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Analysis
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Amount Significance: Negative amounts represent debits (expenses), and positive amounts represent credits (income). Ensure that transaction amounts are correctly signed to get accurate results.
Regularity Score: The regularityScore is a value between 0 and 1, indicating how consistent the payments are in terms of timing and amount. A higher score means more regular payments.
Normalization: Transaction descriptions are normalized by converting to lowercase and removing special characters and extra whitespace.
Minimum Occurrences: A payment must occur at least three times to be considered recurring.
Interval Consistency: Payments must occur at consistent intervals (approximately monthly, within a 30 ±5 day range).
Amount Variance: The variance in transaction amounts must be less than or equal to 10% to be considered consistent.

Here is an example of the response:

{
    "recurringPayments": [
        {
            "description": "debito aut conta agua e esgoto sabesp",
            "averageAmount": -76.78,
            "occurrences": [
                "77777777-8888-9999-0000-111111111111",
                "88888888-9999-0000-1111-222222222222",
                "99999999-0000-1111-2222-333333333333"
            ],
            "regularityScore": 0.997773784382727
        },
        {
            "description": "ebn spotify",
            "averageAmount": 21.9,
            "occurrences": [
                "aaaaaaa1-aaaa-aaaa-aaaa-aaaaaaaaaaaa",
                "bbbbbbb1-bbbb-bbbb-bbbb-bbbbbbbbbbbb",
                "ccccccc1-cccc-cccc-cccc-cccccccccccc",
                "ddddddd1-dddd-dddd-dddd-dddddddddddd",
                "eeeeeee1-eeee-eeee-eeee-eeeeeeeeeeee",
                "fffffff1-ffff-ffff-ffff-ffffffffffff",
                "11111111-aaaa-aaaa-aaaa-aaaaaaaaaaaa",
                "22222222-bbbb-bbbb-bbbb-bbbbbbbbbbbb",
                "33333333-cccc-cccc-cccc-cccccccccccc",
                "44444444-dddd-dddd-dddd-dddddddddddd",
                "55555555-eeee-eeee-eeee-eeeeeeeeeeee",
                "66666666-ffff-ffff-ffff-ffffffffffff"
            ],
            "regularityScore": 0.9344445222642911
        },
        {
            "description": "mp camisetadepre",
            "averageAmount": 8.57,
            "occurrences": [
                "99999999-cccc-cccc-cccc-cccccccccccc",
                "00000000-dddd-dddd-dddd-dddddddddddd",
                "aaaaaaa3-aaaa-aaaa-aaaa-aaaaaaaaaaaa",
                "bbbbbbb3-bbbb-bbbb-bbbb-bbbbbbbbbbbb",
                "ccccccc3-cccc-cccc-cccc-cccccccccccc",
                "ddddddd3-dddd-dddd-dddd-dddddddddddd"
            ],
            "regularityScore": 0.9199999999999999
        },
        {
            "description": "niazi chohfi textil",
            "averageAmount": 20.12,
            "occurrences": [
                "eeeeeee3-eeee-eeee-eeee-eeeeeeeeeeee",
                "fffffff3-ffff-ffff-ffff-ffffffffffff",
                "11111113-aaaa-aaaa-aaaa-aaaaaaaaaaaa",
                "22222222-bbbb-bbbb-bbbb-bbbbbbbbbbbb"
            ],
            "regularityScore": 0.9528595479208968
        }
    ]
}

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