{
    "data_id": "46441",
    "name": "Credit_Score_Classification",
    "exact_name": "Credit_Score_Classification",
    "version": 1,
    "version_label": null,
    "description": "This dataset contains customer credit score information, which can be used for classification purposes.\n\n**Target Variable**: Credit Score:\n- **Poor** (0): Customers with a low credit score.\n- **Standard** (1): Customers with an average credit score.\n- **Good** (2): Customers with a high credit score.\n\n**Features** include various attributes such as income, number of credit cards, loan information, and other financial indicators.",
    "format": "arff",
    "uploader": "Anna Wiewer",
    "uploader_id": 44101,
    "visibility": "public",
    "creator": "\"Anna Wiewer\"",
    "contributor": "\"OpenML Community\"",
    "date": "2024-11-25 14:54:19",
    "update_comment": null,
    "last_update": "2024-11-25 14:54:19",
    "licence": "CC BY 4.0",
    "status": "active",
    "error_message": null,
    "url": "https:\/\/api.openml.org\/data\/download\/22121051\/dataset",
    "default_target_attribute": "credit_score",
    "row_id_attribute": null,
    "ignore_attribute": "\"credit_score_numeric\"",
    "runs": 0,
    "suggest": {
        "input": [
            "Credit_Score_Classification",
            "This dataset contains customer credit score information, which can be used for classification purposes. - **Poor** (0): Customers with a low credit score. - **Standard** (1): Customers with an average credit score. - **Good** (2): Customers with a high credit score. "
        ],
        "weight": 5
    },
    "qualities": {
        "NumberOfInstances": 100000,
        "NumberOfFeatures": 28,
        "NumberOfClasses": 3,
        "NumberOfMissingValues": 62162,
        "NumberOfInstancesWithMissingValues": 48053,
        "NumberOfNumericFeatures": 16,
        "NumberOfSymbolicFeatures": 1,
        "NumberOfBinaryFeatures": 0,
        "PercentageOfBinaryFeatures": 0,
        "PercentageOfInstancesWithMissingValues": 48.053000000000004,
        "AutoCorrelation": 0.7719377193771938,
        "PercentageOfMissingValues": 2.2200714285714285,
        "Dimensionality": 0.00028,
        "PercentageOfNumericFeatures": 57.14285714285714,
        "MajorityClassPercentage": 53.174,
        "PercentageOfSymbolicFeatures": 3.571428571428571,
        "MajorityClassSize": 53174,
        "MinorityClassPercentage": 17.828,
        "MinorityClassSize": 17828
    },
    "tags": [],
    "features": [
        {
            "name": "credit_score",
            "index": "27",
            "type": "nominal",
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            "missing": "0",
            "target": "1",
            "distr": [
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                    "poor",
                    "standard",
                    "good"
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                        "0"
                    ],
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                        "53174",
                        "0"
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                    [
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                ]
            ]
        },
        {
            "name": "id",
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            "type": "string",
            "distinct": "100000",
            "missing": "0"
        },
        {
            "name": "customer_id",
            "index": "1",
            "type": "string",
            "distinct": "12500",
            "missing": "0"
        },
        {
            "name": "month",
            "index": "2",
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            "missing": "0"
        },
        {
            "name": "name",
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            "distinct": "10139",
            "missing": "9985"
        },
        {
            "name": "age",
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            "max": "8698",
            "mean": "120",
            "stdev": "685"
        },
        {
            "name": "ssn",
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            "type": "string",
            "distinct": "12501",
            "missing": "0"
        },
        {
            "name": "occupation",
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            "type": "string",
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            "missing": "0"
        },
        {
            "name": "annual_income",
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        },
        {
            "name": "monthly_inhand_salary",
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            "min": "304",
            "max": "15205",
            "mean": "4194",
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        },
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            "name": "num_bank_accounts",
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            "min": "0",
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            "mean": "17",
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        },
        {
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            "missing": "0",
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            "mean": "22",
            "stdev": "129"
        },
        {
            "name": "interest_rate",
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            "max": "5797",
            "mean": "72",
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        },
        {
            "name": "num_of_loan",
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            "missing": "0",
            "min": "0",
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            "mean": "11",
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        },
        {
            "name": "type_of_loan",
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            "type": "string",
            "distinct": "6260",
            "missing": "11408"
        },
        {
            "name": "delay_from_due_date",
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            "type": "numeric",
            "distinct": "68",
            "missing": "0",
            "min": "0",
            "max": "67",
            "mean": "21",
            "stdev": "15"
        },
        {
            "name": "num_of_delayed_payment",
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            "type": "numeric",
            "distinct": "708",
            "missing": "7002",
            "min": "0",
            "max": "4397",
            "mean": "31",
            "stdev": "226"
        },
        {
            "name": "changed_credit_limit",
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            "type": "numeric",
            "distinct": "4375",
            "missing": "2091",
            "min": "-6",
            "max": "37",
            "mean": "10",
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        },
        {
            "name": "num_credit_inquiries",
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            "missing": "1965",
            "min": "0",
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            "mean": "28",
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        },
        {
            "name": "credit_mix",
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        },
        {
            "name": "outstanding_debt",
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            "mean": "1426",
            "stdev": "1155"
        },
        {
            "name": "credit_utilization_ratio",
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            "type": "numeric",
            "distinct": "100000",
            "missing": "0",
            "min": "20",
            "max": "50",
            "mean": "32",
            "stdev": "5"
        },
        {
            "name": "credit_history_age",
            "index": "21",
            "type": "string",
            "distinct": "404",
            "missing": "9030"
        },
        {
            "name": "payment_of_min_amount",
            "index": "22",
            "type": "string",
            "distinct": "3",
            "missing": "0"
        },
        {
            "name": "total_emi_per_month",
            "index": "23",
            "type": "numeric",
            "distinct": "14950",
            "missing": "0",
            "min": "0",
            "max": "82331",
            "mean": "1403",
            "stdev": "8306"
        },
        {
            "name": "amount_invested_monthly",
            "index": "24",
            "type": "numeric",
            "distinct": "91049",
            "missing": "4479",
            "min": "0",
            "max": "10000",
            "mean": "637",
            "stdev": "2043"
        },
        {
            "name": "payment_behaviour",
            "index": "25",
            "type": "string",
            "distinct": "7",
            "missing": "0"
        },
        {
            "name": "monthly_balance",
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            "distinct": "98792",
            "missing": "1200",
            "min": "0",
            "max": "2147483647",
            "mean": "2147483647",
            "stdev": "2147483647"
        },
        {
            "name": "credit_score_numeric",
            "index": "28",
            "type": "numeric",
            "distinct": "3",
            "missing": "0",
            "ignore": "1",
            "min": "0",
            "max": "2",
            "mean": "1",
            "stdev": "1"
        }
    ],
    "nr_of_issues": 0,
    "nr_of_downvotes": 0,
    "nr_of_likes": 0,
    "nr_of_downloads": 0,
    "total_downloads": 0,
    "reach": 0,
    "reuse": 0,
    "impact_of_reuse": 0,
    "reach_of_reuse": 0,
    "impact": 0
}