                                "top_features": [
                                    {
                                        "feature": "Job",
                                        "importance": 0.7520443321123805,
                                        "norm_importance": 28.30647976490343,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.684391038414662,
                                        "norm_importance": 25.760051971604973,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "importance": 0.45605326946980523,
                                        "norm_importance": 17.165560715955262,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.40742266376527553,
                                        "norm_importance": 15.335135038171469,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "importance": 0.3568808454503811,
                                        "norm_importance": 13.43277250936486,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Job, InstallmentPercent, CreditHistory, EmploymentDuration, OwnsProperty feature values are causing a drop in accuracy. The Job, InstallmentPercent, CreditHistory, EmploymentDuration, 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": [
                                                [
                                                    "Job",
                                                    "InstallmentPercent",
                                                    "CreditHistory",
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Job",
                                                    "InstallmentPercent",
                                                    "CreditHistory",
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Job",
                                            "InstallmentPercent",
                                            "CreditHistory",
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the Job, InstallmentPercent, CreditHistory, EmploymentDuration, 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."
                                }
                            }
                        ],
                        "count": 68
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 6,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPercent and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "CurrentResidenceDuration",
                                            "LoanDuration"
                                        ],
                                        "columns": [
                                            "CurrentResidenceDuration",
                                            "LoanDuration"
                                        ],
                                        "message": "For the CurrentResidenceDuration feature the value of the LoanDuration feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "Age"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "Age"
                                        ],
                                        "message": "The values of the InstallmentPercent and Age 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",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings 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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "count": 1,
                                        "norm_importance": 8.333333333333334,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 1,
                                        "norm_importance": 8.333333333333334,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 8.333333333333334,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CurrentResidenceDuration, InstallmentPercent, LoanDuration, CheckingStatus, CreditHistory feature values are unexpected compared to the training data. The CurrentResidenceDuration, InstallmentPercent, LoanDuration, CheckingStatus, CreditHistory feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "InstallmentPercent",
                                                    "LoanDuration",
                                                    "CheckingStatus",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "InstallmentPercent",
                                                    "LoanDuration",
                                                    "CheckingStatus",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CurrentResidenceDuration",
                                            "InstallmentPercent",
                                            "LoanDuration",
                                            "CheckingStatus",
                                            "CreditHistory"
                                        ]
                                    ],
                                    "message": "Review the CurrentResidenceDuration, InstallmentPercent, LoanDuration, CheckingStatus, CreditHistory features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "1",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Housing",
                                        "count": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 3,
                                        "norm_importance": 37.5,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Housing, OwnsProperty, CreditHistory feature values are unexpected compared to the training data. The Housing, OwnsProperty feature(s) have some impact on drift. The CreditHistory feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "OwnsProperty",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Housing",
                                            "OwnsProperty",
                                            "CreditHistory"
                                        ]
                                    ],
                                    "message": "Review the Housing, OwnsProperty, CreditHistory features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "3",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the EmploymentDuration and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, InstallmentPercent feature values are unexpected compared to the training data. The EmploymentDuration, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "4",
                                "count": 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": "2",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, InstallmentPercent feature values are unexpected compared to the training data. The CreditHistory, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "5",
                                "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."
                                }
                            },
                            {
                                "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": [
                                            "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": 17
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "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",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "message": "The values of the CreditHistory and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Housing",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The Housing, OwnsProperty, CreditHistory feature values are unexpected compared to the training data and causing a drop in accuracy. The Housing, OwnsProperty feature(s) have some impact on drift. The CreditHistory feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "OwnsProperty",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "Housing",
                                            "OwnsProperty",
                                            "CreditHistory"
                                        ]
                                    ],
                                    "message": "Review the Housing, OwnsProperty, CreditHistory features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "0",
                                "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."
                                }
                            }
                        ],
                        "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": 0.0314444444444445,
                "predicted_accuracy": 0.7685555555555555,
                "data_drift_magnitude": 0.05277777777777778
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "count": 16,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3174532298600959,
                                        "norm_importance": 23.310252806035727,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.28582896389585727,
                                        "norm_importance": 20.988116613700907,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2721209284377703,
                                        "norm_importance": 19.981550159351297,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.25286446804904655,
                                        "norm_importance": 18.56756876748332,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.23359335781995394,
                                        "norm_importance": 17.152511653428746,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, LoanDuration, ExistingSavings, InstallmentPercent, LoanAmount feature values are causing a drop in accuracy. The Sex, LoanDuration, 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",
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "LoanDuration",
                                            "ExistingSavings",
                                            "InstallmentPercent",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the Sex, LoanDuration, 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": "3",
                                "count": 15,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3266325546162558,
                                        "norm_importance": 24.893010459701014,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2695643743488114,
                                        "norm_importance": 20.543784431136327,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.25924895439678436,
                                        "norm_importance": 19.757635429351435,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.23987337550379048,
                                        "norm_importance": 18.281002187411705,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2168263940076301,
                                        "norm_importance": 16.524567492399513,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, InstallmentPercent, ExistingSavings, Sex, EmploymentDuration feature values are causing a drop in accuracy. The LoanDuration, InstallmentPercent, ExistingSavings, Sex, 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",
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "InstallmentPercent",
                                            "ExistingSavings",
                                            "Sex",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, InstallmentPercent, ExistingSavings, Sex, 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": 12,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.35905749162943307,
                                        "norm_importance": 28.767604827718902,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2713407387812187,
                                        "norm_importance": 21.739758475713515,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.21947324386372988,
                                        "norm_importance": 17.584146541761804,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.20875118663431982,
                                        "norm_importance": 16.725097747330327,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Telephone",
                                        "importance": 0.18950867911674527,
                                        "norm_importance": 15.183392407475448,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration, InstallmentPercent, LoanDuration, Telephone feature values are causing a drop in accuracy. The ExistingSavings, EmploymentDuration, InstallmentPercent, LoanDuration, Telephone 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",
                                                    "InstallmentPercent",
                                                    "LoanDuration",
                                                    "Telephone"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent",
                                                    "LoanDuration",
                                                    "Telephone"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "InstallmentPercent",
                                            "LoanDuration",
                                            "Telephone"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration, InstallmentPercent, LoanDuration, Telephone feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "5",
                                "count": 12,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4905336432663236,
                                        "norm_importance": 33.37659258110718,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.27603918694866575,
                                        "norm_importance": 18.782090903811017,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.2743894014364368,
                                        "norm_importance": 18.669837198802693,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.21465138969186584,
                                        "norm_importance": 14.605179642743021,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.21407997327484196,
                                        "norm_importance": 14.566299673536081,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, Sex, Age, LoanAmount, InstallmentPercent feature values are causing a drop in accuracy. The ExistingSavings feature(s) have some impact on drift. The Sex, Age, LoanAmount, InstallmentPercent feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "Age",
                                                    "LoanAmount",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "Age",
                                                    "LoanAmount",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "Sex",
                                            "Age",
                                            "LoanAmount",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, Sex, Age, LoanAmount, InstallmentPercent feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "0",
                                "count": 10,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.602370126228827,
                                        "norm_importance": 33.0816932242559,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.37265734634450876,
                                        "norm_importance": 20.466048153342744,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.33075014930329616,
                                        "norm_importance": 18.164537875790913,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.2791725332455791,
                                        "norm_importance": 15.331935797161812,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.23590623861026513,
                                        "norm_importance": 12.955784949448624,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, ExistingSavings, CheckingStatus, Age, EmploymentDuration feature values are causing a drop in accuracy. The LoanDuration feature(s) have some impact on drift. The ExistingSavings, CheckingStatus, Age, EmploymentDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "CheckingStatus",
                                                    "Age",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "CheckingStatus",
                                                    "Age",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "ExistingSavings",
                                            "CheckingStatus",
                                            "Age",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, ExistingSavings, CheckingStatus, Age, EmploymentDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "7",
