{
    "sklearn": {
        "columns": [
            "CustomerID",
            "Age",
            "Tenure",
            "Usage Frequency",
            "Support Calls",
            "Payment Delay",
            "Total Spend",
            "Last Interaction",
            "Gender_Female",
            "Gender_Male",
            "Subscription Type_Basic",
            "Subscription Type_Premium",
            "Subscription Type_Standard",
            "Contract Length_Annual",
            "Contract Length_Monthly",
            "Contract Length_Quarterly"
        ],
        "environment": [
            "scikit-learn=1.5.2"
        ],
        "example_input": {
            "Age": [
                30.0,
                39.0,
                34.0
            ],
            "Contract Length_Annual": [
                1.0017246093426233,
                1.0,
                0.0
            ],
            "Contract Length_Monthly": [
                0.0,
                -0.0032227058005235287,
                -0.01338350987158543
            ],
            "Contract Length_Quarterly": [
                0.0,
                0.0,
                1.0
            ],
            "CustomerID": [
                319992.663557332,
                337365.36739982665,
                211059.0
            ],
            "Gender_Female": [
                0.0,
                0.9999999999998148,
                0.0
            ],
            "Gender_Male": [
                1.0,
                0.0,
                1.0
            ],
            "Last Interaction": [
                20.0,
                9.0,
                12.0
            ],
            "Payment Delay": [
                8.690795969844203,
                8.149434784091682,
                0.6104384129694154
            ],
            "Subscription Type_Basic": [
                1.0,
                1.0,
                0.0
            ],
            "Subscription Type_Premium": [
                0.0,
                0.0,
                0.0
            ],
            "Subscription Type_Standard": [
                5.062616992290714e-14,
                4.04121180963557e-14,
                0.9999999999999203
            ],
            "Support Calls": [
                0.0,
                0.0,
                8.0
            ],
            "Tenure": [
                43.0,
                31.0,
                17.0
            ],
            "Total Spend": [
                914.15,
                657.3,
                511.21
            ],
            "Usage Frequency": [
                23.0,
                28.0,
                24.0
            ]
        },
        "model": {
            "file": "hw4_mar25_classifier_iter.pkl"
        },
        "model_format": "pickle",
        "task": "tabular-classification"
    }
}