---

2023

Note

ID: catalog.cards.CFPB.product.2023 | Type: TaskCard

{
    "loader": {
        "files": {
            "train": "https://www.consumerfinance.gov/data-research/consumer-complaints/search/api/v1/?date_received_max=2023-01-04&date_received_min=2022-01-04&field=all&format=csv&has_narrative=true&lens=product&no_aggs=true&size=340390&sub_lens=sub_product&trend_depth=5&trend_interval=month"
        },
        "type": "load_csv"
    },
    "preprocess_steps": [
        {
            "mix": {
                "test": "train[20%]",
                "train": "train[70%]",
                "validation": "train[10%]"
            },
            "type": "split_random_mix"
        },
        {
            "field_to_field": {
                "Consumer complaint narrative": "text",
                "Product": "label"
            },
            "type": "rename_fields"
        },
        {
            "mappers": {
                "label": {
                    "Checking or savings account": "checking or savings account",
                    "Credit card or prepaid card": "credit card or prepaid card",
                    "Credit reporting, credit repair services, or other personal consumer reports": "credit reporting or credit repair services or other personal consumer reports",
                    "Debt collection": "debt collection",
                    "Money transfer, virtual currency, or money service": "money transfer or virtual currency or money service",
                    "Mortgage": "mortgage",
                    "Payday loan, title loan, or personal loan": "payday loan or title loan or personal loan",
                    "Student loan": "student loan",
                    "Vehicle loan or lease": "vehicle loan or lease"
                }
            },
            "type": "map_instance_values"
        },
        {
            "fields": {
                "classes": [
                    "credit reporting or credit repair services or other personal consumer reports",
                    "credit card or prepaid card",
                    "payday loan or title loan or personal loan",
                    "debt collection",
                    "mortgage",
                    "checking or savings account",
                    "money transfer or virtual currency or money service",
                    "vehicle loan or lease",
                    "student loan"
                ],
                "text_type": "text",
                "type_of_class": "topic"
            },
            "type": "add_fields"
        }
    ],
    "task": "tasks.classification.multi_class",
    "templates": "templates.classification.multi_class.all",
    "type": "task_card"
}