                                "count": 6,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.6074491758980827,
                                        "norm_importance": 29.33282312825402,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.43283834588426123,
                                        "norm_importance": 20.90112415442516,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.4045808195726439,
                                        "norm_importance": 19.536609962574936,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.3151435871273843,
                                        "norm_importance": 15.217818161567534,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.3108735544528665,
                                        "norm_importance": 15.011624593178349,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, LoanDuration, EmploymentDuration, InstallmentPercent feature values are causing a drop in accuracy. The LoanAmount, ExistingSavings, LoanDuration, 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": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, LoanDuration, 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": "8",
                                "count": 5,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.6957142839100697,
                                        "norm_importance": 39.65751520722865,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3404090462573531,
                                        "norm_importance": 19.404196867652935,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.291622638054175,
                                        "norm_importance": 16.62324530467814,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2243345195111231,
                                        "norm_importance": 12.787648356187397,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Job",
                                        "importance": 0.20222580270086926,
                                        "norm_importance": 11.527394264252887,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, Sex, Age, ExistingSavings, Job feature values are causing a drop in accuracy. The LoanAmount feature(s) have some impact on drift. The Sex, Age, ExistingSavings, 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",
                                                    "Sex",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "Job"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "Job"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "Sex",
                                            "Age",
                                            "ExistingSavings",
                                            "Job"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, Sex, Age, ExistingSavings, 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": "4",
                                "count": 4,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.5407003481947363,
                                        "norm_importance": 26.98139013983466,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.41246242252453236,
                                        "norm_importance": 20.582212638316317,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.4117179681521816,
                                        "norm_importance": 20.545063755522428,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "importance": 0.3478321672645615,
                                        "norm_importance": 17.357109976872625,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.29126222410184677,
                                        "norm_importance": 14.534223489453979,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, Age, CheckingStatus, CreditHistory, Sex feature values are causing a drop in accuracy. The ExistingSavings, Age, CheckingStatus, CreditHistory, 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",
                                                    "Age",
                                                    "CheckingStatus",
                                                    "CreditHistory",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Age",
                                                    "CheckingStatus",
                                                    "CreditHistory",
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "Age",
                                            "CheckingStatus",
                                            "CreditHistory",
                                            "Sex"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, Age, CheckingStatus, CreditHistory, 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": 3,
                                "top_features": [
                                    {
                                        "feature": "Job",
                                        "importance": 0.670764492791482,
                                        "norm_importance": 27.250842946647346,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.5642687017764575,
                                        "norm_importance": 22.924287044214424,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "importance": 0.4168282050690692,
                                        "norm_importance": 16.934289268649795,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.40975020568403364,
                                        "norm_importance": 16.64673461766437,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "importance": 0.39983332724389964,
                                        "norm_importance": 16.24384612282406,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Job, InstallmentPercent, CreditHistory, EmploymentDuration, OwnsProperty feature values are causing a drop in accuracy. The Job, InstallmentPercent, CreditHistory, EmploymentDuration, 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": [
                                                [
                                                    "Job",
                                                    "InstallmentPercent",
                                                    "CreditHistory",
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Job",
                                                    "InstallmentPercent",
                                                    "CreditHistory",
                                                    "EmploymentDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Job",
                                            "InstallmentPercent",
                                            "CreditHistory",
                                            "EmploymentDuration",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the Job, InstallmentPercent, CreditHistory, EmploymentDuration, 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."
                                }
                            }
                        ],
                        "count": 83
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 6,
                                "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",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the EmploymentDuration and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "Age"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "Age"
                                        ],
                                        "message": "The values of the CheckingStatus and Age 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": [
                                            "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": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 1,
                                        "norm_importance": 8.333333333333334,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 1,
                                        "norm_importance": 8.333333333333334,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 8.333333333333334,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration, CheckingStatus, Age, CurrentResidenceDuration feature values are unexpected compared to the training data. The ExistingSavings, EmploymentDuration, CheckingStatus, Age, CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "Age",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "Age",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "CheckingStatus",
                                            "Age",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration, CheckingStatus, 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": "1",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "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": "2",
                                "count": 2,
                                "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": "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "count": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Telephone",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Age, Telephone, LoanDuration, OwnsProperty feature values are unexpected compared to the training data. The Age feature(s) have some impact on drift. The Telephone, LoanDuration, OwnsProperty feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "Telephone",
                                                    "LoanDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Telephone",
                                                    "LoanDuration",
                                                    "OwnsProperty"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "Telephone",
                                            "LoanDuration",
                                            "OwnsProperty"
                                        ]
                                    ],
                                    "message": "Review the Age, Telephone, LoanDuration, 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": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPercent and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "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 InstallmentPercent, CurrentResidenceDuration feature values are unexpected compared to the training data. The InstallmentPercent, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "6",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the CreditHistory and ExistingSavings features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, ExistingSavings, InstallmentPercent feature values are unexpected compared to the training data. The CreditHistory, ExistingSavings feature(s) have some impact on drift. The InstallmentPercent feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "ExistingSavings",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "ExistingSavings",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, ExistingSavings, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "4",
                                "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": "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": "7",
                                "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."
                                }
                            },
                            {
                                "id": "8",
                                "count": 1,
                                "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CheckingStatus, CreditHistory feature values are unexpected compared to the training data. The CheckingStatus, CreditHistory feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "CreditHistory"
                                        ]
                                    ],
                                    "message": "Review the CheckingStatus, CreditHistory features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            }
                        ],
                        "count": 19
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the CreditHistory and ExistingSavings features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, CreditHistory, CurrentResidenceDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The ExistingSavings feature(s) have some impact on drift. The CreditHistory, CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, 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": "1",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the CreditHistory and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the EmploymentDuration and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CurrentResidenceDuration, CreditHistory, ExistingSavings, EmploymentDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The CurrentResidenceDuration feature(s) have some impact on drift. The CreditHistory, ExistingSavings, EmploymentDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "CreditHistory",
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CurrentResidenceDuration",
                                            "CreditHistory",
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the CurrentResidenceDuration, CreditHistory, ExistingSavings, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            }
                        ],
                        "count": 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": 0.020333333333333314,
                "predicted_accuracy": 0.7796666666666667,
                "data_drift_magnitude": 0.04722222222222222
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "count": 13,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.39887009685760266,
                                        "norm_importance": 24.348860966625846,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.32567093295094945,
                                        "norm_importance": 19.880448120243315,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.32512955634217316,
                                        "norm_importance": 19.84740000788411,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.299235233787496,
                                        "norm_importance": 18.266691740515835,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.28924102152725967,
                                        "norm_importance": 17.656599164730896,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, Age, CurrentResidenceDuration, EmploymentDuration, LoanAmount feature values are causing a drop in accuracy. The LoanDuration, Age, CurrentResidenceDuration, EmploymentDuration, 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",
                                                    "Age",
                                                    "CurrentResidenceDuration",
                                                    "EmploymentDuration",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "Age",
                                                    "CurrentResidenceDuration",
                                                    "EmploymentDuration",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "Age",
                                            "CurrentResidenceDuration",
                                            "EmploymentDuration",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, Age, CurrentResidenceDuration, EmploymentDuration, 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": 11,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3100355802342594,
                                        "norm_importance": 23.600584448746883,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2885282945028917,
                                        "norm_importance": 21.96340295885805,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.26185475485327414,
                                        "norm_importance": 19.93295495488333,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2566904159244426,
                                        "norm_importance": 19.53983421396789,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Telephone",
                                        "importance": 0.19656850729133557,
                                        "norm_importance": 14.963223423543862,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, EmploymentDuration, ExistingSavings, LoanDuration, Telephone feature values are causing a drop in accuracy. The LoanAmount, EmploymentDuration, ExistingSavings, LoanDuration, Telephone 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",
                                                    "LoanDuration",
                                                    "Telephone"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "Telephone"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "Telephone"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, EmploymentDuration, ExistingSavings, LoanDuration, Telephone 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": "LoanAmount",
                                        "importance": 0.5142948595269078,
                                        "norm_importance": 29.568149627443745,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3407394489329162,
                                        "norm_importance": 19.589997495384395,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3397688830319039,
                                        "norm_importance": 19.534197136401954,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.3222763630563835,
                                        "norm_importance": 18.52850664890025,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2222746695307733,
                                        "norm_importance": 12.779149091869657,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, Sex, Age, InstallmentPercent feature values are causing a drop in accuracy. The LoanAmount, ExistingSavings, Sex, 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",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "Age",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "Age",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "Sex",
                                            "Age",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, Sex, 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": "0",
                                "count": 9,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.5540966393134338,
                                        "norm_importance": 30.51726408205619,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.4100038123116984,
                                        "norm_importance": 22.58124978066899,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3644619645583013,
                                        "norm_importance": 20.073000323683843,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2577753557678025,
                                        "norm_importance": 14.197159931450418,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.22934478013978302,
                                        "norm_importance": 12.631325882140551,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, Sex, LoanAmount, LoanDuration, CurrentResidenceDuration feature values are causing a drop in accuracy. The ExistingSavings feature(s) have some impact on drift. The Sex, LoanAmount, LoanDuration, 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": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "LoanDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "LoanAmount",
                                                    "LoanDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "Sex",
                                            "LoanAmount",
                                            "LoanDuration",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, Sex, LoanAmount, LoanDuration, CurrentResidenceDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "4",
                                "count": 9,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2985311415553998,
                                        "norm_importance": 24.912665803216985,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.23492162172481024,
                                        "norm_importance": 19.604399800594596,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.23202055461034188,
                                        "norm_importance": 19.362303397790868,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.22542662202353586,
                                        "norm_importance": 18.812034377251997,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2074107664289096,
                                        "norm_importance": 17.30859662114557,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, Age, EmploymentDuration, LoanDuration, InstallmentPercent feature values are causing a drop in accuracy. The Sex, Age, EmploymentDuration, 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": [
                                                [
                                                    "Sex",
                                                    "Age",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "Age",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "Age",
                                            "EmploymentDuration",
                                            "LoanDuration",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the Sex, Age, EmploymentDuration, 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": "2",
                                "count": 8,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4894197916616612,
                                        "norm_importance": 24.50932005356936,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "importance": 0.41884468698586624,
                                        "norm_importance": 20.97503750557424,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.39141825258560586,
                                        "norm_importance": 19.601567796958726,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.35999664094628475,
                                        "norm_importance": 18.028026331354344,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.33719279967989724,
                                        "norm_importance": 16.886048312543327,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanPurpose, LoanDuration, EmploymentDuration, InstallmentPercent feature values are causing a drop in accuracy. The ExistingSavings, LoanPurpose, LoanDuration, 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",
                                                    "LoanPurpose",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanPurpose",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanPurpose",
                                            "LoanDuration",
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanPurpose, LoanDuration, 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": "3",
                                "count": 8,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.7190083202981552,
                                        "norm_importance": 37.49864724599756,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.4087897086441996,
                                        "norm_importance": 21.319726976019375,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.28785637297393724,
                                        "norm_importance": 15.012656019315429,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.26674009340010946,
                                        "norm_importance": 13.911372631442426,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2350301935832736,
                                        "norm_importance": 12.257597127225216,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, EmploymentDuration, Sex, InstallmentPercent, LoanDuration feature values are causing a drop in accuracy. The LoanAmount feature(s) have some impact on drift. The EmploymentDuration, Sex, InstallmentPercent, LoanDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "InstallmentPercent",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "InstallmentPercent",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "Sex",
                                            "InstallmentPercent",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, EmploymentDuration, Sex, InstallmentPercent, LoanDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "7",
                                "count": 6,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.6089069055444172,
                                        "norm_importance": 33.987440831992515,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.32803302170276366,
                                        "norm_importance": 18.309864471144717,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.30155201698650447,
                                        "norm_importance": 16.831770574080316,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "importance": 0.28492109918654235,
                                        "norm_importance": 15.903480338641835,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2681514010884943,
                                        "norm_importance": 14.96744378414063,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, CheckingStatus, ExistingSavings, CreditHistory, InstallmentPercent feature values are causing a drop in accuracy. The Sex feature(s) have some impact on drift. The CheckingStatus, ExistingSavings, CreditHistory, InstallmentPercent feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "CheckingStatus",
                                                    "ExistingSavings",
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Sex"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "ExistingSavings",
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "CheckingStatus",
                                            "ExistingSavings",
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the Sex, CheckingStatus, ExistingSavings, CreditHistory, 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": "ExistingSavings",
                                        "importance": 0.5541911617392964,
                                        "norm_importance": 30.06615025163114,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.4676289820314291,
                                        "norm_importance": 25.369952114805294,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.34904122140303223,
                                        "norm_importance": 18.936292260202407,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2576236704551551,
                                        "norm_importance": 13.97667902167875,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.21475447824676386,
                                        "norm_importance": 11.650926351682404,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanAmount, EmploymentDuration, LoanDuration, CurrentResidenceDuration feature values are causing a drop in accuracy. The ExistingSavings feature(s) have some impact on drift. The LoanAmount, EmploymentDuration, LoanDuration, 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": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "LoanDuration",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanAmount, EmploymentDuration, LoanDuration, 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."
                                }
                            }
                        ],
                        "count": 79
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 7,
                                "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": [
                                            "CreditHistory",
                                            "Telephone"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "Telephone"
                                        ],
                                        "message": "The values of the CreditHistory and Telephone features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "Age"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "Age"
                                        ],
                                        "message": "The values of the CreditHistory and Age features rarely occur together."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "LoanAmount"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "LoanAmount"
                                        ],
                                        "message": "For the EmploymentDuration feature the value of the LoanAmount feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CheckingStatus and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings 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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 14.285714285714286,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 2,
                                        "norm_importance": 14.285714285714286,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 2,
                                        "norm_importance": 14.285714285714286,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 14.285714285714286,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Telephone",
                                        "count": 2,
                                        "norm_importance": 14.285714285714286,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, CheckingStatus, Age, CreditHistory, Telephone feature values are unexpected compared to the training data. The EmploymentDuration, CheckingStatus, Age, CreditHistory, Telephone feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "Age",
                                                    "CreditHistory",
                                                    "Telephone"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CheckingStatus",
                                                    "Age",
                                                    "CreditHistory",
                                                    "Telephone"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "CheckingStatus",
                                            "Age",
                                            "CreditHistory",
                                            "Telephone"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, CheckingStatus, Age, 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": "2",
                                "count": 3,
                                "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": 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 LoanPurpose, EmploymentDuration feature values are unexpected compared to the training data. The LoanPurpose, EmploymentDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "LoanPurpose",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanPurpose",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanPurpose, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "1",
                                "count": 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": "3",
                                "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": "4",
                                "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Telephone",
                                        "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 Telephone, Age feature values are unexpected compared to the training data. The Telephone, Age feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Telephone",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Telephone",
                                                    "Age"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Telephone",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the Telephone, Age features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "5",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ForeignWorker",
                                        "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 ForeignWorker, LoanAmount feature values are unexpected compared to the training data. The ForeignWorker, LoanAmount feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "ForeignWorker",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ForeignWorker",
                                                    "LoanAmount"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "ForeignWorker",
                                            "LoanAmount"
                                        ]
                                    ],
                                    "message": "Review the ForeignWorker, 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."
                                }
                            },
                            {
                                "id": "6",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, InstallmentPercent feature values are unexpected compared to the training data. The CreditHistory, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "7",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the Housing and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Housing",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The Housing, CurrentResidenceDuration feature values are unexpected compared to the training data. The Housing, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the Housing, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            }
                        ],
                        "count": 17
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the LoanPurpose and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "LoanPurpose",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The LoanPurpose, EmploymentDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The LoanPurpose, EmploymentDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "LoanPurpose",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanPurpose",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "LoanPurpose",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanPurpose, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "0",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and EmploymentDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, EmploymentDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The ExistingSavings, EmploymentDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, EmploymentDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            },
                            {
                                "id": "2",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "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": "3",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the Housing and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Housing",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The Housing, CurrentResidenceDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The Housing, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the Housing, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            }
                        ],
                        "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": 0.05366666666666664,
                "predicted_accuracy": 0.7463333333333334,
                "data_drift_magnitude": 0.03888888888888889
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 15,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.45533887330572675,
                                        "norm_importance": 24.849592955794645,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.4473117660388024,
                                        "norm_importance": 24.41152285045215,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.33526682317893847,
                                        "norm_importance": 18.296799539856497,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.31004467075794356,
                                        "norm_importance": 16.920329710736702,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.2844174719529146,
                                        "norm_importance": 15.521754943159996,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, Sex, ExistingSavings, EmploymentDuration, Age feature values are causing a drop in accuracy. The LoanAmount, Sex, 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": [
                                                [
                                                    "LoanAmount",
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "Sex",
                                                    "ExistingSavings",
                                                    "EmploymentDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "Sex",
                                            "ExistingSavings",
                                            "EmploymentDuration",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, Sex, 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": "8",
                                "count": 15,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.44101301432699086,
                                        "norm_importance": 26.913764873887846,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.4136516974954367,
                                        "norm_importance": 25.243981842726786,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.28897946100844857,
                                        "norm_importance": 17.63559127349822,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2562716714551424,
                                        "norm_importance": 15.639528279924992,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.23869925246274037,
                                        "norm_importance": 14.567133729962151,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanDuration, EmploymentDuration, LoanAmount, CurrentResidenceDuration feature values are causing a drop in accuracy. The ExistingSavings, LoanDuration, EmploymentDuration, LoanAmount, 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": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "EmploymentDuration",
                                            "LoanAmount",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanDuration, EmploymentDuration, LoanAmount, CurrentResidenceDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "4",
                                "count": 12,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.32577840130964214,
                                        "norm_importance": 21.911022625798676,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3145602147944406,
                                        "norm_importance": 21.156516072979713,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.28728686255615876,
                                        "norm_importance": 19.322180108495736,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2836665924239461,
                                        "norm_importance": 19.078689992332325,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.2755321948268938,
                                        "norm_importance": 18.53159120039354,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, LoanAmount, Sex, EmploymentDuration, ExistingSavings feature values are causing a drop in accuracy. The LoanDuration, LoanAmount, Sex, EmploymentDuration, 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",
                                                    "LoanAmount",
                                                    "Sex",
                                                    "EmploymentDuration",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "Sex",
                                                    "EmploymentDuration",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "LoanAmount",
                                            "Sex",
                                            "EmploymentDuration",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, LoanAmount, Sex, EmploymentDuration, 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": 11,
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.5083699421269426,
                                        "norm_importance": 28.302032566182504,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.40696610399790034,
                                        "norm_importance": 22.656665892738587,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3594236880474544,
                                        "norm_importance": 20.009878793416878,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2645811110526741,
                                        "norm_importance": 14.729791439045572,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.2568903651594836,
                                        "norm_importance": 14.301631308616457,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, LoanAmount, ExistingSavings, Sex, Age feature values are causing a drop in accuracy. The EmploymentDuration, LoanAmount, 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": [
                                                [
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "Sex",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, LoanAmount, 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": "5",
                                "count": 11,
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2864453581007639,
                                        "norm_importance": 22.557831364150857,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.28197556918605077,
                                        "norm_importance": 22.205831439139047,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2617786573718051,
                                        "norm_importance": 20.615306342823427,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.23298418409026891,
                                        "norm_importance": 18.347715494742904,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "importance": 0.2066428979934911,
                                        "norm_importance": 16.273315359143773,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, ExistingSavings, LoanAmount, Sex, CreditHistory feature values are causing a drop in accuracy. The InstallmentPercent, ExistingSavings, LoanAmount, Sex, 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": [
                                                [
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "Sex",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "Sex",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "Sex",
                                            "CreditHistory"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, ExistingSavings, LoanAmount, Sex, 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": "7",
                                "count": 8,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.48422653298990154,
                                        "norm_importance": 29.84738241577996,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.33245487190630213,
                                        "norm_importance": 20.49228413095546,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.313508703020739,
                                        "norm_importance": 19.324455626082628,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.26048320913786427,
                                        "norm_importance": 16.056001533046032,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.23166838864162512,
                                        "norm_importance": 14.279876294135917,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanDuration, LoanAmount, Sex, InstallmentPercent feature values are causing a drop in accuracy. The ExistingSavings, LoanDuration, LoanAmount, Sex, InstallmentPercent feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "Sex",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "Sex",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "LoanAmount",
                                            "Sex",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanDuration, LoanAmount, 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": "1",
                                "count": 7,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.48785324202360325,
                                        "norm_importance": 27.068142646609513,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.3900126138787109,
                                        "norm_importance": 21.639534509714746,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.35003646652028786,
                                        "norm_importance": 19.421490298977854,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.31948053882754446,
                                        "norm_importance": 17.726119359028974,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.2549323119511095,
                                        "norm_importance": 14.144713185668909,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, Age, LoanDuration, ExistingSavings, CheckingStatus feature values are causing a drop in accuracy. The LoanAmount, Age, LoanDuration, ExistingSavings, 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",
                                                    "Age",
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "Age",
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "Age",
                                            "LoanDuration",
                                            "ExistingSavings",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, Age, LoanDuration, ExistingSavings, 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": "6",
                                "count": 7,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.39476185016425525,
                                        "norm_importance": 24.951463397662867,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.35557839119688134,
                                        "norm_importance": 22.4748192087387,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.32227163245127793,
                                        "norm_importance": 20.369619905944063,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.30530153156865925,
                                        "norm_importance": 19.297001437743237,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.20420562256031521,
                                        "norm_importance": 12.907096049911118,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, Age, ExistingSavings, Sex, CurrentResidenceDuration feature values are causing a drop in accuracy. The LoanDuration, Age, ExistingSavings, Sex, 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": [
                                                [
                                                    "LoanDuration",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "Age",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "Age",
                                            "ExistingSavings",
                                            "Sex",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, Age, ExistingSavings, Sex, 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": "3",
                                "count": 5,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.5587440899076053,
                                        "norm_importance": 24.063023820871916,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.5382842060656667,
                                        "norm_importance": 23.18189293975199,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "importance": 0.43735365843992324,
                                        "norm_importance": 18.83519072734286,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.39788104101422483,
                                        "norm_importance": 17.13525232881088,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.38973981713248246,
                                        "norm_importance": 16.784640183222344,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, InstallmentPercent, LoanPurpose, LoanAmount, LoanDuration feature values are causing a drop in accuracy. The ExistingSavings, InstallmentPercent, LoanPurpose, LoanAmount, LoanDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "LoanPurpose",
                                                    "LoanAmount",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "LoanPurpose",
                                                    "LoanAmount",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "InstallmentPercent",
                                            "LoanPurpose",
                                            "LoanAmount",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, InstallmentPercent, LoanPurpose, LoanAmount, LoanDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            }
                        ],
                        "count": 91
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 4,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the CreditHistory and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the EmploymentDuration and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "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": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "message": "The values of the InstallmentPlans and Job features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, CreditHistory, CurrentResidenceDuration, OwnsProperty, Housing feature values are unexpected compared to the training data. The EmploymentDuration, CreditHistory, CurrentResidenceDuration, OwnsProperty, Housing feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration",
                                                    "OwnsProperty",
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration",
                                                    "OwnsProperty",
                                                    "Housing"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "CreditHistory",
                                            "CurrentResidenceDuration",
                                            "OwnsProperty",
                                            "Housing"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, CreditHistory, CurrentResidenceDuration, 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": "1",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, InstallmentPercent feature values are unexpected compared to the training data. The CreditHistory, InstallmentPercent feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, InstallmentPercent features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "3",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "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": "5",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "CurrentResidenceDuration",
                                            "LoanAmount"
                                        ],
                                        "columns": [
                                            "CurrentResidenceDuration",
                                            "LoanAmount"
                                        ],
                                        "message": "For the CurrentResidenceDuration feature the value of the LoanAmount feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "Age",
                                            "LoanAmount"
                                        ],
                                        "columns": [
                                            "Age",
                                            "LoanAmount"
                                        ],
                                        "message": "For the Age feature the value of the LoanAmount feature is outside of its typical value ranges."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "Housing"
                                        ],
                                        "message": "The values of the CreditHistory and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "count": 3,
                                        "norm_importance": 37.5,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, CurrentResidenceDuration, Age, CreditHistory, Housing feature values are unexpected compared to the training data. The LoanAmount feature(s) have some impact on drift. The CurrentResidenceDuration, Age, CreditHistory, Housing feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "CurrentResidenceDuration",
                                                    "Age",
                                                    "CreditHistory",
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "Age",
                                                    "CreditHistory",
                                                    "Housing"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "CurrentResidenceDuration",
                                            "Age",
                                            "CreditHistory",
                                            "Housing"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, CurrentResidenceDuration, Age, CreditHistory, Housing features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "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": 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": "4",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPlans",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPlans and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPlans",
                                        "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 InstallmentPlans, CurrentResidenceDuration feature values are unexpected compared to the training data. The InstallmentPlans, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPlans",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPlans",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPlans",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPlans, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "6",
                                "count": 1,
                                "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CheckingStatus, CreditHistory feature values are unexpected compared to the training data. The CheckingStatus, CreditHistory feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CheckingStatus",
                                            "CreditHistory"
                                        ]
                                    ],
                                    "message": "Review the CheckingStatus, CreditHistory features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            }
                        ],
                        "count": 14
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPlans",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPlans and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPlans",
                                        "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 InstallmentPlans, CurrentResidenceDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The InstallmentPlans, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "InstallmentPlans",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPlans",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "InstallmentPlans",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPlans, 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": "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": 2
                    },
                    "start": "<first_payload_record_timestamp_in_window>",
                    "end": "<last_payload_record_timestamp_in_window>",
                    "transactions_count": 360,
                    "transactions_current_window_count": 360
                }
            }
        ]
    }
],[
    {
        "monitor_definition_id": "drift",
        "timestamp": "<timestamp>",
        "binding_id": "<binding_id>",
        "asset_id": "<asset_id>",
        "subscription_id": "<subscription_id>",
        "deployment_id": "<deployment_id>",
        "process": "Drift run for subscription_<subscription_id>",
        "metrics": [
            {
                "drift_magnitude": -0.004666666666666708,
                "predicted_accuracy": 0.8046666666666668,
                "data_drift_magnitude": 0.04722222222222222
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "count": 16,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.4455859008865948,
                                        "norm_importance": 28.147372105950403,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2901206721484804,
                                        "norm_importance": 18.32673452715477,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2859836795492271,
                                        "norm_importance": 18.065403390197673,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2844006587202897,
                                        "norm_importance": 17.96540499205511,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2769552757758607,
                                        "norm_importance": 17.495084984642045,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanDuration, Sex, LoanAmount, EmploymentDuration feature values are causing a drop in accuracy. The ExistingSavings, LoanDuration, Sex, 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",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "Sex",
                                                    "LoanAmount",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "Sex",
                                            "LoanAmount",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanDuration, Sex, 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": 14,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3403753079798683,
                                        "norm_importance": 24.438354435704817,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2880260349617271,
                                        "norm_importance": 20.679767785980857,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.28780149910515407,
                                        "norm_importance": 20.663646502451147,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2538498773743388,
                                        "norm_importance": 18.225979180314734,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.22273871780667673,
                                        "norm_importance": 15.992252095548459,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanAmount, Age, InstallmentPercent, LoanDuration feature values are causing a drop in accuracy. The ExistingSavings, LoanAmount, Age, InstallmentPercent, LoanDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "Age",
                                                    "InstallmentPercent",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "Age",
                                                    "InstallmentPercent",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "Age",
                                            "InstallmentPercent",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanAmount, Age, InstallmentPercent, LoanDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "0",
                                "count": 11,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3597680227872781,
                                        "norm_importance": 24.033124564059758,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.33107478320637007,
                                        "norm_importance": 22.116366660864706,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.32173293703569716,
                                        "norm_importance": 21.49231522088774,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.24653523832602717,
                                        "norm_importance": 16.468979222266462,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.237856347334347,
                                        "norm_importance": 15.889214331921345,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, Sex, Age, InstallmentPercent, EmploymentDuration feature values are causing a drop in accuracy. The ExistingSavings, Sex, 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": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "Age",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "Age",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "Sex",
                                            "Age",
                                            "InstallmentPercent",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, Sex, 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": "7",
                                "count": 11,
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.43063420568021793,
                                        "norm_importance": 24.977079293007762,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.39902925442175796,
                                        "norm_importance": 23.143970442800924,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.32433369857266475,
                                        "norm_importance": 18.811576971336855,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3061568039512471,
                                        "norm_importance": 17.757304616119136,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2639635798154027,
                                        "norm_importance": 15.31006867673531,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The EmploymentDuration, LoanAmount, ExistingSavings, Sex, LoanDuration feature values are causing a drop in accuracy. The EmploymentDuration, LoanAmount, 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",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "Sex",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, LoanAmount, 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": "3",
                                "count": 6,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.5851790648506793,
                                        "norm_importance": 31.05145514127533,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3758593315614464,
                                        "norm_importance": 19.944286927605788,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3462053505690111,
                                        "norm_importance": 18.370752746608048,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2954339392719874,
                                        "norm_importance": 15.676660809551052,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.2818686649187622,
                                        "norm_importance": 14.956844374959788,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, LoanDuration, EmploymentDuration, CurrentResidenceDuration feature values are causing a drop in accuracy. The LoanAmount feature(s) have some impact on drift. The ExistingSavings, LoanDuration, EmploymentDuration, CurrentResidenceDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "LoanAmount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, LoanDuration, EmploymentDuration, CurrentResidenceDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "4",
                                "count": 6,
                                "top_features": [
                                    {
                                        "feature": "Sex",
                                        "importance": 0.41704807648894854,
                                        "norm_importance": 26.049631276305586,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.3351257308715916,
                                        "norm_importance": 20.932602768253545,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.32820670190650814,
                                        "norm_importance": 20.50042680703609,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.2711651311875258,
                                        "norm_importance": 16.93749972879509,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.24942932946098914,
                                        "norm_importance": 15.579839419609678,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Sex, CurrentResidenceDuration, ExistingSavings, LoanAmount, LoanDuration feature values are causing a drop in accuracy. The Sex, CurrentResidenceDuration, ExistingSavings, LoanAmount, LoanDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "CurrentResidenceDuration",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Sex",
                                                    "CurrentResidenceDuration",
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Sex",
                                            "CurrentResidenceDuration",
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the Sex, CurrentResidenceDuration, ExistingSavings, LoanAmount, LoanDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "5",
                                "count": 5,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.48788268686683745,
                                        "norm_importance": 23.718523097176206,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.4827432249094068,
                                        "norm_importance": 23.468667034590307,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.4107729171021945,
                                        "norm_importance": 19.9698148433008,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.38176942886361126,
                                        "norm_importance": 18.559803944772494,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanPurpose",
                                        "importance": 0.29380082447252504,
                                        "norm_importance": 14.283191080160185,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanAmount, InstallmentPercent, EmploymentDuration, LoanPurpose feature values are causing a drop in accuracy. The ExistingSavings, LoanAmount, 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": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration",
                                                    "LoanPurpose"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "InstallmentPercent",
                                            "EmploymentDuration",
                                            "LoanPurpose"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanAmount, 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": "6",
                                "count": 1,
                                "top_features": [
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 1.6530072718788014,
                                        "norm_importance": 50.451903969497295,
                                        "influence": "large"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.4492040819256896,
                                        "norm_importance": 13.71028524167482,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "importance": 0.39559732863989133,
                                        "norm_importance": 12.074138314252272,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "importance": 0.39453889813293314,
                                        "norm_importance": 12.0418336564302,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.38405458033655787,
                                        "norm_importance": 11.721838818145423,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanDuration, Age, OwnsProperty, CreditHistory, EmploymentDuration feature values are causing a drop in accuracy. The LoanDuration feature has a large impact on drift. The Age, OwnsProperty, CreditHistory, EmploymentDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanDuration",
                                                    "Age",
                                                    "OwnsProperty",
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9011E",
                                            "parameters": [
                                                [
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "OwnsProperty",
                                                    "CreditHistory",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanDuration",
                                            "Age",
                                            "OwnsProperty",
                                            "CreditHistory",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanDuration, Age, OwnsProperty, CreditHistory, EmploymentDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            }
                        ],
                        "count": 70
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 6,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the EmploymentDuration and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "LoanDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "LoanDuration"
                                        ],
                                        "message": "For the InstallmentPercent feature the value of the LoanDuration feature is outside of its typical value ranges."
                                    },
                                    {
                                        "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": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "EmploymentDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and EmploymentDuration features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "columns": [
                                            "InstallmentPlans",
                                            "Job"
                                        ],
                                        "message": "The values of the InstallmentPlans and Job features rarely occur together."
                                    },
                                    {
                                        "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": "InstallmentPercent",
                                        "count": 3,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "count": 1,
                                        "norm_importance": 8.333333333333334,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 8.333333333333334,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPlans",
                                        "count": 1,
                                        "norm_importance": 8.333333333333334,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, EmploymentDuration, LoanDuration, ExistingSavings, InstallmentPlans feature values are unexpected compared to the training data. The InstallmentPercent, EmploymentDuration, LoanDuration, ExistingSavings, InstallmentPlans feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "InstallmentPlans"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "EmploymentDuration",
                                                    "LoanDuration",
                                                    "ExistingSavings",
                                                    "InstallmentPlans"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "EmploymentDuration",
                                            "LoanDuration",
                                            "ExistingSavings",
                                            "InstallmentPlans"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, EmploymentDuration, LoanDuration, ExistingSavings, InstallmentPlans features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "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": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the EmploymentDuration and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 4,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "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 EmploymentDuration, CreditHistory, CurrentResidenceDuration feature values are unexpected compared to the training data. The EmploymentDuration feature(s) have some impact on drift. The CreditHistory, CurrentResidenceDuration feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "EmploymentDuration",
                                            "CreditHistory",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the EmploymentDuration, CreditHistory, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "1",
                                "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": [
                                            "InstallmentPercent",
                                            "Age"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "Age"
                                        ],
                                        "message": "The values of the InstallmentPercent and Age 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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 3,
                                        "norm_importance": 37.5,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, Age, CreditHistory, CheckingStatus feature values are unexpected compared to the training data. The InstallmentPercent feature(s) have some impact on drift. The Age, CreditHistory, CheckingStatus feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "Age",
                                                    "CreditHistory",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "CreditHistory",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "Age",
                                            "CreditHistory",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, Age, CreditHistory, CheckingStatus 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",
                                            "ExistingSavings"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ],
                                        "message": "The values of the CreditHistory and ExistingSavings features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, ExistingSavings feature values are unexpected compared to the training data. The CreditHistory, ExistingSavings feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, ExistingSavings features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "4",
                                "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": "5",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "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": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "columns": [
                                            "OwnsProperty",
                                            "Housing"
                                        ],
                                        "message": "The values of the OwnsProperty and Housing features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Telephone",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OwnsProperty",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Housing",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, Telephone, OwnsProperty, Housing feature values are unexpected compared to the training data. The CreditHistory, Telephone, OwnsProperty, Housing feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "Telephone",
                                                    "OwnsProperty",
                                                    "Housing"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "Telephone",
                                                    "OwnsProperty",
                                                    "Housing"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "Telephone",
                                            "OwnsProperty",
                                            "Housing"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, Telephone, OwnsProperty, Housing features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "6",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "name": "catnum_range_constraint",
                                        "code": "AIQDD9005E",
                                        "parameters": [
                                            "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": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CheckingStatus and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 1,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, Age, CheckingStatus feature values are unexpected compared to the training data. The InstallmentPercent feature(s) have some impact on drift. The Age, CheckingStatus feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "Age",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "Age",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, Age, CheckingStatus 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",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the ExistingSavings and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "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 ExistingSavings, CurrentResidenceDuration feature values are unexpected compared to the training data. The ExistingSavings, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, 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": 17
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "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": "ExistingSavings",
                                        "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 ExistingSavings, CurrentResidenceDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The ExistingSavings, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, 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": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the Housing and CurrentResidenceDuration features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Housing",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The Housing, CurrentResidenceDuration feature values are unexpected compared to the training data and causing a drop in accuracy. The Housing, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Housing",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "Housing",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the Housing, CurrentResidenceDuration features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing and the model will need to be retrained."
                                }
                            }
                        ],
                        "count": 2
                    },
                    "start": "<first_payload_record_timestamp_in_window>",
                    "end": "<last_payload_record_timestamp_in_window>",
                    "transactions_count": 360,
                    "transactions_current_window_count": 360
                }
            }
        ]
    }
],[
    {
        "monitor_definition_id": "drift",
        "timestamp": "<timestamp>",
        "binding_id": "<binding_id>",
        "asset_id": "<asset_id>",
        "subscription_id": "<subscription_id>",
        "deployment_id": "<deployment_id>",
        "process": "Drift run for subscription_<subscription_id>",
        "metrics": [
            {
                "drift_magnitude": 0.000888888888888939,
                "predicted_accuracy": 0.7991111111111111,
                "data_drift_magnitude": 0.04722222222222222
            }
        ],
        "sources": [
            {
                "id": "drift_explain_summary_1",
                "type": "drift_explain_summary",
                "data": {
                    "drifted_transactions": {
                        "clusters": [
                            {
                                "id": "2",
                                "count": 24,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3483830550100843,
                                        "norm_importance": 24.989241529908732,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.3045630081405953,
                                        "norm_importance": 21.84606415854695,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2631243912028505,
                                        "norm_importance": 18.873704876340486,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.24183920342323809,
                                        "norm_importance": 17.34693515897062,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.2362225114333979,
                                        "norm_importance": 16.944054276233203,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, Sex, EmploymentDuration, InstallmentPercent feature values are causing a drop in accuracy. The LoanAmount, ExistingSavings, Sex, 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": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "Sex",
                                                    "EmploymentDuration",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "Sex",
                                            "EmploymentDuration",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, Sex, 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": "6",
                                "count": 13,
                                "top_features": [
                                    {
                                        "feature": "Age",
                                        "importance": 0.6631283099869189,
                                        "norm_importance": 39.970561035667174,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.31413752523675575,
                                        "norm_importance": 18.934877213004032,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.2682291961250699,
                                        "norm_importance": 16.16771791190236,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.2073633245465068,
                                        "norm_importance": 12.49898141207169,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.20618343087172825,
                                        "norm_importance": 12.427862427354743,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The Age, EmploymentDuration, Sex, LoanDuration, ExistingSavings feature values are causing a drop in accuracy. The Age feature(s) have some impact on drift. The 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": [
                                                [
                                                    "Age",
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "LoanDuration",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "EmploymentDuration",
                                                    "Sex",
                                                    "LoanDuration",
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "Age",
                                            "EmploymentDuration",
                                            "Sex",
                                            "LoanDuration",
                                            "ExistingSavings"
                                        ]
                                    ],
                                    "message": "Review the Age, 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": "1",
                                "count": 11,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.44109820304323505,
                                        "norm_importance": 26.0599767183803,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.4032142896397159,
                                        "norm_importance": 23.82180414255578,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.3209893510583123,
                                        "norm_importance": 18.96397436606132,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2906737690648454,
                                        "norm_importance": 17.172937006345617,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.2366513907020147,
                                        "norm_importance": 13.98130776665699,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanDuration, LoanAmount, EmploymentDuration, CheckingStatus feature values are causing a drop in accuracy. The ExistingSavings, LoanDuration, LoanAmount, EmploymentDuration, CheckingStatus feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanDuration",
                                                    "LoanAmount",
                                                    "EmploymentDuration",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanDuration",
                                            "LoanAmount",
                                            "EmploymentDuration",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanDuration, LoanAmount, EmploymentDuration, CheckingStatus feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "5",
                                "count": 8,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.5576265395848282,
                                        "norm_importance": 28.500602633115896,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.45796278608486407,
                                        "norm_importance": 23.406732751058055,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "importance": 0.3421468010360602,
                                        "norm_importance": 17.48731332942072,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.33355864204758695,
                                        "norm_importance": 17.048367746122736,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.26524820952355305,
                                        "norm_importance": 13.55698354028259,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, ExistingSavings, InstallmentPercent, EmploymentDuration, LoanDuration feature values are causing a drop in accuracy. The LoanAmount, ExistingSavings, InstallmentPercent, EmploymentDuration, LoanDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration",
                                                    "LoanDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "ExistingSavings",
                                            "InstallmentPercent",
                                            "EmploymentDuration",
                                            "LoanDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, ExistingSavings, InstallmentPercent, EmploymentDuration, LoanDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "0",
                                "count": 6,
                                "top_features": [
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.47069141689145094,
                                        "norm_importance": 28.511756406981437,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.34278774295443687,
                                        "norm_importance": 20.764093577405927,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.32115967697261155,
                                        "norm_importance": 19.453990765460798,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.2620505099903174,
                                        "norm_importance": 15.873500214881206,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.25417849231244,
                                        "norm_importance": 15.396659035270629,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The LoanAmount, Sex, LoanDuration, EmploymentDuration, CurrentResidenceDuration feature values are causing a drop in accuracy. The LoanAmount, Sex, LoanDuration, EmploymentDuration, CurrentResidenceDuration feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "Sex",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "LoanAmount",
                                                    "Sex",
                                                    "LoanDuration",
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "LoanAmount",
                                            "Sex",
                                            "LoanDuration",
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the LoanAmount, Sex, LoanDuration, EmploymentDuration, CurrentResidenceDuration feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            },
                            {
                                "id": "3",
                                "count": 5,
                                "top_features": [
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.3650791526484907,
                                        "norm_importance": 22.64409348671405,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanDuration",
                                        "importance": 0.3612673698165387,
                                        "norm_importance": 22.407667040088434,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "importance": 0.3427572206191121,
                                        "norm_importance": 21.25957204250001,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.29419639645324647,
                                        "norm_importance": 18.24757906994458,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingCreditsCount",
                                        "importance": 0.24894878030872256,
                                        "norm_importance": 15.441088360752927,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The CurrentResidenceDuration, LoanDuration, CheckingStatus, LoanAmount, ExistingCreditsCount feature values are causing a drop in accuracy. The CurrentResidenceDuration, LoanDuration, CheckingStatus, LoanAmount, 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": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "LoanDuration",
                                                    "CheckingStatus",
                                                    "LoanAmount",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "LoanDuration",
                                                    "CheckingStatus",
                                                    "LoanAmount",
                                                    "ExistingCreditsCount"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "CurrentResidenceDuration",
                                            "LoanDuration",
                                            "CheckingStatus",
                                            "LoanAmount",
                                            "ExistingCreditsCount"
                                        ]
                                    ],
                                    "message": "Review the CurrentResidenceDuration, LoanDuration, CheckingStatus, LoanAmount, 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": "4",
                                "count": 4,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.5992005579111364,
                                        "norm_importance": 27.969450938017605,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "importance": 0.48106818847102006,
                                        "norm_importance": 22.455274644915566,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.3791278562595033,
                                        "norm_importance": 17.696909381814326,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Sex",
                                        "importance": 0.3576445593176722,
                                        "norm_importance": 16.69411321971442,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.32529820408331844,
                                        "norm_importance": 15.184251815538097,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, CurrentResidenceDuration, Age, Sex, EmploymentDuration feature values are causing a drop in accuracy. The ExistingSavings, CurrentResidenceDuration, Age, Sex, 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",
                                                    "CurrentResidenceDuration",
                                                    "Age",
                                                    "Sex",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration",
                                                    "Age",
                                                    "Sex",
                                                    "EmploymentDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration",
                                            "Age",
                                            "Sex",
                                            "EmploymentDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, CurrentResidenceDuration, Age, Sex, 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": "7",
                                "count": 1,
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "importance": 0.49048759233770006,
                                        "norm_importance": 22.42736863127931,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "LoanAmount",
                                        "importance": 0.47904225766612957,
                                        "norm_importance": 21.90403482264151,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Dependents",
                                        "importance": 0.4715075966026347,
                                        "norm_importance": 21.559515157266564,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "importance": 0.4074723133763319,
                                        "norm_importance": 18.631524878287426,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "Age",
                                        "importance": 0.33849487886556207,
                                        "norm_importance": 15.477556510525195,
                                        "influence": "small"
                                    }
                                ],
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, LoanAmount, Dependents, EmploymentDuration, Age feature values are causing a drop in accuracy. The ExistingSavings, LoanAmount, Dependents, EmploymentDuration, Age feature(s) have a small impact on drift. The feature values are similar to those in the training data, but the model is known to provide incorrect predictions for similar transactions in the training data.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9007E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "Dependents",
                                                    "EmploymentDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "LoanAmount",
                                                    "Dependents",
                                                    "EmploymentDuration",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9014E"
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9008E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "LoanAmount",
                                            "Dependents",
                                            "EmploymentDuration",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, LoanAmount, Dependents, EmploymentDuration, Age feature values to determine why the model may be providing incorrect predictions. Supplement the training data with similar records with corrected predictions and retrain the model."
                                }
                            }
                        ],
                        "count": 72
                    },
                    "data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "1",
                                "count": 5,
                                "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",
                                            "OthersOnLoan"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "OthersOnLoan"
                                        ],
                                        "message": "The values of the ExistingSavings and OthersOnLoan 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": [
                                            "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": 20.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "OthersOnLoan",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The CreditHistory, EmploymentDuration, CurrentResidenceDuration, ExistingSavings, OthersOnLoan feature values are unexpected compared to the training data. The CreditHistory, EmploymentDuration, CurrentResidenceDuration, ExistingSavings, OthersOnLoan feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration",
                                                    "ExistingSavings",
                                                    "OthersOnLoan"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CreditHistory",
                                                    "EmploymentDuration",
                                                    "CurrentResidenceDuration",
                                                    "ExistingSavings",
                                                    "OthersOnLoan"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "CreditHistory",
                                            "EmploymentDuration",
                                            "CurrentResidenceDuration",
                                            "ExistingSavings",
                                            "OthersOnLoan"
                                        ]
                                    ],
                                    "message": "Review the CreditHistory, EmploymentDuration, CurrentResidenceDuration, 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": "4",
                                "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": "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": [
                                            "CheckingStatus",
                                            "CreditHistory"
                                        ],
                                        "columns": [
                                            "CheckingStatus",
                                            "CreditHistory"
                                        ],
                                        "message": "The values of the CheckingStatus and CreditHistory features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 4,
                                        "norm_importance": 40.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 4,
                                        "norm_importance": 40.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "Age",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 10.0,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, CheckingStatus, Age, CreditHistory feature values are unexpected compared to the training data. The InstallmentPercent, CheckingStatus feature(s) have some impact on drift. The Age, CreditHistory feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CheckingStatus",
                                                    "Age",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "Age",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "CheckingStatus",
                                            "Age",
                                            "CreditHistory"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, CheckingStatus, Age, CreditHistory features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "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": [
                                            "ExistingSavings",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "ExistingSavings",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the ExistingSavings and InstallmentPercent features rarely occur together."
                                    },
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "columns": [
                                            "CreditHistory",
                                            "InstallmentPercent"
                                        ],
                                        "message": "The values of the CreditHistory and InstallmentPercent features rarely occur together."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "ExistingSavings",
                                        "count": 3,
                                        "norm_importance": 37.5,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "InstallmentPercent",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "EmploymentDuration",
                                        "count": 2,
                                        "norm_importance": 25.0,
                                        "influence": "small"
                                    },
                                    {
                                        "feature": "CreditHistory",
                                        "count": 1,
                                        "norm_importance": 12.5,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The ExistingSavings, InstallmentPercent, EmploymentDuration, CreditHistory feature values are unexpected compared to the training data. The ExistingSavings feature(s) have some impact on drift. The InstallmentPercent, EmploymentDuration, CreditHistory feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "InstallmentPercent",
                                                    "EmploymentDuration",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "EmploymentDuration",
                                                    "CreditHistory"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "InstallmentPercent",
                                            "EmploymentDuration",
                                            "CreditHistory"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, InstallmentPercent, EmploymentDuration, CreditHistory features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "2",
                                "count": 2,
                                "constraints_violated": [
                                    {
                                        "name": "catcat_distribution_constraint",
                                        "code": "AIQDD9001E",
                                        "parameters": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPercent and CurrentResidenceDuration features rarely occur together."
                                    },
                                    {
                                        "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": "InstallmentPercent",
                                        "count": 3,
                                        "norm_importance": 50.0,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CurrentResidenceDuration",
                                        "count": 2,
                                        "norm_importance": 33.333333333333336,
                                        "influence": "some"
                                    },
                                    {
                                        "feature": "CheckingStatus",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": false,
                                "drift_reason": {
                                    "summary_message": "The InstallmentPercent, CurrentResidenceDuration, CheckingStatus feature values are unexpected compared to the training data. The InstallmentPercent, CurrentResidenceDuration feature(s) have some impact on drift. The CheckingStatus feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration",
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "InstallmentPercent",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "CheckingStatus"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration",
                                            "CheckingStatus"
                                        ]
                                    ],
                                    "message": "Review the InstallmentPercent, CurrentResidenceDuration, CheckingStatus 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": "3",
                                "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": "6",
                                "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."
                                    }
                                ],
                                "top_features": [
                                    {
                                        "feature": "Telephone",
                                        "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 Telephone, Age feature values are unexpected compared to the training data. The Telephone, Age feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "Telephone",
                                                    "Age"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "Telephone",
                                                    "Age"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "Telephone",
                                            "Age"
                                        ]
                                    ],
                                    "message": "Review the Telephone, Age features to determine why their values are not consistent with the training data. If a value is unexpected, a data entry or data processing problem may exist or the type of data the model is processing may be slowly changing."
                                }
                            },
                            {
                                "id": "7",
                                "count": 1,
                                "constraints_violated": [
                                    {
                                        "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": "ExistingSavings",
                                        "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 ExistingSavings, CurrentResidenceDuration feature values are unexpected compared to the training data. The ExistingSavings, CurrentResidenceDuration feature(s) have some impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9009E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9010E",
                                    "parameters": [
                                        [
                                            "ExistingSavings",
                                            "CurrentResidenceDuration"
                                        ]
                                    ],
                                    "message": "Review the ExistingSavings, 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": 17
                    },
                    "model_data_drifted_transactions": {
                        "clusters": [
                            {
                                "id": "0",
                                "count": 3,
                                "constraints_violated": [
                                    {
                                        "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": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "columns": [
                                            "InstallmentPercent",
                                            "CurrentResidenceDuration"
                                        ],
                                        "message": "The values of the InstallmentPercent and CurrentResidenceDuration 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": "CurrentResidenceDuration",
                                        "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": "InstallmentPercent",
                                        "count": 1,
                                        "norm_importance": 16.666666666666668,
                                        "influence": "small"
                                    }
                                ],
                                "is_intersection": true,
                                "drift_reason": {
                                    "summary_message": "The CurrentResidenceDuration, ExistingSavings, OwnsProperty, Housing, InstallmentPercent 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 ExistingSavings, OwnsProperty, Housing, InstallmentPercent feature(s) have a small impact on drift.",
                                    "messages": [
                                        {
                                            "code": "AIQDD9016E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration",
                                                    "ExistingSavings",
                                                    "OwnsProperty",
                                                    "Housing",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9012E",
                                            "parameters": [
                                                [
                                                    "CurrentResidenceDuration"
                                                ]
                                            ]
                                        },
                                        {
                                            "code": "AIQDD9013E",
                                            "parameters": [
                                                [
                                                    "ExistingSavings",
                                                    "OwnsProperty",
                                                    "Housing",
                                                    "InstallmentPercent"
                                                ]
                                            ]
                                        }
                                    ]
                                },
                                "drift_recommendation": {
                                    "code": "AIQDD9017E",
                                    "parameters": [
                                        [
                                            "CurrentResidenceDuration",
                                            "ExistingSavings",
                                            "OwnsProperty",
                                            "Housing",
                                            "InstallmentPercent"
                                        ]
                                    ],
                                    "message": "Review the CurrentResidenceDuration, ExistingSavings, OwnsProperty, 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."
                                }
                            },
                            {
                                "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."
                                }
                            }
                        ],
                        "count": 4
                    },
                    "start": "<first_payload_record_timestamp_in_window>",
                    "end": "<last_payload_record_timestamp_in_window>",
                    "transactions_count": 360,
                    "transactions_current_window_count": 360
                }
            }
        ]
    }
]]